Quarterlytics / Financial Services / Insurance - Property & Casualty / Selective Insurance Group

Selective Insurance Group

sigi · NASDAQ Financial Services
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Ticker sigi
Exchange NASDAQ
Sector Financial Services
Industry Insurance - Property & Casualty
Employees 1001-5000
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FY2021 Annual Report · Selective Insurance Group
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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
WASHINGTON, DC 20549

FORM 10-K 

(Mark One)

☒ ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

For the fiscal year ended: December 31, 2021 

or

☐ TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 
1934

For the transition period from_______________________to_______________________

Commission file number: 001-33067 
SELECTIVE INSURANCE GROUP, INC. 
(Exact Name of Registrant as Specified in Its Charter)

New Jersey
(State or Other Jurisdiction of Incorporation or Organization)

22-2168890
(I.R.S. Employer Identification No.)

40 Wantage Avenue 
Branchville, New Jersey  07890 
(Address of Principal Executive Offices) (Zip Code)
973 948-3000
(Registrant's Telephone Number, Including Area Code)

 Securities registered pursuant to Section 12(b) of the Act: 

Title of each class

Trading 
Symbol (s)

Name of each exchange on which 
registered

Common Stock, par value $2 per share
Depositary Shares, each representing a 1/1,000th interest in a share of 4.60% Non-
Cumulative Preferred Stock, Series B, without par value

SIGI

The Nasdaq Stock Market LLC

SIGIP

The Nasdaq Stock Market LLC

Securities registered pursuant to Section 12(g) of the Act:      None

Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.

☒ Yes     ☐ No

Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act.

☐ Yes     ☒ No 

Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the 
Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to 
file such reports), and (2) has been subject to such filing requirements for the past 90 days.									☒ Yes    ☐ No

Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted 
pursuant to Rule 405 of Regulation S-T during the preceding 12 months (or for such shorter period that the registrant was 
required to submit such files).																																	☒ Yes     ☐ No

Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller  
reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” 
“smaller reporting company,” and "emerging growth company" in Rule 12b-2 of the Exchange Act.

1

 
 
 
 
 
 
 
 
 
Large accelerated filer  ☒
Non-accelerated filer	¨

Accelerated filer  ¨
Smaller reporting company ☐
Emerging growth company ☐

If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period 
for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
        ☐	

Indicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the 
effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 
7262(b)) by the registered public accounting firm that prepared or issued its audit report.   

        ☒

Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act).				 ☐ Yes   ☒ No 

The aggregate market value of the voting company common stock held by non-affiliates of the registrant, based on the closing 
price on the Nasdaq Global Select Market, was $4,787,831,538 on June 30, 2021.  As of January 31, 2022, the registrant had 
outstanding 60,186,063 shares of common stock.

DOCUMENTS INCORPORATED BY REFERENCE
Portions of the registrant’s definitive Proxy Statement for the 2022 Annual Meeting of Stockholders to be held on May 3, 2022, 
are incorporated by reference into Part III of this report.

2

 
	
	
	
	
	
	
	
	
	
	
	
	
	
 
 
 
SELECTIVE INSURANCE GROUP, INC.
Table of Contents

Page No.

PART I
Item 1.
Item 1A.
Item 1B.
Item 2.
Item 3.
Item 4.

PART II
Item 5.

Item 6.
Item 7.

Item 7A.
Item 8.

Item 9.
Item 9A.
Item 9B.
Item 9C.

PART III
Item 10.
Item 11.
Item 12.

Item 13.
Item 14.

PART IV
Item 15.
Item 16.

Business
Risk Factors
Unresolved Staff Comments
Properties
Legal Proceedings

Mine Safety Disclosures

Market For Registrant’s Common Equity, Related Stockholder Matters and Issuer 
Purchases of Equity Securities
Reserved
Management’s Discussion and Analysis of Financial Condition and Results of Operations
Forward-looking Statements
Introduction
Critical Accounting Policies and Estimates
Financial Highlights of Results for Years Ended December 31, 2021, 2020, and 2019
Results of Operations and Related Information by Segment
Federal Income Taxes
Liquidity and Capital Resources
Quantitative and Qualitative Disclosures About Market Risk
Financial Statements and Supplementary Data
Consolidated Balance Sheets as of December 31, 2021 and 2020
Consolidated Statements of Income for the Years Ended
    December 31, 2021, 2020, and 2019
Consolidated Statements of Comprehensive Income for the Years Ended 
    December 31, 2021, 2020, and 2019
Consolidated Statements of Stockholders’ Equity for the Years Ended
    December 31, 2021, 2020, and 2019
Consolidated Statements of Cash Flows for the Years Ended
    December 31, 2021, 2020, and 2019
Notes to Consolidated Financial Statements
Changes in and Disagreements With Accountants on Accounting and Financial Disclosure
Controls and Procedures
Other Information
Disclosure Regarding Foreign Jurisdictions that Prevent Inspections

Directors, Executive Officers and Corporate Governance
Executive Compensation
Security Ownership of Certain Beneficial Owners and Management and Related 
Stockholder Matters
Certain Relationships and Related Transactions, and Director Independence
Principal Accountant Fees and Services

Exhibit and Financial Statement Schedules
Form 10-K Summary

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PART I

Item 1. Business.

Overview

Selective Insurance Group, Inc. (“Parent”) is a New Jersey insurance holding company incorporated in 1977 that owns ten 
property and casualty insurance subsidiaries ("Insurance Subsidiaries").  The Insurance Subsidiaries sell products and services 
only in the United States ("U.S.") exclusively through independent insurance agents and wholesale brokers.  Various state 
departments of insurance (i) license nine of our subsidiaries as admitted carriers to write specific lines of property and casualty 
insurance in the standard marketplace and (ii) authorize the tenth subsidiary as a non-admitted carrier to write property and 
casualty insurance in the excess and surplus ("E&S") lines market.  We refer throughout this document to the Parent and the 
Insurance Subsidiaries collectively as "we," “us,” or “our.”  We use Parent only to distinguish the holding company from the 
Insurance Subsidiaries.

Our main office is located in Branchville, New Jersey.  Our common and preferred stock are listed and traded on the Nasdaq 
Global Select Market under the symbols “SIGI” and "SIGIP," respectively.  In 2021, AM Best Company (“AM Best”) ranked 
us as the 39th largest property and casualty group in its annual list of “Top 200 U.S. Property/Casualty Writers,” based on 2020 
net premiums written (“NPW”).  We have a long and successful history in the property and casualty industry since our founding 
in 1926.  Our AM Best financial strength rating is currently "A+" (Superior).  

Strategic Advantages
We have three key sustainable competitive advantages:

• A distribution model that emphasizes franchise value, meaning we focus on appointing high-quality independent 

distribution partners, with whom we have meaningful and close business relationships;

• A unique field model, in which we (i) locate our Standard Commercial Lines underwriting and safety management 
personnel in the geographic territories they serve, (ii) organize our claims operation regionally by specialty, with 
local personnel managing our customer, claimant, and agency relationships, and (iii) provide our teams with 
sophisticated tools and technologies to inform underwriting, pricing, safety management, and claims decisions; and

• A superior omnichannel customer experience provided by best-in-class employees, enhanced by digital platforms 

and value-added services to increase customer engagement and retention.  

Several nationally recognized statistical rating organizations ("NRSROs") issue opinions on our financial strength, operating 
performance, strategic position, and ability to meet policyholder obligations:  

NRSRO

Financial Strength Rating

AM Best

Standard & Poor’s Global Ratings (“S&P”)

Moody’s Investors Services (“Moody’s”)

Fitch Ratings (“Fitch”)

A+

A

A2

A+

Outlook

Stable

Stable

Stable

Stable

In the fourth quarter of 2021, AM Best (i) upgraded our financial strength rating to "A+" (Superior) from "A" (Excellent), the 
second-highest of their 13 financial strength ratings, and (ii) revised our outlook to "Stable" from "Positive."  In taking this 
action, AM Best cited our strong balance sheet strength, strong operating performance, favorable business profile, and 
appropriate enterprise risk management.

We believe that our ability to write insurance business is most influenced by our AM Best rating.  Our independent distribution 
partners recommend insurance carriers based, in part, on financial strength ratings, which many of our customers also consider 
in their purchasing decisions.  Distribution partners generally recommend higher-rated carriers to limit their potential liability 
for error and omission claims by customers.  Most of our customers often have minimum insurer rating requirements in loans, 
mortgages, and other agreements securing real and personal property.

4

These NRSROs also rate our long-term debt creditworthiness.  Credit ratings indicate the ability of debt issuers to meet 
obligations in a timely manner and are important factors in our overall funding profile and ability to access certain types of 
liquidity.  Our current senior debt credit ratings are as follows:

NRSRO

AM Best
S&P
Moody’s
Fitch

Credit Rating
a-
BBB
Baa2
BBB+

Long-Term Credit Outlook
Stable
Stable
Stable
Stable

Our S&P, Moody's, and Fitch financial strength and associated credit ratings affect our ability to access capital markets.

We have provided a glossary of terms defining certain industry-specific and other terms that we use as Exhibit 99.1 to this Form 
10-K.

Human Capital
We recognize that developing and protecting our human capital complements and contributes to superior longer-term financial 
performance.  We are committed to maintaining a safe and inclusive workplace that promotes diversity and provides attractive 
benefits to our approximately 2,440 employees.  In 2021, we (i) were designated as a Great Place to Work CertifiedTM 
organization for the second year in a row, with 88% of employees identifying us as a great place to work, (ii) received the 
"2021 Best Places to Work" award from Business Intelligence Group, and (iii) were recognized by Forbes as one of "America's 
Best-in-State Employers."

We discuss our approach to (i) physical, social, and financial well-being of our employees; (ii) talent development and 
employee retention; and (iii) diversity, equity, and inclusion more fully below.

Physical, Social, and Financial Well-Being of our Employees
We invest significantly in our employees' physical, social, and financial well-being, which is essential to attracting and retaining 
the best talent.  We are committed to fair pay and regularly analyze and adjust compensation to ensure internal equity and 
external market alignment.  To support the financial well-being of our employees and their families, we offer competitive 
financial benefit programs, including a 401(k) plan with non-elective and employer matching contributions, an employee stock 
purchase plan that allows our stock to be purchased at a discount, and tuition reimbursement and student loan repayment.  Most 
of our employees are eligible to participate in our annual cash incentive program, the funding and payout of which is based on 
the achievement of our financial and strategic objectives, and our long-term stock-based incentive compensation program.  To 
promote the health and well-being of our employees, we offer a range of competitive and convenient health and wellness 
programs.  We also support our employees' social well-being, encouraging connections with their colleagues and communities 
through various programs, such as paid time off for volunteer work and matching charitable donations.

Talent Development and Employee Retention
We invest significant time and resources in training and development to assist our employees in fulfilling their professional 
potential and having rewarding careers.  We are committed to ongoing learning, personal growth, and continuous improvement.  
Our employees have access to various live instructor-led training courses and over 22,000 online skills training courses and 
resources.  We also have leadership and talent development programs and initiatives at all levels of the organization.  Examples 
include our (i) Next Generation of Leaders program, which identifies early- and mid-career management for focused 
development opportunities that prepare them for future senior leadership, and (ii) RISE (Retain Include Support Engage) 
program, which is an accelerated professional development program for diverse individual contributors interested in first-level 
management positions.

The COVID-19 pandemic has accelerated our capabilities and cultural adaptation to a flexible work environment.  As a result, 
we have instituted changes to increase flexibility and enhance employee engagement and productivity.  During 2021, most of 
our office-based employees remained fully remote.  In the future, when we return to the office, we will be adhering to our new 
hybrid work policy that allows most employees to work remotely 40% of the time.  To retain our best talent and foster a 
positive work-life balance, we invest in talent development, and focus on workplace flexibility.  Our employee turnover rate in 
2021 was approximately 13%.  Employees with over 20 years of service represented approximately 17% of our workforce.  

Diversity, Equity, and Inclusion
We recognize that when employees with diverse backgrounds, ideas, and experiences collaborate, it can foster innovation that 
improves operational performance, products and services, customer experience, market opportunities, and revenue.  We have 
initiatives to increase representation and cultivate greater inclusion of people with different ethnicity, race, age, sexual 

5

 
orientation, gender identity and expression, and socio-economic background.  Some recent initiatives include (i) increasing 
gender and racial diversity in our Next Generation of Leaders program, which was 79% in 2021 and 66% in 2020, and through 
the launch of various employee resource groups for women, Black, and LGBTQ+ employees, (ii) increasing the focus on 
leadership development programs for under-represented groups through our RISE program, (iii) implementing business 
objectives tied to supporting and participating in diversity, equity and inclusion initiatives, (iv) enhanced hiring, retention, and 
promotion practices intended to increase the level of diversity at all levels within the organization, and (v) increasing the size of 
our Board of Directors ("Board"), adding new directors with diverse backgrounds, skills, experience, and ethnicity and race.

As of December 31, 2021, women represented 58% of our non-officer workforce and 32% of our officer workforce, compared 
to 57% and 31% at December, 31, 2020, respectively.  Increasing the representation of women in first-level, middle, and senior 
management roles is a prioritized goal.  Our ethnic diversity for officers and non-officers is consistent with the national average 
for financial services, but our objective is to increase this representation over time.  Currently, approximately 80% of our 
workforce is White; and 20% of our workforce is a combination of Black, Latin, Asian, and all other ethnicities combined, 
compared to 82% and 18% at December, 31, 2020, respectively.  In addition, we have five directors who identify as diverse.

Segments

We have four reportable segments:

•

•

•

•

Standard Commercial Lines, which represents 73% of consolidated revenues and comprises property and casualty 
insurance products and services provided in the standard marketplace to commercial enterprises, typically 
businesses, non-profit organizations, and local government agencies.  This business represented 81% of our total 
insurance operations’ NPW in 2021 and is primarily sold in 27 states and the District of Columbia.  The average 
premium per policyholder in 2021 was approximately $14,000.

Standard Personal Lines, which represents 9% of consolidated revenues and comprises property and casualty 
insurance products and services provided primarily to individuals acquiring coverage in the standard marketplace.  
This business represented 9% of our total insurance operations’ NPW in 2021 and is sold in 15 states.  The average 
premium per policyholder in 2021 was approximately $2,500.  Standard Personal Lines also includes flood 
insurance coverage sold through the Write Your Own ("WYO") program of the National Flood Insurance Program 
("NFIP").  Based on 2020 direct premiums written ("DPW") as reported in the S&P Market Intelligence platform, 
we are the fourth-largest writer of this coverage through the NFIP.  We write flood business in all 50 states and the 
District of Columbia.

E&S Lines, which represents 8% of consolidated revenues and comprises commercial property and casualty 
insurance products and services provided to customers unable to obtain coverage in the standard marketplace, 
generally because of unusual or high-risk exposures.  E&S insurers do not have constraints related to form and rate 
regulations like standard market insurers, and they are exempt from many other standard market requirements.  E&S 
carriers are authorized to write an insurance policy if the party seeking insurance coverage has been rejected by three 
separate standard line carriers.  This business represented 10% of our total insurance operations’ NPW in 2021 and 
is sold in all 50 states and the District of Columbia.  The average premium per policyholder in 2021 was 
approximately $3,300.

Investments, which represents 10% (including net realized and unrealized gains and losses) of consolidated revenues 
and invests the (i) premiums collected by our insurance operations and (ii) amounts generated through our capital 
management strategies, which include the issuance of debt and equity securities.

We derive nearly all of our income/loss in three ways:

•

Underwriting income/loss from our insurance operations.  Underwriting income/loss is comprised of revenues, 
which are the net premiums earned ("NPE") from our insurance products and services less expenses.  Gross 
premiums are DPW plus premiums assumed from other insurers and mandatory pools and associations.  NPW is 
equal to gross premiums less premiums ceded to reinsurers.  NPW is recognized as revenue ratably over a policy’s 
term as NPE.

Expenses related to our insurance operations fall into three categories depicted on our Consolidated Statements of 
Income:  (i) "Loss and loss expense incurred," which includes losses associated with claims and all loss expenses for 
adjusting claims incurred during a policy's term, net of losses and loss expenses ceded to reinsurers; (ii) 
"Amortization of deferred policy acquisition costs," which includes expenses related to the successful acquisition of 

6

insurance policies, such as commissions to our distribution partners and premium taxes, recognized ratably over a 
policy's term; and (iii) "Other insurance expenses," which includes acquisition and other insurance-related expenses 
not otherwise classified as "Loss and loss expense incurred" or "Amortization of deferred policy acquisition costs" 
incurred in maintaining policies and policyholder dividends.

Total underwriting expenses are the total of Amortization of deferred policy acquisition costs and Other insurance 
expenses, offset by Other income on our Consolidated Statements of Income.  Other income primarily includes 
installment fees, which are fees charged to customers paying their premiums on an installment basis.

•

•

Net investment income earned from our investment segment.  We generate income from investing insurance 
premiums and amounts generated through our capital management strategies.  Net investment income consists 
primarily of (i) interest earned on fixed income investments and commercial mortgage loans, (ii) dividends earned 
on equity securities, (iii) other income primarily generated from our alternative investments portfolio, partially offset 
by (iv) investment expenses.

Net realized and unrealized gains and losses on investment securities from our investments segment.  Realized gains 
and losses from our investment portfolio are the result of (i) security disposals through sales, calls, and redemptions,
(ii) losses on securities for which we intend to sell, (iii) credit loss expense or benefit, and (iv) net unrealized gains 
and losses on equity securities.

Net income (or loss) available to common stockholders on our Consolidated Statements of Income also includes (i) corporate 
expenses, which includes the Parent's long-term incentive compensation to our employees and other general corporate 
expenses, (ii) interest on our debt obligations, (iii) federal income taxes, and (iv) dividends to preferred shareholders.

We use net income (or loss) available to common stockholders and non-U.S. generally accepted accounting principles 
("GAAP") operating income as measures of financial performance.  Non-GAAP operating income differs from net income 
available to common stockholders by excluding after-tax net realized and unrealized gains and losses on investments.

We use combined ratio as the key performance measure in assessing our insurance operations.  The combined ratio is calculated 
by adding (i) the loss and loss expense ratio, which is the ratio of net loss and loss expense incurred to NPE, (ii) the expense 
ratio, which is the ratio of underwriting expenses to NPE, and (iii) the dividend ratio, which is the ratio of policyholder 
dividends to NPE.  A combined ratio under 100% indicates an underwriting profit, and a combined ratio over 100% indicates an 
underwriting loss.  The combined ratio does not reflect net investment income, net realized and unrealized investment gains or 
losses, federal income taxes, or Parent income or expense.  The loss and loss expense ratio is typically the largest contributor to 
our combined ratio.  Key drivers typically are the amount of catastrophe and non-catastrophe property loss and loss expenses 
incurred, current year casualty loss estimates, and the impact of prior year casualty reserve development.

We principally use after-tax net investment income as the key measure in assessing the financial performance of our 
investments segment.  We also assess total return, which we calculate by adding pre-tax net realized and unrealized investment 
gains or losses (including losses on securities we intend to sell and credit loss expense or benefit) to pre-tax net investment 
income.  Our investment philosophy includes setting specific risk and return objectives for the fixed income, equity, and other 
investment portfolios and comparing each portfolio's returns to a weighted-average benchmark of comparable indices.

We also consider return on common equity ("ROE") and non-GAAP operating return on common equity ("non-GAAP 
operating ROE") as important measures of our overall financial performance.  ROE is a profitability measurement calculated by 
dividing net income available to common stockholders by average common stockholders' equity during the period.  Non-GAAP 
operating ROE is calculated by dividing non-GAAP operating income available to common stockholders by average common 
stockholders' equity during the period.  We evaluate our segments, in part, based on their contribution to non-GAAP operating 
ROE.   We establish our non-GAAP operating ROE target annually based on the sum of (i) our current estimated weighted 
average cost of capital and (ii) an appropriate spread over our estimated weighted average cost of capital.  We also consider the 
current interest rate environment and property and casualty insurance industry market conditions when establishing our non-
GAAP operating ROE target.  For 2022, our non-GAAP operating ROE target is 11%.  

For further details about our 2021 results related to these performance measures, refer to "Financial Highlights of Results for 
Years Ended December 31, 2021, 2020, and 2019" in Item 7. "Management's Discussion and Analysis of Financial Condition 
and Results of Operations." of this Form 10-K.

7

In addition to measuring and monitoring our results by segment using combined ratio and non-GAAP operating ROE metrics, 
we also monitor key operating leverage metrics, such as NPW to surplus and invested assets per dollar of common 
stockholders’ equity.

We define operating leverage as the ratio of NPW to statutory surplus, and we target a ratio between 1.35x and 1.55x.  Our 
operating leverage at December 31, 2021 was 1.33x, compared to the U.S. standard commercial and personal lines industry 
average of approximately 0.7x that Conning, Inc. reported in its Fourth Quarter 2021 Property-Casualty Forecast & Analysis 
(Source: ©2022 Conning, Inc.  Used with permission.).  In recent years, our operating leverage has declined, principally driven 
by our strong profitability, which has increased our statutory capital and statutory surplus.

Our higher operating leverage than the industry average, coupled with our casualty-oriented business profile, has resulted in 
higher investment leverage than the industry.  We define investment leverage as invested assets per dollar of common 
stockholders’ equity.  Our investment leverage at December 31, 2021 was $2.88, compared to the U.S. commercial and 
personal lines average invested assets to statutory surplus of $2.09 that Conning, Inc. reported in its Fourth Quarter 2021 
Property-Casualty Forecast & Analysis (Source: ©2022 Conning, Inc.  Used with permission.).  Due to our higher investment 
leverage, we have adopted a slightly more conservative investment management philosophy with fixed income securities and 
short-term investments, representing 91% of our invested assets.  As of December 31, 2021, these fixed income securities and 
short-term investments had a weighted average credit rating of "A+" and an effective duration of 3.9 years, compared to "AA-" 
and 3.8 years as of December 31, 2020.  The weighted average credit rating decline reflects a planned reduction in our sector 
allocation to agency residential mortgage-backed securities over the past year.  Given this asset class's very low reinvestment 
rates, we have reallocated these non-sale disposal cash flows into other high-quality fixed income sectors, including corporate 
securities and other asset-backed security classes that lack a "AAA" rating but currently have a better risk versus reward trade-
off.  For additional information about the design and credit quality characteristics of our investment segment, refer to "Credit 
Risk" in Item 7A. "Quantitative and Qualitative Disclosures About Market Risk." and Note 5. "Investments" in Item 8. 
"Financial Statements and Supplementary Data." of this Form 10-K.

We believe we have a lower financial risk profile than our industry because:

•

Our Standard Commercial Lines segment underwriting risk appetite is focused on small-to-medium sized accounts, 
with risks generally characterized as low- to medium-hazard.  Our average premium per policyholder is approximately 
$14,000, with about 86% of our casualty lines business in this segment having limits of $1 million or less (excluding 
workers compensation policies, as they do not have limits), and about 92% of our property lines of business in this 
segment having limits of $3 million or less;

• We maintain sophisticated pricing tools and disciplined financial planning and reserving practices.  The latter includes 
quarterly ground-up reserve reviews for most lines of business, semi-annual independent external reserve reviews, and 
year-end regulatory actuarial reserve opinions issued by an independent external actuary;

• We purchase significant levels of reinsurance, including (i) a property catastrophe reinsurance program that limits the 
net after-tax impact of a 1 in 250 year catastrophe to about 4% of our GAAP equity, and (ii) property and casualty 
excess of loss reinsurance agreements that limit the impact of individual property claims to $3 million per risk and 
casualty claims to $2 million per occurrence; and

• We maintain a conservative investment portfolio principally invested in high quality and liquid fixed income and 

short-term investments, with a modest allocation to risk assets.

Our strong financial strength and lower financial and underwriting risk profile has permitted us historically to operate with 
higher operating leverage than our industry as a whole.  This strategy, while requiring us to balance growth and profit, provides 
us the opportunity to generate higher underwriting and investment portfolio ROEs, assuming profitable operations.  We 
generate 0.9 points of ROE for each point on the combined ratio and 2.3 points of ROE for each point of pre-tax investment 
yield.  In 2021, we generated a 14.8% ROE and a 14.3% non-GAAP operating ROE, exceeding our 2021 11% ROE target, 
driven by strong underwriting income and investment results, which included higher gains on our alternative investment 
portfolio, as discussed further in "Financial Highlights of Results for Years Ended December 31, 2021, 2020, and 2019" in Item 
7. "Management's Discussion and Analysis of Financial Condition and Results of Operations." of this Form 10-K. 

8

Insurance Operations

Overview
We derive all our insurance operations revenue from selling insurance policies in return for insurance premiums.  The vast 
majority of our sales are annual insurance policies.  Our most significant cost associated with the sale of insurance policies is 
our loss and loss expense for insured events covered under these policies.

Loss and loss expense reserves are one of our critical estimates and represent the ultimate amounts we will need in the future to 
pay insured claims and related expenses for insured claims that have not yet been settled or reported.  Estimating reserves as of 
any given date is an inherently uncertain process, requiring the application of estimation techniques and a considerable degree 
of judgment.  We regularly review our overall reserve position through internal and external actuarial reserve analyses.  For a 
full discussion regarding our loss reserving process, see "Critical Accounting Policies and Estimates" in Item 7. "Management's 
Discussion and Analysis of Financial Condition and Results of Operations." and Note 2. "Summary of Significant Accounting 
Policies" in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

As part of our risk management efforts associated with the sale of our products and services, we use reinsurance to protect our 
capital resources and insure us against losses on the risks we underwrite.  We enter into reinsurance contracts and arrangements 
with third parties that cover various policies we issue to our customers.  Similarly, we maintain an internal reinsurance pooling 
agreement by which each Insurance Subsidiary shares in premiums and losses based on specified percentages.  For information 
regarding reinsurance treaties and agreements, see "Reinsurance" in Item 7. "Management's Discussion and Analysis of 
Financial Condition and Results of Operations." of this Form 10-K.

Products and Services
The types of insurance we sell in our insurance operations fall into two broad categories:

•

•

Casualty insurance, which generally covers the financial consequences of (i) employee injuries in the course of 
employment, (ii) bodily injury and/or property damage to a third party as a result of an insured’s negligent acts, 
omissions, or legal liabilities, and (iii) the obligation to defend our insured(s) when the claim is covered.  Casualty 
claims have long tails and may take several years and, in some situations, even decades to be reported and settled.

Property insurance, which generally covers the accidental loss to an insured’s real property, personal property, and/or 
earnings due to the property's loss.  Property claims are generally reported and settled in a relatively short period from 
the date of loss.

Our insurance premiums relate to the property and casualty insurance policies we underwrite and issue.  The following table 
shows the principal types of policies we write:

Types of Policies
Commercial Property (including Inland Marine)
Commercial Automobile

Standard Personal 
Lines

E&S 
Lines
X
X
X

Standard Commercial 
Lines
X
X
X
X
X
X

General Liability (including Excess Liability/Umbrella)
Workers Compensation
Businessowners' Policy
Bonds (Fidelity and Surety)
Homeowners
Personal Automobile
Personal Umbrella
Flood1
1The majority of our exposure to flood losses comes from our participation in the NFIP's WYO program where our flood insurance premiums and losses are 
100% ceded to the NFIP.  The results of our Standard Personal Lines and Standard Commercial Lines flood operations are reported solely within our Standard 
Personal Lines segment results.

X
X
X
X

X

Category of 
Insurance
Property
Property/Casualty
Casualty
Casualty
Property/Casualty
Casualty
Property/Casualty
Property/Casualty
Casualty
Property

Product Development and Pricing
Our insurance policies are contracts with our policyholders that specify the losses we cover and the amounts we will pay on a 
covered loss.  We develop our coverages by (i) adopting policy forms created or filed by statistical rating agencies or other third 
parties, notably Insurance Services Office, Inc. (“ISO”), American Association of Insurance Services, Inc. ("AAIS"), and the 
National Council on Compensation Insurance, Inc. ("NCCI"), (ii) independently creating our own policy forms, or (iii) 
modifying third-party policy forms.  In developing products and services, we consider market demands, profitability, 
competitive research and feedback from our independent distribution partners, and the potential impact of the product or service 
in making our customers’ commercial or personal endeavors safer.

9

Our policies provide coverage for future events, so the actual individual policy loss costs are unknown at the point of sale.  
Determining pricing for coverage requires us to consider many variables.  Like most property and casualty insurance 
companies, our loss data alone is not sufficiently credible to independently establish the complex sets of loss costs and rating 
variables required for our products.  Therefore, we often adopt loss costs and rating structures filed by statistical rating 
agencies, such as ISO and NCCI.  We typically modify these loss costs or factors based on actuarial analyses of our own 
credible historical statistical data, factoring in loss trends and other expected impacts.  The resulting loss costs are converted to 
premium rates by adding provisions for expense and profit.  In some cases, we supplement the indicated rates with competitive 
market information to determine our final filed rates.

We have developed predictive models for many of our Standard Commercial and Standard Personal Lines that we use to refine 
the statistical rating agencies' rating plans or independently develop our own rating plans.  Predictive models analyze historical 
statistical data related to various risk characteristics that drive loss experience.  For our Standard Commercial Lines, we use the 
output of these models to group existing or potential policies based on their expected loss potential.  These groupings are inputs 
in the underwriting and pricing process for individual risks.  We use these models to develop factors in our filed Standard 
Personal Lines rating plans.  In all cases, the predictive capabilities of these models depend on the quantity and quality of 
available statistical data.  Consequently, we may supplement them with other competitive market information or underwriting 
judgment.

Customers and Customer Markets
We categorize our Standard Commercial Lines customers into the following strategic business units ("SBUs"):

Contractors
Mercantile and Services
Community and Public Services
Manufacturing and Wholesale
Bonds
Total Standard Commercial Lines

Percentage of Standard 
Commercial Lines
43%
25%
16%
15%
1%
100%

Description

General contractors and trade contractors
Retail, office, lessors risk/property owners, automobile services and golf courses
Public entities, social services, religious institutions, and schools
Manufacturers, wholesalers, and distributors
Fidelity and surety

We do not categorize our Standard Personal Lines customers or our E&S Lines customers by SBU.  No one customer accounts 
for 10% or more of our insurance operations in the aggregate. 

We manage volatility in our underwriting results, in part, by writing accounts with lower-limits profiles.  The table below 
illustrates the percentage of accounts with total insured value and exposure limits at and below $1 million for property and 
casualty insurance accounts, respectively:

Standard Commercial Lines
Standard Personal Lines
E&S Lines
1Standard Commercial Lines excludes policies written in our workers compensation line of business, which do not have statutory policy limits, but are covered 
by our casualty excess of loss reinsurance treaty, which provides coverage for losses above $2 million.

Property
77%
81%
96%

Casualty
 86%1
97%
98%

We also purchase significant levels of reinsurance from reinsurers with an average credit rating of "A" or better.  Our 
reinsurance program supports our ability to write accounts with larger policy limits by limiting the impact of individual 
property and casualty losses to $3 million per risk for property claims and $2 million per occurrence for casualty claims.  For 
information regarding reinsurance treaties and agreements, see "Reinsurance" in Item 7. "Management's Discussion and 
Analysis of Financial Condition and Results of Operations." of this Form 10-K.

Geographic Markets
We sell our insurance products and services in the following geographic markets:

•

•

Standard Commercial Lines products and services are primarily sold in 27 states located in the Eastern, Midwestern, 
and Southwestern regions of the U.S. and the District of Columbia.

Standard Personal Lines products and services are sold in 15 states located in the Eastern, Midwestern, and 
Southwestern regions of the U.S.  In addition, flood insurance, which is reported in this segment, is sold in all 50 states 
and the District of Columbia.

10

•

E&S Lines products and services are sold in all 50 states and the District of Columbia.

We plan to expand our current 27-state Standard Commercial Lines segment footprint to 30 states by year-end 2022 by adding, 
subject to regulatory approvals, Vermont, Alabama, and Idaho.  This expansion should allow us to issue policies to customers 
who have exposures in these states, allowing us to compete more effectively against insurers with national footprints.  Our 
ultimate plan is to expand our Standard Commercial Lines footprint throughout the Continental U.S.  We currently do not 
intend to expand the states in which we write Standard Personal Lines. 

We manage and support our business from our (i) corporate headquarters in Branchville, New Jersey, (ii) six regional branches 
(referred to as our “Regions”), and (iii) underwriting and claims service center in Richmond, Virginia.  The table below lists our 
Regions and their main office locations:

Region
Heartland
New Jersey
Northeast
Mid-Atlantic
Southern
Southwest

Office Location
Indianapolis, Indiana
Hamilton, New Jersey
Branchville, New Jersey
Allentown, Pennsylvania, and Hunt Valley, Maryland
Charlotte, North Carolina
Scottsdale, Arizona

In addition, our E&S Lines has offices in Dresher, Pennsylvania, and Scottsdale, Arizona.

Distribution Channel
The property and casualty insurance market is highly regulated and competitive with fragmented market share, particularly in 
standard commercial lines.  The market has three main distribution methods:  (i) sales through appointed independent insurance 
agents and wholesale brokers; (ii) direct sales to personal and commercial customers, including Internet-based digital platforms; 
and (iii) sales through captive insurance agents employed by or contracted to sell exclusively with one insurance company.

We sell our insurance products and services through the following types of independent distribution partners:

•

•

•

Standard Commercial Lines:  Independent retail agents;

Standard Personal Lines:  Independent retail agents; and

E&S Lines:  Wholesale general agents.

We generally pay our distribution partners commissions calculated as a percentage of DPW, often supplemented by amounts 
based on profitability or other considerations for business placed with us.  We seek to compensate them fairly and consistently 
with market practices.  No one independent distribution partner is responsible for 10% or more of our combined insurance 
operations' premium.  Our top 20 distribution partners generated approximately 38% of our DPW, excluding the flood line of 
business, in 2021.

Independent Retail Agents
A 2020 Independent Insurance Agents & Brokers of America study reported that independent retail insurance agents and 
brokers write approximately 85% of standard commercial lines insurance and 36% of standard personal lines insurance in the 
U.S.  We expect that independent retail insurance agents, the bulk of our independent distribution partners, will remain a 
significant force in overall insurance industry premium production because they generally represent multiple insurance carriers.  
This business model provides customers with a wider choice of insurance products, more competitive pricing, and 
individualized risk-based consultation.

We have approximately 1,430 distribution partners selling our standard lines business.  These 1,430 distribution partners sell 
our products and services through approximately 2,500 office locations.  We also have approximately 6,200 distribution 
partners selling our flood insurance products.

Wholesale General Agents
We have approximately 80 wholesale general agents, with an aggregated 320 office locations, selling our E&S Lines business.  
We have granted these wholesale general agents limited binding authority for risks that meet our prescribed underwriting and 
pricing guidelines.

11

Marketing
Our primary marketing strategy is to:

•

•

•

•

Use an empowered field underwriting model for Standard Commercial Lines to provide our distribution partners with 
resources near their businesses and our mutual customers.  For further discussion on this model, see the “Technology, 
Innovation, and Field Model” section below.

Develop a distribution model that emphasizes franchise value, meaning we focus our independent insurance agency 
appointments to high-quality partners with whom we have meaningful and close business relationships, particularly 
with their principals and producers, by (i) soliciting, gathering, and acting on feedback from them and our mutual 
customers on various topics, including our products and services and brand awareness, (ii) advising them on our 
product development efforts, and (iii) providing education and development programs focused on producer 
recruitment, sales training, enhancing customer experience, online marketing, and distribution operations, all designed 
to help them profitably grow and succeed.

Develop and carefully monitor annual goals with each distribution partner on (i) types and mix of risks placed with us, 
(ii) new business and renewal retention expectations, (iii) customer service and engagement rates, (iv) pricing of their 
in-force book and renewal price changes, and (v) profitability of business placed with us.

Develop brand recognition and meaningful customer engagement through a data-driven marketing strategy and a focus 
on superior customer experience.  This integrated marketing and customer engagement approach (i) affords us a 
dynamic view of the changing marketplace and customer expectations, (ii) provides us insight into the unique value-
added products and services that will have the greatest impact on each customer, and (iii) will help drive business 
acquisition and retention, and brand health, which we expect will position us as a marketplace leader.

Technology, Innovation, and Field Model

We continue to evolve our technology and field model by maintaining a strong focus on innovation, providing our customers 
and distribution partners with "around the clock" digital access to account information and transactional capabilities.  While 
many insurers offer such digital customer solutions in personal lines, we strive to be a digital and customer experience leader in 
all three segments of our insurance operations. 

Technology
We leverage technology in our business and make significant investments in information technology ("IT") platforms, 
integrated systems, and cloud-based solutions.  

We make these technology investments to provide:

•

•

•

•

Our distribution partners with accurate business information and seamless integration with our systems, permitting 
easy policy transaction processing.  In 2021, Insurance Business America (IBA) recognized us as a "Five-Star Carrier" 
for superior performance in five of eleven key categories, one of which was online platforms and services.

Our service representatives with a customer account-centric view of our policyholders, not a traditional policy-centric 
view, which reduces customer inquiry response time, complementing customer access to on-demand digital 
transactional capabilities.

Our underwriters with advanced underwriting and pricing tools with pricing guidance and automated retrieval of 
relevant public information on existing and potential policyholders, which enhances profitability and enables premium 
growth.  We have used predictive models in our Standard Commercial Lines underwriting for over 15 years.

Our claims adjusters with predictive tools that identify specific claims likely to experience escalating losses, fraud or 
subrogation recovery, or litigation.

As part of our digital strategy, we provide our Standard Commercial Lines and Standard Personal Lines customers with a 
mobile application and a self-service portal.  Our mobile application received Best Mobile App Awards' Platinum Award for 
"Best Mobile Design," in the summer of 2020.  As of December 31, 2021, 47% of our customers registered for these digital 
self-service capabilities.  Both the application and portal encourage policyholders to use on-demand self-service access for 
account information, electronic bill payment, and claims reporting.  We provide customers with other digital value-added 
services, such as proactive messaging about vehicle and product recalls, adverse weather, and claim status.

12

We manage our IT projects through an Enterprise Project Management Office (“EPMO”).  The EPMO is supported by certified 
project managers who apply methodologies to (i) communicate project management standards, (ii) provide project management 
training and tools, (iii) manage projects, (iv) review project status, including external and internal costs and any projected net 
present value of project benefits, and (v) provide non-technology project management consulting services to the rest of the 
organization.  The EPMO, which includes senior management representatives from all primary business and corporate areas, 
meets regularly to review all significant initiatives and receives status reports on other projects.  The EPMO is an important 
factor in the success of our business strategy and technology implementations.  Our primary technology operations are located 
in Branchville, New Jersey and Glastonbury, Connecticut.  We have agreements with multiple consulting, IT, and supplemental 
staffing service providers to augment our internal resources.  Collectively, these providers supply approximately 54% of our 
skilled technology capacity, with 74% of their resources overseas.  We retain management oversight of all projects and ongoing 
IT production operations.  We have existing procedures to manage an efficient transition to new technology vendors without 
significant impact on our operations if we terminated any current service provider.

Our business relies heavily on IT and application systems that may be accessed from, or are connected to, the Internet.  
Consequently, a malicious cyber-attack could affect us.  Our systems also contain proprietary and confidential information, 
including personally identifiable information, about our operations, employees, agents, and customers and their employees and 
property.  We have a dedicated unit responsible for implementing and reporting on cybersecurity risks and controls led by our 
Senior Vice President, Enterprise Strategy and Execution.  We work with carefully selected industry-leading security consulting 
and technology partners and follow security-minded design principles.  The cybersecurity team receives oversight and 
executive support through engagement with our Executive Risk Committee ("ERC").  Similarly, the team works with our 
Enterprise Risk Management ("ERM") function on business alignment and procuring cybersecurity insurance.  Our 
cybersecurity program balances responsiveness to rapidly-changing threats with ensuring long-term results.  It focuses on six 
key areas:

•

•

•
•

•

•

Proactive cybersecurity, including cyber threat hunting, ethical hacking campaigns, and periodic cybersecurity 
program assessments;
Reactive cybersecurity processes that we regularly test using incident response and disaster recovery exercises, based 
on realistic scenarios;
Endpoint controls that provide data encryption, threat detection, malicious software defense, and data backups;
Identity and access management controls that include multi factor authentication and additional safeguards for 
employees with elevated privileges;
Employee cyber risk awareness programs that leverage general education, role-based training, and simulated phishing 
attacks; and
Third-party risk management and security standards that include due diligence, continuous monitoring, and cyber risk 
scoring.

For further information regarding our risks associated with cyber-attacks, see Item 1A. “Risk Factors.” of this Form 10-K.  For 
additional information regarding our ERM function and ERC, see the section entitled, “Enterprise Risk Management” in Item 1. 
“Business.” of this Form 10-K.

Innovation
To continue advancing (i) an organizational culture of innovation, (ii) agility, (iii) digital and customer experience initiatives, 
and (iv) our long-term value proposition to our customers and distribution partners, we have undertaken several important 
strategic actions, which include the following:

•

•

Created a team dedicated to innovation under a Chief Innovation Officer.  We established this team to (i) apply proven 
innovation techniques and methods for identifying, prioritizing, and advancing strategic innovative ideas and 
opportunities, (ii) stay apprised on critical industry and insurance technology trends that impact our customers, 
distribution partners, and employees, and (iii) further expand our innovation culture by providing training and skill-
building opportunities, facilitating departmental and cross-functional strategy and innovation sessions, and leading 
relevant communities of interest that intersect with the lifecycle of innovation;

Established an innovation lab at our corporate headquarters in late-2019 to spur innovation and further our efforts to 
identify and deploy product, agency and customer experience, and operational efficiency improvements.  In response 
to the COVID-19 pandemic, we accelerated our ability to drive innovation virtually.  We now can conduct innovation 
design work (i) in-person, using our innovation lab at our corporate headquarters, (ii) fully virtual, combining live 
facilitation with collaboration software and digital whiteboard and polling capabilities, and (iii) hybrid capabilities, 
mixing live attendance and digital capabilities at our innovation lab with attendees at remote locations; and

13

•

Expanded the scope of our Strategic Investment Committee to review and act on potential investment opportunities, 
including technology and Insurtech platforms that may positively impact our business or the industry.

These efforts position us to offer customers an improved service experience and demonstrate our long-term value proposition to 
our customers and distribution partners.

Field Model
We believe our unique field model is a competitive advantage.  To support and build better and stronger relationships with our 
independent distribution partners, our (i) Standard Commercial Lines underwriting and safety management personnel are 
located in the geographic territories they serve, (ii) claims operation is organized regionally by specialty, with local personnel 
managing our customer, claimant, and distribution partner relationships, and (iii) teams are provided with sophisticated tools 
and technologies to inform underwriting, pricing, safety management, and claims decisions.  At December 31, 2021, we had 
approximately 2,440 employees, 730 of whom are normally home-based, 935 are based in our regional offices, with the 
remainder in our corporate office.  Due to the COVID-19 pandemic, most of our office-based employees remained fully remote 
throughout 2021.

Underwriting Process
Our underwriting process by segment is as follows:

•

Standard Commercial Lines: Our Standard Commercial Lines corporate underwriting department oversees our 
underwriting guidelines and philosophy for each industry segment and line of business.  Through formal letters of 
authority, our Chief Underwriting Officer ("CUO") delegates underwriting authority after assessing an individual 
underwriter's job grade and industry and line of business expertise.  Our corporate underwriting department 
coordinates with our actuarial department to determine adequate pricing levels for all Standard Commercial Lines 
products. 

Under the CUO's delegated authorities, our regional underwriting operations make most individual policyholder 
underwriting and pricing decisions.  New business is underwritten by Agency Management Specialists ("AMSs"), with 
contributions from Production Underwriters, Small Business Teams, and Large Account Underwriters.  Renewal 
business is handled primarily in each Region, but some renewals are handled through our Underwriting Service Center 
("USC"), where underwriters are assigned to specific distribution partners.  

Our field model also focuses on improving safety and risk management programs, loss experience, and retention, 
including:

•

•

•

•

Risk evaluation, and virtual and on-site improvement surveys that evaluate potential exposures and provide 
solutions for mitigation;

Internet-based safety management educational resources, including an extensive library of coverage-specific 
safety materials, videos, and online courses, such as defensive driving and employee educational safety 
courses;

Thermographic infrared surveys that identify potential electrical hazards; and

Occupational Safety and Health Administration construction and general industry certification training.

We brand these services as “Safety Management: Solutions for a safer workplace.”SM  We have 87 Safety Management 
Specialists ("SMS") supporting our policyholders locally in the field.  These specialists regularly interact with 
customers and prospective accounts.  They provide advice on risk mitigation for perils such as property damage, 
liability, and workers compensation risks, including best practices for preventing abuse claims.  Their efforts permit 
our underwriters to understand our customers' exposures, and their safety enhancement recommendations reduce our 
customers' risk exposure, enhancing our new business and renewal underwriting decisions.

Over the past two years, we have embarked on safety management initiatives to proactively service policyholders with 
notifications and alerts, risk identification and mitigation of potential loss occurrence, and tools and technologies to 
reduce losses and improve safety.  Examples include:

•

Vehicle recall notifications to our policyholders and distribution partners;

14

• Weather preparation notices for large storms or hurricanes, including guides on structural improvements, roof 

and drainage maintenance, and measures to prevent plumbing from freezing or clogging; and

•

Food and product recall notifications to policyholders in food manufacturing, distribution, and preparation.

In 2021, we continued rolling out a new Standard Commercial Lines platform designed to streamline new small 
business policy quoting and issuance for our distribution partners.  We generally consider small business to be lower 
hazard risks in specific industry classifications with policy premiums less than $25,000.  Writing small business has 
always been a core part of our strategy.  The small business market has become more competitive in recent years, with 
more carriers entering the market with technology dedicated to new business generation.  We continue to execute a 
multi-year strategy to (i) improve small business writing ease and speed for our distribution partners, and (ii) offer a 
best-in-class small business customer experience.  We are enhancing our rating platform's user experience by reducing 
the amount of information required to be input before generating a quote.  We have deployed this new small business 
platform for most of our lines of business, including businessowners, commercial automobile, workers compensation, 
commercial property, and general liability.  Our plans include adding capabilities in 2022 to help us maximize new 
business growth and share of small business with our distribution partners.

Standard Personal Lines:  Our Standard Personal Lines underwriting operations are centralized and highly automated.  
Most of our new and renewal business is underwritten and priced through an automated system reflecting our filed 
rates and rules.  Exceptions are approved under the direction of our Standard Personal Lines CUO.  For long-term 
growth, we are actively repositioning our Standard Personal Lines business to provide our insurance products to a 
customer base that is less price-sensitive and more focused on insurance product coverage and service.

E&S Lines:  Our E&S relationship and underwriting managers focus on marketing our product capabilities, training 
our wholesale general agents on underwriting guidelines and automation, and collecting market intelligence from our 
wholesale general agents.  In return, our wholesale general agents provide front-line underwriting and policy 
administration services for new and renewal business per our prescribed guidelines.  Our small commercial E&S 
underwriters review all exceptions our wholesale general agents submit for approval, revision, or declination based on 
individual account risk characteristics.  Our middle market E&S commercial underwriters write larger accounts and 
receive complete submissions for individual underwriting and pricing based on the account’s exposures.  Wholesale 
general agents who submit middle market commercial risks do not have authority to quote or bind accounts on our 
behalf.

•

•

Our USC services certain Standard Commercial Lines and Standard Personal Lines accounts that our independent distribution 
partners designate.  All USC employees are licensed agents who respond to policyholder inquiries about insurance coverage, 
billing transactions, and other matters.  For the convenience of having us handle USC transactions, our distribution partners 
agree to receive a slightly lower than standard commission on the associated premium.  As of December 31, 2021, our USC was 
servicing NPW of $93.2 million, which represents 3% of our total NPW.

Claims Management
Timely and appropriate investigation of a claim's facts and circumstances in light of our policy's terms, conditions, and 
exclusions is one of the essential services we provide to our policyholders, their claimants, and our distribution partners.  To 
address the increasing complexity of coverage evaluation, construction methods, and litigation, we have structured our claims 
organization to emphasize:

•

•

•

Claims handling by technical areas of expertise, such as auto liability, general liability, property, and workers 
compensation, including deployment of specialized claim units within each of these lines of business that focus on 
high severity or technically complex losses and litigation;

Claims customer managers and agency executives ("CAEs") who have responsibility for enhancing the relationship 
among our policyholders, agents, and our claims operation.  The CAEs provide a single point-of-contact for our large 
account customers and distribution partners.  They work with our regional underwriters to ensure appropriate claims 
service delivery, communicate trends, and discuss results and client services;

Cost-effective delivery of claims services and control of loss and loss expense, including our Claims Service Center 
that manages our high volume, low severity automobile and property claims with a focus on adjusting tools that 
provide prompt and efficient service to our customers; and

15

•

Timely and adequate claims reserving and resolution.  As an example, despite the magnitude of the catastrophic 
weather events during 2021 (including Hurricane Ida), 76% of reported claims had their initial payments made within 
the first 30 days.

We have been executing a multi-year claims modernization strategy to improve our claims organization’s ability to process 
claims more efficiently through improved workflows and enhanced capabilities for our employees, customers, and distribution 
partners.  In 2021, we introduced enhanced capabilities, such as electronic payments to injured workers or customers, and bi-
directional text enabling same-day payment to insureds.  We are actively testing a new digital intake method to allow insureds 
to file automobile claims to improve the information gathered on first notices of loss.  In 2022, we expect to introduce workers 
compensation to our new claims platform, which will improve claims adjuster efficiency through automated processes, 
workflows, and business rules.  The remaining lines will be put on the platform subsequently.

The Special Investigative Unit ("SIU") supports all insurance operations and investigates potential insurance fraud and abuse, 
consistent with law and direction from regulatory bodies and trade associations.  The SIU adheres to uniform internal 
procedures to improve detection and take action on potentially fraudulent claims.  We have developed a proprietary SIU fraud 
detection model that identifies potential fraud cases early in a claim's life.  The SIU supervises anti-fraud training for all claims 
adjusters and AMSs.  Its operation sends a clear message that we will not tolerate fraud against our policyholders or us.  Our 
practice (and usually our legal requirement) is to notify the proper authorities of SIU findings.

Insurance Operations Competition

We face substantial competition in the insurance marketplace, including public, private, and mutual insurance companies, with 
varied levels of brand recognition, scale and operational efficiency, capital bases, book of business diversification and cost of 
capital.  Like us, many of our competitors rely on independent partners to distribute their products and services.  Other 
insurance carriers either employ their own agents, who only represent them, or use a combination of distribution partners, 
captive agents, and direct marketing.

The property and casualty insurance market is highly competitive in each of our insurance segments, with market share 
fragmented among many companies, particularly in Standard Commercial Lines and E&S Lines.  We compete primarily with 
regional and national insurers, mostly based on coverage terms, claims service, customer experience, safety management 
services, ease of technology usage, price, and financial ratings.  We also face increased competition from established direct-to-
consumer insurers, existing competitors, and new entrants that may have a lower cost structure and leverage digital technology 
that may offer enhanced servicing capabilities or enhanced customer experience.

Investments Segment

Our Investments segment seeks to generate net investment income by investing the premiums we receive from our insurance 
operations and the amounts generated through our capital management strategies, which may include debt and equity security 
issuances.  Our investment portfolio mainly consists of fixed income securities, which primarily includes corporate securities, 
asset-backed securities, mortgage-backed securities, and state and local municipal obligations.  As of December 31, 2021, 15% 
of this portfolio was invested in floating rate securities that reset principally on the 90-day U.S. dollar-denominated London 
Interbank Offered Rate ("LIBOR").  We also invest in both public and private equity securities, commercial mortgage loans, 
short-term investments, and other investments.  Other investments primarily includes alternative investments, which are limited 
partnership investments in private equity, private credit, and real estate strategies.

The primary objective of our investment portfolio is to maximize after-tax net investment income subject to our risk appetite, 
market conditions, and our desire for long-term growth in book value per common share.  Our investment strategy and 
objectives are managed by our Management Investment Committee ("MIC") and executed by our internal investment team and 
its external investment manager relationships.  The MIC, comprised of senior management appointed by our Board's Finance 
Committee, is responsible for (i) setting and implementing the investment objectives and asset allocation, (ii) administering 
investment policies, (iii) selecting qualified external investment managers and advisors, and (iv) monitoring performance, 
transactions, and certain risk metrics, in the execution of our investment strategy.  The Board's Finance Committee reviews and 
makes recommendations on our policies and other financial matters, including, without limitation, investments and investment 
policies and guidelines, financial planning, capital structure and management, dividend policy and dividends, share repurchases, 
and strategic plans and transactions.

Our investment strategy considers climate change risk by prohibiting any new direct equity or debt investments in thermal coal 
enterprises, including those generating 30% or more of their (i) revenue from the ownership, exploration, mining, or refining of 
thermal coal, or (ii) electricity generation from thermal coal.

16

For further information regarding our risks associated with the overall investment portfolio, see Item 7A. “Quantitative and 
Qualitative Disclosures About Market Risk.” and Item 1A. “Risk Factors.” of this Form 10-K.  For additional information about 
investments, see the section entitled, “Investments Segment,” in Item 7. “Management’s Discussion and Analysis of Financial 
Condition and Results of Operations.” and Note 5. "Investments" included in Item 8. “Financial Statements and Supplementary 
Data.” of this Form 10-K.

Regulation

Primary Oversight by the States in Which We Operate
The regulation and taxation of insurance is primarily overseen at the state level because of the U.S. Congress's delegation in the 
McCarran-Ferguson Act.  The primary public policy behind insurance regulation is protecting policyholders and claimants over 
all other constituencies, including shareholders.  Property and casualty insurance activities regulated by the states include the 
following:

•

•

•

Protection of claimants:  Oversight of financial matters to ensure claims-paying ability, including: minimum capital; 
statutory surplus; solvency standards; accounting methods; form and content of statutory financial statements and other 
reports; loss and loss expense reserves; investments; reinsurance; dividend payments and other distributions to 
shareholders; security deposits; and periodic financial examinations.

Protection of policyholders:  Oversight of matters including: certificates of authority and other insurance company 
licenses; licensing and compensation of distribution partners; underwriting criteria; premium rates (required to not be 
excessive, inadequate, or unfairly discriminatory); policy forms; policy terminations; claims handling and related 
practices; cybersecurity; data protection and customer privacy; reporting of premium and loss statistical information; 
periodic market conduct examinations; unfair trade practices; mandatory participation in shared market mechanisms, 
such as assigned risk pools and reinsurance pools; mandatory participation in state guaranty funds; and mandated 
continuing workers compensation coverage post-termination of employment.

Protection of policyholders, claimants, and shareholders:  Related to our ownership of the Insurance Subsidiaries, 
oversight of matters including:  registration of insurance holding company systems in states where we have domiciled 
insurance subsidiaries, reporting about intra-holding company system developments, self-assessment of current and 
future risks, including cybersecurity and climate change, and required pre-approval of certain transactions that may 
materially affect the operations, management, or financial condition of the insurers, including dividends and change in 
control.

NAIC Financial Monitoring Tools
Our various state insurance regulators are members of the National Association of Insurance Commissioners ("NAIC"), which 
has established statutory accounting principles ("SAP") and other accounting reporting formats and model insurance laws and 
regulations governing insurance companies.  An NAIC model statute, however, only becomes law after state legislative 
enactments, and an NAIC model rule only becomes a regulation after state insurance department promulgation.  Adoption of 
specific NAIC model laws and regulations is a condition of the NAIC Financial Regulations Standards and Accreditation 
Program.  This program permits state insurance departments to recognize and rely on the financial examinations and reviews 
their counterparts conduct, creating efficiencies and limiting overlapping examinations of the same insurance companies.

The following are among the NAIC's various financial monitoring tools, most predicated on NAIC model laws and regulations 
that are material to the regulators in states in which our Insurance Subsidiaries are organized:

•

•

•

The Insurance Regulatory Information System ("IRIS").  IRIS identifies 13 industry financial ratios and specifies 
“usual values” for each ratio.  Departure from the usual values on four or more of the financial ratios can lead to 
inquiries from individual state insurance departments about certain aspects of an insurer's business.  Our Insurance 
Subsidiaries have consistently met the majority of the IRIS ratio tests.

Risk-Based Capital ("RBC").  RBC is measured by four major areas of risk to which property and casualty insurers are 
exposed:  (i) asset risk; (ii) credit risk; (iii) underwriting risk; and (iv) off-balance sheet risk.  Regulators increase their 
scrutiny, up to and including intervention, as an insurer's total adjusted capital declines below the NAIC required 
capital level.  Based on our 2021 statutory financial statements prepared in accordance with SAP, the total adjusted 
capital for each of our Insurance Subsidiaries substantially exceeded the required capital as defined by the NAIC.

Annual Financial Reporting Regulation (referred to as the "Model Audit Rule").  The Model Audit Rule, based closely 
on the Sarbanes-Oxley Act of 2002, as amended ("Sarbanes-Oxley Act"), regulates (i) auditor independence, (ii) 

17

•

•

corporate governance, and (iii) internal control over financial reporting.  As permitted under the Model Audit Rule, the 
Audit Committee of the Board of the Parent serves as the audit committee of each of our Insurance Subsidiaries, even 
though the Parent is not an insurance entity.

Own Risk and Solvency Assessment ("ORSA").  ORSA requires an insurer to maintain a framework for identifying, 
assessing, monitoring, managing, and reporting “material and relevant risks” associated with the insurers' (or insurance 
groups') current and future business plans.  ORSA, which the state insurance regulators of our Insurance Subsidiaries 
have adopted, requires an insurer to annually file an internal assessment of the adequacy of its risk management 
framework, and current and estimated projected future solvency position.  For more information on our internal 
process of assessing our major risks, refer to the "Enterprise Risk Management" section below.

Group Capital Calculation ("GCC").  In the fourth quarter of 2020, the NAIC adopted the basic structure of the GCC, 
along with a model law to enable the GCC after state legislative enactment.  The calculation provides state insurance 
regulators with additional analytical information for assessing group risks and capital adequacy, complementing the 
existing holding company disclosures and analyses.  The GCC expands the existing RBC calculation, to include (i) 
capital requirements for other regulated entities in the group, and (ii) defined capital calculations for other group 
entities that are unregulated.  The GCC model law is expected to be enacted in some states by year-end 2022, and we 
subsequently will be required to make GCC filings.  After reviewing the NAIC's GCC model law and considering our 
2021 statutory financial statements prepared in accordance with SAP, we expect our GCC ratio would be well over any 
regulatory action minimum threshold.

NRSROs
Rating agencies are not formal regulators, but they also monitor our capital adequacy.  Two are (i) AM Best, with its Capital 
Adequacy Ratio ("BCAR"), and (ii) S&P, with its capital model.  Both evaluate the strength of an insurer's balance sheet and 
compare available capital to estimated required capital at various probability or rating levels.  BCAR and the S&P model differ 
from the NAIC financial monitoring tools, particularly RBC.  While RBC, BCAR, and the S&P capital model show similar 
direction as simulation scenarios change, they react differently to changes in economic conditions, underwriting and investment 
portfolio mix, and capital.  Consequently, we analyze capital adequacy model divergence while managing our capital, risk 
profile, and growth objectives.  Rating agencies also revise and update their capital adequacy models and requirements more 
frequently than the NAIC updates its financial monitoring tools.  In December 2021, S&P issued its initial draft of a material 
update to its Risk-Based Capital Adequacy methodology; its first in more than 10 years.  The draft is comprehensive, covering 
all the original criteria.  S&P expects the updated methodology will change up to 10% of its ratings.  We expect the final Risk-
Based Capital Adequacy methodology update to be released and implemented in 2022. 

Federal Regulation
While primarily regulated at the state level, our business is subject to certain federal laws and regulations, including:

•

•

•

•

•

•

•

The McCarran-Ferguson Act;

The Terrorism Risk Insurance Program Reauthorization Act ("TRIPRA");

The NFIP, overseen by the Mitigation Division of the Federal Emergency Management Agency ("FEMA");

The Medicare, Medicaid, and SCHIP Extension Act of 2007, which subjects our workers compensation business to 
Mandatory Medicare Secondary Payer Reporting;

The economic and trade sanctions of the Office of Foreign Assets Control (“OFAC”);

Various privacy laws related to possession of personal non-public information, including the following:

◦
◦
◦
◦

Gramm-Leach-Bliley Act;
Fair Credit Reporting Act;
Drivers Privacy Protection Act; and 
Health Insurance Portability and Accountability Act.  

The Sarbanes-Oxley Act and the Dodd-Frank Wall Street Reform and Consumer Protection Act (“Dodd-Frank Act”), 
which govern publicly-traded companies and require or permit national stock exchanges or associations, such as the 
Nasdaq Stock Market LLC, where our equity securities are listed, to mandate certain governance practices for listed 
companies.

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The Dodd-Frank Act, enacted in 2010 in response to the 2008 and 2009 financial markets crises, provided for some public 
company corporate governance reforms and some oversight of the business of insurance, including:

•

•

Establishing the Federal Insurance Office (“FIO”) under the U.S. Department of the Treasury; and

Granting the Federal Reserve oversight of financial services firms designated as systemically important.

The FIO, consistent with its Dodd-Frank Act (i) negotiated a covered agreement with the European Union that, among other 
things, impacted reinsurance collateral requirements for foreign reinsurers, and (ii) has been gathering insurance market data.
For additional information on the potential impact of regulation and changes in regulation on our business, refer to the 
regulation risk factor within Item 1A. “Risk Factors.” of this Form 10-K.

Enterprise Risk Management

High-quality, effective ERM is best achieved as a shared organizational cultural value that is the responsibility of every 
employee.  We have developed processes and tools that we believe support a risk management culture and create a robust 
organizational ERM framework.  We have also designed our compensation policies and practices and our governance 
framework and Board leadership structure to support our overall risk appetite and strategy.  Our ERM processes and practices 
help us identify potential events that may affect us and quantify, evaluate, and manage our significant risks.

As a property and casualty holding company, our Insurance Subsidiaries are in the business of taking risk.  We categorize our 
major risks into six broad categories:

•

•

•

•

•

•

Asset risk, which stems primarily from our investment portfolio and reinsurance recoverables and includes credit and 
market risk;
Underwriting risk, which is the risk that our insured losses exceed our expectations, including:

◦
◦
◦

Losses from inadequate loss reserves;
Larger than expected non-catastrophe current accident year losses; and
Catastrophe losses that exceed our expectations or our reinsurance treaty limits.

Liquidity risk, which is the risk we will be unable to meet our contractual obligations as they become due because we 
cannot liquidate assets or obtain adequate funding without incurring unacceptable investment losses or borrowing 
expense;
Pension risk, which is the risk that our obligations under the Retirement Income Plan for Selective Insurance Company 
of America exceed our expectations because its invested assets supporting those obligations underperform or there are 
adverse changes in the assumptions we used to calculate the pension liabilities;
Other risks, which include a broad range of operational risks, many difficult to quantify, such as talent/human capital, 
market conditions, economic, legal, regulatory, reputational, and strategic risks – as well as the risks of fraud, human 
failure, modeling risks, inadequate business continuity plans, or failure of controls or systems, including cybersecurity 
risk; and
Emerging risks, which include risks in the other categories that are new, rapidly evolving, or increasing substantially 
compared to historical levels.  For example, we consider the risks associated with increased frequency and intensity of 
catastrophes, heightened levels of economic inflation, the enactment of reviver statutes for abuse victims, climate 
change, increased threat of cyber incidents, and the COVID-19 pandemic's significant economic and societal impacts, 
including disrupted supply chains and products, services, and labor shortages, all to be emerging risks.

Our internal control framework deploys three lines of defense:

•

•

•

The first line of defense is the individual business functions that deliberately assume, own, and manage the risk on a 
daily operational basis.
The second line of defense is responsible for risk oversight and supports the first line to understand, monitor, and 
manage our risk profile through an ERC and a dedicated risk team led by our Chief Risk Officer, who reports to the 
Chief Financial Officer.
The third line of defense is our Internal Audit team, which provides independent, objective assurance in assessing the 
adequacy and effectiveness of our internal control environment with oversight from our Board's audit committee.  
Internal Audit also coordinates risk-based audits, compliance reviews, and other specific initiatives to evaluate and 
address risk within targeted areas of our business.

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We use ERM as part of our governance and control process to take an entity-wide view of our major risks and their potential 
impact.  We designed our ERM framework to identify, measure, report, and monitor our major risks and develop appropriate 
responses to support the successful execution of our business strategies.

Our Board oversees our ERM process, and the various Board committees oversee risks specific to their areas of supervision and 
report their activities and findings to the Board.  The ERC is responsible for the holistic monitoring and management of our risk 
profile.  The ERC consists of the Chief Executive Officer, his direct reports, and key operational and financial leaders, 
including the Chief Risk Officer.  The ERC relies on several management committees to analyze and manage specific major 
risks, including the Emerging Risk Committee and the Underwriting Committee.  The Chief Risk Officer reports to the Board 
or the appropriate Board committee on the ERC's activities, analyses, and findings, providing quarterly updates on specific risk 
metrics.

We rely on quantitative and qualitative tools to identify, prioritize, and manage our major risks, including proprietary and third-
party computer modeling and various other analyses.  The ERC meets at least quarterly to review and discuss various topics and 
the interrelation of our major risks, including, without limitation, capital modeling results, capital adequacy, risk metrics, 
emerging risks, and sensitivity analysis.  When appropriate, we engage subject matter experts, such as external actuaries, third-
party risk modeling firms, and IT and cybersecurity consultants.  Annually, our Insurance Subsidiaries file their ORSA report, 
an internal solvency assessment developed by the Chief Risk Officer in coordination with the ERC and reviewed by our Board, 
with their domiciliary regulators.

COVID-19 remained a risk and an area of focus in 2021.  The ERC actively reviews and addresses all significant COVID-19-
related operational, compliance, claims management, underwriting, and financial risk matters.  This oversight includes such 
matters as employee health and safety, facilities, operational business continuity, IT and third-party vendors, regulatory 
developments, and economic impacts, such as heightened inflation, supply chain disruption and labor shortages, premium 
collections, past due accounts, investments, liquidity, capital, cash flow, claims activity, and other key financial and operational 
metrics.  Our MIC oversees our investment portfolio, reviewing detailed portfolio metrics and market projections.  Our Board 
meets quarterly with senior executives to ensure appropriate corporate governance and oversight.

We have not significantly modified our existing internal controls or processes in response to the COVID-19 pandemic.  We also 
have not experienced any material impact to our internal control environment over financial reporting, despite having most of 
our employees working remotely in 2021 due to the pandemic.  We are continually monitoring and assessing COVID-19-
related current events to minimize their potential impact on our internal controls and their design and operating effectiveness.  
In addition, our cybersecurity program was well-positioned to support increased remote working arrangements and respond to 
an increase in attempted attacks to exploit the COVID-19 outbreak.  

Our risk governance structure facilitates effective risk conversations across all levels and disciplines of the organization and 
promotes strong risk management practices.  All our strategies and controls, however, have inherent limitations.  We cannot be 
certain that an event or series of unanticipated events will (i) not occur and generate losses greater than we expect and (ii) have 
a material adverse effect on our results of operations, liquidity, financial condition, financial strength, and debt ratings.  An 
investor should carefully consider the risks and all other information included in Item 1A. “Risk Factors.”, Item 7A. 
“Quantitative and Qualitative Disclosures About Market Risk.", and Item 8. “Financial Statements and Supplementary Data." of 
this Form 10-K.

Reports to Security Holders

We file with the U.S. Securities and Exchange Commission ("SEC") all required disclosures, including our Annual Report on 
Form 10-K, Quarterly Reports on Form 10-Q, Current Reports on Form 8-K, Proxy Statements, and any amendments to these 
reports that we file or furnish pursuant to Sections 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended, which 
can be accessed on the SEC's website, www.SEC.gov.  We also provide access to these filed materials on our Internet website, 
www.Selective.com, as soon as reasonably practicable after we electronically file such material with, or furnish it to, the SEC.

Item 1A. Risk Factors.

Certain risk factors can significantly impact our business, liquidity, capital resources, results of operations, financial condition, 
and debt ratings.  These risk factors might affect, alter, or change actions we might take executing our long-term capital 
strategy.  Examples include, without limitation, contributing capital to any or all of the Insurance Subsidiaries, issuing 
additional debt and/or equity securities, repurchasing our existing debt and/or equity securities, or increasing or decreasing 
common stockholders’ dividends.  We operate in a continually changing business environment, and new risk factors emerge 

20

from time to time.  Consequently, we can neither predict such new risk factors nor assess the potential future impact, if any, 
they might have on our business.

Risks Related to our Insurance Operations

We are subject to losses from catastrophic events.
Losses from natural and human-made catastrophes can negatively impact our financial results.  Examples include, without 
limitation, hurricanes, tornadoes, windstorms, earthquakes, hail, severe convective storms, severe winter weather, derechos, 
floods, and fires, some related to climate change, and criminal and terrorist acts, including cyber-attacks, civil unrest, and 
explosions.  The frequency and severity of these catastrophes are inherently unpredictable, and the frequency and severity of 
catastrophe losses have increased globally in recent years.  Although we use sophisticated catastrophe modeling techniques to 
manage our catastrophe exposure, catastrophe models provide estimates, and actual exposure and loss experience may 
materially differ.  For example, catastrophe models did not fully estimate the potential for some recent catastrophe loss activity 
(such as the Texas freeze in March of 2021 and Hurricane Ida-related severe flooding in the Mid-Atlantic and Northeast) and 
the concurrent recent economic inflation on construction costs.  Unmodeled or under-modeled catastrophe risks could result in 
understated catastrophe exposure and our actual catastrophe losses could be higher.

Our insurance operations primarily write risks in the Eastern, Midwestern, and Southwestern regions of the U.S.  Our most 
significant natural and/or human made catastrophe exposures are (i) hurricanes impacting the Eastern U.S., (ii) severe 
convective storms, including hailstorms and tornadoes, (iii) winter storms, and (iv) terrorism events.  Single storms could 
adversely impact our financial results, but it is also possible that we could experience more than one severe catastrophic event 
in any given calendar year.  We track our severe weather and catastrophe losses using definitions and information we obtain 
from ISO’s Property Claim Services unit, an internationally recognized authority on insured property losses from catastrophes 
in the United States, Puerto Rico, and the U.S. Virgin Islands.

Certain factors can impact our estimates of ultimate costs for natural and/or human-made catastrophes, including:

•
•
•
•
•

Inability to access portions of the affected areas after a catastrophic event;
Scarcity of necessary labor and materials that delay repairs and increase our loss costs;
Regulatory uncertainties, including new or expanded interpretations of coverage;
Residual market assessment-related increases in our catastrophe losses;
Potential fraud and inflated repair costs, partly driven by (a) demand surge post-event, and (b) opportunistic service 
providers;
Higher loss adjustment expenses due to shortages of claims adjusters available to appraise damage;
Late claims reporting;
Escalation of business interruption costs due to infrastructure disruption; and

•
•
•
• Whether the U.S. Secretary of the Treasury certifies an event as a terrorist act under TRIPRA.

Natural catastrophes

The United Nation’s Intergovernmental Panel on Climate Change (“IPCC”) is an international body responsible for assessing 
climate change science.  In 2018, the IPCC estimated in its "Special Report on Global Warming of 1.5°C" that human activities 
(i) have caused approximately 1.8°F of global warming above pre-industrial levels and (ii) could cause an additional 0.9°F 
increase above pre-industrial levels between 2030 and 2052.  Climate change models project robust differences in global 
regional climate characteristics between 1.8°F and 3.6°F.  The IPCC's 2019 "Special Report on Climate Change and Land" 
reinforced these findings, as did the IPCC’s “2021: Summary for Policymakers. In: Climate Change 2021: The Physical 
Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate 
Change.”

These global regional differences, whether attributable to nature or human activities, include increases in (i) mean temperature 
in most land and ocean regions, (ii) hot extremes in most inhabited regions, (iii) heavy precipitation in several regions, and (iv) 
the probability of drought and precipitation deficits in some regions.  These temperature changes can impact weather patterns 
and the frequency and severity of catastrophes, including hurricanes, severe convective storms, and wildfires — all of which 
could cause our catastrophe losses to increase.  

Human-made catastrophes

The risk of a wide-scale criminal or terrorist cyber-attack has become more significant and has drawn increased attention from 
IT and national security experts, U.S. policymakers, the U.S. military, and the insurance industry.  There is increased general 
recognition that a wide-scale cyber-attack that simultaneously impacts multiple victims is more likely and insurance industry 
systemic risk has increased.  We have identified three primary sources of potential insured exposure to cyber losses:  (i) cyber 
specific policies designed to cover both first-party and third-party losses; (ii) affirmative cyber coverage grants included in 

21

 
other types of policies, such as commercial property or businessowners policies; and (iii) “silent cyber” exposures that may 
exist if courts, regardless of intent, interpret policy forms without specific related coverage exclusions to provide coverage for a 
cyber-related incident.

We provide cyber-specific policies to our commercial lines and personal lines customers through 100% reinsured solutions with 
highly-rated specialty cyber markets.  These markets allow us to mitigate our underwriting risk, meet our customers’ needs for 
cyber insurance, and develop our expertise in the cyber insurance market.  Our other insurance policies provide some first- and 
third-party cyber coverages:

• We offer limited first-party affirmative cyber coverage in our commercial property and businessowners policy forms.  

•

We believe we have limited our “silent cyber” exposure through an affirmative coverage grant subject to a sub-limit.
Our base property forms typically include a coverage grant of $2,000 or $10,000 and most of our property policies also 
contain an affirmative endorsement providing “virus and harmful code” coverage subject to a sub-limit.  Over 90% of 
our policies with virus/harmful code coverage on commercial property, businessowners, commercial output policy, or 
inland marine forms have sublimits of $25,000 or lower.

• Most of our general liability policies and businessowners policies specifically exclude cyber-related liability losses, 

except for "bodily injury."  Our specific cyber-exclusion and our liability forms' lack of affirmative sub-limited cyber 
coverage, effectively limit most “silent cyber” exposure.  Any related potential exposures, however, are subject to our 
Casualty Reinsurance Program, which has no cyber-related loss exclusion.
By statute, workers compensation policies do not have cyber exclusions, and a cyber-attack-related workplace injury 
could trigger coverage.

•

An increase in natural or man-made catastrophe losses, including a systemic cyber-attack resulting in an aggregation of 
property and/or casualty cyber losses, will reduce our net income and stockholders’ equity and could have a material adverse 
effect on our liquidity, financial strength, and debt ratings.  In addition, the closer a catastrophe occurs to the end of a reporting 
period, the more likely we have limited information to estimate loss and loss expense reserves, adding greater uncertainty to our 
estimates.  More detailed claims information available after a reporting period may result in reserve changes in subsequent 
periods.

Our loss and loss expense reserves may not be adequate to cover actual losses and expenses.
We maintain reserves for our estimated liability for loss and loss expense associated with reported and unreported insurance 
claims.  Estimating loss and loss expense reserves is inherently uncertain, and there is no method for precisely estimating the 
ultimate liability for the settlement of claims.  We base our loss and loss expense reserve estimates on our internal 
comprehensive reserve review, which utilizes our own loss experience, including claims payment and reporting patterns, as well 
as our view of underlying trends in claims frequency and severity.  The results are supplemented with other subjective 
considerations, such as projected impacts from various broad economic, political, social, and legal developments or trends, such 
as inflation, ongoing impacts of the COVID-19-related governmental actions, judicial tort decisions, and various state 
legislative initiatives.  The timing or impact of these developments or trends cannot be predicted with certainty, and we cannot 
be sure the reserves we establish are adequate or will be so in the future.

We review our reserve position quarterly and adjust the reserve position accordingly.  An increase in reserves (i) reduces net 
income and stockholders’ equity, and (ii) could have a material adverse effect on our liquidity, financial strength, and debt 
ratings.  As we underwrite new business and renew existing business, we estimate future loss cost trends in pricing our products 
to generate an adequate risk-adjusted return.  If our estimate of future loss cost trends proves to be understated, our pricing of 
future new and renewal business may be inadequate to cover actual loss costs, understating our future loss and loss expense 
reserves. 

Three examples of how loss and loss expense reserves might be affected by economic, political, social, or legal developments 
or trends are:

•

If inflation, including medical and social inflation, is higher than our assumptions, our loss and loss expense reserves 
associated with our longer tail lines of business may prove to be insufficient.  For example, inflation rates in 2021 
increased from 2020, as reflected in the overall consumer price index ("CPI"), the Core CPI, and the Producer Price 
Index.  We, however, do not know how long elevated inflation will persist.  Our workers compensation line of 
business is susceptible to inflation because of its extended payment pattern and the medical inflationary environment.

•

Our loss and loss expense reserves may be impacted by the following COVID-19-related items:

◦

All of our commercial property and businessowners' policies require direct physical loss of, or damage to, 
property by a covered cause of loss in order to trigger a business interruption claim.  Whether COVID-19-

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related contamination, the existence of a pandemic, and/or the continuing government actions cause physical 
loss of or damage to property continues to be the subject of much debate and litigation.  While the insurance 
industry has won most of the cases at the trial level, many cases are now on appeal and we cannot predict the 
outcome of that litigation.  Our practice is to include in, or attach to, all standard lines commercial property 
and businessowners' policies an exclusion that states that all loss or property damage caused by, or resulting 
from, any virus, bacterium, or other microorganism that induces or is capable of inducing physical distress, 
illness, or disease is not a covered cause of loss.  We offer some limited coverages that could apply in 
COVID-19-related claims and circumstances, primarily tied to clean-up and food-contamination that are 
subject to sub-limits.  Principally all of our commercial property and businessowners' policies now include 
the very specific and regulatory-approved virus exclusion.
Limited medical resources availability could result in medical inflation and complicate, delay and/or extend 
medical treatment that could impact exposure on workers compensation, general liability, and personal and 
commercial automobile claims.

◦

◦ We may have increased workers compensation loss and loss expenses if policyholders' employees in high-risk 
roles of essential businesses contracted COVID-19 in the workplace.  We may experience higher frequency of 
workers compensation claims, particularly as state legislative or executive order proposals are enacted that 
create presumptions that the contraction of COVID-19 by an essential business employee who interacted with 
the public is work-related.  We also may see an extension of workers compensation benefits if employees do 
not have jobs to which they can return.

◦ We may experience an increase in liability claims against our policyholders related to business practices as 
remote-office work-from-home employees return to their pre-COVID-19 pandemic office and business 
locations.  This may be exacerbated by an active plaintiffs’ attorney seeking to generate COVID-19-related 
claim activity.
Loss frequency and severity could increase related to our auto and property coverages due to, among other 
things, disruptions in supply chains and changes in business practices and individual behaviors resulting from 
the shelter-in-place and social distancing measures, such as arson and fraud.

◦

◦ We may experience delayed reporting of losses, settlement negotiations, and trial of disputed claims that may 

disrupt our normal claims resolution processes and trends.

•

Various states have expanded or could expand the statute of limitations for civil actions alleging sexual abuse.  By 
retroactively permitting previously time-barred claims, these “reviver” laws may result in insurance claims that could 
significantly increase loss costs and require re-evaluation of previously-established reserves or the creation of new 
reserves.  Since reviver statutes have been enacted, we have received some notices of claims or potential claims for 
acts alleged to have occurred, some dating as far back as the 1950s.  Without prior experience, we cannot estimate how 
many "reviver" claims notices we may receive.  Most notices we have received (i) are blanket notices sent by attorneys 
representing claimants unsure of the alleged assailant or supervising entity's insurer or policy (if any) and (ii) may not 
implicate any insurance policies we or a predecessor issued.  For those we determine implicate a policy we or a 
predecessor issued, we (i) have investigated or are investigating facts, (ii) have evaluated policy terms, (iii) believe we 
have appropriate coverage defenses to most of these claims and/or sufficient reinsurance protections, and (iv) have 
considered these factors in establishing our reserves, which we believe provide a reasonable estimate of the aggregate 
ultimate net exposure for these claims.  As coverage positions may be challenged through litigation or otherwise, we 
face litigation risks further discussed below in the Risk Factor entitled, “We are engaged in ordinary routine legal 
proceedings incidental to our insurance operations that, because litigation outcomes are inherently unpredictable, 
could impact our reputation and/or have a material adverse effect on our consolidated results of operations or cash 
flows in particular quarterly or annual periods.”

For further discussion on our loss and loss expense reserves, please see the “Critical Accounting Policies and Estimates” section 
of Item 7. “Management’s Discussion and Analysis of Financial Condition and Results of Operations.” and Note 2. "Summary 
of Significant Accounting Policies" in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

Our ability to reduce our risk exposure depends on the availability and cost of reinsurance.
We transfer a significant portion of our underwriting risk exposure – specifically a portion of our loss and loss expense – to 
reinsurance companies in exchange for a specified portion of premiums.  Typically, our reinsurance coverages align with the 
coverages offered under our primary insurance policies.

The availability, amount, and cost of reinsurance depend on market conditions, including retrocessional reinsurance market 
capacity.  Most of our reinsurance contracts have annual terms, so reinsurance costs may fluctuate significantly and not 
necessarily correlate to the loss experience of our specific book of business.  State insurance regulators generally permit us to 
consider catastrophe reinsurance expense in our filed rates and rating plans.  However, the degree and timing of regulatory 

23

approval may not align with the actual expense impact from new reinsurance terms.  Disproportionate increases in our 
reinsurance expense that we cannot include in our filed rates and rating plans will reduce our earnings.  If we are unable to 
negotiate desired reinsurance amounts or terms, we may experience (i) increased reinsurance expense, (ii) increased risk 
assumption on individual or aggregate claim losses, and (iii) limitations on our ability to write future business.

Commercial property and homeowners coverages have historically accounted for most of our catastrophe-related claims.  To 
limit our exposure to catastrophe losses, we purchase catastrophe reinsurance.  Our reinsurance coverage may prove to be 
inadequate, particularly if:

• We do not purchase sufficient amounts of reinsurance because of defects or inaccuracies in the various modeling 

•

•

•

software programs we use to analyze our Insurance Subsidiaries' risk;
A major catastrophe loss exceeds (i) the purchased reinsurance limit or (ii) the financial capacity of one or more of our 
reinsurers even if the loss is within the purchased limit;
The frequency of catastrophe losses increases and our Insurance Subsidiaries' insured losses exceed the aggregate 
limits of the catastrophe reinsurance treaty or our Insurance Subsidiaries experience an aggregation of losses that fall 
below our per occurrence reinsurance retention; or
Our reinsurance counterparties (i) are unable to access their reinsurance markets, or retrocessions, (ii) suffer significant 
financial losses, (iii) are sold, (iv) cease writing reinsurance business, or (v) are unable or unwilling to satisfy their 
contractual obligations to us.

In response to the COVID-19 pandemic and recent increased catastrophic loss activity, the reinsurance industry has sought to 
tighten contractual terms and conditions, reduce reinsurance capacity, and increase pricing.  Tightened terms and conditions 
include introducing new coverage exclusions, such as excluding losses related to cyber risk and communicable diseases, 
particularly for business interruption losses in property treaties and, to a lesser extent, in casualty treaties.  To the extent we are 
exposed to losses on our primary policies from risks, such as cyber and communicable disease, that are now principally 
excluded from coverage under our reinsurance treaties, we face increased underwriting risk.  The increased underwriting risk 
could increase our net loss and loss expenses and increase the volatility in our underwriting results.  Decreased reinsurance 
capacity also would increase our underwriting risk if we cannot fully place our existing reinsurance treaties upon renewal.

Even with the benefits of reinsurance, our exposure to catastrophe risks could have a material adverse effect on our results of 
operations, liquidity, financial condition, financial strength, and debt ratings.

We may be subject to potentially significant losses from acts of terrorism.
We are required to participate in TRIPRA, now extended to December 31, 2027, for our Standard Commercial Lines and E&S 
Lines business.  TRIPRA rescinded all previously-approved coverage exclusions for terrorism and requires private insurers and 
the U.S. government to share the risk of loss on future acts of terrorism certified by the U.S. Secretary of the Treasury.  Under 
TRIPRA, each participating insurer is responsible for paying a significant deductible of specified losses before federal 
assistance is available.  Our deductible of $419 million is based on a percentage of our prior year’s applicable Standard 
Commercial Lines and E&S Lines premiums.  In 2022, the federal government will pay 80% of losses above the deductible, 
with the insurer retaining 20%.  Although TRIPRA will mitigate some of our loss exposure to a large-scale terrorist attack, our 
deductible could have a material adverse effect on our results of operations, liquidity, financial condition, financial strength, and 
debt ratings.  If the U.S. Secretary of the Treasury does not certify specific terrorist events (as occurred with the 2013 Boston 
Marathon bombing and the 2015 San Bernardino shootings), we could be required to pay terrorism-related covered losses 
without TRIPRA's risk-sharing benefits.  We also could be required to pay terrorism-related losses for customers who declined 
terrorism coverage.

Our primary workers compensation policies are required to cover terrorism risk, so TRIPRA applies to those policies.  Insureds 
with non-workers compensation commercial policies have the option to accept or decline our terrorism coverage or negotiate 
with us for other terms.  In 2021, 85% of our Standard Commercial Lines non-workers compensation policyholders purchased 
terrorism coverage that included nuclear, biological, chemical, and radioactive ("NBCR") events.  TRIPRA also applies to 
cyber liability insurance policies reported under a Terrorism Risk Insurance Program-eligible line of insurance.

Many states mandate that commercial property policies cover fire following an act of terrorism - regardless of whether the 
insured purchased terrorism coverage.  We also sometimes elect to provide terrorism coverage for lines of business not included 
in TRIPRA, such as Commercial Automobile.  TRIPRA has never covered personal lines of business.  Our Standard Personal 
Lines homeowner policies exclude nuclear losses but not biological or chemical losses.  Our current reinsurance programs 
generally cover losses from conventional foreign and domestic terrorism acts, but not NBCR events.

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We are exposed to credit risk.
We face credit risk in several areas of our insurance operations, including from:

•

•

•

•

Our reinsurers, which are obligated to make payments to us under our reinsurance agreements.  Reinsurance credit risk 
can fluctuate over time, increasing during periods of high industry catastrophe and liability losses.  Reinsurers 
generally manage their large loss exposure through their own reinsurance programs, or retrocessions, about which we 
do not always have the full details.  If our reinsurers have difficulty collecting on their retrocession programs or 
reinstating retrocession coverage after a large loss, we may not receive timely or full payment of our reinsurance 
claims.  This means that we have direct and indirect counterparty credit risk to our reinsurers and the reinsurance 
industry, which is a global but concentrated market.

Certain life insurance companies, if they fail to fulfill their annuity contract obligations to our policyholders or 
claimants under annuities we purchased as part of structured claims settlements.

Some of our independent distribution partners, who collect premiums from our policyholders for us.

Some policyholders, who are directly obligated to us for premium and/or deductible payments, the timing of which 
may be impacted by mandated payment moratoriums.

Our exposure to credit risk could have a material adverse effect on our results of operations, liquidity, financial condition, 
financial strength, and debt ratings.

We depend on distribution partners.
We market and sell our insurance products through independent, non-employee distribution partners.  Insurance law and 
regulation makes us responsible for the business practices and customer interactions of our distribution partners.  Independent 
distribution partners have – and we expect will continue to have – a significant role in overall insurance industry premium 
production.  While our customers find advantages in using independent distribution partners, our reliance on independent 
distribution partners presents risks and challenges, including:

•

•

•

•

Competition in our distribution channel, as we must market our products and services to our independent distribution 
partners who have access to products from multiple carriers and markets. 

Challenges in developing brand recognition because we closely coordinate with our distribution partners and some 
customers cannot differentiate their insurance agent from their insurance carrier.

Our market share growth is tied to our distribution partners' market share.  Independent retail insurance agencies 
control 85% of standard commercial lines business and 36% of standard personal lines business in the U.S.  
Consequently, growth in our Standard Personal Lines could be more limited than in our Standard Commercial Lines.  
Competitors have focused on lower-cost "direct-to-customer" distribution models that emphasize digital ease and 
efficiencies to address the discrepancy in agency control of standard personal lines business.  Continued 
advancements in "direct-to-customer" distribution models may impact the overall market share our independent 
distribution partners control, make it more difficult for us to grow, or require us to establish relationships with more 
distribution partners.

Aggregation and consolidation of our independent distribution partners and their market share, as some publicly-
traded and private equity-backed independent distribution partners have deployed consolidation strategies to acquire 
other independent distribution partners and increase their market share ("Aggregators") over the last decade.  If more 
of our independent distribution partners become Aggregators or are acquired by Aggregators, Aggregator demands 
and influence on our business could increase.  For example, Aggregators could develop and implement strategies to 
consolidate their business with fewer insurers and demand higher base and supplemental commissions.  Aggregators 
accounted for approximately 36% of our DPW at December 31, 2021, up from 28% three years ago.  Currently, no 
one distribution partner is responsible for 10% or more of our combined insurance operations' premium.

Our financial condition and results of operations are impacted by our independent distribution partners' success in marketing 
and selling our products and services.

25

National and global economic conditions could adversely and materially affect our business, results of operations, financial 
condition, and growth.
Unfavorable economic developments, such as increased inflation levels and the effect, lifting, or lapsing of COVID-19-related 
governmental directives experienced in 2021, could adversely affect our earnings if our policyholders need less insurance 
coverage, cancel existing insurance policies, modify coverage, or choose not to renew with us.  Inflation and unemployment 
increases could significantly impact our claims severity across multiple lines of business and could result in adverse reserve 
development.  Heightened levels of economic inflation also could cause higher interest rates, which would likely result in 
unrealized losses within our portfolio of fixed income securities and lower total returns from our other invested assets.  The 
effect, lifting, or lapsing of COVID-19-related governmental directives in 2021 disrupted supply chains and caused shortages of 
products, services, and labor.  These economic condition-induced shortages may impact our ability to attract and retain labor, 
including increasing attrition rates, wages, and the cost and difficulty of obtaining third-party resources.  An economic 
downturn also could lead to increased credit and premium receivable risk, failure of reinsurance counterparties and other 
financial institutions, limitations on our ability to issue new debt, reduced liquidity, and declines in our investments' fair value 
and financial strength ratings.  These potential events and other economic factors could adversely and materially affect our 
business, results of operations, financial condition, and growth.  During 2021, 28% of DPW in our Standard Commercial Lines 
business was based on payroll or sales of our underlying policyholders.  An economic downturn in which our policyholders 
experience declines in revenue or employee count could adversely affect our total written premium, including audit and 
endorsement premium.

The COVID-19 pandemic continues to have widespread, rapidly evolving, and unpredictable impacts on ordinary business 
commerce and financial markets.  Federal and state governments have acted to contain the virus, including establishing social 
distancing requirements, travel restrictions, and vaccination initiatives.  While pandemic containment efforts have resulted in 
the relaxation of some restrictions, new virus variants are leading to new outbreaks and restrictions.  The COVID-19 pandemic 
has and will likely continue to impact our results of operations, financial position, and liquidity.  There is substantial uncertainty 
about the nature and degree of its continued effects over time.  The impact of the COVID-19 pandemic on our business going 
forward will depend on numerous evolving factors we cannot reliably predict, including the duration and scope of the 
pandemic, its impact on economic activity, including the possibility of financial market instability or recession, and the 
response of government, businesses, and individuals.

A downgrade or a potential downgrade in our financial strength or credit ratings could result in a loss of business and could 
have a material adverse effect on our financial condition and results of operations.
A significant financial strength rating downgrade, particularly from AM Best, would affect our ability to write new or renewal 
business.  Most policyholders are required by various third-party agreements, primarily with lenders, to maintain insurance 
policies from a carrier with a minimum AM Best or S&P rating.  Credit rating downgrades could also make it more expensive 
for us to access capital markets.  We cannot predict the possible rating actions NRSROs might take that could adversely affect 
our business or our potential actions in response.  Any significant downgrade in our financial strength and credit ratings could 
have a material adverse effect on our results of operations, liquidity, financial condition, financial strength, and debt ratings.  
For additional information on our current financial strength and credit ratings, refer to "Overview" in Item 1. "Business." of this 
Form 10-K.

Markets for insurance products and services are highly competitive and subject to rapid technological change, and we may 
be unable to compete effectively.
We offer our insurance products and services in a highly competitive market characterized by aggressive price competition and 
downward pressure on underwriting margins, introduction of new products and services, evolving industry standards, continual 
improvement in product pricing based on performance characteristics and larger data sets, rapid competitor adoption of 
technological advancements, and consumer and business price sensitivity.  Our ability to compete successfully depends heavily 
on our timely and consistent introduction of innovative new products and services through digital platforms.

We face substantial competition from a wide range of property and casualty insurance companies for customers, distribution 
partners, and employees.  Competitors include public, private, and mutual insurance companies.  Many competitors are larger 
and may have lower relative operating costs, lower cost of capital, or greater ability to absorb or diversify more risk while 
maintaining their financial strength ratings.  Other competitors, such as mutual or reciprocal companies, are owned by or 
operated cooperatively for insureds and, unlike us, do not have shareholders who evaluate ROE performance.  Consequently, 
some competitors may be able to price their products more competitively. 

The Internet has emerged as a significant competitive digital marketplace for existing and new competitors.  Established 
insurance competitors, such as The Progressive Corporation, are beginning to explore broader digital Internet offerings, while 
new competitors with variations on traditional business models have emerged, such as Lemonade, Root, and Next.  Because the 
Internet makes it easier and less expensive to bundle products and services, it also is possible that non-insurance companies 

26

conducting business on the Internet could enter the insurance business or form strategic alliances with insurers in the future.  
Changes in competitors and competition, particularly on the Internet, could cause changes in the supply or demand for 
insurance and adversely affect our business.

The increasing importance of the Internet, technology, and digital strategy in our industry also highlights our need to attract and 
retain employees in difficult-to-fill data science, advanced analytics, and IT roles – and the potential negative impact if we fail 
in so doing.

We have less loss experience data than our larger competitors.
Insurers depend on access to reliable data about their policyholders and loss experience to build complex analytics and 
predictive models that assess risk profitability, reserve adequacy, adverse claim development potential, recovery opportunities, 
fraudulent activities, and customer buying habits.  Because we use and depend on the aggregated industry loss data assembled 
by rating bureaus under the antitrust exemptions of the McCarran-Ferguson Act, we likely would be at a competitive 
disadvantage to larger insurers if Congress repealed the McCarran-Ferguson Act.

We expect the use of data science and analytics to increase and become more complex and accurate, particularly with larger sets 
of relevant data.  Some larger competitors have significantly more data about the performance of their underwritten risks.  In 
comparison, we may not have sufficient volumes of loss experience data to analyze and project our future costs as accurately or 
granularly.  We use industry loss experience from ISO, AAIS, NCCI, and other publicly available sources to supplement our 
data.  While relevant, industry data may not correlate specifically to the performance of our underwritten risks and be as 
predictive as data on a larger book of our own business.

We are subject to various modeling risks that could have a material adverse impact on our business results.
We rely on complex financial and other statistical models, developed internally and by third parties, to predict (i) underwriting 
results on individual risks and our overall portfolio, (ii) claims fraud and other claims impacts, such as escalation, (iii) impacts 
from catastrophes, (iv) enterprise risk management capital scenarios, and (v) investment portfolio changes.  We rely on these 
financial and other statistical models to analyze historical loss costs and pricing, claims severity and frequency trends, 
catastrophe losses, reinsurance attachment and exhaustion points, investment performance, portfolio risk, and our economic 
capital position.  Flaws in these financial and other statistical models, or in their embedded assumptions, could lead to increased 
losses.  Our statistical models are extremely useful in monitoring and controlling risk, but they are not a substitute for senior 
management's experience or judgment.

Risks Related to Our Investments Segment

Our investments are exposed to credit risk, interest rate fluctuation, and changes in value.
We depend on income from our investment portfolio for a significant portion of our revenue and earnings.  Our investments can 
be negatively affected by (i) liquidity, (ii) credit deterioration, (iii) financial results, (iv) public equity and/or debt market 
changes, (v) economic conditions, including heightened levels of economic inflation and any ongoing COVID-19-related 
governmental orders, (vi) political risk, (vii) sovereign risk, (viii) interest rate fluctuations, or (ix) other factors, including 
climate change risk and civil unrest.  Our investment portfolio's value is subject to credit risk from the issuers, and/or guarantors 
and insurers, of the securities we hold and other counterparties in certain transactions.  Defaults on any of our investments by 
any issuer, guarantor, insurer, or other counterparty could reduce our net investment income and net realized investment gains - 
or result in investment losses.  We are subject to the risk that the issuers or guarantors of fixed income securities we own may 
default on principal and interest payment obligations.

Additionally, we are exposed to interest rate risk, primarily related to the market price and cash flow variability associated with 
changes in interest rates.  Consequently, the value and liquidity of our cash, cash equivalents, and marketable and non-
marketable securities may fluctuate substantially.  Future fluctuations in the value of our cash, cash equivalents, and marketable 
and non-marketable securities could result in significant losses and have a material adverse impact on our financial condition 
and operating results.

Our investment portfolio also has climate change-related transition risks.  Transition risks arise from society’s transition 
towards a low-carbon economy, driven by policy and regulations, low-carbon technology advancement, and shifting sentiment 
and societal preferences.  This transition can lead to stranded assets in areas such as the fossil-fuel and automotive industries.  It 
can also result in increased costs to reinvest in and replace infrastructure and litigation against fossil-fuel companies.  Transition 
risks can lead to corporate asset devaluation, lower corporate profitability, lower property values, and lower household wealth.  
Transition risks may reduce the market value of some energy, transportation, and other investments with high carbon footprints 

27

  
or those closely tied to carbon-based economic activity.  As of December 31, 2021, sectors identified as carbon intensive within 
our fixed income securities portfolio represented less than 5% of our total invested assets.

Significant future investment value declines could require further losses recorded on securities we intend to sell and credit 
losses.  For more information regarding market interest rate, credit, and equity price risk, see Item 7A. “Quantitative and 
Qualitative Disclosures About Market Risk.” of this Form 10-K.

We have securities tied to LIBOR, which will be eliminated on June 30, 2023.
As of December 31, 2021, approximately 15% of our fixed income securities portfolio had floating rate securities primarily tied 
to the 1- and 3-month U.S. dollar-denominated London Interbank Offered Rate ("LIBOR").  The global banking industry has 
used LIBOR as a primary metric to calculate interest rates for numerous types of debt obligations, including personal and 
commercial loans, interest rate swaps, and other derivative products.  In anticipation of LIBOR's elimination, the U.S. Federal 
Reserve established the Alternative Reference Rates Committee ("ARRC") to select a replacement index for U.S. Dollar 
LIBOR.  The ARRC, comprised of a broad group of private-market participants, including banks, asset managers, insurers, and 
industry regulators, identified the Secured Overnight Financing Rate ("SOFR") as the recommended benchmark rate to replace 
LIBOR.  SOFR is based on overnight repurchase agreement transactions backed by U.S. Treasury securities.  The ARRC 
announced a paced transition plan for this new rate, including specific steps and timelines designed to encourage the adoption 
of SOFR.  Effective December 31, 2021, LIBOR can no longer be used as a benchmark reference rate in new issue loans, 
securitized products, and other floating rate instruments.  Effective June 30, 2023, LIBOR will cease to exist and require 
remaining floating rate securities to transition to SOFR.  Consequently, our fixed income securities portfolio may be subject to 
(i) interest rate and prepayment risk associated with the resetting of our floating rate coupons from LIBOR to SOFR, (ii) 
potential rating agency downgrades, (iii) reduced trading liquidity on securities with insufficient fallback transition language, 
and (iv) lower returns associated with basis risk from a reference rate mismatch between liabilities and assets in certain 
securitized assets.  We continue to monitor the potential impact, if any, the elimination of LIBOR and the transition to SOFR 
will have on our floating rate investments' performance.  We have and continue to evaluate and monitor other LIBOR risks 
across the organization. 

We are subject to the risks inherent in investing in private limited partnerships.
Our other investments include investments in private limited partnerships that invest in various strategies, such as private 
equity, private credit, and real assets.  The primary assets and liabilities underlying the investments in these limited partnerships 
generally do not have quoted prices in active markets for the same or similar assets, so their valuation is subject to a higher 
level of subjectivity and unobservable inputs than substantially all of our other investments.  Because these limited partnership 
investments are recorded under the equity method of accounting, any valuation decreases could negatively impact our results of 
operations.  Because of their return relative to risk, we currently expect to slightly increase our allocation to these investments, 
which may produce additional variability in our net investment income.

The determination of the amount of credit losses taken on our investments is highly subjective and could materially impact 
our results of operations or our financial position.
The determination of the amount of credit losses taken on our investments is based on our quarterly evaluation and assessment 
of our investments and known and inherent risks associated with the various asset classes.  Such evaluations and assessments 
are revised as conditions change and new information becomes available.  Management updates its evaluations regularly and 
reflects changes in credit losses at the time of evaluation.  There can be no assurance that management has accurately assessed 
the level of credit losses recorded in our Financial Statements.  For further information about our evaluation and considerations 
for determining whether a security has a credit loss, please refer to “Critical Accounting Policies and Estimates” in Item 7. 
“Management’s Discussion and Analysis of Financial Condition and Results of Operations.” of this Form 10-K.

Risks Related to Evolving Laws, Regulations, and Public Policy Debates

We are subject to complex and changing laws, regulations, and public policy debates that expose us to regulatory scrutiny, 
potential liabilities, increased costs, reputational harm, and other adverse effects on our business.
Our operations are subject to complex and changing state and federal laws, regulations, and public policy debates on subjects, 
including, without limitation, the following:
Pricing and underwriting practices;
Claims practices;
Loss and loss adjustment expense reserves;
Exiting geographic markets and/or canceling or non-renewing policies;
Environmental, social, and governance ("ESG") related issues, including ESG investment mandates;
Assessments for guaranty funds and second-injury funds, and other mandatory assigned risks and reinsurance;
The types, quality, and concentration of investments we make;

•
•
•
•
•
•
•

28

• Minimum capital requirements for the Insurance Subsidiaries;
Dividends from our Insurance Subsidiaries to the Parent;
•
Privacy and data security; 
•
Tax; 
•
Antitrust; 
•
Consumer protection; 
•
Advertising; 
•
Sales; 
•
Billing and e-commerce; 
•
Intellectual property ownership and infringement; 
•
Digital platforms;
•
Internet, telecommunications, and mobile communications; 
•
• Media and digital content; 
•
•
•
• Workplace environmental, health, and safety issues.

Availability of third-party software applications and services; 
Labor and employment; 
Anti-money laundering; and 

Changes to laws and regulations can adversely affect our business by increasing our costs, limiting our ability to offer a product 
or service to customers, requiring changes to our business practices, or otherwise making our products and services less 
attractive to customers. 

If Congress enacted a law directly regulating insurance, particularly insurer solvency oversight, and state regulators remained 
responsible for rate approval, we could be subject to a conflicting and inconsistent regulatory framework that could impact our 
profitability and capital adequacy.

While we underwrite risks only in the U.S., international regulatory developments, particularly related to capital adequacy and 
risk management requirements in the European Union (“EU”), may influence U.S. regulators as they develop or revise domestic 
regulatory standards.  In the fourth quarter of 2020, the NAIC's Group Capital Calculation Working Group adopted the basic 
structure of its new Group Capital Calculation and drafted model law changes that provide for its adoption as a state law 
requirement for U.S. insurance groups.  It is expected that state legislatures will begin to adopt the group capital calculation 
model law by year-end 2022.  The changes could increase the amount of capital our insurance subsidiaries are required to hold.

We have implemented policies and procedures designed to ensure compliance with applicable laws and regulations.  However, 
we can provide no assurance that our employees, contractors, or independent distribution partners will not violate such laws and 
regulations or our policies and procedures.  To some degree, we have multiple regulators whose authority may overlap and may 
have different interpretations and/or regulations related to the same legal issues.  This creates the risk that one regulator's 
position or interpretation may conflict with another regulator on the same issue.  The cost of complying with various, 
potentially conflicting laws and regulations, and changes in those laws and regulations, could have a material adverse effect on 
our results of operations, liquidity, financial condition, financial strength, and debt ratings.

Insurers are subject to intense regulatory, political, and media scrutiny.  We are subject to government market conduct review 
and investigations, legal actions, and penalties. There can be no assurance that our business will not be materially adversely 
affected by the outcomes of such examinations, investigations, or media scrutiny in the future.  If we are found to have violated 
laws and regulations, it could materially adversely affect our reputation, financial condition, and operating results.

Our business is subject to a variety of state, federal, and other laws, rules, policies, and other obligations regarding data 
protection.
We are subject to federal and state laws relating to the collection, use, retention, security, and transfer of personally identifiable 
information (“PII”).  Federal laws include the Gramm-Leach-Bliley Act, the Fair Credit Reporting Act, the Drivers Privacy 
Protection Act, the Health Insurance Portability and Accountability Act, and Unfair and Deceptive Acts and Practices laws.  
Several states, like New York, Nevada, Colorado, Virginia, and California, have passed laws in this area, and other jurisdictions 
are considering imposing additional restrictions or creating new rights concerning PII.  These laws continue to develop and may 
be inconsistent from jurisdiction to jurisdiction.  Complying with emerging and changing requirements may cause us to incur 
substantial costs or require us to change our business practices.  Noncompliance could result in significant reputational harm, 
penalties, and legal liability.

The EU adopted the General Data Protection Regulation ("GDPR") in 2016.  Effective since 2018 after a two-year 
implementation period, GDPR regulates data protection and privacy in the EU and transfers of personal data outside the EU.  

29

GDPR’s main tenet is to give individuals primary control over their personal data.  Because we do not write coverages in the 
EU, GDPR has no direct impact on us.  Some U.S. states have subsequently incorporated individual-control mechanisms into 
state privacy laws.  Future EU data privacy actions likely will influence U.S. regulators over time.

We make statements about our use and disclosure of PII through our privacy policy, information provided on our website, and 
other public statements.  If we fail to comply with these public statements or federal and state privacy-related and data 
protection laws and regulations, we could be subject to litigation or governmental actions.  Such proceedings could impact our 
reputation and result in penalties, including ongoing audit requirements and significant legal liability.

We are engaged in ordinary routine legal proceedings incidental to our insurance operations that, because litigation 
outcomes are inherently unpredictable, could impact our reputation and/or have a material adverse effect on our 
consolidated results of operations or cash flows in particular quarterly or annual periods.
We are engaged in ordinary routine legal proceedings incidental to our insurance operations that include:

•
•

•

•

•

Defense of or indemnity for third-party suits brought against our insureds;
Defense of actions brought against us by our insureds who disagree with our coverage decisions, some of which allege 
bad faith claims handling and seek extra-contractual damages, punitive damages, or other penalties;
Actions we file, primarily for declaratory judgment, seeking confirmation that we have made appropriate coverage 
decisions under our insurance contracts;
Actions brought against us or competitors alleging improper business practices and sometimes seeking class status.  
Such actions historically have included issues and allegations, without limitation, related to (i) unfairly discriminatory 
underwriting practices, including the impact of credit score usage, (ii) managed care practices, such as provider 
reimbursement, and (iii) automobile claims practices; and
Actions we file against third parties and other insurers for subrogation and recovery of other amounts we paid on 
behalf of our insureds.

From time-to-time, legal proceedings in which we are involved may receive media attention based on their perceived 
newsworthiness and/or relationship to a variety of broad economic, political, social, and legal developments or trends.  Such 
media stories could negatively impact our reputation.

We expect any potential ultimate liability for ordinary routine legal proceedings incidental to our insurance business will not be 
material to our consolidated financial condition after considering estimated loss provisions.  Litigation outcomes, however, are 
inherently unpredictable even with meritorious defenses.  The time a case is in litigation also is unpredictable, as state court 
dockets are increasingly overcrowded.  Generally, the longer a case is in litigation, the more expensive it can become.  Because 
the amounts sought in certain of these actions are large or indeterminate, any adverse outcomes could have a material adverse 
effect on our consolidated results of operations or cash flows in particular quarterly or annual periods.

Additionally, we do not have any material litigation risks related to climate change.

Risks Related to Our Corporate Structure and Governance

We are a holding company, and our ability to declare dividends to our shareholders, pay indebtedness, and enter into 
affiliate transactions may be limited because our Insurance Subsidiaries are regulated.
Restrictions on our Insurance Subsidiaries' ability to pay dividends, make loans or advances to the Parent, or enter into 
transactions with affiliates may materially affect our ability to pay dividends on our preferred stock and common stock, or repay 
our indebtedness.

Based on these restrictions, the maximum in ordinary annual dividends the Insurance Subsidiaries can provide the Parent in 
2022 is $322 million.  Their ability to pay dividends or make loans or advances, however, is subject to domiciliary state 
insurance regulators' approval or review.  For additional details regarding dividend restrictions, see Note 22. “Statutory 
Financial Information, Capital Requirements, and Restrictions on Dividends and Transfers of Funds” in Item 8. "Financial 
Statements and Supplementary Data." of this Form 10-K.

The Parent’s ability to pay dividends to its stockholders is also impacted by covenants in its credit agreement (the “Line of 
Credit”) among the Parent, the lenders named therein (the “Lenders”), and the Bank of Montreal, Chicago Branch, as 
Administrative Agent.  These covenants obligate the Parent to, among other things, maintain a minimum consolidated net worth 
and a maximum ratio of debt to capitalization.  Under the terms of our Preferred Stock, the Parent's ability to declare or pay 
dividends on, or purchase, redeem or otherwise acquire, shares of its common stock or any shares of the Parent that rank junior 
to, or on parity with, the Preferred Stock will be subject to certain restrictions if the Parent does not declare and pay (or set 
aside) dividends on the Preferred Stock for the last preceding dividend period.  For additional details about the Line of Credit’s 

30

financial covenants, see Note 11. “Indebtedness” in Item 8. "Financial Statements and Supplementary Data" of this Form 10-K.  
For additional details about conditions related to our Preferred Stock, see Note 17. "Preferred Stock" in Item 8. "Financial 
Statements and Supplementary Data" of this Form 10-K.

Because we are a New Jersey corporation and an insurance holding company, we may be less attractive to potential 
acquirers and the value of our common stock could be adversely affected.
We are a New Jersey company, and provisions of the New Jersey Shareholders’ Protection Act and our Amended and Restated 
Certificate of Incorporation may discourage, delay, or prevent us from being acquired.  A supermajority of our shareholders 
must approve (i) certain business combinations with interested shareholders, or (ii) any amendment to the related provisions of 
our Amended and Restated Certificate of Incorporation unless certain conditions are met.  These conditions may relate to, 
among other things, the interested stockholder’s acquisition of stock, the approval of the business combination by disinterested 
members of our Board and disinterested stockholders, and the price and payment of the consideration proposed in the business 
combination.  In addition to considering the effects of any action on our shareholders (including any offer or proposal to acquire 
the Parent), our Board may consider: (i) the long-term, as well as the short-term, interests of the Parent and our shareholders, 
including the possibility that these interests may best be served by the continued independence of the Parent; (ii) the effects of 
the action on the Parent's employees, suppliers, creditors, and customers; and (iii) the effects of the action on the community in 
which the Parent operates.

These provisions of our Amended and Restated Certificate of Incorporation and New Jersey law could deprive our common 
shareholders of an opportunity to receive a premium over the prevailing market price in the event of a hostile takeover and may 
adversely affect the value of our common stock.

Because we own insurance subsidiaries, any party seeking to acquire 10% or more of our common stock must seek prior 
approval from the subsidiaries' domiciliary insurance regulators and file extensive information about their business operations 
and finances.  The New Jersey Department of Banking and Insurance Commissioner, who regulates seven of our Insurance 
Subsidiaries, also considers whether (i) the acquisition of control of an insurer would be adverse to the public interest or the 
protection of existing and future policyholders or (ii) persons seeking control would use control adversely to the public interest 
or the protection of policyholders.

Risks Related to Our General Operations

We, our distribution partners, and our vendors are subject to attempted cyber-attacks, other cybersecurity risks, and system 
availability risk.
Our business heavily relies on IT and application systems that may be accessed from, or are connected to, the Internet.  
Consequently, a malicious cyber-attack could affect us.  Our systems also contain proprietary and confidential information, 
including PII, about our operations, employees, agents, and customers and their employees and property.  A malicious cyber-
attack on (i) our systems, (ii) our distribution partners or their key operating systems, and (iii) any other of our third-party 
partners or vendors and their key operating systems may interrupt our ability to operate, damage our reputation and result in 
monetary damages that are difficult to quantify, and have a material adverse effect on our results of operations, liquidity, 
financial condition, financial strength, and debt ratings.

We have implemented systems and processes, through encryption and authentication technologies, intended to mitigate or 
secure our IT systems and prevent unauthorized access to, or loss of, sensitive data.  As cyber-attacks continue to evolve daily, 
our security measures may not be sufficient for all eventualities.  We may be vulnerable to hacking, employee error, 
malfeasance, system error, faulty password management, or other irregularities.  Any disruption or breach of our systems or 
data security could damage our reputation, result in monetary damages that are difficult to quantify, and have a material adverse 
effect on our results of operations, liquidity, financial condition, financial strength, and debt ratings.  To mitigate this risk, we 
have and expect to continue to (i) conduct employee education programs and tabletop exercises and (ii) develop and invest in a 
variety of controls to prevent, detect, and appropriately react to cyber-attacks, including frequently testing our systems' security 
and access controls.  We have insurance coverage for certain cybersecurity risks, including privacy breach incidents, which  
coverage may be insufficient to indemnify all losses or types of claims that may arise.

In addition to cyber-attack risk, we face system availability risk.  Our business relies heavily on various IT and application 
systems.  We have robust business continuity plans, which are designed to minimize the duration and impact of an unexpected 
loss of availability of any of these systems.  Nevertheless, we could experience an event that impacts one or more of these 
systems, including those based in facilities where we or our vendors operate, which may interrupt our ability to operate and 
negatively impact our results of operations, despite our business continuity plans.

31

Our long-term strategy to deploy operational leverage is dependent on the success of our risk management strategies, and 
their failure could have a material adverse effect on our financial condition or results of operations.
As an insurer, we assume risk from our policyholders.  Our long-term strategy includes the use of above-average operational 
leverage, which can be measured as the ratio of NPW to our equity or statutory surplus.  We balance and mitigate our 
operational leverage risk with several risk management strategies within our insurance operations to achieve a balance of 
growth and profit, including using significant amounts of reinsurance, a disciplined approach to reserving, and a conservative 
investment philosophy.  These strategies have inherent limitations.  We cannot be certain that an event or series of unanticipated 
events will not occur and result in losses greater than we expect.  Given our higher operating leverage than that of our industry, 
an event or series of unanticipated events could have a more material adverse effect on our results of operations, liquidity, 
financial condition, financial strength, and debt ratings compared to our industry.

Item 1B. Unresolved Staff Comments.

None.

Item 2. Properties.

Our headquarters occupy a 315,000 square foot building located on an owned 56-acre site zoned for office and professional use 
in Branchville, New Jersey.  We lease all our other facilities from unrelated parties.  The principal office locations of our 
insurance operations are listed in the “Geographic Markets” section of Item 1. “Business.” of this Form 10-K.  Our Investments 
operations are principally located in leased space in Farmington, Connecticut.  Our facilities provide adequate space for our 
present needs and, if additional space is needed, should be available on reasonable terms.  Our headquarters site also contains 
our ground-mount solar facility that annually generates approximately three million kilowatt hours ("kWh") of electricity that 
we sell to others.

Item 3. Legal Proceedings.

Incidental to our insurance operations, we are routinely engaged in legal proceedings with inherently unpredictable outcomes 
that could have a material adverse effect on our consolidated results of operations or cash flows in particular quarterly or annual 
periods.  For additional information regarding our legal risks, refer to Item 1A. “Risk Factors.” and Note 21. "Litigation" 
included in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.  As of December 31, 2021, we have no 
material pending legal proceedings that could have a material adverse effect on our consolidated financial condition, results of 
operations, or cash flows.

Item 4. Mine Safety Disclosures.

Not applicable.

PART II

Item 5. Market For Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity 
Securities.

(a) Market Information
Our common stock is traded on the Nasdaq Global Select Market under the symbol “SIGI.”

(b) Holders
We had 2,949 common stockholders of record as of January 31, 2022, according to the records maintained by our transfer 
agent.

(c) Dividends
Dividends on shares of our common stock are declared and paid at the discretion of the Board of Directors (the "Board") based 
on our results of operations, financial condition, capital requirements, contractual restrictions, and other relevant factors.  We 
currently expect to continue to pay quarterly cash dividends on shares of our common stock in the future.

On October 27, 2021, the Board approved a 12% increase in our common stock dividend to $0.28 per share.  In addition, on 
February 3, 2022, the Board declared a $0.28 per share quarterly cash dividend on common stock that is payable March 1, 
2022, to stockholders of record as of February 15, 2022.

32

(d) Securities Authorized for Issuance under Equity Compensation Plans
The following table provides information about our common stock authorized for issuance under equity compensation plans as 
of December 31, 2021:

Plan Category

(a)

(b)

(c)

Number of securities to be 
issued upon exercise of 
outstanding options, 
warrants and rights

Weighted-average 
exercise price of 
outstanding options, 
warrants and rights

Number of securities remaining 
available for future issuance
under equity compensation 
plans (excluding securities
reflected in column (a))1

Equity compensation plans approved by security holders
5,506,750 
1Includes 1,184,849 shares available for issuance under our Employee Stock Purchase Plan (2021); 1,608,234 shares available for issuance under the Stock 
Purchase Plan for Independent Insurance Agencies; and 2,713,667 shares for issuance under the Selective Insurance Group, Inc. 2014 Omnibus Stock Plan 
("Stock Plan").  Future grants under the Stock Plan can be made, among other things, as stock options, restricted stock units, or restricted stock.

—  $ 

— 

(e) Performance Graph
The following chart, produced by Research Data Group, Inc., depicts our performance for the period beginning December 31, 
2016, and ending December 31, 2021, comparing total stockholder return on our common stock to the total return of (i) the 
NASDAQ Composite Index and (ii) a select group of peer companies comprised of NASDAQ-listed companies in SIC Code 
6330-6339, Fire, Marine, and Casualty Insurance.

This performance graph is not incorporated into any other filing we have made with the U.S. Securities and Exchange 
Commission ("SEC") and will not be incorporated by reference into any future SEC filing unless we so specifically state.  This 
performance graph shall not be deemed to be “soliciting material” or to be “filed” with the SEC unless we specifically request 
so or specifically incorporate it by reference in any filing we make with the SEC.

(f) Purchases of Equity Securities by the Issuer and Affiliated Purchasers
The following table provides information regarding our purchases of our common stock in the fourth quarter of 2021:

Period

October 1 – 31, 2021

November 1 – 30, 2021

December 1 – 31, 2021

Total Number of 
Shares Purchased1

Average Price 
Paid Per Share

—  $ 

— 

944 

— 

— 

80.51 

Total Number of 
Shares Purchased 
as Part of Publicly 
Announced Programs2

Approximate Dollar Value of 
Shares that May Yet 
Be Purchased Under the 
Announced Programs2

— 

— 

— 

96.6 

96.6 

96.6 

Total
1We purchased these shares from employees to satisfy tax withholding obligations associated with the vesting of their restricted stock units.
2On December 2, 2020, we announced our Board authorized a $100 million share repurchase program with no set expiration or termination date.  Our 
repurchase program does not obligate us to acquire any particular amount of our common stock.  Management will determine the timing and amount of any 
share repurchases under the authorization at its discretion based on market conditions and other considerations.

944  $ 

—  $ 

80.51 

96.6 

33

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Item 6. Reserved.

Not applicable.

Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations.

Forward-looking Statements
Certain statements in this report, including information incorporated by reference, are “forward-looking statements” as defined 
by the Private Securities Litigation Reform Act of 1995 (“PSLRA”).  The PSLRA provides a safe harbor under the Securities 
Act of 1933 and the Securities Exchange Act of 1934 for forward-looking statements.  These statements relate to our intentions, 
beliefs, projections, estimations, or forecasts of future events and financial performance.  They involve known and unknown 
risks, uncertainties, and other factors that may cause our or industry actual results, activity levels, or performance to materially 
differ from those expressed or implied by the forward-looking statements.  In some cases, you can identify forward-looking 
statements by words such as “may,” “will,” “could,” “would,” “should,” “expect,” “plan,” “anticipate,” “target,” “project,” 
“intend,” “believe,” “estimate,” “predict,” “potential,” “pro forma,” “seek,” “likely,” “continue,” or comparable terms.  Our 
forward-looking statements are only predictions, and we can give no assurance that such expectations will prove correct.  We 
undertake no obligation, other than as federal securities laws may require, to publicly update or revise any forward-looking 
statements for any reason.

Factors that could cause our actual results to differ materially from what we project, forecast, or estimate in forward-looking 
statements are discussed in further detail in Item 1A. “Risk Factors.” of this Form 10-K.  These risk factors may not be 
exhaustive.  We operate in a constantly changing business environment, and new risk factors may emerge at any time.  We can 
neither predict these new risk factors nor assess their impact, if any, on our businesses or the extent any new factor or 
combination of factors may cause actual results to differ materially from any forward-looking statements.  Given these risks, 
uncertainties, and assumptions, the forward-looking events we discuss in this report might not occur.

Introduction
We classify our business into four reportable segments:

•
•
•
•

Standard Commercial Lines;
Standard Personal Lines;
Excess and Surplus Lines ("E&S Lines"); and
Investments.

For more details about these segments, refer to Note 1. "Organization" and Note 12. "Segment Information" in Item 8. 
“Financial Statements and Supplementary Data.” of this Form 10-K.

We write our Standard Commercial and Standard Personal Lines products and services through nine of our insurance 
subsidiaries, some of which participate in the federal government's National Flood Insurance Program's ("NFIP") Write Your 
Own Program ("WYO").  We write our E&S products through another subsidiary, Mesa Underwriters Specialty Insurance 
Company, a nationally-authorized non-admitted platform for customers who generally cannot obtain coverage in the standard 
marketplace.  Collectively, we refer to our ten insurance subsidiaries as the "Insurance Subsidiaries." 

The following is Management's Discussion and Analysis ("MD&A") of the consolidated results of operations and financial 
condition, as well as known trends and uncertainties, that may have a material impact in future periods.  The MD&A discusses 
and analyzes our 2021 results compared to 2020.  Investors should read the MD&A in conjunction with Item 8. "Financial 
Statements." of this Form 10-K.  For discussion and analysis of our 2020 results compared to 2019, refer to Item 7. 
"Management’s Discussion and Analysis of Financial Condition and Results of Operations." of our Annual Report on Form 10-
K for the fiscal year ended December 31, 2020.

In the MD&A, we will discuss and analyze the following:

•
•
•
•
•

Critical Accounting Policies and Estimates;
Financial Highlights of Results for Years Ended December 31, 2021, 2020, and 2019;
Results of Operations and Related Information by Segment;
Federal Income Taxes; and
Liquidity and Capital Resources.

34

Critical Accounting Policies and Estimates
We have identified the policies and estimates critical to our business operations and the understanding of our results of 
operations.  The policies and estimates we consider most critical to the preparation of the Financial Statements involved (i) 
reserves for loss and loss expense, (ii) investment valuations and the allowance for credit losses on available-for-sale ("AFS") 
fixed income securities, and (iii) reinsurance.

Reserves for Loss and Loss Expense
Significant time can elapse between the occurrence of an insured loss, the reporting of the claim to us, and the final settlement 
and payment of the claim.  To recognize liabilities for unpaid loss and loss expense, insurers establish reserves as balance sheet 
liabilities representing an estimate of amounts needed to pay reported and unreported loss and loss expense.  The following 
tables provide case and incurred but not reported (“IBNR”) reserves for loss and loss expenses, and reinsurance recoverable on 
unpaid loss and loss expense as of December 31, 2021 and 2020: 

As of December 31, 2021

($ in thousands)
General liability
Workers compensation
Commercial automobile
Businessowners' policies
Commercial property
Other 
Total Standard Commercial Lines

Personal automobile
Homeowners
Other
Total Standard Personal Lines

E&S casualty lines1
E&S property lines2
Total E&S Lines

Loss and Loss Expense Reserves

Case 
Reserves

IBNR 
Reserves

Total

Reinsurance 
Recoverable on 
Unpaid Loss and 
Loss Expense

Net Reserves

$ 

345,996 
351,705 
271,729 
41,603 
76,406 
3,671 
1,091,110 

60,871 
13,709 
44,301 
118,881 

94,839 
9,080 
103,919 

1,427,326 
700,304 
476,176 
67,786 
46,975 
22,474 
2,741,041 

82,468 
35,602 
33,115 
151,185 

361,875 
12,892 
374,767 

1,773,322 
1,052,009 
747,905 
109,389 
123,381 
26,145 
3,832,151 

143,339 
49,311 
77,416 
270,066 

456,714 
21,972 
478,686 

213,253 
196,670 
15,480 
6,828 
22,277 
2,136 
456,644 

40,941 
2,392 
64,975 
108,308 

11,672 
2,017 
13,689 

1,560,069 
855,339 
732,425 
102,561 
101,104 
24,009 
3,375,507 

102,398 
46,919 
12,441 
161,758 

445,042 
19,955 
464,997 

578,641 

4,002,262 

Total
4,580,903 
1Includes general liability (95% of net reserves) and commercial auto liability coverages (5% of net reserves).
2Includes commercial property (91% of net reserves) and commercial auto property coverages (9% of net reserves).

1,313,910 

3,266,993 

$ 

35

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
$ 

December 31, 2020

($ in thousands)
General liability
Workers compensation
Commercial auto
Businessowners' policies
Commercial property
Other
Total Standard Commercial Lines

Personal automobile
Homeowners
Other
Total Standard Personal Lines

E&S casualty lines1
E&S property lines2
E&S Lines

Loss and Loss Expense Reserves

Case 
Reserves

IBNR 
Reserves

Total

Reinsurance 
Recoverable on 
Unpaid Loss and 
Loss Expense

Net Reserves

275,133 
359,344 
246,428 
39,047 
60,254 
5,247 
985,453 

60,860 
15,456 
10,498 
86,814 

80,506 
9,401 
89,907 

1,363,508 
721,437 
410,123 
62,517 
38,228 
15,073 
2,610,886 

79,596 
31,926 
30,013 
141,535 

336,596 
9,164 
345,760 

1,638,641 
1,080,781 
656,551 
101,564 
98,482 
20,320 
3,596,339 

140,456 
47,382 
40,511 
228,349 

417,102 
18,565 
435,667 

215,136 
210,450 
11,611 
6,849 
21,760 
2,853 
468,659 

42,403 
847 
29,589 
72,839 

12,195 
576 
12,771 

1,423,505 
870,331 
644,940 
94,715 
76,722 
17,467 
3,127,680 

98,053 
46,535 
10,922 
155,510 

404,907 
17,989 
422,896 

554,269 

3,706,086 

Total
4,260,355 
1Includes general liability (95% of net reserves) and commercial auto liability coverages (5% of net reserves).
2Includes commercial property (92% of net reserves) and commercial auto property coverages (8% of net reserves).

1,162,174 

3,098,181 

$ 

The Insurance Subsidiaries' net loss and loss expense reserves duration was approximately 3.5 years at December 31, 2021, 
down from 3.7 years at December 31, 2020.

How reserves are established
Reserves for loss and loss expense include case reserves on reported claims and IBNR reserves.  Case reserves are estimated on 
each individual claim based on claim-specific facts and circumstances known at the time.  Case reserves may be adjusted up or 
down as the claim's specific facts and circumstances change.  IBNR reserves are established at more aggregated levels, and they 
include provisions for (i) claims not yet reported, (ii) future development on reported claims, (iii) closed claims that will reopen 
in the future, and (iv) anticipated salvage and subrogation recoveries.

Our robust reserve process relies on quarterly internal reserve reviews, based on our own loss experience, with consideration 
given to various internal and external factors.  In addition to our internal reserve reviews, we have an external consulting 
actuary perform an independent review of our reserves semi-annually.  We do not rely on the external consulting actuary's 
report to determine our recorded reserves; however, we review and discuss with the consulting actuary our respective 
observations regarding trends, key assumptions, and actuarial methodologies.  While not required, our independent consulting 
actuary issues the annual statutory Statements of Actuarial Opinion for our Insurance Subsidiaries.  For additional information 
on our accounting policy for reserves for loss and loss expense, refer to Note. 2. “Summary of Significant Accounting Policies” 
in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K.

Range of reasonable reserve estimates
We have estimated a range of reasonable reserve estimates for net loss and loss expense of $3,564 million to $4,236 million at 
December 31, 2021.  This range reflects low and high reasonable reserve estimates determined by judgmentally adjusting the 
methods, factors, and assumptions selected within the internal reserve review.  This approach produces a range of reasonable 
reserve estimates, and does not represent a distribution of all possible outcomes.  Therefore, the final outcomes may fall above 
or below these amounts.  The range does not include a provision for potential increases or decreases associated with asbestos, 
environmental, and certain other continuous exposure claims, which by their nature are more variable and, therefore, traditional 
actuarial techniques cannot be effectively applied. 

The range of reasonable reserve estimates increased as of December 31, 2021 relative to December 31, 2020.  This increase 
primarily relates to the growth in reserves commensurate with our growth in net premiums earned ("NPE") and additional risk 
created by the current inflationary environment.

36

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
Changes in Reserve Estimates (Loss Development)
Our quarterly reserve process may lead to changes in the recorded reserves for prior accident years, referred to as favorable or 
unfavorable prior year loss and loss expense development.  In 2021, we experienced net favorable prior year loss development 
of $82.9 million, compared to $72.9 million in 2020 and $50.3 million in 2019.  The following table summarizes prior year 
development by line of business:

(Favorable)/Unfavorable Prior Year Loss and Loss Expense Development
($ in millions)
General liability
Commercial Automobile
Workers compensation
Businessowners' policies
Commercial property
Homeowners
Personal automobile
E&S casualty lines
E&S property lines
Other
Total

2021

2020

2019

$ 

$ 

(29.0) 
13.3 
(58.0) 
(0.4) 
(2.6) 
1.8 
(0.2) 
(7.0) 
(0.8) 
— 
(82.9) 

(35.0) 
7.1 
(60.0) 
3.9 
9.2 
7.7 
(1.8) 
— 
(4.0) 
— 
(72.9) 

(5.0) 
0.7 
(68.0) 
1.9 
5.1 
7.5 
4.4 
2.0 
1.0 
0.1 
(50.3) 

A detailed discussion of recent reserve development by line of business follows.

Standard Market General Liability Line of Business
At December 31, 2021, our general liability line of business had recorded reserves, net of reinsurance, of $1.6 billion, 
representing 39% of our total net reserves.  In 2021, this line experienced favorable development of $29.0 million, attributable 
to lower loss severities in accident years 2018 and prior.  During 2020, this line experienced favorable development of $35.0 
million, attributable to lower loss severities in accident years 2017 and prior.

By its nature, general liability presents a diverse set of exposures.  Losses and loss trends are influenced by various factors, 
including legislative enactments, judicial decisions, and economic and social inflation.  Economic inflation directly impacts our 
claims severities by increasing the costs of raw materials, medical procedures and labor.  Social inflation may impact both the 
frequency and severity of claims by affecting (i) the propensity for a claimant to file a claim, (ii) the percentage of claimants 
who engage lawyers, and (iii) the nature of judicial verdicts and amount of the associated awards, which influence settlement 
values going forward.  We monitor claim litigation rates regularly and have observed modest increases in the percentage of 
claims with attorney involvement in recent periods.  This trend and the impact of court closures are affecting the time to settle 
claims.

We have exposure to abuse or molestation claims, mainly through insurance policies that we (i) underwrite through our 
Community and Public Services ("CAPS") strategic business unit and (ii) issue to schools, religious institutions, day-care 
facilities, and other social services.  These customers within our CAPS business unit represented approximately 10% of our 
total Standard Commercial Lines NPW in 2021 and 11% in 2020.  Through 2017, our exposure to abuse or molestation risk 
increased, reflective of our CAPS book's growth.  In 2018, we implemented more stringent underwriting eligibility guidelines 
and partnered with a third party to better assess exposure and enhance loss control measures.  In 2019, we filed and approved 
significant rate increases for this exposure.  We continue to monitor each jurisdiction's statute of limitations to ensure our rate 
level accounts for the changing exposure as best we reasonably can.  While these underwriting and pricing actions have been 
necessary to ensure the profitability of the portfolio going forward, they have limited our CAPS growth in recent years.  

We also have exposure to abuse or molestation claims from recently enacted state laws that extend the statute of limitations or 
permit windows for abuse or molestation claims and lawsuits to be filed that statutes of limitations previously barred.  
Consequently, we may receive claims decades after the alleged acts occurred that will involve complex claims coverage 
determinations, potential litigation, higher defense costs, and the need to collect from reinsurers under older reinsurance 
agreements.  Our claims and actuarial departments actively monitor these claims to identify changes in frequency or severity 
and any emerging or shifting trends.  While this should help us better understand this rapidly evolving exposure, the ultimate 
impact of social, political, and legal trends remains highly uncertain, and may significantly impact the ultimate settlement 
values for these claims.

The COVID-19 pandemic and resulting economic slowdown have presented additional risks to this line of business.  The 
impact of the pandemic, including related governmental orders, court closures, and other behavioral and procedural changes, 
such as slower than usual timing in which an individual might bring a claim, may have or could impact claims reporting or 

37

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
settlement patterns.  Settlement patterns may be further impacted by a general trend towards increased attorney involvement in 
the claims process, as previously discussed.

Standard Market Workers Compensation Line of Business
At December 31, 2021, our workers compensation line of business had recorded reserves, net of reinsurance, of $855 million, 
representing 21% of our total net reserves.  During 2021, this line experienced favorable reserve development of $58.0 million, 
driven by accident years 2019 and prior.  Similarly, this line experienced favorable reserve development during 2020 of $60.0 
million, driven by accident years 2018 and prior.  During both 2021 and 2020, the lower loss emergence than expected was 
partly due to:  (i) medical inflation that was lower than originally anticipated; and (ii) various significant claims initiatives we 
have implemented.  Because of the length of time injured workers can receive related medical treatment, decreases in medical 
inflation can cause favorable loss development over an extended number of accident years. 

While we believe our underwriting and claims operational changes improved our underwriting experience, there is risk 
associated with these changes.  Most notably, changes in operations may inherently change paid and reported development 
patterns.  While our reserve analyses incorporate methods that adjust for these changes, a greater risk of fluctuation remains in 
the estimated reserves.

In addition to the operational changes, a variety of other issues can impact the workers compensation line of business, such as 
the following: 

Unexpected changes in medical cost inflation –The industry is currently experiencing a period of lower medical claim 
cost inflation.  However, some signs indicate inflationary pressure on these costs.  Changes in our historical workers 
compensation medical costs, along with potential changes in future medical inflation, can create additional variability 
in our reserves;

Changes in statutory workers compensation benefits – Benefit changes may be enacted that affect all outstanding 
claims, including claims that have occurred in the past, but have not yet been settled.  Depending on the social and 
political climate, these changes may either increase or decrease associated claim costs;

Changes in utilization of the workers compensation system – These changes may be driven by economic, legislative, or 
other changes, such as increased pharmaceutical prescriptions, more complex medical procedures, changes in 
permanently injured workers' life expectancy, and health insurance availability. 

COVID-19-related impacts – While not a major insurer of front-line workers (e.g. medical facilities and hospitals), we 
have potential exposure to employees contracting COVID-19 in the course of their employment.  These claims may be 
asserted under certain state "presumption statutes" that shift the burden of proof from the claimant to the insurer.  
Medical system service and supply constraints, coupled with injured workers delaying non-essential procedures, may 
extend the duration of non-COVID-19 claims.  To date, we have not seen significant COVID-19-related workers 
compensation losses

Standard Market Commercial Automobile Line of Business
At December 31, 2021, our commercial automobile line of business had recorded reserves, net of reinsurance, of $732 million, 
which represented 18% of our total net reserves.  In 2021, this line experienced unfavorable prior year reserve development of 
$13.3 million, driven by higher loss severities in accident years 2016 through 2019.  In 2020, this line experienced unfavorable 
prior year reserve development of $7.1 million, driven by higher loss severities in accident years 2016 through 2019 and higher 
than expected frequencies in accident year 2019.  

For both us and the industry, the commercial automobile line has experienced unfavorable trends in recent years.  Pre-
pandemic, increased frequencies were likely due to increased miles driven related to lower unemployment, poor road quality, 
and an increase in distracted driving.  The onset of the COVID-19 pandemic in early 2020, along with governmental "stay-at-
home" orders, dramatically reduced miles driven and road traffic, significantly reducing claims frequency in 2020.  While miles 
driven increased in 2021, driving patterns have also shifted, including changes in the days of the week and times of day people 
are driving.  As of the end of 2021, frequencies remained somewhat below pre-pandemic levels.

Since the pandemic's start, we have seen increasing severities in both the liability and physical damage coverages.  The average 
value of our bodily injury paid loss settlements has increased, possibly relating to higher average driving speeds, higher jury 
awards, and an increase in distracted driving.  Increasing property damage severities may relate to elevated repair costs for 
increasingly complex vehicles that incorporate more technology, as well as recent disruptions to the supply chain.  Continued 
complications in the supply chain, including labor shortages, increase the risk of longer-term elevated economic inflation.

38

                                                                                                                                                                                                                                  
Over the last several years, we have taken actions to improve the profitability of this line of business, including:

•

•

•
•

Taking meaningful rate and underwriting actions on our renewal portfolio.  We will continue to leverage our predictive 
modeling and analytical capabilities to provide more granular insights about where we should focus our actions.
Reducing premium leakage by improving the quality of our rating information, including validating application 
information with third-party data and obtaining more detailed driver information.
Implementing new tools to score drivers to underwrite more effectively and align rate with exposure.
Aggressively managing new business pricing and hazard mix while deploying co-underwriting by our regional 
underwriters and corporate underwriting teams' subject matter experts for selected higher hazard classes to improve 
risk driver recognition and exposure-based pricing. 

Standard Market Personal Automobile Line of Business
At December 31, 2021, our personal automobile line of business had recorded reserves, net of reinsurance, of $102 million, 
which represented 3% of our total net reserves.  In 2021, this line experienced favorable prior year reserve development of $0.2 
million.  In 2020, this line experienced unfavorable prior year reserve development of $1.8 million.

Some of the same issues affecting the commercial automobile line are affecting this line.  The COVID-19-related reduction in 
frequencies was even more pronounced than in commercial automobile line.  As with the commercial automobile line, these 
frequencies significantly rebounded in 2021, yet remain less than pre-pandemic levels.  This line also has a similar potential for 
higher average severities like the commercial automobile line.  In addition to the COVID-19-related temporary impacts, the 
underlying trends of increased vehicle repair costs and poor road quality are likely causes of rising severities, possibly 
exacerbated by distracted driving trends.  We continue to recalibrate our predictive models and refine our underwriting and 
pricing approaches.  While we believe these underwriting and pricing changes will ultimately lead to improved profitability and 
greater stability, the resulting changes to our exposure profile may impact paid and reported development patterns, thereby 
increasing the uncertainty in the reserves in the near term.

E&S Casualty Lines of Business
At December 31, 2021, our E&S casualty lines of business had recorded reserves, net of reinsurance, of $445 million, 
representing 11% of our total net reserves.  Our E&S casualty lines results have improved over recent years.  In 2021, this line 
experienced favorable prior year reserve development of $7.0 million, primarily attributable to lower loss severities in accident 
years 2016 and prior.  In 2020, this line did not experience prior year reserve development.

Some of the risk factors for the general liability line also affect the E&S casualty lines.  These include (i) economic inflation, 
such as materials and labor costs; (ii) social trends, such as increased attorney involvement; and (iii) COVID-19-related 
impacts, such as court closures.

The E&S casualty lines  also are impacted by operational changes we have made to improve the portfolio's performance.  Our 
underwriting operations have substantially exited several targeted business classes that have historically produced volatile 
results, including commercial automobile liability, liquor liability, and snow removal.  

Recent E&S casualty claims actions have created further casualty improvements:

•

In 2020, we created a dedicated E&S claims team in our corporate claims function, bringing greater expertise and 
consistency to E&S claims handling.

• We have segregated “litigated,” “non-litigated,” and "high exposure" claims, with separate specialized teams for each.    
• We implemented the following operational and expense improvement initiatives for legal counsel:

◦
◦
◦

Increased the use of staff counsel, increasing legal staff in their assigned territories to support claims volume;
Heightened focus on legal budgeting and expense management; and
Implemented a panel counsel review process.

While we believe these underwriting and claims operational changes improved our underwriting experience, there is risk 
associated with these changes.  Most notably, changes in portfolio composition or our claims processes may inherently change 
paid and reported development patterns.  While our reserve analyses incorporate methods that adjust for these changes, there 
remains a greater risk of fluctuation in the estimated reserves.

39

Other impacts creating additional loss and loss expense reserve uncertainty

Claims Initiative Impacts
Consistent with our strategic imperative to optimize operational efficiency, our Claims Department continually identifies areas 
for improvement and efficiency to increase our value proposition to policyholders.  These improvements may lead to claims 
practice changes that affect average case reserve levels and claims settlement rates, which directly impact the data used to 
project ultimate loss and loss expense.  While these changes may increase uncertainty in our estimates in the short term, we 
expect refined management of the claims process to be the longer-term benefit.

Our internal reserve analyses incorporate certain actuarial projection methods that make adjustments for changes in case reserve 
adequacy and claims settlement rates.  These methods adjust our historical loss experience to the current case adequacy or 
settlement rate level, providing a more consistent basis for projecting future development patterns.   These methods, like all 
projection methods, have their own associated assumptions and judgments.  Therefore, no single method can be interpreted as 
definitive.

Unanticipated Changes in Inflation
United States ("U.S.") monetary policy and global economic conditions will bring additional uncertainty related to inflationary 
trends.  Changes in inflation affect the ultimate settlement costs for many of our lines of business, with the greatest reserve 
impact on the longer-tailed lines such as general liability and workers compensation.  Therefore, uncertainty about future 
inflation or deflation creates the potential for additional reserve variability in these lines of business.

Sensitivity analysis: Potential impact on reserve estimates due to changes in key assumptions
Our process to establish reserves includes a variety of key assumptions, including without limitation:

•
•
•
•

The selection of loss and loss expense development factors;
The weight to be applied to each individual actuarial projection method;
Projected future loss trends; and
Expected claim frequencies, severities, and ultimate loss and loss expense ratios for the current accident year.

The importance of any single assumption depends on several considerations, such as the line of business and the accident year.  
If the actual experience emerges differently than the assumptions underlying the reserve process, changes in our reserve 
estimates are possible that may be material to the results of operations in future periods.  Below are sensitivity tests  
highlighting potential impacts to loss and loss expense reserves for the major casualty lines of business under different 
scenarios.  These tests consider each assumption and line of business individually, without any consideration of correlation 
between lines of business and accident years.  Therefore, the results do not constitute an actuarial range.  While the figures 
represent possible impacts from variations in certain key assumptions, there is no assurance that future loss and loss expense 
emergence will be consistent with either our current or alternative sets of assumptions.

While the sources of reserve variability are generated by different internal and external trends and operational changes, they 
ultimately manifest themselves as changes in the expected loss and loss expense development patterns.  These patterns are a key 
assumption in the reserving process.  In addition, the current accident year expected loss and loss expense ratios are also a key 
assumption.  These ratios are developed through a rigorous process of projecting recent accident years' experience to an 
ultimate settlement basis.  Then they are adjusted to the current accident year's pricing and loss cost levels.  The impact from 
underwriting portfolio and claims handling practice changes are also quantified and reflected where appropriate.  As with all 
estimates, the ultimate loss and loss expense ratios may differ from those currently estimated.

The sensitivities of loss and loss expense reserves to these key assumptions are illustrated below for the major casualty lines.  
The first table displays estimated impacts from changes in expected reported loss and loss expense development patterns for our 
major casualty lines of business.  It shows line of business reserve impacts if the actual calendar year incurred amounts are 
greater or less than current expectations by the selected percentages.  While judgmental, the selected percentages by line are 
based on the reserve range analysis and the actual historical reserve development for the line of business.  The second table 
displays the estimated impacts from changes to the expected loss and loss expense ratios for the current accident year.  It shows 
reserve impacts by line of business if the expected loss and loss expense ratios for the current accident year are greater or less 
than current expectations by the selected percentages.

40

 
 
Reserve Impacts of Changes to Expected Loss and Loss Expense Reporting Patterns

($ in millions)
General liability
Workers compensation
Commercial automobile liability
Personal automobile liability
E&S casualty lines

Percentage 
Decrease/
Increase

(Decrease) to Future 
Calendar Year Reported

Increase to Future Calendar 
Year Reported

 10  % $ 
 18 
 15 
 15 
 10 

(155)  $ 
(105) 
(90) 
(10) 
(45) 

155 
105 
90 
10 
45 

Reserve Impacts of Changes to Current Year Expected Ultimate Loss and Loss Expense Ratios

($ in millions)
General liability
Workers compensation
Commercial automobile liability

Personal automobile liability
E&S casualty lines

Percentage 
Decrease/
Increase

(Decrease) to Current 
Accident Year Expected Loss 
and Loss Expense Ratio

Increase to Current Accident 
Year Expected Loss and Loss 
Expense Ratio

 10  pts $ 
 10 
 10 

 10 
 10 

(80)  $ 
(30) 
(50) 

(10) 
(20) 

80 
30 
50 

10 
20 

Note that there is some overlap between the impacts in the two tables.  For example, increases in the calendar year development 
would ultimately impact our view of the current accident year's loss and loss expense ratios.  However, these tables provide 
perspective on the sensitivity of each key assumption.  While the changes represent outcomes based on reasonably likely 
changes to our underlying reserving assumptions, they do not represent a range of possible outcomes.  Our reserves could 
increase or decrease significantly from what the tables above reflect.   

Asbestos and Environmental Reserves
Our general liability, excess liability, and homeowners reserves include exposure to asbestos and environmental claims.  The 
emergence of these claims occurs over an extended period and can be unpredictable.  The total recorded net loss and loss 
expense reserves for these claims were $21.1 million as of December 31, 2021 and $21.4 million as of December 31, 2020, with 
asbestos claims constituting approximately 23% of these reserves in both years.  

Environmental claims have arisen primarily from insured landfill exposures in municipal government and small non-
manufacturing commercial risk, as well as leaking underground storage tanks within our homeowners policies.  Asbestos claims 
have arisen primarily from policies issued to various distributors of asbestos-containing products, such as electrical and 
plumbing materials.  We handle our asbestos and environmental claims in a centralized and specialized asbestos and 
environmental claim unit.  That unit establishes case reserves on individual claims based on the facts and circumstances known 
at a given point in time, supplemented by bulk IBNR reserves.

Estimating IBNR reserves for asbestos and environmental claims is difficult because these claims have delayed and inconsistent 
reporting patterns.  In addition, there are significant uncertainties associated with estimating critical reserve assumptions, such 
as average clean-up costs, third-party costs, potentially responsible party shares, allocation of damages, litigation and coverage 
costs, and potential state and federal legislative changes.  Limiting our exposure to asbestos and environmental claims are (i) the 
fuel oil system exclusion on our New Jersey homeowners policies that we introduced in 2007, and (ii)  the Insurance Services 
Office, Inc.'s Total Pollution Exclusion that was introduced in the mid-1980's,  Prior to the mid-1980's, we primarily wrote 
Standard Personal Lines, which has also limited our exposure to asbestos and environmental claims.

Other Latent Exposures
We also have other latent and continuous trigger exposures in our ongoing portfolio.  Examples include claims for construction 
defect and abuse or molestation, for which states have increased and expanded the statute of limitations.  We manage our 
exposure to these liabilities through our underwriting and claims practices, and, a dedicated claims unit, similar to our handling 
of asbestos and environmental claims.  The impact of social, political, and legal trends on these claims remains highly 
uncertain, so our related loss and loss expense reserves remain highly uncertain.  These exposures remain in our ongoing 
portfolio, and as such, are reserved in aggregate, with other exposures within the line of business reserves.

41

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Investment Valuation and the Allowance for Credit Losses on AFS Fixed Income Securities

Investment Valuation
Accounting guidance defines the fair value of our investment portfolio as the exit price, or the amount that would be (i) 
received to sell an asset or (ii) paid to transfer a liability in an orderly transaction between market participants.  When 
determining an exit price we must rely on observable market data, if available.  Most securities in our equity portfolio have 
readily determinable fair values and are recorded at fair value with changes in unrealized gains or losses recognized through 
income.  Our AFS fixed income securities portfolio is recorded at fair value, and the related unrealized gains or losses are 
reflected in stockholders' equity, net of tax.  For our AFS fixed income securities portfolios, fair value is a key factor in the 
measurement of (i) losses on securities for which we have the intent to sell, and (ii) changes in the allowance for credit losses.

The fair value of approximately 96% of our investments measured at fair value are classified as either Level 1 or Level 2 in the 
fair value hierarchy and are priced using observable inputs for identical or similar assets.  About 3% are classified as Level 3 
and are based on unobservable market inputs because the related securities are not traded on a public market.  For additional 
information, refer to the following within Item 8. "Financial Statements and Supplementary Data." of this Form 10-K: (i) item 
(d) of Note 2. "Summary of Significant Accounting Policies" regarding descriptions of the levels within the fair value hierarchy 
and the valuation techniques used for our Level 3 securities, and (ii) Note 7. "Fair Value Measurements" for additional 
information on the unobservable inputs in our securities measured using Level 3 inputs.

Allowance for Credit Losses on AFS Fixed Income Securities
When fixed income securities are in an unrealized loss position and we do not intend to sell them, we record an allowance for 
credit losses for the portion of the unrealized loss related to an expected credit loss.  We estimate expected credit losses on these 
securities by performing a discounted cash flow (“DCF”).  The allowance for credit losses is the excess of amortized cost over 
the greater of (i) our estimate of the present value of expected future cash flows, or (ii) fair value.  The allowance for credit 
losses cannot exceed the unrealized loss, and therefore it may fluctuate with changes in the security's fair value.  We also 
consider the need to record losses on securities in an unrealized loss position for which we have the intent to sell.  

We analyze unrealized losses for credit loss in accordance with our existing accounting policy, which includes performing DCF 
analyses on each security at the lot level and analyzing these DCFs using various economic scenarios.  In performing these 
DCF analyses, we calculate the present value of future cash flows using various models specific to the major security types in 
our portfolio.  These models use security-specific information and forecasted macroeconomic data to determine possible 
expected credit loss scenarios based on projected changes in the economy.  The models contain forecasted economic data from 
the Federal Reserve Board’s annual supervisory stress test review on certain large banks and financial institutions.  We also 
have the ability to incorporate internally-developed forecast information into the models as we deem appropriate.  In developing 
our best estimate of the allowance for credit losses, we consider our outlook as to the probability of the various scenarios 
occurring.

Based on these analyses, we recorded an allowance for credit losses of $9.7 million in 2021 and $4.0 million in 2020 on our 
AFS fixed income securities portfolio.  After considering the allowance for credit losses, the remaining unrealized losses on this 
portfolio were $17.4 million in 2021 and $11.5 million in 2020.  If the security-specific and macroeconomic assumptions in our 
DCF analyses or our outlook as to the occurrence probability of our DCF model scenarios were to change, our allowance for 
credit losses and the resulting credit loss expense will negatively impact our results of operations.  Factors considered in 
determining the allowance for credit losses require significant judgment, including our evaluation of the security's projected 
cash flow stream.  

For additional information regarding our allowance for credit losses on AFS fixed income securities, see item (c) of Note 2. 
"Summary of Significant Accounting Policies" and item (i) of Note 5. "Investments" within Item 8. "Financial Statements and 
Supplementary Data." of this Form 10-K, respectively.

Reinsurance
Reinsurance recoverables on paid and unpaid loss and loss expense represent our estimates of the amounts we will recover from 
reinsurers.  Each reinsurance contract is analyzed to ensure that sufficient risk is transferred to record the transactions 
appropriately as reinsurance in the Financial Statements.  Amounts recovered from reinsurers are recognized as assets 
contemporaneously and in a manner consistent with the paid and unpaid losses associated with the reinsured policies.  An 
allowance for credit losses on our reinsurance recoverable balance is recorded based on an evaluation of balances due from 
reinsurers and other available information, including collateral we hold under the terms and conditions of the underlying 
agreements.  Reinsurers often purchase and rely on their own retrocessional reinsurance programs to manage their capital 
position and improve their financial strength ratings.  Details about retrocessional reinsurance programs are not always 
transparent, making it difficult to assess our reinsurers' exposure to counterparty credit risk.  Our reinsurer's credit quality is 

42

also impacted by other factors, such as their reserve adequacy, investment portfolio, regulatory capital position, catastrophe 
aggregations, and risk management expertise.  In addition, contractual language interpretations and willingness to pay valid 
claims can impact our allowance for estimated uncollectible reinsurance.  Our allowance for estimated uncollectible reinsurance 
totaled $1.6 million at December 31, 2021, and $1.8 million at December 31, 2020.  We continually monitor developments that 
may impact recoverability from our reinsurers, for which we have contractual remedies if necessary.  For further information 
regarding reinsurance, see the “Reinsurance” section below in "Results of Operations and Related Information by Segment" and 
Note 9. “Reinsurance” in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K.

Financial Highlights of Results for Years Ended December 31, 2021, 2020, and 20191

($ in thousands, except per share amounts)
Financial Data:
Revenues
After-tax net investment income
After-tax underwriting income
Net income before federal income tax
Net income
Net income available to common stockholders

2021

2020

2021
vs. 2020

2019

2020
vs. 2019

$  3,379,164 
263,000 
172,688 
505,310 
403,837 
394,484 

2,922,274 
184,612 
107,716 
302,988 
246,355 
246,355 

 16  % $  2,846,491 
181,161 
 42 
129,554 
 60 
336,390 
 67 
271,623 
 64 
271,623 
 60 

 3  %
 2 
 (17) 
 (10) 
 (9) 
 (9) 

Key Metrics:

Combined ratio
Invested assets per dollar of common stockholders' equity
Return on average common equity ("ROE")
Net premiums written to statutory surplus ratio

Per Common Share Amounts:
Diluted net income per share
Book value per share
Dividends declared per share to common stockholders

Non-GAAP Information:

Non-GAAP operating income2
Diluted non-GAAP operating income per common share2
Non-GAAP operating ROE2

$ 

$ 

$ 

 92.8  %
2.88 
14.8  %  
1.33  x

6.50 
46.24 
1.03 

 94.9 
2.96 
10.4 
1.30 

4.09 
42.38 
0.94 

 (2.1)  pts

 (3)  % $ 
4.4  pts
0.03  pts

 93.7  %
3.05 
13.6 
1.39

 1.2  pts
 (3)  %
(3.2)  pts
(0.09)  pts

 59  % $ 
 9 
 10 

4.53 
36.91 
0.83 

 (10)  %
 15 
 13 

380,580 
6.27 
 14.3  %

249,686 
4.15 
 10.5 

 52  % $ 
 51 
 3.8  pts

264,418 
4.40 
 13.3  %

 (6)  %
 (6) 
 (2.8)  pts

1Refer to the Glossary of Terms attached to this Form 10-K as Exhibit 99.1 for definitions of terms used in this financial review.
2Non-GAAP operating income, non-GAAP operating income per diluted common share, and non-GAAP operating ROE are measures comparable to net 
income available to common stockholders, net income available to common stockholders per diluted common share, and ROE, respectively, but exclude after-
tax net realized and unrealized gains and losses on investments, and after-tax debt retirement costs.  They are used as important financial measures by us, 
analysts, and investors because the timing of realized investment gains and losses on sales of securities in any given period is largely discretionary.  In addition, 
net realized and unrealized investment gains and losses on investments that are charged to earnings and the debt retirement costs could distort the analysis of 
trends.

Reconciliations of net income available to common stockholders, net income available to common stockholders per diluted 
common share, and ROE to non-GAAP operating income, non-GAAP operating income per diluted common share, and non-
GAAP operating ROE, respectively, are provided in the tables below:

Reconciliation of net income available to common stockholders to non-GAAP 
operating income
($ in thousands)
Net income available to common stockholders
Net realized and unrealized (gains) losses, before tax
Debt retirement costs, before tax
Tax on reconciling items
Non-GAAP operating income

Reconciliation of net income available to common stockholders per diluted common 
share to non-GAAP operating income per diluted common share
Net income available to common stockholders per diluted common share
Net realized and unrealized (gains) losses, before tax
Debt retirement costs, before tax
Tax on reconciling items
Non-GAAP operating income per diluted common share

2021

2020

2019

394,484 
(17,599) 
— 
3,695 
380,580 

246,355 
4,217 
— 
(886) 
249,686 

271,623 
(14,422) 
4,175 
3,042 
264,418 

2021

2020

2019

6.50 
(0.29) 
— 
0.06 
6.27 

4.09 
0.07 
— 
(0.01) 
4.15 

4.53 
(0.24) 
0.07 
0.04 
4.40 

$ 

$ 

$ 

$ 

43

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Reconciliation of ROE to non-GAAP operating ROE
ROE
Net realized and unrealized (gains) losses, before tax
Debt retirement costs, before tax
Tax on reconciling items
Non-GAAP operating ROE

2021

2020

2019

 14.8 %
 (0.7) 
 — 
 0.2 
 14.3 %

 10.4 
 0.2 
 — 
 (0.1) 
 10.5 

 13.6 
 (0.7) 
 0.2 
 0.2 
 13.3 

The components of our ROE and non-GAAP operating ROE are as follows:

ROE Components

Standard Commercial Lines segment
Standard Personal Lines segment 
E&S Lines segment
Total insurance operations

Investment income
Net realized and unrealized gains (losses)

Total investments segment 

Debt retirement costs
Other

ROE
Net realized and unrealized (gains) losses, after tax
Debt retirement costs, after tax
Non-GAAP operating ROE

2021

2020

2021
vs. 2020

2019

2020
vs. 2019

 5.9 %
 0.1 
 0.5 
 6.5 

 9.9 
 0.5 
 10.4 

 — 
 (2.1) 

 14.8 %
 (0.5) 
 — 
 14.3 %

 5.1 
 (0.5) 
 — 
 4.6 

 7.8 
 (0.1) 
 7.7 

 — 
 (1.9) 

 10.4 
 0.1 
 — 
 10.5 

 0.8  pts
 0.6 
 0.5 
 1.9 

 2.1 
 0.6 
 2.7 

 — 
 (0.2) 

 4.4 
 (0.6) 
 — 
 3.8 

 5.8 
 0.3 
 0.4 
 6.5 

 9.1 
 0.5 
 9.6 

 (0.2) 
 (2.3) 

 13.6 
 (0.5) 
 0.2 
 13.3 

 (0.7)  pts
 (0.8) 
 (0.4) 
 (1.9) 

 (1.3) 
 (0.6) 
 (1.9) 

 0.2 
 0.4 

 (3.2) 
 0.6 
 (0.2) 
 (2.8) 

In 2021, we met the challenges associated with (i) the economic and societal impacts of the COVID-19 pandemic, (ii) higher 
inflation, (iii) severe natural catastrophes, and (iv) a competitive labor market and delivered another exceptional year of results.  
We generated our eighth consecutive year of double-digit non-GAAP operating ROEs, with a 14.3% non-GAAP operating 
ROE, above our full-year 2021 target of 11% and our 2020 non-GAAP operating ROE of 10.5%.  Our 2021 results included 
exceptional growth in revenues and a record level of net income available to common stockholders per diluted common share as 
discussed below.  Our ongoing financial success led to an AM Best Company ("AM Best") rating upgrade to “A+” (Superior) 
from "A" (Excellent) in November 2021, reflecting our financial strength, accomplishments, and future prospects.

In 2021, we grew book value per common share by 9%.  This increase reflected $6.50 per diluted common share of net income 
available to common stockholders, partially offset by $2.07 of lower unrealized gains on our fixed income securities portfolio 
and $1.03 in dividends paid to our common stockholders.  Non-GAAP operating income per diluted common share of $6.27 in 
2021, increased $2.12, or 51%, compared to 2020, with the increase driven by strong contributions from both underwriting and 
net investment income.

The increase in non-GAAP operating income per diluted common share in 2021 compared to 2020 was primarily driven by (i) a 
60% increase in after-tax underwriting income to $172.7 million, or $2.85 per share, resulting from a decrease in net 
catastrophe losses of $1.02 due to industry-wide U.S. catastrophe loss activity in 2020 that significantly exceeded the 10-year 
historical median, and (ii) a 42% increase in after-tax net investment income to $263 million, or $4.34 per share.  The $1.28 per 
share increase in after-tax net investment income in 2021 was driven by a $1.19 per share increase in after-tax net investment 
income from our alternative investments within our other investments portfolio.  These strong alternative investment returns 
principally reflect our private equity holdings and the results were driven by strong corporate earnings and robust valuations.

Outlook
For 2022, we have established a non-GAAP operating ROE target of 11%.  We have based our 2022 target on (i) our current 
estimated weighted average cost of capital ("WACC"), (ii) an approximate 350 basis point spread over our estimated WACC, 
(iii) the current interest rate environment, and (iv) property and casualty insurance market conditions.  Our 2022 11% ROE 
target sets a high bar for our financial performance, challenges us to perform at our best, and aligns our incentive compensation 
structure with shareholder interests.  We entered 2022 in the strongest financial position in our 95-year history, with having a 
record level of GAAP equity, statutory capital and surplus, and holding company cash and investments.  We are well positioned 
to continue executing on our strategic objectives and delivering growth and profitability.

44

                          
Our focus in 2022 will be on several areas to position us for ongoing success:

•

Delivering on our strategy for continued disciplined and profitable growth by:

◦

◦

◦

◦

◦

Continuing to expand our Standard Commercial Lines market share by (i) increasing our share towards our 
12% target of our agents' premiums, (ii) strategically appointing new agents, and (iii) maximizing new 
business growth in the small business market through utilization of our enhanced small business platform;
Expanding our geographic footprint, with a plan to commence writing Standard Commercial Lines business 
in the states of Vermont, Alabama, and Idaho, subject to regulatory approvals, in the near-term, and other 
states over time;
Increasing customer retention by delivering a superior omnichannel experience and offering value-added 
technologies and services;
Shifting our focus towards targeting new and renewal customers in the mass affluent market within our 
Standard Personal Lines segment, where we believe we can be more competitive with the strong coverage and 
servicing capabilities that we offer; and  
Deploying our new underwriting platform in our E&S segment that will improve agents' ease of interactions 
with us.

•

•

Continuing to achieve written renewal pure price increases, along with underwriting improvements, that are in line 
with expected loss trend, while delivering on our strategy for continued disciplined growth.

Continuing to build on a culture centered on the values of diversity, equity, and inclusion that fosters innovation, idea
generation, and developing a group of specially trained leaders who can guide us successfully into the future.

For 2022, our full-year guidance is as follows:

•

•
•

•

A GAAP combined ratio, excluding catastrophe losses, of 91.0%.  Our combined ratio estimate assumes no prior-year 
casualty reserve development;
Net catastrophe losses of 4.0 points on the combined ratio;
After-tax net investment income of $200 million that includes $20 million in after-tax net investment income from our 
alternative investments;
An overall effective tax rate of approximately 20.5% that assumes an effective tax rate of 19.5% for net investment 
income and 21.0% for all other items; and

• Weighted average shares of 61 million on a fully diluted basis.

45

Results of Operations and Related Information by Segment

Insurance Operations
The following table provides quantitative information for analyzing the combined ratio:

All Lines
($ in thousands)
Insurance Operations Results:
Net premiums written ("NPW")
NPE
Less:

Loss and loss expense incurred
Net underwriting expenses incurred
Dividends to policyholders
Underwriting income

Combined Ratios:

Loss and loss expense ratio
Underwriting expense ratio
Dividends to policyholders ratio
Combined ratio

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

3,189,713 
3,017,253 

1,813,984 
979,537 
5,140 
218,592 

$ 

 60.1  %
 32.5 
 0.2 
 92.8 

2,773,092 
2,681,814 

1,635,823 
905,830 
3,812 
136,349 

 61.0 
 33.8 
 0.1 
 94.9 

 15  % $ 
 13 

2,679,424 
2,597,171 

 11 
 8 
 35 
 60  % $ 

1,551,491 
876,567 
5,120 
163,993 

 (0.9)  pts
 (1.3) 
 0.1 
 (2.1) 

 59.7  %
 33.8 
 0.2 
 93.7 

 3  %
 3 

 5 
 3 
 (26) 
 (17)  %

 1.3  pts
 — 
 (0.1) 
 1.2 

The 15% NPW growth in 2021 compared to the prior-year period reflects our strong relationships with best-in-class distribution 
partners, sophisticated underwriting and pricing tools, and excellent customer servicing capabilities.  This solid growth included 
(i) renewal pure price increases, and (ii) new business growth, as follows

($ in millions)
Direct new business
Renewal pure price increases

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

648.5 

 4.9  %

579.7 
 4.3 

 12  % $ 
 0.6  pts

548.7 

 3.7 %

 6  %
 0.6  pts

In addition, our strong NPW growth in 2021 benefited from exposure growth driven by robust economic activity in the U.S., 
which resulted in our customers increasing their sales, payrolls, and exposure units, all of which favorably impacted our NPW.
The growth in 2021 was further impacted by the 2020 COVID-19-related $75 million estimate of return audit and mid-term 
endorsement premium and $19.7 million of premium credits to our personal and commercial automobile customers, which 
reduced NPW by $94.7 million in 2020.  The reduction in NPW in 2020 from COVID-19-related adjustments had the impact of 
increasing our 2021 NPW growth rate by 4 percentage points.

Consistent with the impacts to NPW, the increase in NPE in 2021 compared to 2020 reflected the items discussed above.

Loss and Loss Expenses
The loss and loss expense ratio decreased 0.9 points in 2021 compared to 2020, primarily due to (i) non-catastrophe and 
catastrophe property loss and loss expenses, (ii) prior year casualty reserve development, and (iii) the current year loss and loss 
expense ratio, which is detailed as follows:

($ in millions)

Non-Catastrophe Property
Loss and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2021
2020
2019

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

(Favorable)/
Unfavorable 
Change in Ratio

$ 

471.7 
410.0 
410.5 

15.6  pts $ 
15.3 
15.8 

164.2 
215.4 
81.0 

5.4  pts
8.0 
3.1 

21.0 
23.3 
18.9 

(2.3) 
4.4 
(1.3) 

Net catastrophe losses of 5.4 points in 2021 and 8.0 points in 2020 were higher than our longer-term net catastrophe loss 
averages.  Catastrophe losses in 2021 included gross losses of $53 million from Hurricane Ida, or net losses of approximately 
$41 million, or 1.4 points, after factoring in the benefit from our Property Catastrophe Excess of Loss Treaty, which attaches at 
$40 million.  The structure of our Property Catastrophe Excess of Loss Treaty is detailed in the "Reinsurance" section in 
"Results of Operations and Related Information by Segment" of this MD&A.  The majority of the Hurricane Ida losses, which 
included meaningful property losses from damage to personal and commercial automobiles, occurred in New Jersey and the 

46

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
surrounding states.  Losses in 2020 were mainly driven by a tornado and subsequent hail event that impacted Tennessee in 
March, two large storms in April, civil unrest claims, the Midwestern derecho, and Hurricane Isaias.

($ in millions)

Favorable Prior Year Casualty Reserve Development

For the year ended December 31, 
2021
2020
2019

Loss and Loss
Expense Incurred

Impact on Loss and Loss 
Expense Ratio

(81.0) 
(85.0) 
(61.0) 

(2.7)  pts
(3.2) 
(2.3) 

(Favorable)/
Unfavorable 
Change in Ratio
0.5 
(0.9) 
(0.6) 

Details of the prior year casualty reserve development were as follows:

2021

2020

2019

(Favorable)/Unfavorable Prior Year Casualty Reserve Development
($ in millions)
General liability
Commercial automobile
Workers compensation
Businessowners' policies
   Total Standard Commercial Lines

Personal automobile
   Total Standard Personal Lines

E&S

$ 

(29.0) 
15.0 
(58.0) 
(2.0) 
(74.0) 

— 
— 

(7.0) 

Total (favorable) prior year casualty reserve development

$ 

(81.0) 

(Favorable) impact on loss ratio

(2.7)  pts

(35.0) 
10.0 
(60.0) 
— 
(85.0) 

— 
— 

— 

(85.0) 

(3.2) 

(5.0) 
4.0 
(68.0) 
— 
(69.0) 

6.0 
6.0 

2.0 

(61.0) 

(2.3) 

In addition to the prior year casualty reserve development, the current year loss and loss expense ratio was 0.9 points higher in 
2021 compared to 2020.  In 2020, we experienced lower claims frequencies in our commercial and personal automobile lines of 
business reflecting reductions in miles driven due to the pandemic environment, which benefited our loss ratio in 2020.  
Although some benefit continued in 2021, it was not as significant as in 2020.

For additional qualitative reserve development discussion, refer to the insurance segment sections below.

Underwriting Expenses
The underwriting expense ratio decreased 1.3 points in 2021 compared to 2020.  The underwriting expense ratio in 2020 was 
elevated by 1.1 points for COVID-19-related items.  The decrease in the underwriting expense ratio in 2021 reflects the absence 
of these COVID-19-related impacts, as well as a continued below-normal travel and entertainment expense levels due to most 
of 2021's pandemic-related limited business travel.  The COVID-19-related items included in 2020 results were as follows: (i) 
lower NPE from the estimate of return audit and mid-term endorsement premium and premium credits given to our personal 
and commercial automobile customer; and (ii) a $13.5 million increase to our allowance for credit losses on premiums 
receivable.

47

 
 
 
 
 
 
 
 
 
                                                                                                                                                                                                                                                      
         
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Standard Commercial Lines Segment

($ in thousands)
Insurance Segments Results:
NPW
NPE
Less:
Loss and loss expense incurred
Net underwriting expenses incurred
Dividends to policyholders
Underwriting income
Combined Ratios:
Loss and loss expense ratio
Underwriting expense ratio
Dividends to policyholders ratio
Combined ratio

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

2,593,018 
2,443,885 

1,426,768 
813,381 
5,140 
198,596 

$ 

2,230,636 
2,143,184 

1,245,627 
742,014 
3,812 
151,731 

 16  % $ 
 14 

2,137,071 
2,049,614 

 15 
 10 
 35 
 31  % $ 

1,187,856 
710,648 
5,120 
145,990 

 58.4  %
 33.3 
 0.2 
 91.9 

 58.1 
 34.6 
 0.2 
 92.9 

 0.3  pts
 (1.3)   
 — 
 (1.0)   

 58.0  %
 34.7 
 0.2 
 92.9 

 4  %
 5 

 5 
 4 
 (26) 

 4  %

 0.1  pts
 (0.1) 
 — 
 — 

NPW growth of 16% in this segment in 2021 compared to 2020 reflected (i) renewal pure price increases, (ii) new business 
growth, and (iii) stable retention as follows: 

($ in millions)
Direct new business
Retention
Renewal pure price increases on NPW

For the Year Ended December 31,

2021

2020

$ 

469.9 

$ 

 85  %
 5.3 

421.1 
 85 
 4.4 

Consistent with our overall insurance operations, NPW growth in 2021 (i) benefited from exposure growth, and (ii) was 
positively impacted by approximately four points due to the following 2020 COVID-19 related items that did not reoccur in 
2021:

•
•

A $75 million estimate of return audit and mid-term endorsement premium that reduced 2020 NPW.
A $15.4 million premium credit to our commercial automobile customers that reduced 2020 NPW.

Consistent with the impacts to NPW, the increase in NPE in 2021 compared to 2020 reflected the items discussed above. 

The 0.3-point increase in the loss and loss expense ratio in 2021 compared to 2020 was driven by the following:

($ in millions)

For the year ended 
December 31, 
2021
2020

Non-Catastrophe Property Losses
Impact on Loss 
Loss and Loss 
and Loss 
Expense 
Expense Ratio
Incurred

Catastrophe Losses

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

(Favorable)/Unfavorable
Year-Over-Year Change

$ 

340.7 
296.2 

13.9  pts $ 
13.8 

104.1 
117.8 

4.3  pts
5.5 

18.2 
19.3 

(1.1) 
2.9 

Our losses in 2021 and 2020 included elevated levels of catastrophe losses, with 4.3 points this year and 5.5 points last year. 
Both years compared unfavorably to our longer-term catastrophe loss average for this segment.  Catastrophe losses for this 
segment are consistent with the discussion in the "Insurance Operations" section above.

($ in millions)

For the year ended December 31, 
2021
2020

$ 

 (Favorable) Prior Year Casualty Reserve Development

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable) Year-Over-Year 
Change

(74.0) 
(85.0) 

(3.0)  pts
(4.0) 

1.0 
(0.6) 

In addition to the prior year casualty reserve development above, current year casualty loss costs were 0.4 points higher in 2021 
compared to 2020, driven by our commercial automobile line of business, which experienced an increase in claim frequencies 
as driving patterns continued to evolve in the COVID-19 environment, despite still being below our 2019 pre-pandemic levels.  
In 2020, we experienced lower claim frequencies in our commercial automobile line of business due to the pandemic 
environment.  Lower claims frequencies and lower non-catastrophe property losses provided an offset to the $15.4 million 
premium credit to customers in 2020.

48

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
For quantitative information on the prior year development by line of business, see "Financial Highlights of Results for Years 
Ended December 2021, 2020, and 2019" above and for qualitative information about the significant drivers of this 
development, see the line of business discussions below.

The Standard Commercial Lines underwriting expense ratio decreased 1.3-points in 2021 compared to 2020.  The ratio was 
elevated in 2020 by 1.2 points for COVID-19-related items, as discussed in the "Insurance Operations" section above.  The 
decrease in the 2021 underwriting expense ratio reflects the absence of these COVID-19-related impacts.

The following is a discussion of our most significant Standard Commercial Lines of business:

General Liability

($ in thousands)
NPW
  Direct new business
  Retention
  Renewal pure price increases
NPE
Underwriting income
Combined ratio
% of total standard commercial NPW

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

$ 

859,284 
139,255 

 85  %
 4.4 
807,158 
123,450 
 84.7 
 33 

716,119 
122,159 
 85 
 3.9 
694,019 
103,262 
 85.1 
 32 

 20  % $ 
 14 
 —  pts
 0.5 
 16  % $ 
 20 
 (0.4) 

699,262 
119,055 

 83  %
 2.8 
669,895 
69,932 
 89.6 
 33 

 2  %
 3 
 2  pts

 1.1 

 4  %
 48 
 (4.5) 

NPW grew 20% in 2021 due to renewal pure price increases, exposure growth, and higher direct new business.  NPW growth in 
2021 also included a 7-point benefit from the 2020 COVID-19-related $46 million estimate of return audit and mid-term 
endorsement premium recorded on this line in the first quarter of 2020, which did not reoccur in 2021.

The combined ratio decreased 0.4 points in 2021, driven principally by a decrease in the underwriting expense ratio of 1.5 
points, the drivers of which are consistent with the items discussed in the Standard Commercial Lines Segment above.  

Partially offsetting this decrease in the combined ratio was less favorable prior year casualty reserve development compared to 
2020, as outlined in the table below.

($ in millions)

For the year ended December 31, 
2021
2020

 (Favorable) Prior Year Casualty Reserve 
Development

Loss and Loss 
Expense Incurred

Impact on Loss and 
Loss Expense Ratio

$ 

(29.0) 
(35.0) 

(3.6)  pts
(5.0) 

(Favorable)/Unfavorable 
Year-Over-Year Change
1.4 
4.3 

In 2021, the prior year reserve development was primarily attributable to favorable reserve development on loss severities in 
accident years 2018 and prior.  In 2020, the prior year reserve development was primarily attributable to favorable reserve 
development on loss severities in accident years 2017 and prior.  While this line experienced favorable prior year casualty 
reserve development in 2021 and 2020, it is also exposed to changes in economic and social trends, including litigation 
propensity and outcomes, and changes in state laws such as those that extend the statute of limitations or open windows for 
previously time-barred actions. 

Commercial Automobile

($ in thousands)
NPW
  Direct new business
  Retention
  Renewal pure price increases
NPE
Underwriting loss
Combined ratio
% of total standard commercial NPW

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

$ 

767,723 
115,088 

 86  %
 8.3 
724,398 
(23,335) 
 103.2 
 30 

658,930 
112,893 
 86 
 8.1 
615,181 
(3,126) 
 100.5 
 30 

 17  % $ 
 2 
 —  pts
 0.2 
 18  % $ 

 (646) 
 2.7 

590,011 
102,956 

 83  %
 7.5 
554,256 
(43,797) 
 107.9 
 28 

 12  %
 10 
 3  pts

 0.6 
 11  %
 93 
 (7.4) 

NPW growth of 17% benefited from renewal pure price increases and higher direct new business, as shown in the table above.  
Additionally, NPW growth in 2021 included (i) exposure growth, and (ii) a 3-point benefit from the 2020 COVID-19-related 

49

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3.1 
(3.0) 

0.5 
0.9 

$15.4 million premium credit to our commercial automobile customers in the second quarter of 2020, which did not reoccur in 
2021. 

The 2.7-point increase in the combined ratio in 2021 compared to 2020 was primarily driven by the items in the tables shown 
below.

($ in millions)

Non-Catastrophe Property Losses

Catastrophe Losses

For the year ended 
December 31, 
2021
2020

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

(Favorable)
Year-Over-Year 
Change

$ 

125.2 
92.2 

17.3  pts
15.0 

$ 

9.8 
3.4 

1.4  pts  
0.6 

18.7 
15.6 

($ in millions)

 Unfavorable Prior Year Casualty Reserve Development

For the year ended December 31, 
2021
2020

$ 

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/ Unfavorable
Year-Over-Year Change

15.0 
10.0 

pts

2.1 
1.6 

The 2021 and 2020 prior year casualty reserve development was primarily attributable to unfavorable reserve development on 
loss severities in accident years 2016 through 2019.  The 2020 prior year casualty reserve development also experienced higher 
than expected frequencies in accident year 2019.

In addition to the items in the table above, the combined ratio variances included the following: 

•

•

A 1.4-point increase in the current year casualty loss costs in 2021 compared to 2020, driven primarily by increased 
claim frequencies in 2021 due to driving patterns that continue to evolve in the COVID-19 environment compared to 
2020.  Last year experienced lower claim frequencies reflecting reductions in miles driven due to the COVID-19-
related driving pattern shifts impacting this line of business.  Lower claims frequencies and lower non-catastrophe 
property losses provided an offset to the $15.4 million of premium credits to customers in 2020.
A 2.2-point decrease in the underwriting expense ratio in 2021 compared to 2020, the drivers of which are consistent 
with the items discussed in the Standard Commercial Lines Segment above.

This line of business remains an area of focus for us and most of the industry, as profitability challenges continue to generate
combined ratios higher than risk-adjusted targets.  We will continue to (i) actively implement price increases consistent with 
levels experienced in 2021 and 2020, (ii) enhance our underwriting tools to further improve the accuracy of our rating 
information to prevent premium leakage, and (iii) actively manage our new and renewal business.

Workers Compensation

($ in thousands)
NPW
  Direct new business
  Retention
  Renewal pure price increases (decreases)
NPE
Underwriting income
Combined ratio
% of total standard commercial NPW

2021

2020

2021 vs. 
2020

$ 

$ 

317,035 
59,938 

 86  %
 0.1 
306,428 
78,537 
 74.4 
 12 

270,168 
51,078 
 84 
 (2.0) 
278,062 
70,897 
 74.5 
 12 

 17  % $ 
 17 
 2  pts

 2.1 
 10  % $ 
 11 
 (0.1) 

2019

309,322 
60,139 

 84  %

 (2.8) 
311,370 
80,630 
 74.1 
 14 

2020 vs. 
2019

 (13)  %
 (15) 
 —  pts
 0.8 
 (11)  %
 (12) 
 0.4 

NPW increased 17% in 2021 compared to 2020 due to higher retention, exposure growth, and increased direct new business.  
Additionally, NPW growth in 2021 included an 11-point benefit due to the 2020 COVID-19-related $29 million estimate of 
return audit and mid-term endorsement premium recorded on this line in the first quarter of 2020 that did not reoccur in 2021.

The decrease in the combined ratio in 2021 compared to 2020 was primarily due to:  (i) a decrease in the underwriting expense 
ratio of 1.7 points, the drivers of which are consistent with the items discussed in the Standard Commercial Lines Segment 
above; and (ii) a 1.4-point reduction in the current year casualty loss costs.  This reduction was in recognition of the favorable 
frequency trends and sustained lower medical severity trends impacting this line.

50

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Partially offsetting the decreases in the combined ratio was less favorable prior year casualty reserve development compared to 
2020, as follows:

($ in millions)

For the year ended December 31, 
2021
2020

$ 

 (Favorable) Prior Year Casualty Reserve Development

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

Unfavorable/(Favorable)
Year-Over-Year Change

(58.0) 
(60.0) 

(18.9)  pts
(21.6) 

2.7 
0.2 

For both periods, the favorable reserve development was due to continued favorable medical severity trends impacting accident 
years 2019 and prior.  Due to the length of time injured workers can receive related medical treatment, decreases in medical 
inflation can cause favorable loss development across an extended number of accident years.

Commercial Property

($ in thousands)
NPW
  Direct new business
  Retention
  Renewal pure price increases
NPE
Underwriting income (loss) 
Combined ratio
% of total standard commercial NPW

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

$ 

470,043 
108,418 

 84  %
 6.0 
436,412 
10,515 
 97.6 
 18 

413,194 
94,697 
 84 
 4.6 
388,120 
(21,296) 
 105.5 
 19 

 14  % $ 
 14 
 —  pts
 1.4 
 12  % $ 

 (149) 
 (7.9) 

373,809 
88,527 

 82  %
 3.3 
353,834 
21,639 
 93.9 
 17 

 11  %
 7 
 2  pts

 1.3 
 10  %

 (198) 
 11.6 

NPW growth of 14% in this line in 2021 compared to 2020 was driven by renewal pure price increases, exposure growth, and 
higher new business.  

Quantitative information regarding property losses is as follows:

($ in millions)

Non-Catastrophe Property Losses

Catastrophe Losses

For the year ended 
December 31, 
2021
2020

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

(Favorable)/
Unfavorable 
Year-Over-Year 
Change

$ 

182.5 
168.6 

 41.8  pts $ 
 43.4 

79.3 
90.2 

 18.2  pts
 23.3 

60.0 
66.7 

(6.7) 
11.7 

Our losses in 2021 and 2020 included elevated levels of catastrophe losses, with 18.2 points this year and 23.3 points last year. 
Both years compare unfavorably to our longer-term catastrophe loss average for this line of business.  Catastrophe losses for 
this segment are consistent with the discussion in the "Insurance Operations" section above.

Standard Personal Lines Segment

($ in thousands)

Insurance Segments Results:

NPW

NPE

Less:

Loss and loss expense incurred

Net underwriting expenses incurred

Underwriting income

Combined Ratios:
Loss and loss expense ratio

Underwriting expense ratio

Combined ratio

2021

2020

2021 vs. 
2020

2019

2020 vs. 
2019

$ 

$ 

292,265 

293,559 

212,116 

77,477 

3,966 

 72.2  %

 26.4 

 98.6 

295,166 

299,140 

233,260 

81,388 

(15,508) 

 78.0 

 27.2 

 105.2 

 (1)  % $ 

 (2)   

 (9)   

 (5)   

 (126)  % $ 

 (5.8)  pts

 (0.8) 

 (6.6)   

304,592 

307,739 

211,300 

88,179 

8,260 

 (3)  %

 (3)   

 10 

 (8)   

 (288)  %

 68.6  %

 9.4  pts

 28.7 

 97.3 

 (1.5) 

 7.9 

NPW declined 1% in 2021 compared to 2020, primarily driven by a reduction in direct new business and slightly lower 
retention, both of which were impacted by the challenging personal automobile competitive environment.  This decrease was 

51

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
partially offset by the impact of the COVID-19 related premium credits to our personal automobile customers, which reduced 
NPW by $4.3 million in 2020 and added one point of growth in 2021 compared to 2020, as these premium credits did not 
reoccur in 2021.  In the third quarter of 2021, we transitioned our personal lines strategy to targeting new and renewal 
customers in the mass affluent market where we believe our strong coverage and servicing capabilities can be more 
competitive.  

($ in millions)
Direct new business premiums1
Retention
Renewal pure price increases on NPW
1Excludes our flood direct premiums written, which is 100% ceded to the NFIP and therefore has no impact on our NPW.

$ 

2021

2020

40.9 

$ 

 82  %
 1.0 

44.7 
 83 
 2.5 

The reduction in NPE in 2021 compared to 2020 reflects the decreases in NPW discussed above.

The loss and loss expense ratio decreased 5.8 points in 2021 compared to 2020, the primary drivers of which were as follows:

($ in millions)

Non-Catastrophe Property Losses

Catastrophe Losses

For the year ended 
December 31, 
2021
2020

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

Unfavorable 
Year-Over-Year 
Change

$ 

102.8 
86.0 

35.0  pts $ 
28.7 

37.4 
77.5 

12.7  pts  
25.9 

47.7 
54.6 

(6.9) 
13.8 

Our 2021 losses were impacted by 44 events that were designated as catastrophes by Property Claims Services ("PCS"), an 
internationally recognized authority on insured catastrophe property losses, including two severe thunderstorms accompanied 
by wind and hail occurring in March and June, Hurricane Ida in late August and early September, and a series of severe 
tornadoes that swept the Midwest in December.  Our 2020 losses were impacted by 38 events that PCS designated as 
catastrophes, including a tornado affecting Tennessee in March, two severe April storms with damaging winds and tornadoes 
affecting the Midwestern states, Hurricane Isaias in late July and early August, and the August derecho in the Midwest.

There was no prior year casualty reserve development in either 2021 and 2020.  However, current year casualty loss costs were 
1.2 points higher in 2021 compared to 2020, driven by our personal automobile line of business, reflecting increases in claim 
frequencies as driving patterns continued to evolve in the COVID-19 environment.

The underwriting expense ratio decreased 0.8-points in 2021 compared to 2020.  The ratio was elevated in 2020 by 1.0 points 
for COVID-19-related items, as discussed in the "Insurance Operations" section above.  The decrease in the underwriting 
expense ratio in 2021 reflects the absence of these COVID-19-related impacts.

E&S Lines Segment

($ in thousands)
Insurance Segments Results:
NPW
NPE
Less:
Loss and loss expense incurred
Net underwriting expenses incurred
Underwriting income (loss)
Combined Ratios:
Loss and loss expense ratio
Underwriting expense ratio
Combined ratio

2021

2020

2021 vs. 
2020

2019

2020
vs. 2019

$ 

$ 

304,430 
279,809 

175,100 
88,679 
16,030 

 62.6  %
 31.7 
 94.3 

247,290 
239,490 

156,936 
82,428 
126 

 65.5 
 34.4 
 99.9 

 23  % $ 
 17 

237,761 
239,818 

 12 
 8 
 12,622  % $ 

152,335 
77,740 
9,743 

 (2.9)  pts
 (2.7) 
 (5.6)   

 63.5  %
 32.4 
 95.9 

 4  %
 — 

 3 
 6 
 (99)  %

 2.0  pts
 2.0 
 4.0 

The strong NPW growth of 23% in 2021 was due to increases in direct new business, renewal pure price, and exposure growth 
driven by favorable market conditions in E&S lines in the U.S.

52

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Quantitative information is as follows: 

($ in millions)
Overall renewal price increases
Direct new business premiums

2021

2020

 6.5  %

$ 

137.7 

 6.2 
113.9 

The increase in NPE in 2021 compared to 2020 reflects the increases in NPW discussed above.

The 2.9-point decrease in the loss and loss expense ratio in 2021 compared to 2020 was primarily attributable to favorable prior 
year casualty reserve development and a decrease in property losses. This was partially offset by an increase in current year 
casualty loss costs of 1.4 points, driven primarily by increased claim frequencies in 2021 compared to the decreased levels 
experienced in 2020.

Quantitative information regarding our property losses and prior year casualty reserve development are as follows:

($ in millions)

Non-Catastrophe Property Losses

Catastrophe Losses

For the year ended 
December 31, 
2021
2020

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Loss and Loss 
Expense 
Incurred

Impact on Loss 
and Loss 
Expense Ratio

Total Impact on 
Loss and Loss 
Expense Ratio

(Favorable)/
Unfavorable 
Year-Over-Year 
Change

$ 

28.2 
27.9 

10.1  pts $ 
11.6 

22.7 
20.0 

8.1  pts  
8.4 

18.2 
20.0 

(1.8) 
8.3 

Our 2021 losses were impacted by 50 events that PCS designated as catastrophes, including Winter Storm Uri affecting Texas 
in February, a series of large storms affecting the Southern and Midwestern states in May, and Hurricane Ida in late August and 
early September.  Our 2020 losses were impacted by 49 events that PCS designated as catastrophes, including the civil unrest 
throughout the country in June and Hurricane Laura in August.

($ in millions)

For the year ended December 31, 
2021
2020

$ 

(Favorable) Prior Year Casualty Reserve Development

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/Unfavorable
Year-Over-Year Change

(7.0) 
— 

(2.5)  pts  

— 

(2.5) 
(0.8) 

The favorable prior year casualty reserve development in 2021 was primarily attributable to lower loss severities in accident 
years 2016 and prior.  There was no prior year casualty reserve development in 2020.

The 2.7-point decrease in the underwriting expense ratio in 2021 compared to 2020 was primarily driven by:  (i) a decrease in 
labor expenses of 1.5 points and (ii) a decrease in compensation to our distribution partners of 0.6 points from changes in 
premium mix and corresponding commission rates.  In addition, the underwriting expense ratio in 2020 was elevated by 0.9 
points for the COVID-19-related increase in our allowance for credit losses on premiums receivable, as discussed in "Insurance 
Operations" above.  The decrease in the underwriting expense ratio in 2021 reflects the absence of this COVID-19-related 
impact.

Reinsurance
We use reinsurance to protect our capital resources and insure against losses on property and casualty risks that we underwrite 
in excess of the amount that we are prepared to accept.  We use two main reinsurance vehicles:  (i) a reinsurance pooling 
agreement among our Insurance Subsidiaries through which each company agrees to share in premiums and losses based on 
certain specified percentages; and (ii) reinsurance contracts and arrangements with third parties that cover various policies that 
we issue to our customers.

Reinsurance Pooling Agreement

The primary purposes of the Insurance Subsidiaries' reinsurance pooling agreement are to:

•

•

Pool or share proportionately the underwriting profit and loss results of property and casualty insurance 
underwriting operations through reinsurance;

Reduce administration expenses; and

53

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
•

Permit all the Insurance Subsidiaries to obtain a uniform rating from AM Best.

The following illustrates the pooling percentages by Insurance Subsidiary as of December 31, 2021:

Insurance Subsidiary
Selective Insurance Company of America ("SICA")
Selective Way Insurance Company ("SWIC")
Selective Insurance Company of South Carolina ("SICSC")
Selective Insurance Company of the Southeast ("SICSE")
Selective Insurance Company of New York ("SICNY")
Selective Casualty Insurance Company ("SCIC")
Selective Auto Insurance Company of New Jersey ("SAICNJ")
Mesa Underwriters Specialty Insurance Company ("MUSIC")
Selective Insurance Company of New England ("SICNE")
Selective Fire and Casualty Insurance Company ("SFCIC")

Pooling Percentage
32.0%
21.0%
9.0%
7.0%
7.0%
7.0%
6.0%
5.0%
3.0%
3.0%

Reinsurance Treaties and Arrangements
By entering into reinsurance treaties and arrangements, we can increase our underwriting capacity, accepting larger individual 
risks and aggregations of risks without directly increasing our capital or statutory surplus.  Our reinsurance program principally 
consists of traditional reinsurance.  Under our reinsurance treaties, we cede to our reinsurers a portion of our incurred losses 
from an individual policy or group of policies in exchange for a portion of the premium on those policies.  Amounts not 
reinsured below a specified dollar threshold are known as retention.  Reinsurance does not legally discharge us from liability 
under the terms and limits of our policies, but it does make our reinsurers liable to us for the amount of liability we cede to 
them.  Our reinsurers often rely on their own reinsurance programs, or retrocessions, to manage their large loss exposures.  The 
size of the global reinsurance community is relatively small.  If our reinsurers are unable to collect on their retrocessional 
programs, it may impair their ability to pay us for the amounts we cede to them.  

Consequently, our reinsurers present us with direct, indirect, and contingent counterparty credit risk.  We attempt to mitigate 
this credit risk by (i) pursuing relationships with reinsurers rated “A-” or higher by AM Best and/or (ii) obtaining collateral to 
secure reinsurance obligations.  Some of our reinsurance treaties permit us to terminate or commute them – or require the 
reinsurer to post collateral if the reinsurer's financial condition or rating deteriorates.  We monitor our reinsurers' financial 
condition, and we review the quality of reinsurance recoverables and reserves for uncollectible reinsurance.  For additional 
information regarding our reinsurance counterparty credit risk, see Note 9. "Reinsurance" in Item 8. "Financial Statements and 
Supplementary Data." of this Form 10-K.

We have reinsurance contracts that separately cover our property and casualty insurance business that can be segregated into the 
following key categories:

•

•

•

•

Property Reinsurance, which includes our (i) property excess of loss treaties purchased for protection against large 
individual property losses and (ii) property catastrophe treaties purchased to provide protection for the overall 
property portfolio against severe catastrophic events.  We also purchase a limited amount of facultative reinsurance, 
primarily for large individual property risks greater than our property excess of loss treaty capacity.

Casualty Reinsurance, which provides protection for both individual large casualty losses and catastrophic casualty 
losses involving multiple claimants or insureds.  We also may use facultative reinsurance for large individual 
casualty risks in excess of our treaty capacity.  We may also purchase quota share capacity for certain new or higher 
severity casualty lines of business.

Terrorism Reinsurance, which provides a federal reinsurance backstop, behind the protection built into our property 
and casualty reinsurance treaties, for terrorism losses covered under the Terrorism Risk Insurance Program 
Reauthorization Act (“TRIPRA”).  For further information about TRIPRA, see Item 1A. “Risk Factors.” of this 
Form 10-K.

Flood Reinsurance, for which all of the premiums and losses related to our participation in the WYO (for which we 
also receive a servicing fee) are 100% ceded to the federal government.

Property Reinsurance
We renewed our main property catastrophe treaty, which covers both our standard market and E&S business, effective January 
1, 2022.  For this treaty, we purchased an additional $50 million in limit to respond to our growing property portfolio, thereby 

54

 
extending the coverage to $835 million in excess of the $40 million retention.  Due to growth in our E&S property book of 
business, more challenging market conditions, and our recent and planned Standard Commercial Lines geographic expansion, 
we restructured our non-footprint catastrophe treaty from a $35 million in excess of $5 million structure covering a limited 
number of states to a $30 million in excess of $10 million treaty, covering all 50 states and the District of Columbia, for our 
E&S business only.  This removed our five newest Standard Commercial Lines states from coverage under this treaty, as they 
are covered under the main property catastrophe treaty.  We also increased our co-participation from 15% to 34% to balance the 
cost versus volatility protection provided by this treaty.  Consistent with the prior year, both treaties were renewed with 
restrictions in coverage related to the systemic perils of communicable disease and first-party cybersecurity coverage, in line 
with current market conditions.  Consequently, the property catastrophe program excludes coverage for communicable disease, 
but retains limited reinsurance coverage for cybersecurity risks.  Despite these limitations, coverage for traditionally covered 
property perils was maintained.  

We seek to minimize reinsurance credit risk by transacting with highly-rated reinsurance partners and purchasing collateralized 
reinsurance products, particularly for high-severity, low-probability events, if feasible.  Our current reinsurance program 
includes $259 million in collateralized limit, primarily in the top layer of the catastrophe program, compared to $281 million in 
collateralized limit under the prior year's reinsurance program.  

Overall, we expect ceded premium for our property catastrophe reinsurance treaties to increase modestly in 2022 due to three 
factors:  (i) increases in underlying property exposures in line with our growing property insurance portfolio; (ii) the addition of 
$50 million of coverage purchased to maintain stability in our net risk profile; and (iii) modest risk-adjusted price increases.

We model various catastrophic perils, and hurricane risk continues to be our portfolio's most significant natural catastrophe 
peril because of the geographic location of the risks we insure.  The table below illustrates the impact of the five largest 
hurricane losses we have experienced in the last 35 years:

($ in millions)

Hurricane Name
Superstorm Sandy
Hurricane Ida
Hurricane Irene
Hurricane Hugo
Hurricane Isabel

Actual Gross Loss1
$125.5
53.4
44.8
26.4
25.1

Net Loss2
45.6
41.5
40.2
3.0
15.7

Accident
Year
2012
2021
2011
1989
2003

1This amount represents reported and unreported gross losses estimated as of December 31, 2021.
2Net loss does not include reinstatement premiums, taxes, or flood claims handling fees.

We review our exposure to hurricane risk by examining third-party vendor models and conducting our own proprietary 
analysis.  The third-party vendor models provide a long-term view that closely relates modeled event frequency to historical 
hurricane activity, adjusting to reflect certain non-modeled cost assumptions, such as the impact of loss expenses, residual 
market assessments, and automobile-related losses.  We believe that modeled estimates provide a range of potential outcomes, 
and we review multiple estimates to understand our catastrophic risk.

Occurrence Exceedance Probability

Modeled Losses

($ in thousands)

4.0% (1 in 25 year event)
2.0% (1 in 50 year event)
1.0% (1 in 100 year event)
0.67% (1 in 150 year event)
0.5% (1 in 200 year event)
0.4% (1 in 250 year event)
0.2% (1 in 500 year event)
1Gross losses include uncertainty associated with damage/loss estimation, demand and storm surge, and assumptions for certain un-modeled costs, such as the 
impact of loss expenses, residual market assessments, and automobile-related losses, which collectively increase our gross losses by approximately 13%.
2Net losses are after-tax losses net of catastrophe reinsurance including reinstatement premiums.
3GAAP Equity as of December 31, 2021.

%

Net 
Losses2
35,304
38,613
43,956
61,871
67,544
125,306
454,888

Net Losses 
as a Percent of 
GAAP Equity3
1
1
1
2
2
4
15

Gross
Losses1
$196,905
325,920
529,858
757,577
831,257
965,971
1,384,970

Our current catastrophe reinsurance program exhausts at an approximately 1 in 216 year return period, or events with 0.5% 
probability, based on a multi-model view of hurricane risk.  Our actual gross and net losses incurred from hurricanes making 
U.S.-landfall will vary, perhaps materially, from our estimated modeled losses.

55

 
We renewed the property excess of loss treaty, which covers both our standard market and E&S business, on July 1, 2021, and 
the top layer renewed on January 1, 2022.  This treaty was renewed with an increase in the retention on the first layer to $3.0 
million from $2.0 million to manage the overall reinsurance cost on our growing portfolio and maintain projected earnings 
volatility protection in line with our historical levels.

The following table summarizes of our property reinsurance treaties and arrangements covering our Insurance Subsidiaries:

PROPERTY REINSURANCE ON INSURANCE PRODUCTS

Terrorism Coverage
All nuclear, biological, chemical, and radioactive ("NBCR") 
losses are excluded regardless of whether or not they are 
certified under TRIPRA.  Non-NBCR losses are covered to 
the same extent as non-terrorism losses.  Please see Item 1A. 
“Risk Factors.” of this Form 10-K for discussion regarding 
TRIPRA.

Treaty Name
Property Catastrophe 
Excess of Loss
(covers all insurance 
operations)

Reinsurance Coverage
$835 million above $40 million retention treaty that responds 
on per occurrence basis in four layers:

- 82% of losses in excess of $40 million up to 
      $100 million;

-  97% of losses in excess of $100 million up to 
      $225 million;

-  97% of losses in excess of $225 million up to 
      $525 million; and

-  90% of losses in excess of $525 million up 
      to $875 million.

The treaty provides one reinstatement in each of the first three 
layers and no reinstatement in the fourth layer.  The per 
occurrence limit is $776.5 million and the annual aggregate 
limit is $1.2 billion, net of the Insurance Subsidiaries' co-
participation. 

In addition, our $30 million above $10 million retention treaty 
that responds on per occurrence basis covers 66% of E&S 
losses only, in all states, and has an annual aggregate limit of 
$34 million, net of the Insurance Subsidiaries' co-
participation.  

Property Excess of Loss
(covers all insurance 
operations)

$57 million above $3 million retention covering 100% in three 
layers.  Losses other than TRIPRA certified losses are subject 
to the following reinstatements and annual aggregate limits:

- $7 million in excess of $3 million layer 
      provides unlimited reinstatements;

- $30 million in excess of $10 million layer 
       provides three reinstatements, $120 million in 
       aggregate limits; and
- $20 million in excess of $40 million layer 
     provides three reinstatements, $80 million in aggregate  
     limits.
100% reinsurance by the federal government’s WYO.

Flood

All NBCR losses are excluded regardless of whether or not 
they are certified under TRIPRA.  For non-NBCR losses, the 
treaty distinguishes between acts committed on behalf of 
foreign persons or foreign interests ("Foreign Terrorism") and 
those that are not.  The treaty provides annual aggregate limits 
for Foreign Terrorism (other than NBCR) acts of $21 million 
for the first layer; $60 million for the second layer; and $40 
million for the third layer. Non-foreign terrorism losses (other 
than NBCR) are covered to the same extent as non-terrorism 
losses.

None

56

 
Casualty Reinsurance
We renewed the casualty excess of loss treaty, which covers both our standard market and E&S Lines business, on July 1, 2021, 
substantially on the same terms as the treaty expiring June 30, 2021. 

The following table summarizes our casualty reinsurance treaties and arrangements covering our Insurance Subsidiaries:

CASUALTY REINSURANCE ON INSURANCE PRODUCTS

Treaty Name
Casualty Excess of Loss
(covers all insurance 
operations)

Reinsurance Coverage
There are six layers covering 100% of $88 million in excess of 
$2 million. Losses other than terrorism losses are subject to 
the following:
- $3 million in excess of $2 million layer 
      provides 33 reinstatements, $102 million annual aggregate
       limit; 
- $7 million in excess of $5 million layer 
      provides six reinstatements, $49 million annual aggregate
       limit; 
- $9 million in excess of $12 million layer 
      provides three reinstatements; $36 million annual
      aggregate limit; 
- $9 million in excess of $21 million layer 
      provides one reinstatement, $18 million annual aggregate
      limit; 
- $20 million in excess of $30 million layer 
      provides one reinstatement, $40 million annual aggregate
      limit; and 
- $40 million in excess of $50 million layer 
      provides one reinstatement, $80 million annual aggregate
      limit. 

Terrorism Coverage
All NBCR losses are excluded.  All other losses stemming 
from the acts of terrorism are subject to the following:

- $3 million in excess of $2 million layer with
      $15 million net annual terrorism aggregate limit;

- $7 million in excess of $5 million layer with
      $28 million net annual terrorism aggregate limit;

- $9 million in excess of $12 million layer with
      $27 million net annual terrorism aggregate limit;

- $9 million in excess of $21 million layer with
      $18 million net annual terrorism aggregate limit;

- $20 million in excess of $30 million layer with
      $40 million net annual terrorism aggregate limit; and

- $40 million in excess of $50 million layer with
      $80 million net annual terrorism aggregate limit.

We have other reinsurance treaties, such as our (i) Surety and Fidelity Excess of Loss Reinsurance Treaty, (ii) National Workers 
Compensation Reinsurance Pool Quota Share, which covers business assumed from the involuntary workers compensation 
pool, (iii) Endurance Specialty Quota share and Loss Development Cover, which protects against losses on policies written 
before the acquisition and any development on reserves established by MUSIC as of the date of acquisition, (iv) Equipment 
Breakdown Coverage Reinsurance Treaty, (v) Multi-line Quota Share, which covers additional personal lines coverages, (vi) 
Cyber Liability Quota Share, and (vii) Excess Liability Quota Share, which covers MUSIC's excess liability business.

We regularly evaluate our overall reinsurance program, and we try to develop effective ways to manage the transfer of risk.  We 
base our analysis on a comprehensive process that includes periodic analysis of modeling results, our own loss experience, 
aggregation of exposures, exposure growth, diversification of risks, limits written, projected reinsurance costs, reinsurer 
financial strength, and projected impact on earnings, equity, and statutory surplus.  We strive to balance reinsurer credit quality, 
price, terms, and our appetite to retain a certain level of risk.

Investments Segment
The primary objective of the investment portfolio is to maximize after-tax net investment income and the overall total return of 
the portfolio, while maintaining a high credit quality core fixed income securities portfolio and managing our duration risk 
profile.  The effective duration of the fixed income securities portfolio, including short-term investments, was 3.9 years as of 
December 31, 2021, compared to the Insurance Subsidiaries' net loss and loss expense reserves duration of 3.5 years.  The 
effective duration is monitored and managed to maximize yield while managing interest rate risk at an acceptable level.  We 
maintain a well-diversified portfolio across sectors, with credit quality and maturities that provide ample liquidity.  Purchases 
and sales are made with the intent of maximizing investment returns in the current market environment while balancing capital 
preservation.  

Our fixed income and short-term investments represented 91% of our invested assets at December 31, 2021, and 92% at 
December 31, 2020.  These investments had a weighted average credit rating of “A+” as of December 31, 2021 and "AA-" as of 
December 31, 2020, with a 96% allocation to investment grade holdings at both December 31, 2021 and December 31, 2020.  
The weighted average credit rating decline reflects a planned reduction in our sector allocation to agency residential mortgage-
backed securities over the past year as lower interest rates accelerated prepayments, as expected.  Given the very low 
reinvestment rates for this asset class, we reallocated these non-sale disposal cash flows into other high-quality fixed income 
sectors, including corporate securities and other asset-backed security classes without a "AAA" rating but in our view currently 
offer a better risk and reward trade-off.

 For further details on the composition, credit quality, and the various risks to which our portfolio is subject, see Item 7A. 
“Quantitative and Qualitative Disclosures About Market Risk.” of this Form 10-K.

57

       
       
 
       
 
       
 
       
 
       
Total Invested Assets

($ in thousands)

Total invested assets

2021

2020

Change

$ 

8,026,988 

7,505,599 

Invested assets per dollar of common stockholders' equity
Unrealized gain – before tax1
Unrealized gain – after tax1
312,214 
1Includes unrealized gain on fixed income securities of $229 million and equity securities of $27 million at December 31, 2021.

255,658 

395,207 

201,970 

2.96 

2.88 

 7 %

 (3) 

 (35) 

 (35) 

Invested assets increased $521 million at December 31, 2021, compared to December 31, 2020, reflecting strong 2021 
operating cash flows of $771 million, partially offset by a decrease in pre-tax unrealized gains of $140 million.  The majority of 
this $140 million decrease was related to our fixed income securities portfolio, which was impacted by an increase in 
benchmark U. S. Treasury rates, partially offset by a tightening of credit spreads.

Net Investment Income
The components of net investment income earned were as follows:

($ in thousands)
Fixed income securities
Equity securities
Commercial mortgage loans ("CMLs")
Short-term investments
Other investments
Investment expenses
Net investment income earned – before tax
Net investment income tax expense
Net investment income earned – after tax
Effective tax rate
Annual after-tax yield on fixed income investments
Annual after-tax yield on investment portfolio

2021
$  209,709 
15,920 
2,743 
260 
118,060 
(20,103) 
326,589 
63,589 
$  263,000 

 19.5 %
 2.6 
 3.4 

2020
203,926 
9,286 
844 
1,821 
26,922 
(15,692) 
227,107 
42,495 
184,612 
 18.7 
 2.6 
 2.6 

2021 vs. 
2020

 3  %  
 71 
 225 
 (86) 
 339 
 (28) 
 44 
 50 
 42 
 0.8  pts
 — 
 0.8 

2019
203,255 
6,996 
— 
6,653 
18,778 
(13,139) 
222,543 
41,382 
181,161 
 18.6 
 2.9 
 2.9 

2020 vs. 
2019

 —  %
 33 
n/m
 (73) 
 43 
 (19) 
 2 
 3 
 2 
 0.1  pts
 (0.3) 
 (0.3) 

The $78.4 million increase in after-tax net investment income in 2021 compared to 2020 was driven by higher alternative 
investments gains in our other investment portfolio of $93.0 million, after-tax, in 2021 compared to $20.9 million, after-tax, in 
2020, resulting in a $72.0 million increase in after-tax net investment income in 2021.  Our alternative investments are 
accounted for under the equity method of accounting and are recorded on a one-quarter lag.  The results on alternative 
investments in 2021 principally reflected unrealized gains on our holdings that benefited from the strong equity and credit 
capital market performance in the 12-month period ended September 2021.

Realized and Unrealized Investment Gains and Losses
When evaluating securities for sale, our general philosophy is to reduce our exposure to securities and sectors based on 
economic evaluations of whether the fundamentals for that security or sector have deteriorated or the timing is appropriate to 
opportunistically trade for other securities with better economic-return characteristics.  Net realized and unrealized gains and 
losses for the indicated periods were as follows:

($ in thousands)
Net realized gains on disposals
Net unrealized gains (losses) on equity securities 
Net credit loss (expense) on fixed income securities, AFS
Net credit loss (expense) benefit on fixed income securities, HTM
Losses on securities for which we have the intent to sell
Net other-than-temporary-impairment losses recognized earnings
Total net realized and unrealized investment (losses) gains

2021

2020

2019

$ 

$ 

7,144 
17,881 
(6,858) 
(49) 
(519) 

17,599 

9,148 
7,939 
(5,042) 
4 
(16,266) 

(4,217) 

26,715 
(8,649) 

(3,644) 
14,422 

Realized and unrealized investment gains (losses) in 2020 were significantly impacted by COVID-19-related market volatility 
in the first quarter of 2020, and substantially all of the $16.3 million of losses on securities we intended to sell were recorded in 
that quarter to provide our investment managers flexibility to trade and optimize our investment portfolio.  The increase in 
unrealized gains on equity securities in 2021 was driven by strong public equities performance in the year.

58

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
For additional information regarding our losses on securities we intend to sell and our methodology for estimating the 
allowance for credit losses, see Note 2. “Summary of Significant Accounting Policies” and Note 5. "Investments" in Item 8. 
“Financial Statements and Supplementary Data.” of this Form 10-K. 

Federal Income Taxes
The following table provides information regarding federal income taxes.

($ in millions)
Federal income tax expense
Effective tax rate1
1The effective tax rate is calculated by taking "Total federal income tax expense" divided by "Income before federal income tax" less "Preferred stock 
dividends" on our Consolidated Statements of Income.

56.6 
 18.7 

 20.5 %

101.5 

2021

2020

$ 

2019

64.8 
 19.3 

Federal income tax expense increased by $44.9 million in 2021 compared to 2020, primarily due to an increase in pre-tax 
income that is taxed at the statutory rate.  The increase in pre-tax income was primarily driven by increases in underwriting 
income and net investment income earned primarily due to higher gains on alternative investments in our other investment 
portfolio.  See Note 14. “Federal Income Taxes” in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K 
for further information about the following:  (i) a reconciliation of our effective tax rate to the statutory rate of 21%; and (ii) 
details regarding our net deferred tax liability and asset.

Liquidity and Capital Resources
Capital resources and liquidity reflect our ability to generate cash flows from business operations, borrow funds at competitive 
rates, and raise new capital to meet our operating and growth needs.

Liquidity
We manage liquidity by focusing on generating sufficient cash flows to meet the short-term and long-term cash requirements of 
our business operations.  We also adjust our liquidity in light of economic or market conditions, as discussed further below.

Sources of Liquidity
Sources of cash for Selective Insurance Group, Inc. ("Parent") historically have consisted of dividends from the Insurance 
Subsidiaries, the investment portfolio held at the Parent, borrowings under third-party lines of credit, loan agreements with 
certain Insurance Subsidiaries, and the issuance of equity (common or preferred) and debt securities.  We continue to monitor 
these sources, considering both our short-term and long-term liquidity and capital preservation strategies.

The Parent’s investment portfolio includes (i) short-term investments that are generally maintained in “AAA” rated money 
market funds approved by the National Association of Insurance Commissioners, (ii) high-quality, highly-liquid government 
and corporate fixed income securities, (iii) equity securities, (iv) other investments, and (v) a cash balance.  In the aggregate, 
Parent cash and total investments amounted to $527 million at December 31, 2021, and $490 million at December 31, 2020.

The composition of the Parent's investment portfolio may change over time based upon various factors, including the amount 
and availability of dividends from our Insurance Subsidiaries, investment income, expenses, other Parent cash needs, such as 
dividends payable to shareholders, asset allocation investment decisions, inorganic growth opportunities, debt retirement, and 
share repurchases.  Our target is for the Parent to maintain highly liquid investments of at least twice its expected annual net 
cash outflow needs, with the target currently estimated at approximately $180 million.

Insurance Subsidiary Dividends
The Insurance Subsidiaries generate liquidity through insurance float, which is created by collecting premiums and earning 
investment income before paying claims.  The period of float can extend over many years.  Our investment portfolio consists of 
maturity dates that continually provide a source of cash flow for claims payments in the ordinary course of business.  To protect 
our Insurance Subsidiaries' capital, we purchase reinsurance coverage for significantly large claims or catastrophes that may 
occur.

The Insurance Subsidiaries paid $140 million in dividends to the Parent in 2021.  As of December 31, 2021, our allowable 
ordinary maximum dividend is $322 million for 2022.  All Insurance Subsidiary dividends to the Parent are (i) subject to the 
approval and/or review of its domiciliary state insurance regulator and (ii) generally payable only from earned statutory surplus 
reported in its annual statements as of the preceding December 31.  Although domiciliary state insurance regulators historically 
have approved dividends, there is no assurance they will approve future Insurance Subsidiary dividends.  

New Jersey corporate law also limits the maximum amount of dividends the Parent can pay our shareholders if either (i) the 
Parent would be unable to pay its debts as they became due in the usual course of business, or (ii) the Parent’s total assets 

59

 
 
 
would be less than its total liabilities.  The Parent’s ability to pay dividends to shareholders is also impacted by (i) covenants in 
its credit agreement that obligate it, among other things, to maintain a minimum consolidated net worth and a maximum ratio of 
consolidated debt to total capitalization, and (ii) the terms of our preferred stock that prohibit dividends to be declared or paid 
on our common stock if dividends are not declared and paid, or made payable, on all outstanding preferred stock for the latest 
completed dividend period.

For additional information regarding dividend restrictions and financial covenants, where applicable, see Note 11. 
“Indebtedness,” Note 17. “Equity,” and Note 22. “Statutory Financial Information, Capital Requirements, and Restrictions on 
Dividends and Transfers of Funds” in Item 8. “Financial Statements and Supplementary Data.” of this Form
10-K.

Line of Credit
On December 20, 2019, the Parent entered into a Credit Agreement with the lenders named therein (the “Lenders”) and the 
Bank of Montreal, Chicago Branch, as Administrative Agent ("Line of Credit").  Under the Line of Credit, the Lenders have 
agreed to provide the Parent with a $50 million revolving credit facility that can be increased to $125 million with the Lenders' 
consent.  No borrowings were made under the Line of Credit in 2021.  The Line of Credit will mature on December 20, 2022, 
and has a variable interest rate based on, among other factors, the Parent’s debt ratings.  For additional information regarding 
the Line of Credit and corresponding representations, warranties, and covenants, refer to Note 11. “Indebtedness” in Item 8. 
“Financial Statements and Supplementary Data.” of this Form 10-K.

Four of the Insurance Subsidiaries are members of Federal Home Loan Bank ("FHLB") branches, as shown in the following 
table.  Membership requires the ownership of branch stock and includes the right to access to liquidity.  All Federal Home Loan 
Bank of Indianapolis ("FHLBI") and Federal Home Loan Bank of New York ("FHLBNY") borrowings are required to be 
secured by investments pledged as collateral.  For additional information regarding collateral outstanding, refer to Note 5. 
"Investments" in Item 8. "Financial Statements and Supplementary Data.” of this Form 10-K.

Branch

FHLBI

FHLBNY

Insurance Subsidiary Member
SICSC1
SICSE1
SICA
SICNY

1These subsidiaries are jointly referred to as the "Indiana Subsidiaries" as they are domiciled in Indiana.

The Line of Credit permits aggregate borrowings from the FHLBI and the FHLBNY up to 10% of the respective member 
company’s admitted assets for the previous year.  As SICNY is domiciled in New York, its FHLBNY borrowings are limited by 
New York insurance regulations to the lower of 5% of admitted assets for the most recently completed fiscal quarter, or 10% of 
admitted assets for the previous year-end.

The following table provides information on the remaining capacity for FHLB borrowings based on these restrictions, as well 
as the amount of additional FHLB stock that would need to be purchased to allow these member companies to borrow their 
remaining capacity:

($ in millions)

As of December 31, 2021

SICSC
SICSE
SICA
SICNY

Total

Admitted 
Assets

Borrowing 
Limitation

Amount 
Borrowed

Remaining 
Capacity

$ 

833.2  $ 
665.6 
3,160.6 
580.2 

$ 

83.3 
66.6 
316.1 
29.0 
495.0 

32.0 
28.0 
— 
— 
60.0 

51.3 
38.6 
316.1 
29.0 
435.0 

Additional 
FHLB Stock 
Requirements
0.6 
0.5 
14.2 
1.3 
16.6 

Short-term Borrowings
We did not make any short-term borrowings from FHLB branches during 2021.

Intercompany Loan Agreements
The Parent has lending agreements with the Indiana Subsidiaries approved by the Indiana Department of Insurance that provide 
additional liquidity.  Similar to the Line of Credit, these lending agreements limit the Parent's borrowings from the Indiana 

60

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Subsidiaries to 10% of the admitted assets of the respective Indiana Subsidiary.  The following table provides information on 
the Parent’s borrowings and remaining borrowing capacity from the two Indiana Subsidiaries:

($ in millions)
As of December 31, 2021

SICSC
SICSE

Total

Admitted Assets as of 
December 31, 2021

Borrowing 
Limitation

Amount 
Borrowed

Remaining 
Capacity

$ 

833.2  $ 
665.6 

$ 

83.3 
66.6 
149.9 

24.0 
16.0 
40.0 

59.3 
50.6 
109.9 

Capital Market Activities
The Parent had no private or public issuances of stock during 2021.  In the fourth quarter of 2020, we enhanced our capital 
structure flexibility at the Parent by issuing $200 million of 4.60% non-cumulative perpetual preferred stock.  Net proceeds 
after issuance costs were $195 million.  The Parent is using these proceeds for general corporate purposes, which may include 
the repurchase of common stock under a $100 million share repurchase program authorized by our Board of Directors (the 
"Board") in conjunction with the preferred stock offering.  During 2021, we repurchased 52,781 shares of our common stock 
under this authorization at a cost of $3.4 million, with a $64.49 average price per share.  We have $96.6 million of remaining 
capacity under our share repurchase program.  For additional information on the preferred stock transaction, refer to Note 17. 
“Preferred Stock” in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K.

Uses of Liquidity
The Parent's liquidity generated from the sources discussed above is used, among other things, to pay dividends to our 
shareholders.  Dividends on shares of the Parent's common and preferred stock are declared and paid at the discretion of the 
Board based on our operating results, financial condition, capital requirements, contractual restrictions, and other relevant 
factors.  In October 2021, our Board approved a 12% increase in the quarterly cash dividend, to $0.28 from $0.25 per share.  On 
February 3, 2022, our Board declared:

•

A quarterly cash dividend on common stock of $0.28 per common share, that is payable March 1, 2022, to holders of 
record on February 15, 2022; and

• A cash dividend of $287.50 per share on our 4.60% Non-Cumulative Preferred Stock, Series B (equivalent to 
$0.28750 per depository share) payable on March 15, 2022, to holders of record as of February 28, 2022.  

Our ability to meet our interest and principal repayment obligations on our debt, as well as our ability to continue to pay 
dividends to our stockholders, is dependent on (i) liquidity at the Parent, (ii) the ability of the Insurance Subsidiaries to pay 
dividends, if necessary, and/or (iii) the availability of other sources of liquidity to the Parent.  Our next FHLB borrowing 
principal repayment is $60 million to FHLBI due on December 16, 2026.

Restrictions on the ability of the Insurance Subsidiaries to declare and pay dividends, without alternative liquidity options, 
could materially affect our ability to service debt and pay dividends on common and preferred stock.

Capital Resources
Capital resources ensure we can pay policyholder claims, furnish the financial strength to support the business of underwriting 
insurance risks, and facilitate continued business growth.  At December 31, 2021, we had GAAP stockholders’ equity of $3.0 
billion and statutory surplus of $2.4 billion.  With total debt of $506.1 million at December 31, 2021, our debt-to-capital ratio 
was 14.5%.  For additional information on our statutory surplus, see Note 22. "Statutory Financial Information, Capital 
Requirements, and Restrictions on Dividends and Transfers of Funds" in Item 8. "Financial Statements and Supplementary 
Data." of this Form 10-K.

61

 
 
 
 
 
 
 
 
The following table summarizes current and long-term material cash requirements as of December 31, 2021, which we expect 
to fund primarily with operating cash flows.

Less than
1 year

Payment Due by Period
1-3
years

3-5
years

More than
5 years

($ in millions)
Notes payable
Interest on debt obligation

Subtotal

Gross loss and loss expense payments
Ceded loss and loss expense payments
Net loss and loss expense payments

$ 

Total

510.0 
593.6 
1,103.6 

4,580.9 
578.6 
4,002.3 

— 
28.3 
28.3 

1,303.5 
174.5 
1,129.0 

— 
56.6 
56.6 

1,473.8 
137.3 
1,336.5 

Total

$ 

5,105.9 

1,157.3 

1,393.1 

60.0 
56.6 
116.6 

701.5 
71.1 
630.4 

747.0 

450.0 
452.1 
902.1 

1,102.1 
195.7 
906.4 

1,808.5 

Our loss and loss expense payments in the table above represent estimated paid amounts by year on our loss and loss expense 
reserves that are estimates based on past experience, adjusted for the effects of current developments and anticipated trends, and 
include considerable judgment.  There is no precise method for evaluating the impact of any specific factor on the projected 
timing of loss and loss expense reserve payments, so the timing and amounts of the actual payments will be affected by many 
factors.  Therefore, the projected settlement of the reserves for net loss and loss expense may differ, perhaps significantly, from 
actual future payments.  For more information on our case reserves and estimates of reserves for loss and loss expense IBNR, 
refer to the “Reserve for Loss and Loss Expense” section in the "Critical Accounting Policies and Estimates" section of this 
MD&A and Note 2. "Summary of Significant Accounting Policies" in Item 8. "Financial Statements and Supplementary Data." 
of this Form 10-K.

For additional information regarding cross-default provisions associated with our notes payable in the table above or our Line 
of Credit, see Note 11. "Indebtedness" in Item 8. "Financial Statements and Supplementary Data." in this Form 10-K.

In addition to the above, the following table summarizes certain contractual obligations we had at December 31, 2021 that may 
require us to invest additional amounts into our investment portfolio, which we would fund primarily with operating cash flows.

($ in millions)

Alternative and other investments
Non-publicly traded collateralized loan obligations in our fixed income securities portfolio
Non-publicly traded common stock within our equity portfolio
CMLs
Privately-placed corporate securities

Total

Amount of Obligation

Year of Expiration of 
Obligation

$ 

$ 

215.0 
59.8 
4.2 
5.5 
4.3 
288.8 

2036
2030
2027
2023
Less than 1 year

There is no certainty that any such additional investment will be required, and we expect to have the capacity to repay or 
refinance these obligations as they come due.

Our other cash requirements include, without limitation, dividends to stockholders, capital expenditures, and other operating 
expenses, including commissions to our distribution partners, labor costs, premium taxes, general and administrative expenses, 
and income taxes.

As of December 31, 2021 and 2020, we had no (i) material guarantees on behalf of others and trading activities involving non-
exchange traded contracts accounted for at fair value, (ii) material transactions with related parties other than those disclosed in 
Note 18. “Related Party Transactions” included in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K, 
and (iii) material relationships with unconsolidated entities or financial partnerships at December 31, 2021 and 2020, such as 
structured finance or special purpose entities, established to facilitate off-balance sheet arrangements or other contractually 
narrow or limited purposes.  Consequently, we are not exposed to any material financing, liquidity, market, or credit risk related 
to off-balance sheet arrangements.

We continually monitor our cash requirements and the amount of capital resources we maintain at the holding company and 
operating subsidiary levels.  As part of our long-term capital strategy, we strive to maintain capital metrics that support our 
targeted financial strength relative to the macroeconomic environment.  Based on our analysis and market conditions, we may 
take a variety of actions, including, without limitation, contributing capital to the Insurance Subsidiaries, issuing additional debt 

62

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
and/or equity securities, repurchasing existing debt, repurchasing shares of the Parent’s common stock, and increasing 
stockholders’ dividends.

Our capital management strategy is intended to protect the interests of the policyholders of the Insurance Subsidiaries and our 
stockholders, while enhancing our financial strength and underwriting capacity.  We have a profitable book of business and
solid capital base, positioning us well to take advantage of market opportunities that may arise.

Book value per common share increased 9% to $46.24 as of December 31, 2021, from $42.38 as of December 31, 2020, driven 
by $6.50 in net income per diluted common share, partially offset by $2.07 of lower unrealized gains on our fixed income 
securities portfolio and $1.03 in dividends to our common stockholders.  The book value per common share at December 31, 
2021 included $3.01 of unrealized gains on our fixed income securities portfolio, which have an inverse relationship to changes 
in interest rates.  The yields on benchmark U.S. Treasury securities have increased subsequent to December 31, 2021, which 
has resulted in a decrease in the net unrealized gains on our fixed income securities.  If interest rates continue to increase and/or 
credit spreads widen in 2022, our net unrealized gains on our fixed income securities portfolio will come under pressure and 
could move into a net unrealized loss position.  

Cash Flows
Net cash provided by operating activities was $771 million in 2021 compared to $554 million in 2020.  Cash flows from 
operations increased in 2021 primarily driven by growth in our insurance operations.  For more information on our 
underwriting results, refer to "Insurance Operations" above in this MD&A.

Net cash used in investing activities was $619 million in 2021 compared to $688 million in 2020.  Investing activity was greater 
in 2020, as we benefited from $195 million of net proceeds from our perpetual preferred stock issuance last year.

Net cash used in financing activities was $123 million in 2021 compared to net cash provided of $141 million in 2020.  The 
cash flows from financing activities decreased due to (i) a long-term debt repayment to the FHLBNY of $50 million in 2021, 
and (ii) our 2020 perpetual preferred stock issuance that resulted in $195 million of net proceeds last year.  

Item 7A. Quantitative and Qualitative Disclosures About Market Risk.

Market Risk
The fair value of our assets and liabilities are subject to market risks — primarily interest rate risk, credit risk, equity price risk, 
and liquidity risk related to our investment portfolio — and fluctuations in the value of our alternative investment portfolio.  
Our portfolio allocation was 84% fixed income securities, 1% commercial mortgage loans, 4% equity securities, 6% short-term 
investments, and 5% other investments as of December 31, 2021.  We do not directly hold derivatives, commodities, or other 
investments denominated in foreign currency.  We have minimal foreign currency fluctuation risk within our alternative 
investment portfolio.  For a discussion of our investment objective and philosophy, see the "Investments Segment" section of 
Item 7. "Management's Discussion and Analysis of Financial Condition and Results of Operations." of this Form 10-K.

We manage our investment portfolio to mitigate risks associated with various financial market scenarios.  We assume prudent 
risk to enhance our overall long-term results while managing a conservative, well-diversified investment portfolio to support 
our underwriting activities.

Interest Rate Risk

Investment Portfolio
We invest in interest rate-sensitive securities, mainly fixed income securities.  Our fixed income securities portfolio is 
comprised of primarily investment grade (investments receiving S&P or an equivalent rating of BBB or above) corporate 
securities, U.S. government and agency securities, municipal obligations, collateralized loan obligations ("CLO") and other 
asset-backed securities ("ABS"), and mortgage-backed securities ("MBS").  As of December 31, 2021, approximately 15% of 
our fixed income securities portfolio was floating rate securities, primarily tied to the one- and three-month U.S. dollar-
denominated London Interbank Offered Rate ("LIBOR").  Our strategy to manage interest rate risk is to purchase intermediate-
term fixed income investments that are attractively priced in relation to perceived credit risks.  For more information on the 
upcoming transition away from LIBOR, refer to "Risks Related to our Investments Segment" in Item 1A. "Risk Factors." of this 
Form 10-K.

Our exposure to interest rate risk relates primarily to the market price and cash flow variability associated with changes in 
interest rates.  Our fixed income securities portfolio contains interest rate-sensitive instruments, and its performance may be 
adversely affected by changes in interest rates resulting from governmental monetary policies, domestic and international 

63

 
 
 
economic and political conditions, and other factors beyond our control.  All else being equal, a rise in interest rates will 
decrease the fair value of our existing fixed income investments, and a decline in interest rates will increase the fair value of our 
existing fixed income investments.  However, new and reinvested money used to purchase fixed income securities would 
benefit from rising interest rates and would be negatively impacted by falling interest rates.  

We seek to mitigate our interest rate risk associated with holding fixed income investments by monitoring and managing the 
effective duration of our portfolio to maximize yield while managing interest rate risk at an acceptable level.  The effective 
duration of the fixed income securities portfolio, including short-term investments, at December 31, 2021, was 3.9 years, which 
is within our historical range.  The Insurance Subsidiaries’ net loss and loss expense reserves duration was approximately 3.5 
years at December 31, 2021.  

We use an interest rate sensitivity analysis to measure the potential loss or gain in future earnings, fair values, or cash flows of 
market sensitive fixed income securities.  The sensitivity analysis hypothetically assumes an instant parallel 200 basis point 
shift in interest rates up and down in 100 basis point increments from the date of the Financial Statements.  We use fair values 
to measure the potential loss.  This analysis is not intended to provide a precise forecast, or range, of the effect of changes in 
market interest rates and equity prices on our income or stockholders’ equity, but rather provides insight into the portfolio's 
sensitivity.  These calculations do not consider (i) any actions we may take in response to market fluctuations and (ii) changes 
to credit spreads, liquidity spreads, and other risk factors that may also impact the value of the fixed income securities portfolio.

The following table presents the sensitivity analysis of interest rate risk as of December 31, 2021: 

($ in thousands)
Fixed income securities
Fair value of fixed income securities portfolio
Fair value change
Fair value change from base (%)

-200

2021 Interest Rate Shift in Basis Points
100
—
-100

200

$  7,231,423 
491,987 

7,008,488 
269,052 

 7.3 %

 4.0 %

6,739,436 

6,461,821 
(277,615) 

6,184,206 
(555,230) 

 (4.1) %

 (8.2) %

Credit Risk
Our most significant credit risk is within our fixed income securities portfolio, which had an overall credit quality of “A+” as of 
December 31, 2021, and "AA-" as of December 31, 2020.  Non-investment grade exposure represented approximately 4% of 
the total fixed income securities portfolio at December 31, 2021 and December 31, 2020.

Despite the strong performance of our portfolio, the average after-tax new money yield on fixed income security purchases 
continued to decline throughout the year as U.S. Treasury rates remained low and credit spreads continued to tighten throughout 
the year.  The decline in the weighted average credit rating reflects a planned reduction in our sector allocation to agency 
residential MBS ("RMBS") over the past year as lower interest rates accelerated prepayments as we had expected.  Given the 
current environment, we have reallocated these non-sale disposal cash flows into other high-quality fixed income sectors, 
including corporate securities and other ABS classes that do not carry a "AAA" rating, but in our view currently offer a better 
risk and reward trade-off.   

64

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Details on the credit quality of our invested assets at December 31, 2021 are provided below:

December 31, 2021

($ in millions)
Short-term investments
Fixed income securities:

Amortized 
Cost

Fair 
Value
448  $  448 

$ 

% of 
Yield to 
Invested 
Assets
Worst
 5.6  %  0.2  %

Effective 
Duration 
in Years
0.10

Average 
Life in 
Years

0.10

AAA
$ 420 

AA
$  22 

A
$  5 

BBB
$  — 

Non-
Investment 
Grade
— 

$ 

Not 
Rated
$  — 

Credit Rating

U.S. government obligations
Foreign government obligations  
State and municipal obligations
Corporate securities
MBS:

RMBS:

Agency RMBS
Non-agency RMBS

Total RMBS

Commercial mortgage-backed 
securities ("CMBS")
Total mortgage-backed 
securities

CLO and other ABS:
   Auto
   Aircraft
   CLOs
   Credit cards
   Other ABS

Total CLOs and Other ABS  

Total securitized assets
Total fixed income securities and 
short-term investments
Total fixed income securities and 
short-term investments by credit 
rating percentage
Commercial mortgage loans
Equity securities:
Common stock1
Preferred stock

Total equity securities

Other investments:

Alternative investments:

Private equity
Private credit
Real assets

Total alternative 
investments
Other investments
Total other investments

128 
15 
1,125 
2,504 

  130 
16 
  1,193 
  2,599 

 1.6 
 0.2 
 14.9 
 32.4 

631 
125 
756 

  652 
  125 
  776 

 8.1 
 1.6 
 9.7 

648 

  674 

 8.4 

1,404 

  1,450 

 18.1 

26 
70 
857 
12 
380 
1,344 
2,748 

27 
68 
  858 
12 
  386 
  1,351 
  2,801 

 0.3 
 0.8 
 10.7 
 0.1 
 4.8 
 16.8 
 34.9 

7,063 

  7,285 

 90.7 

 1.6 
 2.2 
 1.0 
 2.3 

 1.8 
 2.1 
 1.9 

 1.9 

 1.9 

 1.3 
 5.1 
 2.9 
 0.5 
 2.5 
 2.8 
 2.4 

 2.0 

5.9 
5.7 
4.8 
5.1 

3.6 
1.9 
3.3 

3.7 

3.5 

2.3 
3.5 
1.7 
0.9 
4.2 
2.5 
3.0 

3.9 

10.4 
7.2 
4.5 
6.8 

  127 
  — 
  258 
  17 

3 
3 
  520 
  155 

  — 
  10 
  358 
 1,093 

  — 
3 
  56 
 1,159 

— 
— 
— 
174 

  — 
  — 
  — 
  — 

4.7 
4.6 
4.6 

  652 
  42 
  694 

  — 
  13 
  13 

  — 
  69 
  69 

  — 
  — 
  — 

— 
— 
— 

  — 
  — 
  — 

4.8 

  580 

  43 

  40 

  11 

— 

  — 

4.7 

 1,274 

  56 

  108 

  11 

— 

  — 

2.2 
3.9 
5.4 
0.9 
5.8 
5.4 
5.0 

  25 
  — 
  413 
  12 
  82 
  532 
 1,806 

  — 
1 
  304 
  — 
  50 
  356 
  412 

2 
  35 
  45 
  — 
  215 
  297 
  406 

  — 
  29 
  26 
  — 
  25 
  80 
  91 

— 
3 
54 
— 
10 
68 
68 

  — 
  — 
  15 
  — 
3 
  19 
  19 

5.4 

 2,629 

 1,116 

 1,916 

 1,363 

242 

  19 

96 

98 

 1.2 

 3.5 

3.2 

7.4 

 36.1 %  15.3 %  26.3 %  18.7 %
  — 

  44 

  — 

  54 

307 
2 
309 

  333 
2 
  336 

273 
63 
24 

  273 
63 
24 

 4.2 
 — 
 4.2 

 3.4 
 0.8 
 0.3 

 0.5 
 4.8 
 0.5 

 — 
 — 
 — 

— 
— 
— 

— 
— 
— 

— 
— 
— 

  — 
  — 
  — 

  — 
  — 
  — 

  — 
  — 
  — 

  — 
2 
2 

— 
— 
— 

  — 
  — 
  — 

  — 
  — 
  — 

  — 
  — 
  — 

  — 
  — 
  — 

 3.3 %  0.3 %
— 

  — 

— 
— 
— 

— 
— 
— 

— 
— 
— 
242 

  333 
  — 
  333 

  276 
  61 
  23 

  360 
  49 
  409 
$ 761 

360 
49 
409 

  360 
49 
  409 
7,781  $ 8,029 

 4.5 
 0.6 
 5.1 
 100  %  —  %  

 — 
 — 
 — 

— 
— 
— 
— 

  — 
  — 
  — 

— 
— 
— 
—  $ 2,629  $ 1,116  $ 1,916  $ 1,365  $ 

  — 
  — 
  — 

  — 
  — 
  — 

  — 
  — 
  — 

Total invested assets
1Includes investments in exchange traded funds, mutual funds, business development corporations, and real estate investment trusts.
Amounts may not foot due to rounding.

$ 

On a quarterly basis, we review our invested assets for concentrations of credit risk.  The sectors representing more than 10% of 
our invested assets at December 31, 2021 were (i) special revenue bonds within our state and municipal obligations portfolio 
(12%), (ii) the financial sector within corporate securities (16%), and (iii) collateralized loan obligations within our CLO's and 
other ABS portfolio (11%).  We discuss each of these sector holdings in more detail below.

65

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
State and Municipal Obligations
Our state and municipal obligations represented 15% of our invested assets at December 31, 2021.  The tables below provide 
details on this portfolio at December 31, 2021 and 2020:

December 31, 2021

($ in millions)
General obligation state & local
Special revenue

Total state and municipal obligations

December 31, 2020

($ in millions)
General obligation state & local
Special revenue

Total state and municipal obligations

Fair
Value

Carry
Value

235.9 
957.0 
1,192.9 

235.9 
956.8 
1,192.7 

Fair
Value

Carry
Value

271.4 
980.5 
1,251.9 

271.4 
980.2 
1,251.6 

$ 

$ 

$ 

$ 

Net 
Unrealized/
Unrecognized
Gain (Loss)

11.6 
56.6 
68.2 

Net 
Unrealized/
Unrecognized
Gain (Loss)

17.5 
70.3 
87.8 

Weighted 
Average
Credit
Quality
AA+
AA-
AA-

Weighted 
Average
Credit
Quality
AA+
AA-
AA-

The following table details the top 10 state exposures of this portfolio at December 31, 2021:

State Exposures of Municipal Bonds
($ in thousands)
New York
California
Texas1
New Jersey
Pennsylvania
Colorado
Washington
Massachusetts
Ohio
Florida
Other

Pre-refunded/escrowed to maturity bonds
Total

General Obligation
State & Local

8,310 
51,533 
34,278 
— 
— 
4,476 
13,342 
864 
2,218 
— 
65,303 
180,324 
55,575 
235,899 

$ 

$ 

Special
Revenue
  127,975 
  75,817 
  43,945 
  67,303 
  50,213 
  36,203 
  25,494 
  35,012 
  36,083 
  34,279 
  317,659 
  849,983 
  107,001 
  956,984 

Fair
Value
  136,285 
  127,350 
78,223 
67,303 
50,213 
40,679 
38,836 
35,876 
38,301 
34,279 
  382,962 
 1,030,307 
  162,576 
 1,192,883 

% of Total
12%
11%
7%
6%
4%
3%
3%
3%
3%
3%
32%
86%
14%
100%

Weighted Average
Credit Quality
AA-
A+
AA
A
AA-
A+
AA
AA
A+
AA-
AA-
AA-
AAA
AA-

% of Total Municipal Portfolio
% of Total Investment Portfolio
1Of the $34.3 million in state and local Texas general obligation bonds, $17.2 million represents investments in Texas Permanent School Fund bonds, which are 
considered to have lower risk as a result of the bond guarantee programs that support these bonds. 

 100 %
 15 %

 20 %
 3 %

 80 %
 12 %

Special revenue fixed income securities of municipalities (referred to as “special revenue bonds”) represented 12% of our total 
invested assets at December 31, 2021.  These securities generally do not have the “full faith and credit” backing of the 
municipal or state governments, like general obligation bonds, but special revenue bonds have a dedicated revenue stream for 
repayment.  For our special revenue bonds, 65% of the dedicated revenue stream is comprised of the following:  (i) essential 
services (52%), which is comprised of transportation, water and sewer, and electric; and (ii) education (13%), which includes 
school districts and higher education, including state-wide university systems.  Because of the quality of these dedicated 
revenue streams, we believe our special revenue bond portfolio is appropriate for the current environment.

Corporate Securities
Our corporate securities represented 32% of our invested assets at December 31, 2021.  For investment-grade corporate bonds, 
we address the risk of an individual issuer's default by maintaining a diverse portfolio of holdings.  The primary risk related to 
non-investment grade corporate bonds is credit risk.  A weak financial profile can lead to credit rating downgrades, which can 
put further downward pressure on bond prices.  Valuations on these bonds are related more directly to underlying operating 
performance than to general interest rates.  Our holdings of non-investment grade corporate bonds, which typically exhibit 
weaker credit profiles and are subject to more risk of credit loss, represent 2% of our overall investment portfolio.

66

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The tables below provide details on our corporate bond holdings at December 31, 2021 and 2020:

December 31, 2021

($ in millions)
Investment grade
Non-investment grade

Total corporate securities

December 31, 2020

($ in millions)
Investment grade
Non-investment grade

Total corporate securities

Fair
Value

Carry
Value

2,424.8 
174.6 
2,599.4 

2,424.3 
174.6 
2,598.9 

Fair
Value

Carry
Value

2,109.2 
232.1 
2,341.3 

2,108.3 
232.1 
2,340.4 

$ 

$ 

$ 

$ 

Net 
Unrealized/
Unrecognized
Gain (Loss)

100.0 
2.5 
102.5 

Net 
Unrealized/
Unrecognized
Gain (Loss)

173.8 
5.7 
179.5 

Weighted 
Average
Credit
Quality
 A- 
 B+ 
BBB+

Weighted 
Average
Credit
Quality
A-
B+
BBB+

The following tables provide the sector composition of this portfolio at December 31, 2021 and 2020:

($ in millions)
Financials
Consumer non-cyclicals
Communications
Utilities
Consumer cyclicals
Technology
Energy
Bank loans
Basic materials
Other industrials
Other

Total corporate securities

December 31, 2021

Weighted 
Average Credit 
Rating
A-
BBB+
A-
A-
BBB
BBB+
BBB
B
BBB-
BBB
BBB+
BBB+

Fair Value

1,286.9 
242.8
133.3
123.7
101.6
95.6
94.2
57.3
33.0
242.4
188.6 
2,599.4 

% of Fixed 
Income 
Securities

Fair Value

 19 % $ 
 4 
 2 
 2 
 1 
 1 
 1 
 1 
 1 
 4 
 3 
 39 

1,048.5 
281.3
150.2
76.4
144.5
109.0
100.5
71.4
40.0
204.9
114.6
2,341.3 

December 31, 2020
Weighted 
Average Credit 
Rating
A-
BBB+
BBB+
BBB+
BBB-
BBB+
BBB
B
BBB-
BBB
BBB+
BBB+

% of Fixed 
Income 
Securities

 16 %
 4 
 2 
 1 
 2 
 2 
 2 
 1 
 1 
 3 
 2 
 36 

As illustrated in the table above, within our allocation to corporate securities, financials is our most significant industry 
concentration at 19% of our fixed income securities portfolio at December 31, 2021.  These holdings represented 16% of our 
total investment portfolio.  The corporate securities portfolio allocation to financials is well-diversified by issuer and has a 
weighted average credit rating of “A-.”  No individual issuer comprised more than 1% of our fixed income securities portfolio 
at December 31, 2021.

MBS (RMBS and CMBS Portfolios)
MBS represent our most significant exposure to real estate.  Further breakdown of this exposure is provided in the table above 
that shows details on the credit quality of our invested assets.  Agency RMBS represented 84% of our RMBS allocation, and 
8% of our total invested assets, as of December 31, 2021.  These securities are rated “AAA" and had an unrealized gain of 
approximately $20 million as of December 31, 2021.

To manage and mitigate exposure on our RMBS and CMBS portfolios, we perform analyses both at the time of purchase and as 
part of the ongoing portfolio evaluation.  These analyses includes review of loan-to-value ratios, geographic spread of the assets 
securing the bond, delinquencies in payments on the underlying mortgages, gains/losses on sales, evaluations of projected cash 
flows, as well as other information that aids in determination of the health of the underlying assets.  We consider the overall 
credit environment, economic conditions, the investment's total projected return, and overall portfolio asset allocation in 
deciding to purchase or sell these securities.

CLO and Other ABS Portfolio
For CLO and other ABS, the primary risk is credit risk.  We manage this risk by evaluating a number of factors, including the 
deal's structure, the credit quality of underlying loans or assets, the composition of the underlying portfolio, and the portfolio 
manager's track record and capabilities.  We monitor key performance metrics, including over-collateralization, interest 
coverage, and cash flows, on an on-going basis.  We consider the overall credit environment, economic conditions, the 

67

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
investment's total projected return, and overall portfolio asset allocation in our deciding to purchase or sell CLO and other ABS.  
Other ABS includes structured note obligations and securities collateralized by loans and other financial assets, including, 
without limitation, auto loans, credit card receivables, equipment leases, and student loans.

The tables below provide details on our CLO and other ABS holdings at December 31, 2021, and December 31, 2020:

December 31, 2021

($ in millions)
Investment grade:

CLO
Other ABS

Total investment grade

Non-investment grade:

CLO
Other ABS

Total non-investment grade
Total CLO and other ABS

December 31, 2020

($ in millions)
Investment grade:

CLO
Other ABS

Total investment grade

Non-investment grade:

CLO
Other ABS

Total non-investment grade
Total CLO and other ABS

Fair
Value

Carry
Value

Net 
Unrealized/
Unrecognized
Gain (Loss)

Weighted 
Average
Credit
Quality

788.6 
475.9 
1,264.5 

69.8 
16.5 
86.3 
1,350.8 

788.6 
475.9 
1,264.5 

69.8 
16.5 
86.3 
1,350.8 

2.6 
5.9 
8.5 

(0.3) 
(0.2) 
(0.5) 
8.0 

 AA+ 
 A+ 
 AA 

B
CCC+
B
AA-

Fair
Value

Carry
Value

Net 
Unrealized/
Unrecognized
Gain (Loss)

Weighted 
Average
Credit
Quality

611.6 
351.9 
963.5 

49.2 
13.9 
63.1 
1,026.6 

611.6 
351.9 
963.5 

49.2 
13.9 
63.1 
1,026.6 

4.1 
10.4 
14.5 

(2.3) 
0.1 
(2.2) 
12.3 

AA+
A+
AA

BB-
B
BB-
AA-

$ 

$ 

$ 

$ 

Within our CLO and other ABS portfolio, the allocation to CLOs represents 11% of our total invested assets as of December 
31, 2021.  Investment grade CLOs accounted for the majority of this portfolio at 10% of invested assets, while non-investment 
grade CLOs represented only 1% of invested assets.  The CLO portfolio is well diversified by issuer, manager, vintage year, 
and underlying corporate borrowers and sectors.   No individual CLO comprises more than 1% of our fixed income securities 
portfolio at December 31, 2021, and this portfolio has an average credit quality of AA-.   

Equity Price Risk
Our equity securities portfolio is exposed to risk from potential volatility in equity market prices.  We attempt to minimize 
equity price risk exposure by maintaining a diversified portfolio and limiting concentrations in any one company or industry.  
The following table presents the hypothetical increases and decreases in 10% increments in market value of the equity portfolio 
as of December 31, 2021:

($ in thousands)
Fair value of equity securities portfolio
Fair value change

(30)%

(20)%

$ 

234,876 
(100,661) 

268,430 
(67,107) 

Change in Equity Values in Percent
10%
0%
(10)%
369,090 
335,537 
33,554 

301,983 
(33,554) 

20%
402,644 
67,107 

30%
436,198 
100,661 

In addition to our equity securities, we invest in certain other investments that are also subject to price risk.  Our other 
investments primarily include alternative investments in private limited partnerships that invest in various strategies such as 
private equity, direct lending, mezzanine financing, distressed debt, infrastructure, and real estate.  As of December 31, 2021, 
other investments represented 5% of our total invested assets and 14% of our stockholders’ equity.  These investments are 
subject to the risks arising from the fact that their valuation is inherently subjective.  The general partner of each of these 
partnerships usually reports the change in the value of the interests in the partnership on a one quarter lag because of the nature 
of the underlying assets or liabilities.  Since these partnerships' underlying investments consist primarily of assets or liabilities 
for which there are no quoted prices in active markets for the same or similar assets, the valuation of interests in these 
partnerships are subject to a higher level of subjectivity and unobservable inputs than substantially all of our other invested 

68

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
assets.  Each of these general partners is required to determine the partnerships' value by the price obtainable for the sale of the 
interest at the time of determination.  Valuations based on unobservable inputs are subject to greater scrutiny and 
reconsideration from one reporting period to the next, and therefore, may be subject to significant fluctuations, which could 
lead to significant decreases from one reporting period to the next.  As we record our investments in these various partnerships 
under the equity method of accounting, any decreases in the valuation of these investments would negatively impact our results 
of operations.  For additional information regarding these alternative investment strategies, see Note 5. “Investments” in Item 8. 
“Financial Statements and Supplementary Data.” of this Form 10-K.

Liquidity Risk
As a property and casualty insurer, we meet our liquidity needs generally through the cash flow provided by our on-going 
operations, as premium collections and investment income generated from our portfolio provide a significant flow of cash to 
support policyholder claims and other payment obligations.  Additionally, we purchase substantial reinsurance at low retention 
levels to mitigate exposure to significant loss events and we have access to various borrowing facilities if the need to raise 
capital were to arise.  See the "Liquidity and Capital Resources" section in Item 7. "Management's Discussion and Analysis of 
Financial Condition and Results of Operations" of this Form 10-K for additional information regarding our available borrowing 
capacity.  In addition to this, we monitor our investment portfolio's liquidity profile to ensure it meets our operational liquidity 
needs.  The liquidity characteristics of our portfolio are illustrated below:

Asset Category
Highly-liquid assets
Generally liquid assets, may become less liquid with market stress1
Generally illiquid assets2 
Total
1These exposures are concentrated within CMBS and CLO and other ABS.
2These exposures include our alternative investments and other non-publicly traded securities.

Percentage of 
Invested Assets

63  %
30 
7 
100  %

Indebtedness
(a) Long-Term Debt
As of December 31, 2021, we had outstanding long-term debt of $506.1 million that matures as shown in the following table: 

($ in thousands)
Financial liabilities
Long-term debt

3.03% Borrowings from FHLBI
7.25% Senior Notes
6.70% Senior Notes
5.375% Senior Notes
Subtotal
Unamortized debt issuance costs

     Finance lease obligations

Total notes payable

Year of
Maturity

Carrying
Amount

Fair
Value

2021

2026
2034
2035
2049

60,000 
49,917 
99,520 
294,330 
503,767 
(3,167) 
5,450 
506,050 

$ 

64,126 
63,719 
127,574 
395,652 
651,071 

The weighted average effective interest rate for our outstanding long-term debt was 5.5% at December 31, 2021.  Our debt is 
not exposed to material changes in interest rates because the interest rates are fixed. 

(b) Short-Term Debt
On December 20, 2019, the Parent entered into a Credit Agreement (the "Line of Credit") with the lenders named therein (the 
“Lenders”) and the Bank of Montreal, Chicago Branch, as Administrative Agent.  Under the Line of Credit, the Lenders have 
agreed to provide the Parent with a $50 million revolving credit facility that can be increased to $125 million with the Lenders' 
consent.  The Line of Credit will mature on December 20, 2022 and has a variable interest rate based on, among other factors, 
the Parent’s debt ratings.  For additional information regarding the Line of Credit agreement and corresponding representations, 
warranties, and covenants, refer to Note 11. “Indebtedness” in Item 8. “Financial Statements and Supplementary Data.” of this 
Form 10-K.

69

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Item 8. Financial Statements and Supplementary Data.

Report of Independent Registered Public Accounting Firm

To the Stockholders and Board of Directors
Selective Insurance Group, Inc.:

Opinion on the Consolidated Financial Statements

We have audited the accompanying consolidated balance sheets of Selective Insurance Group, Inc. and subsidiaries (the 
Company) as of December 31, 2021 and December 31, 2020, the related consolidated statements of income, comprehensive 
income, stockholders’ equity, and cash flows for each of the years in the three‑year period ended December 31, 2021, and the 
related notes and financial statement schedules I to V (collectively, the consolidated financial statements).  In our opinion, the 
consolidated financial statements present fairly, in all material respects, the financial position of the Company as of 
December 31, 2021 and December 31, 2020, and the results of its operations and its cash flows for each of the years in the 
three-year period ended December 31, 2021, in conformity with U.S. generally accepted accounting principles.

We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) 
(PCAOB), the Company's internal control over financial reporting as of December 31, 2021, based on criteria established in 
Internal Control – Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway 
Commission, and our report dated February 11, 2022 expressed an unqualified opinion on the effectiveness of the Company’s 
internal control over financial reporting.

Basis for Opinion

These consolidated financial statements are the responsibility of the Company’s management.  Our responsibility is to express 
an opinion on these consolidated financial statements based on our audits.  We are a public accounting firm registered with the 
PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and 
the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.

We conducted our audits in accordance with the standards of the PCAOB.  Those standards require that we plan and perform 
the audit to obtain reasonable assurance about whether the consolidated financial statements are free of material misstatement, 
whether due to error or fraud.

Our audits included performing procedures to assess the risks of material misstatement of the consolidated financial statements, 
whether due to error or fraud, and performing procedures that respond to those risks.  Such procedures included examining, on 
a test basis, evidence regarding the amounts and disclosures in the consolidated financial statements.  Our audits also included 
evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall 
presentation of the consolidated financial statements.  We believe that our audits provide a reasonable basis for our opinion.

Critical Audit Matter

The critical audit matter communicated below is a matter arising from the current period audit of the consolidated financial 
statements that was communicated or required to be communicated to the audit committee and that: (1) relates to accounts or 
disclosures that are material to the consolidated financial statements and (2) involved our especially challenging, subjective, or 
complex judgments.  The communication of a critical audit matter does not alter in any way our opinion on the consolidated 
financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate 
opinion on the critical audit matter or on the accounts or disclosures to which it relates.

Estimate of reserve for loss and loss expense 
As discussed in Notes 2 and 10 to the consolidated financial statements, the Company estimates the reserve for loss and 
loss expense (reserves) through an internal reserve review that relies upon methods consistent with actuarial standards of 
practice supplemented with other internal and external information.  The Company develops reserve estimates by line of 
business and, as experience emerges and other information develops, the reserve estimates are assessed in aggregate and 
adjusted as necessary.  As of December 31, 2021, the Company recorded a liability of $4.58 billion for reserves.

70

 
 
 
We identified the evaluation of the estimate of reserves for loss and loss expense as a critical audit matter.  The process to 
evaluate the Company’s estimate of reserves involved a high degree of subjective auditor judgment due to the inherent 
uncertainties in adjusting past experience for current development and anticipating trends for predicting future events. 
These uncertainties may be affected by a number of considerations, including internal factors, such as changes to 
underwriting practices, claim practices, and claim experience; as well as external factors, such as economic conditions, 
legislative enactments, judicial decisions, and social trends.  Evaluating the impact of these factors on the estimate of 
reserves also required specialized actuarial skills and knowledge.

The following are the primary procedures we performed to address this critical audit matter.  With the involvement of 
actuarial professionals, when appropriate, we evaluated the design and tested the operating effectiveness of certain internal 
controls related to the Company’s internal reserve review and determination of the Company’s best estimate of recorded 
reserves.  We also involved actuarial professionals with specialized skills and knowledge, who assisted in:

•

•

•

•

evaluating the Company’s actuarial methods by comparing them to methods consistent with actuarial standards of 
practice
developing an independent estimate of reserves for certain lines of business using methods consistent with actuarial 
standards of practice
for certain other lines of business, assessing the Company's internal reserve review by evaluating the assumptions and 
actuarial methods used
developing a consolidated range of reserves and comparing it to the Company's recorded reserves assessing movement 
of the Company’s recorded reserves within the consolidated range of reserves.

We have served as the Company's auditor since 1964.

New York, New York
February 11, 2022 

/s/ KPMG LLP

71

Consolidated Balance Sheets
December 31,
($ in thousands, except share amounts)
ASSETS
Investments:
Fixed income securities, held-to-maturity – at carrying value  (fair value:  $29,460 – 2021; $18,001 – 2020)

$ 

Less allowance for credit losses

Fixed income securities, held-to-maturity, net of allowance for credit losses

Fixed income securities, available-for-sale – at fair value 
  (allowance for credit losses: $9,724 – 2021; $3,969 – 2020; amortized cost: $6,490,753 – 2021; 
$6,073,517 – 2020)
Commercial mortgage loans – at carrying value (fair value: $97,598 – 2021; $47,289 – 2020)

Less: allowance for credit losses

Commercial mortgage loans, net of allowance for credit losses
Equity securities – at fair value   (cost:  $308,840 – 2021; $301,551 – 2020)
Short-term investments
Other investments

Total investments (Notes 5 and 7)

Cash
Restricted cash
Accrued investment income
Premiums receivable

Less: allowance for credit losses (Note 8)

Premiums receivable, net of allowance for credit losses

Reinsurance recoverable

Less: allowance for credit losses (Note 9)

Reinsurance recoverable, net of allowance for credit losses

Prepaid reinsurance premiums (Note 9)
Current federal income tax (Note 14)
Property and equipment – at cost, net of accumulated
  depreciation and amortization of:  $253,427 – 2021; $240,150 – 2020
Deferred policy acquisition costs (Note 2)
Goodwill (Note 12)
Other assets

Total assets

LIABILITIES AND STOCKHOLDERS’ EQUITY
Liabilities:
Reserve for loss and loss expense (Note 10)
Unearned premiums
Long-term debt (Note 11)
Current federal income tax (Note 14)
Deferred federal income tax (Note 14)
Accrued salaries and benefits
Other liabilities

Total liabilities

Stockholders’ Equity:
Preferred stock of $0 par value per share (Note 17):

Authorized shares: 5,000,000; Issued shares: 8,000 with $25,000 liquidation preference per share – 2021 
and 2020

Common stock of $2 par value per share:
  Authorized shares 360,000,000
  Issued:  104,450,916 – 2021; 104,032,912 – 2020
Additional paid-in capital
Retained earnings
Accumulated other comprehensive income (Note 6)
Treasury stock – at cost (shares:  44,266,534 – 2021; 44,127,109 – 2020)

Total stockholders’ equity

Commitments and contingencies (Notes 19 and 20)

Total liabilities and stockholders’ equity

See accompanying Notes to Consolidated Financial Statements.

72

$ 

$ 

$ 

$ 

2021

2020

28,850 
(65) 
28,785 

6,709,976 
95,795 
— 
95,795 
335,537 
447,863 
409,032 
8,026,988 
455 
44,608 
48,247 
958,787 
(13,600) 
945,187 
601,668 
(1,600) 
600,068 
183,007 
772 

82,053 
326,915 
7,849 
195,240 
10,461,389 

4,580,903 
1,803,207 
506,050 
— 
13,413 
121,057 
453,874 
7,478,504 

16,846 
(22) 
16,824 

6,455,928 
46,306 
— 
46,306 
310,367 
409,852 
266,322 
7,505,599 
394 
14,837 
45,004 
857,014 
(21,000) 
836,014 
589,269 
(1,777) 
587,492 
170,531 
— 

77,696 
288,578 
7,849 
153,919 
9,687,913 

4,260,355 
1,618,271 
550,743 
14,021 
27,096 
114,868 
363,670 
6,949,024 

200,000 

200,000 

208,902 
464,347 
2,603,472 
115,099 
(608,935) 
2,982,885 

208,066 
438,985 
2,271,537 
220,186 
(599,885) 
2,738,889 

$ 

10,461,389 

9,687,913 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Consolidated Statements of Income

December 31,

($ in thousands, except per share amounts)

Revenues:

Net premiums earned

Net investment income earned

Net realized and unrealized investment gains (losses)

Other income

Total revenues

Expenses:

Loss and loss expense incurred

Amortization of deferred policy acquisition costs

Other insurance expenses

Interest expense

Corporate expenses

Total expenses

2021

2020

2019

$ 

3,017,253 

326,589 

17,599 

17,723 

2,681,814 

227,107 

(4,217) 

17,570 

2,597,171 

222,543 

14,422 

12,355 

3,379,164 

2,922,274 

2,846,491 

1,813,984 

1,635,823 

1,551,491 

626,469 

375,931 

29,165 

28,305 

560,271 

366,941 

30,839 

25,412 

535,973 

358,069 

33,668 

30,900 

2,873,854 

2,619,286 

2,510,101 

Income before federal income tax

505,310 

302,988 

336,390 

Federal income tax expense:

Current

Deferred

Total federal income tax expense 

Net income

Preferred stock dividends

Net income available to common stockholders

Earnings per common share:

Net income available to common stockholders - Basic

Net income available to common stockholders - Diluted

See accompanying Notes to Consolidated Financial Statements.

87,335 

14,138 

101,473 

60,059 

(3,426) 

56,633 

60,640 

4,127 

64,767 

$ 

403,837 

246,355 

271,623 

9,353 

— 

— 

394,484 

246,355 

271,623 

6.55 

6.50 

4.12 

4.09 

4.57 

4.53 

$ 

$ 

$ 

73

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Consolidated Statements of Comprehensive Income

December 31,

($ in thousands)

Net income

2021

2020

2019

$ 

403,837 

246,355 

271,623 

Other comprehensive (loss) income ("OCI"), net of tax:

Unrealized (losses) gains on investment securities:

Unrealized holding (losses) gains arising during year

Unrealized losses on securities with credit loss recognized in earnings

  Amounts reclassified into net income:

Held-to-maturity securities

Net realized (gains) losses on disposals and losses on intent-to-sell available-for-sale 
("AFS") securities

Credit loss expense

(119,598) 

(7,159) 

133,104 

(6,459) 

168,021 

— 

(9) 

(3,022) 

5,418 

(19) 

4,247 

3,984 

(46) 

530 

— 

Total unrealized (losses) gains on investment securities

(124,370) 

134,857 

168,505 

Defined benefit pension and post-retirement plans:

Net actuarial gain (loss)

Amounts reclassified into net income:

Net actuarial loss

  Total defined benefit pension and post-retirement plans

Other comprehensive (loss) income

Comprehensive income 

See accompanying Notes to Consolidated Financial Statements.

17,093 

1,197 

(10,898) 

2,190 

19,283 

(105,087) 

$ 

298,750 

2,382 

3,579 

138,436 

384,791 

2,099 

(8,799) 

159,706 

431,329 

74

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Consolidated Statements of Stockholders’ Equity
December 31,
($ in thousands, except share and per share amounts)
Preferred stock:
Beginning of year
Issuance of preferred stock
End of year

Common stock:
Beginning of year
Dividend reinvestment plan
Stock purchase and compensation plans
End of year

Additional paid-in capital:
Beginning of year
Dividend reinvestment plan
Preferred stock issuance costs
Stock purchase and compensation plans
End of year

Retained earnings:
Beginning of year, as previously reported
Cumulative effect adjustment due to adoption of lease guidance, net of tax
Cumulative effect adjustment due to adoption of guidance on allowance for credit losses, net of tax
Balance at beginning of year, as adjusted
Net income
Dividends to preferred stockholders
Dividends to common stockholders 
End of year

Accumulated other comprehensive income:
Beginning of year
Other comprehensive (loss) income
End of year

Treasury stock:
Beginning of year
Acquisition of treasury stock - share repurchase authorization
Acquisition of treasury stock - shares acquired related to employee share-based compensation plans
End of year

Total stockholders’ equity

Dividends declared per preferred share
Dividends declared per common share

Preferred stock, shares outstanding:
Beginning of year
Issuance of preferred stock
End of year

2021

2020

2019

$ 

200,000 
— 
200,000 

208,066 
46 
790 
208,902 

438,985 
1,707 
— 
23,655 
464,347 

2,271,537 
— 
— 
2,271,537 
403,837 
(9,353) 
(62,549) 
2,603,472 

220,186 
(105,087) 
115,099 

(599,885) 
(3,404) 
(5,646) 
(608,935) 

— 
200,000 
200,000 

206,968 
58 
1,040 
208,066 

418,521 
1,645 
(5,416) 
24,235 
438,985 

2,080,529 
— 
1,435 
2,081,964 
246,355 
— 
(56,782) 
2,271,537 

81,750 
138,436 
220,186 

(592,832) 
— 
(7,053) 
(599,885) 

— 
— 
— 

205,697 
44 
1,227 
206,968 

390,315 
1,510 
— 
26,696 
418,521 

1,858,414 
342 
— 
1,858,756 
271,623 
— 
(49,850) 
2,080,529 

(77,956) 
159,706 
81,750 

(584,668) 
— 
(8,164) 
(592,832) 

$ 

$ 
$ 

2,982,885 

2,738,889 

2,194,936 

1,169.17 
1.03 

8,000 
— 
8,000 

— 
0.94 

— 
8,000 
8,000 

— 
0.83 

— 
— 
— 

Common stock, shares outstanding:
Beginning of year
Dividend reinvestment plan
Stock purchase and compensation plan
Acquisition of treasury stock - share repurchase authorization
Acquisition of treasury stock - shares acquired related to employee share-based compensation plans
End of year

59,905,803 
22,986 
395,018 
(52,781) 
(86,644) 
60,184,382 

59,461,153 
28,890 
519,863 
— 
(104,103) 
59,905,803 

58,948,554 
22,087 
613,678 
— 
(123,166) 
59,461,153 

See accompanying Notes to Consolidated Financial Statements.

75

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Consolidated Statements of Cash Flows

December 31,

($ in thousands)
Operating Activities
Net income

Adjustments to reconcile net income to net cash provided by operating activities:
Depreciation and amortization
Stock-based compensation expense
Undistributed gains of equity method investments
Distributions in excess of current year income of equity method investments
Net realized and unrealized (gains) losses
Loss on disposal of fixed assets

Changes in assets and liabilities:
Increase in reserve for loss and loss expense, net of reinsurance recoverable
Increase in unearned premiums, net of prepaid reinsurance
(Increase) decrease in net federal income taxes
Increase in premiums receivable
Increase in deferred policy acquisition costs
Increase in accrued investment income
Increase (decrease) in accrued salaries and benefits
Increase in other assets
Increase in other liabilities
Net cash provided by operating activities

Investing Activities
Purchase of fixed income securities, held-to-maturity
Purchase of fixed income securities, available-for-sale
Purchase of commercial mortgage loans
Purchase of equity securities
Purchase of other investments
Purchase of short-term investments
Sale of fixed income securities, available-for-sale
Proceeds from commercial mortgage loans
Sale of short-term investments
Redemption and maturities of fixed income securities, held-to-maturity
Redemption and maturities of fixed income securities, available-for-sale
Sale of equity securities
Sale of other investments
Distributions from other investments
Fixed asset disposals
Purchase of property and equipment
Net cash used in investing activities

Financing Activities
Dividends to preferred stockholders
Dividends to common stockholders
Acquisition of treasury stock
Net proceeds from stock purchase and compensation plans
Preferred stock issued, net of issuance costs
Proceeds from borrowings
Repayment of borrowings
Repayment of finance lease obligations
Net cash (used in) provided by financing activities
Net increase (decrease) in cash and restricted cash
Cash and restricted cash, beginning of year
Cash and restricted cash, end of year

See accompanying Notes to Consolidated Financial Statements.

$ 

76

2021

2020

2019

$ 

403,837 

246,355 

271,623 

55,109 
15,893 
(69,873) 
2,910 
(17,599) 
50 

307,972 
172,460 
(542) 
(109,173) 
(38,337) 
(3,243) 
7,216 
(33,379) 
78,121 
771,422 

(16,250) 
(2,165,555) 
(50,204) 
(88,640) 
(85,044) 
(4,345,140) 
502,911 
714 
4,306,684 
4,192 
1,217,555 
99,235 
5,428 
17,497 
— 
(22,163) 
(618,780) 

(9,353) 
(60,136) 
(9,050) 
7,976 
(479) 
— 
(50,000) 
(1,768) 
(122,810) 
29,832 
15,231 
45,063 

59,350 
16,227 
(12,408) 
3,472 
4,217 
22 

181,839 
91,278 
7,708 
(13,171) 
(17,392) 
(158) 
(13,264) 
(27,927) 
27,897 
554,045 

— 
(1,723,818) 
(46,506) 
(230,813) 
(79,598) 
(5,762,725) 
487,087 
201 
5,635,463 
3,888 
1,019,132 
1,320 
5,375 
24,884 
— 
(22,064) 
(688,174) 

— 
(54,486) 
(7,053) 
8,411 
195,063 
587,000 
(587,000) 
(550) 
141,385 
7,256 
7,975 
15,231 

55,205 
19,077 
(12,773) 
2,807 
(14,422) 
42 

149,232 
82,253 
7,721 
(53,383) 
(18,574) 
(3,226) 
(3,748) 
(39,337) 
34,998 
477,495 

— 
(1,856,125) 
— 
(46,397) 
(64,908) 
(6,087,909) 
594,743 
— 
6,129,885 
16,149 
626,686 
137,294 
17,964 
19,972 
9 
(30,986) 
(543,623) 

— 
(47,675) 
(8,164) 
8,243 
— 
355,757 
(250,000) 
(977) 
57,184 
(8,944) 
16,919 
7,975 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Notes to Consolidated Financial Statements

Note 1. Organization
Selective Insurance Group, Inc., through its subsidiaries, (collectively referred to as “we,” “us,” or “our”) offers standard 
commercial, standard personal, and excess and surplus ("E&S") lines property and casualty insurance products.  Selective 
Insurance Group, Inc. (referred to as the “Parent”) was incorporated in New Jersey in 1977 and its corporate headquarters is 
located in Branchville, New Jersey.  The Parent’s common and preferred stock are publicly traded on the Nasdaq Global Select 
Market under the symbols “SIGI” and "SIGIP," respectively.  We have provided a glossary of terms as Exhibit 99.1 to this 
Form 10-K, which defines certain industry-specific and other terms that are used in this Form 10-K.

We classify our business into four reportable segments, which are as follows:

•

•

•

•

Standard Commercial Lines – comprised of property and casualty insurance products and services provided in the 
standard marketplace to commercial enterprises, which are typically businesses, non-profit organizations, and local 
government agencies.

Standard Personal Lines – comprised of property and casualty insurance products and services, including flood 
insurance coverage, provided primarily to individuals acquiring coverage in the standard marketplace.

E&S Lines – comprised of property and casualty insurance products and services provided to customers who are 
unable to obtain coverage in the standard marketplace.

Investments – invests the premiums collected by our insurance operations, as well as amounts generated through our 
capital management strategies, which may include the issuance of debt and equity securities.

Note 2. Summary of Significant Accounting Policies
(a) Principles of Consolidation
The accompanying consolidated financial statements (“Financial Statements”) include the accounts of the Parent and its 
subsidiaries, and have been prepared in conformity with:  (i) United States ("U.S.") generally accepted accounting principles 
("GAAP"); and (ii) the rules and regulations of the U.S. Securities and Exchange Commission (“SEC”).  All significant 
intercompany accounts and transactions are eliminated in consolidation.

(b) Use of Estimates
The preparation of our Financial Statements in conformity with GAAP requires management to make estimates and 
assumptions that affect the reported financial statement balances, as well as the disclosure of contingent assets and liabilities.  
Actual results could differ from those estimates.

(c) Investments

Portfolio Composition and Presentation in the Consolidated Balance Sheet
Our investment portfolio is primarily comprised of fixed income investments.  We also hold commercial mortgage loans 
("CMLs"), equity securities, short-term investments, and other investments.  A description of our portfolio holdings, and the 
related presentation in our Consolidated Balance Sheet, is provided below.

Fixed Income Investments
Our fixed income investments include our fixed income securities portfolio and our CML portfolio. 

Fixed Income Securities
We hold the following types of securities in our fixed income securities portfolio:

•
•
•
•

•
•
•

U.S. government and government agency obligations;
Foreign government obligations;
Obligations of states and political subdivisions, including special revenue and general obligation bonds;
Corporate securities, which may include investment grade and below investment grade bonds, bank loan investments, 
redeemable preferred stock, and non-redeemable preferred stock with certain debt-like characteristics;
Collateralized loan obligations ("CLOs") and other asset-backed securities ("ABS");
Residential mortgage-backed securities ("RMBS"); and 
Commercial mortgage-backed securities ("CMBS"). 

77

 
 
We have designated substantially all of the holdings in our fixed income securities as available-for-sale ("AFS").  These 
securities are reported at fair value in our Consolidated Balance Sheet.  The after-tax difference between fair value and cost or 
amortized cost is reflected in stockholders’ equity as a component of accumulated other comprehensive income (loss) 
("AOCI").

The amortized cost of fixed income securities is adjusted for the amortization of premiums and the accretion of discounts over 
the expected life of the security using the effective yield method.  Callable debt securities held at a premium are amortized to 
the earliest call date.  Premiums and discounts arising from the purchase of RMBS, CMBS, CLO and other ABS are amortized 
over the expected life of the security based on future principal payments, giving additional consideration to prepayments.  
These prepayments are estimated based on historical and projected cash flows.  Prepayment assumptions are reviewed quarterly 
and adjusted to reflect actual prepayments and changes in expectations.  Future amortization of any premium and/or discount is 
adjusted to reflect the revised assumptions.    

Accrued interest on our fixed income securities is recorded as a component of “Accrued investment income” on our 
Consolidated Balance Sheet.  If accrued interest is due but not paid within 90 days, we reverse the delinquent amount and 
record this reversal through earnings as a component of “Net investment income earned” on our Consolidated Statement of 
Income.  

CMLs
CMLs are loans secured by commercial property, such as an office building, multi-family apartment complex, industrial 
warehouse, or shopping center.  We may acquire investments in CMLs through (i) direct originations under a loan syndication 
arrangement or (ii) a marketplace purchase.  We record our investment in CMLs on the settlement date of the loan.  Our CMLs 
are classified as held-for-investment and reported at amortized cost, net of any allowance for credit losses ("ACL"), on our 
Consolidated Balance Sheet.  Interest is recorded using the effective yield method and accrued interest on our CMLs is recorded 
as a component of “Accrued investment income” on our Consolidated Balance Sheet.

Other Portfolio Holdings
Equity securities may include common and non-redeemable preferred stocks.  Equity securities with readily determinable fair 
values are reported at fair value.  Equity securities without readily determinable fair values are reported at net asset value 
("NAV") as a practical expedient.   

Short-term investments may include money market instruments, savings accounts, commercial paper, and fixed income 
securities purchased with a maturity of less than one year.  We may also enter into reverse repurchase agreements that are 
included in short-term investments.  These repurchase agreements are fully collateralized by high-quality, readily-marketable 
instruments that support the principal amount.  At maturity, we receive principal and interest income on these agreements.  
Short-term investments are generally reported at fair value.  

Other investments are primarily comprised of alternative investments, which are limited partnership investments in private 
equity, private credit, and real estate strategies.  These alternative investments are accounted for using the equity method, with 
income typically recognized on a one-quarter lag.  Because these alternative investments are recorded under the equity method 
of accounting, with the underlying holdings carried at fair value, the valuation and income recognized on these investments may 
be impacted by volatility in the financial markets.  In addition to our alternative investments, our other investment portfolio 
includes Federal Home Loan Bank stock (“FHLB Stock”) and tax credit investments.  The FHLB Stock is reported at cost.  
Accounting for our tax credit investments is dependent on the type of credit we have purchased, as follows:

•
•

Federal low income housing tax credits are accounted for under the proportional amortization method; and 
All other tax credits in our investment portfolio are accounted for using the equity method.  

For federal tax credits accounted for under the equity method, we use the deferral method for recognizing the benefit of the tax 
credit with the related deferred revenue being recognized in our Consolidated Income Statement as a component of "Federal 
income tax expense" proportionately over the life of the investment. 

We categorize distributions from our investments accounted for using the equity method on our Consolidated Statement of 
Cash Flows using the cumulative earnings approach.  Under this approach, distributions received are classified as cash flows 
from operating activities until such time that the cumulative distributions exceed cumulative earnings for the investment.  When 
such an excess occurs, the excess portion of the current period distribution is considered a return of investment and is classified 
as a cash flow from investing activities.

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We evaluate the alternative investments and tax credit investments included in our other investments portfolio to determine 
whether those investments are variable interest entities ("VIEs") and if so, whether consolidation is required.  A VIE is an entity 
that either has equity investors that lack certain essential characteristics of a controlling financial interest or lack sufficient 
funds to finance its own activities without financial support provided by other entities.  We consider several significant factors 
in determining if our investments are VIEs and if we are the primary beneficiary, including whether we have (i) the power to 
direct activities of the VIE, (ii) the ability to remove the decision maker of the VIE, (iii) the ability to participate in making 
decisions that are significant to the VIE, and (iv) the obligation to absorb losses and the right to receive benefits that could 
potentially be significant to the VIE.  We have reviewed our alternative and tax credit investments and have concluded that they 
are VIEs, but that we are not the primary beneficiary and therefore, consolidation is not required.

Presentation in the Consolidated Statement of Income

Net Investment Income Earned
Net investment income earned on our Consolidated Statement of Income includes the following:

•
•
•
•
•

Interest income, as well as amortization and accretion, on fixed income securities;
Interest income on CMLs; 
Dividend income on equity securities;
Interest income on our short-term investments; and
Income recognized on our alternative and other investments accounted for under the equity method of accounting, 
except for federal tax credits, as discussed below.

Income related to federal tax credits (either low income housing tax credits or other federal credits) is recorded in our 
Consolidated Statement of Income as a component of “Federal income tax expense” proportionately over the life of the 
investment.

Net Realized and Unrealized Investment (Losses) Gains
Net realized and unrealized investment gains (losses) on our Consolidated Statement of Income include the following:

•

•
•
•

Realized gains and losses on the disposal of holdings in our investment portfolio, which are determined on the basis of 
the cost of the specific investments sold;
Changes in unrealized gains or losses on our equity securities; 
Losses on investments for which we have the intent to sell, which are discussed further below; and
Net credit loss expense or benefit resulting from changes in the ACL related to our investment portfolio, which is also 
discussed further below.

Losses on securities for which we have the intent to sell and ACL on AFS Fixed Income Securities and Short-Term Investments
We review our fixed income securities in an unrealized loss position to determine (i) if we have the intent to sell the security, or 
(ii) if it is more likely than not we will be required to sell the security before its anticipated recovery.  If we determine that we 
have the intent or likely requirement to sell the security, we write down its amortized cost to its fair value.  In writing down 
amortized cost, any amount previously recorded as an ACL is reversed and any incremental reduction in amortized cost is 
recorded directly to earnings as a component of “Net realized and unrealized investment gains (losses)” on our Consolidated 
Statement of Income. 

When fixed income securities are in an unrealized loss position and we do not record any losses on securities for which we 
intend to sell, we record an ACL for the portion of the unrealized loss due to an expected credit loss.  We estimate expected 
credit losses on fixed income securities by performing a discounted cash flow (“DCF”).  The ACL is equal to the excess of 
amortized cost over the greater of: (i) our estimate of the present value of expected future cash flows, or (ii) fair value.  The 
ACL is recorded as a contra-asset reflected in the carrying value of the investment on the Consolidated Balance Sheet.  The 
initial ACL and any subsequent changes are recorded to earnings as a component of “Net realized and unrealized investment 
gains (losses)” on our Consolidated Statement of Income.  Any remaining unrealized loss is the non-credit amount and is 
recorded in AOCI.  The ACL cannot exceed the unrealized loss of an AFS security and therefore it may fluctuate with changes 
in the fair value of the security.  The ACL is written off against the amortized cost basis in the period in which it is determined 
uncollectible.

Our DCF analyses calculate the present value of expected future cash flows using various models specific to the major security 
types in our portfolio.  These models use security-specific information, as well as reasonable and forecasted macroeconomic 
data, to determine possible expected credit loss scenarios based on projected changes in the economy.  The forecasted economic 
data incorporated into the models is based on the Federal Reserve Board’s annual supervisory stress test review on certain large 

79

banks and financial institutions.  We also have the ability to incorporate internally-developed forecast information into the 
models as we deem appropriate.  The discount rate used in a DCF is one of the following:

•

•
•

The current yield in effect at the reporting date to accrete the beneficial interest for RMBS, CMBS, CLO and other 
ABS that were not of high credit quality at acquisition;
The effective interest rate in effect as of the reporting date for non-fixed rate securities; and
The effective interest rate implicit in the security at the date of acquisition for all other securities.

DCFs may include, but are not necessarily limited to:  (i) generating cash flows for each tranche considering tranche-specific 
data, market data, and other pertinent information, such as the historical performance of the underlying collateral, including net 
operating income generated by underlying properties, conditional default rate assumptions, loan loss severity assumptions, 
consensus projections, prepayment projections, and actual pool and collateral information; (ii) identifying applicable benchmark 
yields; and (iii) applying market-based tranche specific spreads to determine an appropriate yield by incorporating collateral 
performance, tranche-level attributes, trades, bids, and offers.

We do not record a valuation allowance on the accrued interest balance associated with our fixed income securities as we 
reverse delinquent amounts on a timely basis.  We consider a fixed income security to be past due at the time any principal or 
interest payments become 90 days delinquent.

ACL on CMLs
We evaluate our CMLs on a quarterly basis for expected credit losses.  If we hold a CML with a specific credit concern, we 
record an individual ACL on that loan.  For all other CMLs, we record an ACL on the pool of loans based on lifetime expected 
credit losses.  The ACL is recorded as a contra-asset reflected in the carrying value of our CMLs on the Consolidated Balance 
Sheet.  Our initial ACL and any subsequent changes are recorded to earnings as a component of “Net realized and unrealized 
investment gains (losses)” on our Consolidated Statement of Income. 

We utilize a forecasting model to estimate lifetime expected credit losses at a loan level under multiple economic scenarios.  
The scenarios apply reasonable and forecasted macroeconomic data such as unemployment and inflation to project property-
specific operating income and capitalization rates that are used to estimate the value of the future operating income stream.  
This information, coupled with historical data about mortgage loan performance, is used to project the probability of default, 
the amount of loss given a default, and the resulting lifetime expected loss. 

Losses on securities for which we have the intent to sell and Credit Losses on Other Investments
If we determine that we intend to sell a holding in our investment portfolio and the expected proceeds are less than the recorded 
value of the investment, we will record a loss on those securities we intend to sell in earnings as a component of “Net realized 
and unrealized investment gains (losses)” on our Consolidated Statement of Income.  Additionally, we review our alternative 
investment portfolio for potential credit losses through quarterly fund reports and conversations with the general partners of the 
alternative investments concerning the following:
The current investment strategy;
Changes made or future changes to be made to the investment strategy;
Emerging issues that may affect the success of the strategy; and
The appropriateness of the valuation methodology used regarding the underlying investments.

•
•
•
•

Our evaluation for potential credit loss on tax credits and FHLB Stock include a qualitative assessment of credit indicators, 
which include, but are not limited to, the following:

•
•

An adverse development of the expected receipt of remaining tax credits and other tax benefits; and
A significant deterioration in the financial condition or liquidity of the Federal Home Loan Bank.

If we do not intend to sell a security, and we expect a credit loss on a holding in our other investments portfolio, we record a 
charge to earnings as a component of “Net realized and unrealized investment gains (losses)” on our Consolidated Statement of 
Income.

(d) Fair Values of Financial Instruments

Assets
The fair values of our investments are generated using various valuation techniques and are placed into the fair value hierarchy 
considering the following:  (i) the highest priority is given to quoted prices in active markets for identical assets (Level 1); (ii) 
the next highest priority is given to quoted prices in markets that are not active or inputs that are observable either directly or 
indirectly, including quoted prices for similar assets in markets that are not active and other inputs that can be derived 

80

principally from, or corroborated by, observable market data for substantially the full term of the assets (Level 2); and (iii) the 
lowest priority is given to unobservable inputs supported by little or no market activity and that reflect our assumptions about 
the exit price, including assumptions that market participants would use in pricing the asset (Level 3).  An asset’s classification 
within the fair value hierarchy is based on the lowest level of significant input to its valuation. 

The techniques used to value our financial assets are as follows:

Level 1 Pricing

Security Type

Equity Securities;                                                  
U.S. Treasury Notes

Short-Term Investments

Methodology
Equity and U.S. Treasury Note prices are received from an independent pricing service that 
are based on observable market transactions.  We validate these prices against a second 
external pricing service, and if established market value comparison thresholds are breached, 
further analysis is performed to determine the price to be used.
Short-term investments are recorded at fair value.  Given the liquid nature of our short-term 
investments, we generally validate their fair value by way of active trades within 
approximately one week of the financial statement close.

Level 2 Pricing 
We utilize a market approach for our Level 2 securities, using primarily matrix pricing models prepared by external pricing 
services.  Matrix pricing models use mathematical techniques to value fixed income securities by relying on the securities' 
relationship to other benchmark quoted securities, and not relying exclusively on quoted prices for specific securities, as the 
specific securities are not always frequently traded.  As a matter of policy, we consistently use one pricing service as our 
primary source and secondary pricing services if prices are not available from the primary pricing service.  Fixed income 
security pricing is reviewed for reasonableness by (i) comparing our pricing to other third-party pricing services as well as 
benchmark indexed pricing, (ii) comparing fair value fluctuations between months for reasonableness, (iii) reviewing stale 
prices, and (iv) internally reviewing prices for reasonableness if a price from another third-party source is not available.  If 
further analysis is needed, a challenge is sent to the pricing service for review and confirmation of the price.

Further information on our Level 2 asset pricing is included in the following table:

Security Type

Methodology

Corporate Securities including 
preferred stocks classified as 
Fixed Income Securities, and 
U.S. Government and 
Government Agencies

Obligations of States and 
Political Subdivisions

RMBS, CMBS, CLO and other 
ABS

Foreign Government

Evaluations include obtaining relevant trade data, benchmark quotes and spreads, and 
incorporating this information into either spread-based or price-based evaluations as 
determined by the observed market data.  Spread-based evaluations include:  (i) creating a 
range of spreads for relevant maturities of each issuer based on the new issue market, 
secondary trading, and dealer quotes; and (ii) incorporating option adjusted spreads for 
issues that have early redemption features.  Based on the findings in (i) and (ii) above, final 
spreads are derived and added to benchmark curves.  Price-based evaluations include 
matching each issue to its best-known market maker and contacting firms that transact in 
these securities.
Evaluations are based on yield curves that are developed based on factors such as:  (i) 
benchmarks to issues with interest rates near prevailing market rates; (ii) established trading 
spreads over widely-accepted market benchmarks; (iii) yields on new issues; and (iv) market 
information from third-party sources such as reportable trades, broker-dealers, or issuers.
Evaluations are based on a DCF, including:  (i) generating cash flows for each tranche 
considering tranche-specific data, market data, and other pertinent information, such as 
historical performance of the underlying collateral, including net operating income generated 
by the underlying properties, conditional default rate assumptions, loan loss severity 
assumptions, consensus projections, prepayment projections, and actual pool and loan level 
collateral information; (ii) identifying applicable benchmark yields; and (iii) applying 
market-based tranche-specific spreads to determine an appropriate yield by incorporating 
collateral performance, tranche-level attributes, trades, bids, and offers.
Evaluations are performed using a DCF model and by incorporating observed market yields 
of benchmarks as inputs, adjusting for varied maturities.

81

Level 3 Pricing

Security Type
CMLs

Methodology

Evaluations are performed by a third-party and are based on matrix pricing.  For fixed rate 
loans, the matrix process uses a yield build up approach to create a pricing yield, with 
components for base yield, credit quality spread, property type spread, and a weighted average 
life spread.  Floating rate loans are priced with a target quality spread over the swap curve.

In addition to our CML portfolio, certain securities in our AFS fixed income portfolio are priced using unobservable inputs.  
These valuations are primarily based on broker quotes, or they are received from other third-party sources, for which there is a 
lack of transparency as to the inputs used to generate the valuation.  The quantitative detail of these unobservable inputs is 
neither provided to us, nor reasonably available to us.  

Liabilities
The techniques used to value our notes payable are as follows: 

Level 2 Pricing

Security Type
7.25% Senior Notes;                      
6.70% Senior Notes; 
5.375% Senior Notes
Borrowings from Federal Home 
Loan Banks 

Methodology

Based on matrix pricing models prepared by external pricing services.

Evaluations are performed using a DCF model based on current borrowing rates provided by 
the Federal Home Loan Banks that are consistent with the remaining term of the borrowing.

(e) Allowance for Credit Losses on Premiums Receivable
We estimate an ACL on our outstanding premiums receivable balance at each reporting date.  In determining this allowance, we 
use a method that considers the aging of the receivable, based on the effective year of the related policy, along with our 
historical receivable loss experience.  We also contemplate expected macroeconomic conditions over the expected collection 
period, which are short-term in nature because the majority of the balances are collected within two years of policy issuance.  

Changes in our ACL are charged to earnings as credit loss expense or benefit, which is a component of "Other insurance 
expenses" on our Consolidated Statements of Income, with an offsetting ACL recorded as a contra-asset reflected in the 
carrying value of the receivable.  We charge write-offs against the allowance when we determine the account to be uncollectible 
after considering information obtained from our collection efforts.

(f) Share-Based Compensation
Share-based compensation consists of all share-based payment transactions in which an entity acquires goods or services by 
issuing (or offering to issue) its shares, share units, share options, or other equity instruments.  The cost resulting from all share-
based payment transactions are recognized in the Financial Statements based on the fair value of both equity and liability 
awards.  The fair value is measured at grant date for equity awards, whereas the fair value for liability awards are remeasured at 
each reporting period.  The fair value of both equity and liability awards is recognized over the requisite service period.  The 
requisite service period is typically the lesser of the vesting period or the period of time from the grant date to the date of 
retirement eligibility.  The expense recognized for share-based awards, which, in some cases, contain performance criteria, is 
based on the number of shares or units expected to be issued at the end of the performance period.  We repurchase the Parent’s 
stock from our employees in connection with tax withholding obligations, as permitted under our stock-based compensation 
plans.  This activity is disclosed in our Consolidated Statement of Stockholders' Equity.

(g) Reinsurance
The “Reinsurance recoverable” balance on our Consolidated Balance Sheet represents our estimate of amounts that will be 
recovered from reinsurers under our various treaties.  Generally, amounts recoverable from reinsurers are recognized as assets 
at the same time and in a manner consistent with the paid and unpaid losses associated with the reinsured policies.  We would 
consider a recoverable balance from a reinsurer to be past due if payment is not received by the first day following the invoice 
due date.  We require collateral to secure reinsurance recoverable balances primarily from our reinsurance carriers that are not 
authorized, otherwise approved, or certified to do business in one or more of our ten insurance subsidiaries' domiciliary states. 
Our ten insurance subsidiaries are collectively referred to as the "Insurance Subsidiaries."  The collateral received is typically in 
the form of a letter of credit, trust funds, or funds withheld against reinsurance recoverables.

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We estimate an ACL on our outstanding reinsurance recoverable balance at each reporting date.  Credit risk is mitigated to the 
extent we have obtained collateral.  As part of our estimation of the ACL, we reduce the recoverable balance by the amount of 
the collateral.  We then pool the uncollateralized balances by similar risk characteristics, including the financial strength rating 
of the reinsurer, and use a probability-of-default methodology to calculate the allowance.  Historical default rates are sourced 
from AM Best Company ("AM Best") and are coupled with severity assumptions in developing a baseline scenario.  We then 
stress this scenario by incorporating forecasts of industry catastrophe losses and economic factors sourced through third-party 
data providers.  In developing our best estimate of the allowance for credit losses, we consider our outlook as to the probability 
of each of these scenarios occurring.

Changes in our ACL are charged to earnings as credit loss expense, which is a component of “Loss and loss expense incurred” 
on our Consolidated Statement of Income, with an offsetting ACL recorded as a contra-asset reflected in the carrying value of 
the recoverable balance.  We charge write-offs against the ACL when we determine the recoverable balance to be uncollectible 
after considering information obtained from our efforts to collect amounts due or through a review of the financial condition of 
the reinsurer. 

(h) Property and Equipment
Property and equipment used in operations, including certain costs incurred to develop or obtain computer software for internal 
use, are capitalized and recorded at cost less accumulated depreciation.  Depreciation is calculated using the straight-line 
method over the estimated useful lives of the assets.  The following estimated useful lives can be considered as general 
guidelines:

Asset Category

Computer hardware

Computer software

Software licenses

Internally developed software

Furniture and fixtures

Buildings and improvements

Years

to

to

to

3

5

5

5

10

40

3

3

5

We recorded depreciation expense of $24.3 million, $21.5 million, and $18.7 million for 2021, 2020, and 2019, respectively.  

(i)  Deferred Policy Acquisition Costs
Deferred policy acquisition costs are limited to costs directly related to the successful acquisition of insurance contracts.  Costs 
meeting this definition typically include, among other things, sales commissions paid to our distribution partners, premium 
taxes, and the portion of employee salaries and benefits directly related to time spent on acquired contracts.  These costs are 
deferred and amortized over the life of the contracts.

Accounting guidance requires a premium deficiency analysis to be performed at the level an entity acquires, services, and 
measures the profitability of its insurance contracts.  We currently perform three premium deficiency analyses for our insurance 
operations, consistent with our reportable segments of Standard Commercial Lines, Standard Personal Lines, and E&S Lines.  
A combined ratio of over 100% does not necessarily indicate a premium deficiency, as any year's combined ratio includes a 
portion of underwriting expenses that are expensed at policy inception and therefore are not covered by the remaining unearned 
premium.  In addition, investment income is not contemplated in the combined ratio calculation.

There were no premium deficiencies for any of the reported years, as the sum of the anticipated loss and loss expense, 
unamortized acquisition costs, policyholder dividends, and other expenses for each segment did not exceed that segment’s 
related unearned premium and anticipated investment income.  The investment yields assumed in the premium deficiency 
assessment for each reporting period, which were based on our actual average investment yield before tax as of the September 
30 calculation date, were 4.3% for 2021, 3.0% for 2020, and 3.5% for 2019. 

(j) Goodwill
Goodwill results from business acquisitions where the cost of assets and liabilities acquired exceeds the fair value of those 
assets and liabilities.  A quantitative goodwill impairment analysis is performed if our quarterly qualitative analysis indicates 
that it is more likely than not that the fair value of a reporting unit is less than its carrying amount.  Goodwill is allocated to the 
reporting units for purposes of these analyses.  Based on our analysis at December 31, 2021, goodwill was not impaired.

(k) Reserve for Loss and Loss Expense
Reserves for loss and loss expense includes case reserves on reported claims and reserves known as incurred but not reported 
("IBNR") reserves.  Case reserves are estimated on each individual claim, and based on claim-specific facts and circumstances 

83

 
 
 
known at the time.  The case reserves may be adjusted upward or downward as the specific facts and circumstances change.  
IBNR reserves are established at more aggregated levels and include provisions for (i) claims not yet reported, (ii) future 
development on reported claims, (iii) previously closed claims that could be reopened in the future, and (iv) anticipated salvage 
and subrogation recoveries.  

We evaluate our reserves quarterly, through our comprehensive reserve review process and adjustments to recorded reserves are 
made accordingly.  The primary input in evaluating reserve levels is the quarterly reserve review prepared by our internal 
actuaries, which provides comprehensive loss and loss expense projections.  Our reviews are based primarily on our own loss 
experience, organized by line of business.  Where sufficient statistical credibility exists, we may further segment the experience 
by coverage within line, or by geographic area.  Generally accepted actuarial methodologies are applied to these reserve groups 
to produce ultimate loss and loss expense projections.

Typically, we organize our experience by accident year and age, which lends itself to the application of various loss 
development methods.  These methods rely on historical claims reporting and payment patterns to project ultimate loss or 
expense for open accident years.  Consideration is also given to the prior loss estimate, particularly for longer-tailed lines of 
business, and the current accident year.  For the current accident year, this expectation comes from our detailed actuarial 
planning process.  The initial estimate is adjusted over time as actual experience emerges.

These methods require numerous assumptions, such as the selection of loss and loss expense development factors and the 
weight applied to each individual projection method, among others.  Therefore, no single method can be interpreted as 
definitive.  Instead, ultimate loss and loss expenses are selected based on the various methods, considering the strengths and 
weaknesses of each as it applies to the specific line of business and accident year.

Certain liabilities, by their nature, do not lend themselves to loss development methods.  Examples include property 
catastrophes (low frequency/high severity, unique events), latent claims (where losses are incurred over an extended period of 
time), and unallocated loss expenses (loss expenses that cannot be attributed to a specific claim).  Alternate development 
techniques are used for these liabilities, some of which are primarily exposure-based methods.  These methods include 
individual claims reviews, calendar year counts and averages, aggregate benchmark measures, such as paid and incurred 
“survival ratios,” and others.  These approaches often require additional assumptions and a greater amount of professional 
judgment.

The result of the reserve review is a set of ultimate loss and loss expense estimates by line of business, including the current and 
prior accident years.  The selected ultimate losses are separated into their components of claim frequency and severity, along 
with their associated trends, to provide additional insight.  While these ultimate loss and loss expense estimates serve as the 
primary basis for determining the recorded IBNR reserves, other internal and external factors are considered in our overall 
reserve review.  Internal factors include (i) changes to our underwriting and claims practices, (ii) supplemental data on claims 
reporting and settlement trends, (iii) exposure estimates for reported claims, (iv) potential large or complex claims, and (v) 
additional trends observed by claims personnel or defense counsel.  External factors considered include (i) legislative and 
regulatory enactments, (ii) judicial trends and decisions, (iii) social trends, including the impacts of social inflation, and (iv) 
trends in general economic conditions, including the effects of inflation on medical costs, raw materials, and labor.

The combination of IBNR estimates and case reserve estimates on individual claims results in our total reserves for loss and 
loss expense.  These reserves are expected to be sufficient for settling loss and loss expense obligations under our policies on 
unpaid claims, including changes in the (i) volume of business written, (ii) claims frequency and severity, (iii) mix of business, 
(iv) claims processing, and (v) other items that management expects to affect our ultimate settlement of loss and loss expense.  
However, our loss and loss expense reserves are estimates of future events, the outcomes of which are not yet known.  As with 
all estimates, they carry inherent uncertainty, which may be driven by internal factors, such as changes to our claims or 
underwriting operations, or external factors, such as changes in legislative, judicial, economic, or social trends.  Actual 
outcomes are further impacted by inherent randomness, such as the actual number of accidents/incidents, or the occurrence or 
non-occurrence of a single large event.  Because of these uncertainties, it is possible that actual outcomes will differ materially 
from the reserves established.  While this risk cannot be eliminated, we review our reserves quarterly based on the information 
available at that time, and make adjustments to our ultimate loss and loss expense estimates accordingly.  These changes in our 
ultimate loss and loss expense estimates are reflected in the Consolidated Statements of Income for the period in which such 
estimates are changed.  Changes in the liability estimate could be material to the results of operations in future periods.

Loss reserves are estimates, and as such, we also consider a range of possible loss and loss expense reserve estimates.  This 
range is determined at the beginning of each year, using prior year-end data, and reflects the fact that there is no single precise 
method for estimating the required reserves, due to the many factors that may influence the amounts ultimately paid.

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We do not discount to present value that portion of our loss and loss expense reserves expected to be paid in future periods.  
Our loss and loss expense reserves implicitly include anticipated recoveries for salvage and subrogation claims.
Claims are counted at the occurrence, line of business, and policy level.  For example, if a single occurrence (e.g. an automobile 
accident) leads to a claim under an automobile and an associated umbrella policy, they are each counted separately.  
Conversely, multiple claimants under the same occurrence/line/policy would contribute only a single count.  The claim counts 
provided are on a reported basis.  A claim is considered reported when a reserve is established or a payment is made.  
Therefore, claims closed without payment are included in the count as long as there was an associated case reserve at some 
point in its life cycle.

(l) Revenue Recognition
Premiums written are recognized as revenue over the period that coverage is provided using the semi-monthly pro-rata method.  
Unearned premiums and prepaid reinsurance premiums represent that portion of premiums written that are applicable to the 
unexpired terms of policies in force.

The Insurance Subsidiaries' net premiums written (“NPW”) include direct insurance policy writings, plus reinsurance assumed, 
less reinsurance ceded.  The estimated premium on the workers compensation and general liability lines is referred to as audit 
premium.  We estimate this premium, as it is anticipated to be either billed or returned on policies subsequent to expiration 
based on exposure levels (i.e. payroll or sales) when it is reasonably possible to do so based on historical trends adjusted for the 
uncertainty of future economic conditions.  If we determine it is not reasonably possible to estimate this premium, we do not do 
so.  

(m) Dividends to Policyholders
We establish reserves for dividends to policyholders on certain policies, most significantly workers compensation policies.  
These dividends are based on the policyholders' loss experience.  Dividend reserves are established based on past experience, 
adjusted for the effects of current developments and anticipated trends.  The expense for these dividends is recognized over a 
period that begins at policy inception and ends with the payment of the dividend.  We report these dividends within "Other 
insurance expenses" on the Consolidated Statement of Income.  We do not issue policies that entitle the policyholder to 
participate in the statutory earnings or surplus of our Insurance Subsidiaries.

(n) Federal Income Tax
We use the asset and liability method of accounting for income taxes.  Current federal income taxes are recognized for the 
estimated taxes payable or refundable on tax returns for the current year.  Deferred federal income taxes arise from the 
recognition of temporary differences between financial statement carrying amounts and the tax basis of assets and liabilities.  
We consider all evidence, both positive and negative, with respect to our federal tax loss carryback availability, expected levels 
of pre-tax financial statement income, and federal taxable income, when evaluating whether the temporary differences will be 
realized.  In projecting future taxable income, we begin with budgeted pre-tax income adjusted for estimated non-taxable items.  
The assumptions about future taxable income require significant judgment and are consistent with the plans and estimates we 
use to manage our businesses.  A valuation allowance is established when it is more likely than not that some portion of the 
deferred tax asset will not be realized.  A liability for uncertain tax positions is recorded when it is more likely than not that a 
tax position will not be sustained upon examination by taxing authorities.  The effect of a change in tax rates is recognized in 
the period of enactment.  If we were to be levied interest and penalties by the Internal Revenue Service, these amounts would be 
recognized as a component of “Total federal income tax expense” on the Consolidated Statement of Income.

(o) Leases
We have various operating leases for office space, equipment, and fleet vehicles. In addition, we have various finance leases for 
computer hardware. 

We determine if an arrangement is a lease on the commencement date of the contract.  Lease assets represent our right to use an 
underlying asset for the lease term, and lease liabilities represent our obligation to make lease payments arising from the lease. 
The lease asset and liability are measured by the present value of the future minimum lease payments over the lease term.  Our 
fleet vehicle leases include a residual value guarantee; however, the residual value guarantee is not probable of being owed.  
Therefore, there is no impact to the lease liability or lease asset.  To measure the present value, we use the discount rate in the 
contract.  If the discount rate is not readily determinable, our incremental borrowing rate is used.  The lease asset is then 
adjusted to exclude lease incentives.  We recognize variable lease payments in the periods in which the obligations for those 
payments are incurred.  In calculating a lease liability, we include options to extend or terminate the lease if it is reasonably 
certain that we will exercise such option.  Lease expense is calculated using the straight-line method.  In addition, we have 
adopted accounting policy elections to: (i) aggregate lease and non-lease components into a single lease component; and (ii) 
expense short-term leases on a straight-line basis over the lease term.   

85

 
 
(p) Pension
Our pension obligations and related costs are calculated using actuarial methods, within the framework of GAAP.  Our pension 
benefit obligation is determined as the actuarial present value of the vested benefits to which employees are currently entitled, 
based on the average life expectancy of the employees.  Our funding policy provides that payments to our pension trust shall be 
equal to the minimum funding requirements of the Employee Retirement Income Security Act of 1974 ("ERISA"), plus 
additional amounts that the Board of Directors (the "Board") of Selective Insurance Company of America (“SICA”) may 
approve from time to time.

Two key assumptions, the benefit obligation discount rate and the expected return on plan assets, are important elements of 
expense and/or liability measurement.  We evaluate these key assumptions annually unless facts indicate that a more frequent 
review is required.  The discount rate enables us to state expected future cash flows at their present value on the measurement 
date.  The purpose of the discount rate is to determine the interest rates inherent in the price at which pension benefits could be 
effectively settled.  Our discount rate selection is based on high-quality, long-term corporate bonds.  To determine the expected 
long-term rate of return on the plan assets, we consider the current and expected asset allocation, as well as historical and 
expected returns on each plan asset class.  Other assumptions involve demographic factors such as retirement age and mortality.  
A portion of our plan assets is allocated to a liability hedging strategy through which we have an expectation that our plan 
assets will move in tandem with a portion of the plan liabilities, helping to mitigate funding ratio volatility.

Note 3. Adoption of Accounting Pronouncements
In December 2019, the Financial Accounting Standards Board ("FASB") issued Accounting Standards Update ("ASU") 
2019-12, Income Taxes - Simplifying the Accounting for Income Taxes (“ASU 2019-12”).  Among other items, ASU 2019-12 
simplifies the accounting treatment of tax law changes and year-to-date losses in interim periods.  An entity generally 
recognizes the effects of a change in tax law in the period of enactment; however, there is an exception for tax laws with 
delayed effective dates.  Under current guidance, an entity may not adjust its annual effective tax rate for a tax law change until 
the period in which the law is effective.  ASU 2019-12 provides that all effects of a tax law change, including adjustment of the 
estimated annual effective tax rate, are recognized in the period of enactment. 

For year-to-date losses in interim periods, an entity is required currently to estimate its annual effective tax rate for the full 
fiscal year at the end of each interim period and use that rate to calculate its income taxes on a year-to-date basis.  When an 
interim period loss exceeds the anticipated loss for the year, the income tax benefit is limited to the amount that would be 
recognized if the year-to-date loss were the anticipated loss for the full year.  ASU 2019-12 removes this limitation and an 
entity would compute its income tax benefit at each interim period based on its estimated annual effective tax rate.

We adopted this guidance on January 1, 2021, and it did not have a material impact to our financial condition, cash flows, or 
results of operations.

Pronouncements to be effective in the future
In March 2020, the FASB issued ASU 2020-04, Reference Rate Reform (Topic 848) - Facilitation of the Effects of Reference 
Rate Reform on Financial Reporting (“ASU 2020-04”).  ASU 2020-04 provides optional expedients and exceptions to the 
guidance in GAAP on contract modifications and hedge accounting to ease the financial reporting burdens related to the 
expected market transition away from the London Interbank Offered Rate (LIBOR) and other interbank offered rates to 
alternative reference rates.  Companies can elect to adopt ASU 2020-04 as of the beginning of the interim period that includes 
March 2020, or any date thereafter through December 31, 2022.  We are currently evaluating the impact of this guidance on our 
financial condition and results of operations.

86

 
Note 4. Statements of Cash Flows
Supplemental cash flow information for the years ended December 31, 2021, 2020, and 2019 is as follows:

($ in thousands)
Cash paid during the period for:
Interest
Federal income tax

Cash paid for amounts included in the measurement of lease liabilities:
Operating cash flows from operating leases
Operating cash flows from financing leases
Financing cash flows from finance leases

Non-cash items:
Corporate actions related to fixed income securities, AFS1
Corporate actions related to fixed income securities, held-to-maturity ("HTM")1
Corporate actions related to equity securities1
Conversion of AFS fixed income securities to equity securities
Assets acquired under finance lease arrangements
Assets acquired under operating lease arrangements
Non-cash purchase of property and equipment
1Examples of corporate actions include like-kind exchanges, non-cash acquisitions, and stock-splits.

2021

2020

2019

$ 

28,930 
100,000 

7,935 
35 
1,768 

56,365 
— 
30,666 
15,139 
6,709 
3,272 
472 

30,464 
47,000 

9,498 
15 
550 

55,446 
2,589 
10,890 
— 
324 
22,390 
590 

25,089 
55,825 

8,138 
16 
977 

61,369 
— 
14,250 
— 
824 
13,808 
89 

The following table provides a reconciliation of cash and restricted cash reported within the Consolidated Balance Sheets that 
equate to the amount reported in the Consolidated Statements of Cash Flows:

($ in thousands)

Cash

Restricted cash

Total cash and restricted cash shown in the Statements of Cash Flows

December 31, 2021

December 31, 2020

$ 

$ 

455 

44,608 

45,063 

394 

14,837 

15,231 

Amounts included in restricted cash represent cash received from the National Flood Insurance Program ("NFIP"), which is 
restricted to pay flood claims under the Write Your Own Program.

Note 5. Investments
(a) Net unrealized gains on investments included in OCI by asset class were as follows for the years ended December 31, 2021, 
2020, and 2019: 

($ in thousands)
AFS securities:
Fixed income securities
Total AFS securities

HTM securities:
Fixed income securities
Total HTM securities

Short-term securities

Total net unrealized gains
Deferred income tax 
Net unrealized gains, net of deferred income tax

2021

2020

2019

$ 

228,947 
228,947 

386,380 
386,380 

215,634 
215,634 

(4) 
(4) 

20 

7 
7 

6 

31 
31 

23 

228,963 
(48,082) 
180,881 

386,393 
(81,142) 
305,251 

215,688 
(45,294) 
170,394 

Increase (decrease) in net unrealized gains in OCI, net of deferred income tax

$ 

(124,370) 

134,857 

168,505 

87

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(b) Information regarding our AFS securities as of December 31, 2021 and December 31, 2020 were as follows:

December 31, 2021

($ in thousands)

AFS fixed income securities:

Cost/
Amortized
Cost

Allowance for
Credit Losses

Unrealized
Gains

Unrealized
Losses

Fair
Value

U.S. government and government agencies

$ 

127,974 

Foreign government

Obligations of states and political subdivisions

Corporate securities
CLO and other ABS
RMBS
CMBS

15,420 

1,121,422 

2,478,348 
1,343,687 
756,280 
647,622 

Total AFS fixed income securities

$ 

6,490,753 

— 

(46) 

(137) 

(6,682) 
(939) 
(1,909) 
(11) 

(9,724) 

3,629 

609 

68,258 

106,890 
14,350 
24,813 
27,752 

246,301 

(1,145) 

(123) 

(235) 

(4,953) 
(6,284) 
(2,932) 
(1,682) 

(17,354) 

130,458 

15,860 

1,189,308 

2,573,603 
1,350,814 
776,252 
673,681 

6,709,976 

December 31, 2020

($ in thousands)
AFS fixed income securities:

U.S. government and government agencies
Foreign government
Obligations of states and political subdivisions
Corporate securities
CLO and other ABS
RMBS
CMBS

Total AFS fixed income securities

Cost/
Amortized
Cost

Allowance for
Credit Losses

Unrealized
Gains

Unrealized
Losses

Fair
Value

$ 

$ 

110,038 
16,801 
1,159,588 
2,152,203 
1,014,820 
999,485 
620,582 
6,073,517  $ 

— 
(1) 
(4) 
(2,782) 
(592) 
(561) 
(29) 
(3,969) 

6,239 
1,569 
87,564 
180,971 
20,166 
53,065 
48,348 
397,922 

(137) 
(3) 
(11) 
(2,340) 
(7,843) 
(201) 
(1,007) 
(11,542) 

116,140 
18,366 
1,247,137 
2,328,052 
1,026,551 
1,051,788 
667,894 
6,455,928 

The following tables provide a roll forward of the allowance for credit losses on our AFS fixed income securities for the years 
indicated:
2021

($ in thousands)

Foreign Government
Obligations of states and political subdivisons
Corporate Securities
CLO and other ABS
RMBS
CMBS

Total AFS fixed income securities

Beginning 
Balance

$ 

$ 

1 
4 
2,782 
592 
561 
29 
3,969 

Current 
Provisions 
for Securities 
without Prior 
Allowance

Increase (Decrease) on 
Securities with Prior 
Allowance, excluding 
intent (or Requirements) 
to Sell Securities

Reductions 
for 
Securities 
Sold

Reductions for 
Securities Identified 
as Intent (or 
Requirement) to Sell 
during the Period

46 
122 
5,785 
579 
1,593 
10 
8,135 

(1) 
11 
(992) 
(211) 
(63) 
(28) 
(1,284) 

— 
— 
(723) 
(21) 
(182) 
— 
(926) 

— 
— 
(170) 
— 
— 
— 
(170) 

2020

($ in thousands)

Current 
Provisions for 
Securities 
without Prior 
Allowance

Increase (Decrease) on 
Securities with Prior 
Allowance, excluding 
intent (or Requirements) 
to Sell Securities

Reductions 
for 
Securities 
Sold

Reductions for 
Securities Identified 
as Intent (or 
Requirement) to Sell 
during the Period

Beginning 
Balance

Foreign Government
Obligations of states and political subdivisons
Corporate Securities

$ 

CLO and other ABS

RMBS

CMBS

Total AFS fixed income securities

$ 

— 
— 
— 

— 

— 

— 

— 

19 
4 

3,645 

722 

623 

29 

5,042 

— 
— 

— 

— 

— 

— 

— 

(18) 
— 

(781) 

(113) 

(62) 

— 

(974) 

During 2021 or 2020, we did not have any write-offs or recoveries of our AFS fixed income securities and we did not purchase 
any assets with credit deterioration, so these items are not included in the tables above.

As disclosed in Note 2. "Summary of Significant Accounting Policies," we do not evaluate accrued interest on our AFS

88

Ending 
Balance
46 
137 
  6,682 
939 
  1,909 
11 
  9,724 

Ending 
Balance

1 
4 
  2,782 

592 

561 

29 

— 
— 

(82) 

(17) 

— 

— 

(99) 

  3,969 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
securities for expected credit loss as we write-off these balances in a timely manner.  Accrued interest on AFS securities was 
$46.3 million as of December 31, 2021, and $43.8 million as of December 31, 2020.  We did not record any material write-offs 
of accrued interest during 2021 or 2020.

(c)  Quantitative information about unrealized losses on our AFS portfolio is provided below. 

December 31, 2021

Less than 12 months

12 months or longer

Total

($ in thousands)
AFS fixed income securities:

Fair 
Value

Unrealized
Losses

Fair
Value

Unrealized
Losses

Fair
Value

Unrealized
Losses

U.S. government and government agencies
Foreign government
Obligations of states and political subdivisions
Corporate securities
CLO and other ABS
RMBS
CMBS
Total AFS fixed income securities

$ 

$ 

34,857 
2,000 
25,837 
300,549 
663,976 
236,010 
112,899 
1,376,128 

(746) 
(84) 
(235) 
(4,903) 
(4,934) 
(2,931) 
(1,016) 
(14,849) 

7,827 
1,061 
— 
2,520 
53,368 
20 
20,326 
85,122 

(399) 
(39) 
— 
(50) 
(1,350) 
(1) 
(666) 
(2,505) 

42,684 
3,061 
25,837 
303,069 
717,344 
236,030 
133,225 
1,461,250 

(1,145) 
(123) 
(235) 
(4,953) 
(6,284) 
(2,932) 
(1,682) 
(17,354) 

December 31, 2020

Less than 12 months

12 months or longer

Total

($ in thousands)
AFS fixed income securities:

U.S. government and government agencies
Foreign government
Obligations of states and political subdivisions
Corporate securities
CLO and other ABS
RMBS
CMBS

Total AFS fixed income securities

Fair 
Value

Unrealized
Losses

Fair
Value

Unrealized
Losses

Fair
Value

Unrealized
Losses

$ 

$ 

11,519 
1,122 
2,223 
65,187 
261,746 
18,227 
55,482 
415,506 

(137) 
(3) 
(11) 
(2,152) 
(2,995) 
(194) 
(616) 
(6,108) 

— 
— 
— 
2,400 
165,661 
1,181 
16,093 
185,335 

— 
— 
— 
(188) 
(4,848) 
(7) 
(391) 
(5,434) 

11,519 
1,122 
2,223 
67,587 
427,407 
19,408 
71,575 
600,841 

(137) 
(3) 
(11) 
(2,340) 
(7,843) 
(201) 
(1,007) 
(11,542) 

We do not currently intend to sell any of the securities in the tables above, nor will we be required to sell any of these securities.  
The increase in gross unrealized losses during 2021 was driven by an increase in benchmark U.S. Treasury rates, partially offset 
by a tightening of credit spreads.  Considering these factors and our review of these securities under our credit loss policy as 
described in Note 2. “Summary of Significant Accounting Policies” of this Form 10-K, we have concluded that no allowance 
for credit loss is required on these balances.  This conclusion reflects our current judgment about the financial position and 
future prospects of the entity that issued the investment security and underlying collateral. 

(d) Fixed income securities at December 31, 2021, by contractual maturity are shown below.  Mortgage-backed securities are 
included in the maturity tables using the estimated average life of each security.  Expected maturities may differ from 
contractual maturities because issuers may have the right to call or prepay obligations with or without call or prepayment 
penalties.

Listed below are the contractual maturities of fixed income securities at December 31, 2021:

($ in thousands)
Due in one year or less
Due after one year through five years
Due after five years through 10 years
Due after 10 years
Total fixed income securities

AFS
Fair Value

$ 

$ 

500,579 
3,182,282 
2,316,389 
710,726 
6,709,976 

HTM

Carrying Value
1,384 
11,811 
15,590 
— 
28,785 

Fair Value

1,401 
12,493 
15,566 
— 
29,460 

89

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(e) The following table summarizes our other investment portfolio by strategy:

Other Investments

December 31, 2021

December 31, 2020

($ in thousands)
Alternative Investments

Carrying
Value

Remaining
Commitment

Maximum
Exposure to Loss1

Carrying
Value

Remaining
Commitment

Maximum
Exposure to Loss1

$ 

Total alternative investments

Private equity
Private credit
Real assets

258,181 
152,347 
36,152 
446,680 
Other securities
35,370 
Total other investments
482,050 
1In addition to the amounts in this table, previously recognized tax credits are subject to the risk of recapture.  We do not consider this significant and therefore 
do not include in this table. 

157,276 
54,017 
19,659 
230,952 
35,370 
266,322 

273,070 
63,138 
23,524 
359,732 
49,300 
409,032 

372,804 
155,812 
46,103 
574,719 
49,300 
624,019 

100,905 
98,330 
16,493 
215,728 
— 
215,728 

99,734 
92,674 
22,579 
214,987 
— 
214,987 

$ 

We are contractually committed to make additional investments up to the remaining commitments stated above.  We did not 
provide any non-contractual financial support during 2021 or 2020.

The following is a description of our alternative investment strategies:

Our private equity strategy includes the following:

•

•

•

Primary Private Equity:  This strategy makes private equity investments, primarily in established large and middle 
market companies across diverse industries globally, with an emphasis on North America.

Secondary Private Equity:  This strategy purchases seasoned private equity funds from investors desiring liquidity 
prior to normal fund termination.  Investments are made across all sectors of the private equity market, including 
leveraged buyouts ("LBO"), venture capital, distressed securities, mezzanine financing, real estate, and infrastructure.

Venture Capital:  In general, these investments are made principally by investing in equity securities of startup 
companies and small-to-medium sized privately-held corporations with strong long-term growth potential.  This 
strategy makes private equity investments in seed stage, early stage, late stage, and growth equity partnerships.

Our private credit strategy includes the following:

•

Direct Lending:  This strategy provides privately negotiated loans to U.S. middle market companies.  Typically, these 
are floating rate, senior secured loans diversified across industries.  Loans are made to companies that may or may not 
have private equity sponsors to finance LBOs, recapitalizations, and acquisitions. 

• Mezzanine Financing:  This strategy provides privately-negotiated fixed income securities, generally with an equity 
component, to LBO firms and private and publicly-traded large, mid, and small-cap companies to finance LBOs, 
recapitalizations, and acquisitions.

•

Opportunistic and Distressed Debt:  This strategy makes investments in debt and equity securities of companies that 
are experiencing financial distress, operational issues, or dislocated pricing of publicly-traded securities.  Investments 
include buying indebtedness of bankrupt or financially-troubled companies, small balance loan portfolios, special 
situations and capital structure arbitrage trades, commercial real estate mortgages, and similar non-U.S. securities and 
debt obligations. 

Our real assets strategy includes the following:

•

•

Infrastructure:  This strategy invests in the equity or debt of cash flow generating assets, diversified across a variety of 
industries, including transportation, energy infrastructure, renewable power, such as wind and solar, social 
infrastructure, power generation, water, telecom, and other regulated entities principally located in North America and 
Western Europe.

Real Estate:  This strategy invests in real estate in North America, Europe, and Asia via direct property ownership, 
joint ventures, mortgages, and investments in equity and debt instruments.

90

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Our alternative investment strategies may employ leverage and may use hedging to reduce foreign exchange or interest rate 
volatility.  At this time, our alternative investment strategies do not include hedge funds.  We typically cannot redeem our 
investments with the general partners of these investments; however, occasionally these partnership positions can be sold on the 
secondary market.  Once liquidation is triggered by clauses within the limited partnership agreements or at the funds’ stated end 
date, we receive our final allocation of capital and any earned appreciation of the underlying investments, assuming we have not 
divested ourselves of our partnership interests prior to that time.  We currently receive distributions from these alternative 
investments through the realization of the underlying investments of, or income generated by, the limited partnerships.  

The following tables show gross summarized financial information for our other investments portfolio, including the portion we 
do not own.  As the majority of these investments report results to us on a one quarter lag, the summarized financial statement 
information is as of, and for the 12-month period ended, September 30: 

Balance Sheet Information
December 31,
($ in millions)
Investments
Total assets
Total liabilities
Total partners’ capital

Income Statement Information
12 months ended September 30,
($ in millions)
Net investment (loss) income 
Realized gains
Net change in unrealized appreciation
Net income before tax

Alternative investment income included in "Net investment income earned" on our 
Consolidated Statements of Income

2021

2020

$ 

107,347 
112,232 
12,371 
99,861 

2021

2020

2019

$ 

$ 

653 
6,121 
26,877 
33,651 

117.7 

(26) 
1,452 
4,898 
6,324 

26.5 

55,145 
58,819 
6,744 
52,075 

(8) 
695 
5,543 
6,230 

17.9 

(f) We did not have exposure to any credit concentration risk of a single issuer greater than 10% of our stockholders' equity, 
other than to certain U.S. government agencies, as of December 31, 2021 or December 31, 2020.

(g) We have pledged certain AFS fixed income securities as collateral related to our borrowing relationships with the Federal 
Home Loan Bank of Indianapolis ("FHLBI") and the Federal Home Loan Bank of New York ("FHLBNY").  In addition, 
certain securities were on deposit with various state and regulatory agencies at December 31, 2021 to comply with insurance 
laws.  We retain all rights regarding all securities pledged as collateral.

The following table summarizes the market value of these securities at December 31, 2021:

($ in millions)
U.S. government and government agencies

Obligations of states and political subdivisions

RMBS

CMBS

Total pledged as collateral

 FHLBI    
Collateral

FHLBNY  
Collateral

State and 
Regulatory 
Deposits

Total

$ 

$ 

— 

— 

62.4 

6.3 

68.7 

— 

— 

40.4 

14.1 

54.5 

22.3 

4.0 

— 

— 

26.3 

22.3 

4.0 

102.8 

20.4 

149.5 

(h) The components of pre-tax net investment income earned were as follows: 

($ in thousands)

Fixed income securities
CMLs

Equity securities

Short-term investments

Other investments

Investment expenses

Net investment income earned

2021

2020

2019

$ 

$ 

209,709 
2,743 

15,920 

260 

118,060 

(20,103) 

326,589 

203,926 
844 

9,286 

1,821 

26,922 

(15,692) 

227,107 

203,255 
— 

6,996 

6,653 

18,778 

(13,139) 

222,543 

91

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(i) The following tables summarize net realized and unrealized investment gains and losses for the periods indicated:

($ in thousands)
Gross gains on sales
Gross losses on sales

Net realized gains on disposals

Net unrealized gains (losses) on equity securities
Net credit loss (expense) on fixed maturities, AFS
Net credit loss (expense) benefit  on fixed maturities, HTM
Losses on securities for which we have the intent to sell
Net other-than-temporary-impairment ("OTTI")  losses recognized in earnings
Net realized and unrealized gains (losses)

2021

2020

2019

$ 

15,284 
(8,140) 
7,144 
17,881 
(6,858) 
(49) 
(519) 

$ 

17,599 

18,893 
(9,745) 
9,148 
7,939 
(5,042) 
4 
(16,266) 

(4,217) 

31,910 
(5,195) 
26,715 
(8,649) 

(3,644) 
14,422 

Unrealized (losses) recognized in income on equity securities, as reflected in the table above, included the following:

($ in thousands)

2021

2020

2019

Unrealized gains (losses) recognized in income on equity securities:

On securities remaining in our portfolio at end of period

On securities sold in period

Total unrealized gains (losses) recognized in income on equity securities

$ 

$ 

16,473 

1,408 

17,881 

7,936 

3 

7,939 

1,219 

(9,868) 

(8,649) 

Proceeds from the sales of AFS fixed income securities were $502.9 million, $487.1 million, and $594.7 million in 2021, 2020, 
and 2019, respectively.  Proceeds from the sales of equity securities were $99.2 million, $1.3 million, and $137.3 million in 
2021, 2020, and 2019, respectively.

Note 6. Comprehensive Income
(a) The components of comprehensive income, both gross and net of tax, for 2021, 2020, and 2019 were as follows:

2021
($ in thousands)
Net income
Components of OCI:
Unrealized (losses) gains on investment securities:
Unrealized holding losses during the year
Unrealized losses on securities with credit loss recognized in earnings
Amounts reclassified into net income:

HTM securities
Net realized gains on disposals and losses on intent-to-sell AFS securities
Credit loss expense

Total unrealized losses on investment securities

Defined benefit pension and post-retirement plans:

Net actuarial gain
Amounts reclassified into net income:

Net actuarial loss

Total defined benefit pension and post-retirement plans

Other comprehensive loss
Comprehensive income

Gross

Tax

Net

$ 

505,310 

101,473 

403,837 

(151,391) 
(9,061) 

(11) 
(3,825) 
6,858 
(157,430) 

(31,793) 
(1,902) 

(2) 
(803) 
1,440 
(33,060) 

(119,598) 
(7,159) 

(9) 
(3,022) 
5,418 
(124,370) 

21,636 

4,543 

17,093 

2,772 
24,408 
(133,022) 
372,288 

$ 

582 
5,125 
(27,935) 
73,538 

2,190 
19,283 
(105,087) 
298,750 

92

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2020
($ in thousands)
Net income
Components of OCI:
Unrealized gains (losses) on investment securities:

Unrealized holding gains during the year

Unrealized losses on securities with credit loss recognized in earnings
Amounts reclassified into net income:

HTM securities
Net realized losses on disposals and losses on intent-to-sell AFS securities
Credit loss expense

Total unrealized gains on investment securities

Defined benefit pension and post-retirement plans:

Net actuarial gain
Amounts reclassified into net income:

Net actuarial loss

Total defined benefit pension and post-retirement plans

Other comprehensive income
Comprehensive income

2019
($ in thousands)
Net income
Components of OCI:
Unrealized gains (losses) on investment securities:

Unrealized holding gains during the year
Amounts reclassified into net income:

HTM securities
Realized losses on disposals and OTTI of AFS securities

Total unrealized gains on investment securities

Defined benefit pension and post-retirement plans:

Net actuarial loss
Amounts reclassified into net income:

Net actuarial loss

Total defined benefit pension and post-retirement plans

Other comprehensive income
Comprehensive income

Gross

Tax

Net

$ 

302,988 

56,633 

246,355 

168,487 

(8,176) 

(24) 
5,376 
5,042 
170,705 

35,383 

(1,717) 

(5) 
1,129 
1,058 
35,848 

133,104 

(6,459) 

(19) 
4,247 
3,984 
134,857 

1,515 

318 

1,197 

3,015 
4,530 
175,235 
478,223 

$ 

633 
951 
36,799 
93,432 

2,382 
3,579 
138,436 
384,791 

Gross

Tax

Net

$ 

336,390 

64,767 

271,623 

212,683 

44,662 

168,021 

(58) 
671 
213,296 

(12) 
141 
44,791 

(46) 
530 
168,505 

(13,795) 

(2,897) 

(10,898) 

2,657 
(11,138) 
202,158 
538,548 

$ 

558 
(2,339) 
42,452 
107,219 

2,099 
(8,799) 
159,706 
431,329 

(b) The balances of, and changes in, each component of AOCI (net of taxes) as of December 31, 2021 and 2020 were as 
follows:

Net Unrealized Gains (Losses) on Investment Securities

Credit Loss 
Related1

$ 

HTM Related

($ in thousands)
Balance, December 31, 2019
OCI before reclassifications
Amounts reclassified from AOCI
Net current period OCI
Balance, December 31, 2020
OCI before reclassifications
Amounts reclassified from AOCI
Net current period OCI
Balance, December 31, 2021
1Represents change in unrealized loss on securities with credit loss recognized in earnings. 

(71) 
(6,459) 
3,984 
(2,475) 
(2,546) 
(7,159) 
5,418 
(1,741) 
(4,287) 

25 
— 
(19) 
(19) 
6 
— 
(9) 
(9) 
(3) 

$ 

All Other

170,439 
133,104 
4,247 
137,351 
307,790 
(119,598) 
(3,022) 
(122,620) 
185,170 

Investments 
Subtotal

170,393 
126,645 
8,212 
134,857 
305,250 
(126,757) 
2,387 
(124,370) 
180,880 

Defined Benefit 
Pension and 
Post-retirement 
Plans

(88,643) 
1,197 
2,382 
3,579 
(85,064) 
17,093 
2,190 
19,283 
(65,781) 

Total AOCI
81,750 
127,842 
10,594 
138,436 
220,186 
(109,664) 
4,577 
(105,087) 
115,099 

93

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The reclassifications out of AOCI are as follows:

($ in thousands)
HTM related

Year ended 
December 31, 2021

Year ended 
December 31, 2020

Affected Line Item in the Consolidated 
Statements of Income

Unrealized gains on HTM disposals
Amortization of net unrealized gains on HTM 
securities

$ 

Net realized (gains) losses on disposals and losses on 
intent-to-sell AFS securities

Net realized (gains) losses on disposals and losses on 
intent-to-sell AFS securities

Credit loss related
      Credit loss expense

Defined benefit pension and post-retirement life plans

Net actuarial loss 

Total defined benefit pension and post-retirement life

(14) 

3 
(11) 
2 
(9) 

(3,825) 
(3,825) 
803 
(3,022) 

6,858 
6,858 
(1,440) 
5,418 

638 
2,134 
2,772 
(582) 
2,190 

(16)  Net realized and unrealized investment gains (losses) 

(8)  Net investment income earned
(24)  Income before federal income tax
5  Total federal income tax expense

(19)  Net income 

5,376  Net realized and unrealized investment gains (losses) 
5,376 
Income before federal income tax
(1,129)  Total federal income tax expense
4,247  Net income

5,042  Net realized and unrealized investment gains (losses) 
5,042 
Income before federal income tax
(1,058)  Total federal income tax expense
3,984  Net income

647  Loss and loss expense incurred

2,368  Other insurance expenses
3,015 
Income before federal income tax
(633)  Total federal income tax expense
2,382  Net income 

Total reclassifications for the period

$ 

4,577 

10,594  Net income

Note 7. Fair Value Measurements
The financial assets in our investment portfolio are primarily measured at fair value as disclosed on the Consolidated Balance 
Sheets.  The following table presents the carrying amounts and estimated fair values of our financial liabilities as of 
December 31, 2021 and 2020:

($ in thousands)

Financial Liabilities

Long-term debt:

7.25% Senior Notes

6.70% Senior Notes

5.375% Senior Notes

1.61% Borrowings from FHLBNY

1.56% Borrowings from FHLBNY

3.03% Borrowings from FHLBI

   Subtotal long-term debt

   Unamortized debt issuance costs

 Finance lease obligations

Total long-term debt

December 31, 2021

December 31, 2020

Carrying 
Amount

Fair Value

Carrying 
Amount

Fair Value

$ 

49,917 

99,520 

294,330 

— 

— 

60,000 

503,767 

(3,167) 

5,450 

63,719 

127,574 

395,652 

— 

— 

64,126 

651,071 

49,914 

99,499 

294,241 

25,000 

25,000 

60,000 

553,654 

(3,419) 

508 

$ 

506,050 

$ 

550,743 

66,148 

127,886 

383,669 

25,182 

25,198 

67,513 

695,596 

For discussion regarding the fair value techniques of our financial instruments, refer to Note 2. "Summary of Significant 
Accounting Policies" of this Form 10-K.

94

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following tables provide quantitative disclosures of our financial assets that were measured and recorded at fair value at 
December 31, 2021 and 2020:

December 31, 2021

($ in thousands)

Description

Measured on a recurring basis:

AFS fixed income securities:

Fair Value Measurements Using

Quoted Prices in 
Active Markets for 
Identical Assets/ 
Liabilities
(Level 1)

Significant Other 
Observable Inputs 
(Level 2)

Significant 
Unobservable 
Inputs
 (Level 3)

Assets Measured 
at Fair Value

U.S. government and government agencies

$ 

Foreign government

Obligations of states and political subdivisions

Corporate securities

CLO and other ABS

RMBS

CMBS

Total AFS fixed income securities

Equity securities:
Common stock1
Preferred stock

Total equity securities

Short-term investments

130,458 

15,860 

1,189,308 

2,573,603 

1,350,814 

776,252 

673,681 

6,709,976 

333,449 

2,088 

335,537 

447,863 

Total assets measured at fair value

$ 

7,493,376 

60,615 

— 

— 

— 

— 

— 

— 

60,615 

249,846 

2,088 

251,934 

442,723 

755,272 

69,843 

15,860 

1,181,563 

2,459,476 

1,225,905 

776,007 

669,425 

6,398,079 

— 

— 

— 

5,140 

6,403,219 

— 

— 

7,745 

114,127 

124,909 

245 

4,256 

251,282 

— 

— 

— 

— 

251,282 

December 31, 2020

($ in thousands)

Description

Measured on a recurring basis:

AFS fixed income securities:

Fair Value Measurements Using

Quoted Prices in 
Active Markets for 
Identical Assets/ 
Liabilities
(Level 1)

Significant Other 
Observable Inputs 
(Level 2)

Significant 
Unobservable 
Inputs
 (Level 3)

Assets Measured at 
Fair Value

U.S. government and government agencies

$ 

Foreign government

Obligations of states and political subdivisions

Corporate securities

CLO and other ABS

RMBS

CMBS

Total AFS fixed income securities

Equity securities:
Common stock1
Preferred stock

Total equity securities

Short-term investments

116,140 

18,366 

1,247,137 

2,328,052 

1,026,551 

1,051,788 

667,894 

6,455,928 

308,632 

1,735 

310,367 

409,852 

40,960 

— 

— 

— 

— 

— 

— 

40,960 

261,846 

1,735 

263,581 

405,400 

75,180 

18,366 

1,244,243 

2,257,352 

970,176 

1,051,788 

667,894 

6,284,999 

— 

— 

— 

4,452 

— 

— 

2,894 

70,700 

56,375 

— 

— 

129,969 

— 

— 

— 

— 

Total assets measured at fair value

129,969 
1Investments amounting to $83.6 million and $46.8 million at December 31, 2021 and December 31, 2020, respectively, were measured at fair value using the 
net asset value per share (or its practical expedient) and have not been classified in the fair value hierarchy.  These investments are not redeemable and the 
timing of liquidations of the underlying assets is unknown at each reporting period.  The fair value amounts presented in this table are intended to permit 
reconciliation of the fair value hierarchy to total assets measured at fair value.

6,289,451 

7,176,147 

709,941 

$ 

95

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following tables provide a summary of the changes in the fair value of securities measured using Level 3 inputs and related 
quantitative information for the years indicated: 

2021

($ in thousands)
Fair value, December 31, 2020

Total net (losses) gains for the period included in:
OCI
Net realized and unrealized (losses) gains
Net investment income earned

Purchases
Sales
Issuances
Settlements
Transfers into Level 3
Transfers out of Level 3
Fair value, December 31, 2021

Change in unrealized (losses) gains for the period 
included in earnings for assets held at period end
Change in unrealized (losses) gains for the period 
included in OCI for assets held at period end

2020

($ in thousands)
Fair value, December 31, 2019
Total net (losses) gains for the period included in:

OCI
Net realized and unrealized gains (losses)
Net investment income earned

Purchases
Sales
Issuances
Settlements
Transfers into Level 3
Transfers out of Level 3
Fair value, December 31, 2020

Obligations of 
states and political 
subdivisions

Corporate 
Securities

2,894 

70,700 

CLO and 
Other ABS
56,375 

(239) 
(11) 
— 
— 
— 
— 
— 
5,101 
— 
7,745 

1,636 
(50) 
27 
64,813 
— 
— 
(544) 
981 
(23,436) 
114,127  $ 

(520) 
(214) 
16 
76,731 
— 
— 
(5,161) 
11,344 
(13,662) 
124,909 

(11) 

(50) 

(239) 

1,636 

(214) 

(520) 

$ 

RMBS

CMBS

— 

— 
— 
— 
249 
— 
— 
(4) 
— 
— 
245 

— 

— 

— 

(196) 
5 
19 
98 
— 
— 
(52) 
4,382 
— 
4,256 

5 

(196) 

Total
129,969 

681 
(270) 
62 
141,891 
— 
— 
(5,761) 
21,808 
(37,098) 
251,282 

(270) 

681 

Obligations of 
states and political 
subdivisions

Corporate 
Securities

CLO and Other 
ABS

Total

$ 

— 

17,051 

17,034 

34,085 

4 
— 
— 
— 
— 
— 
— 
2,890 
— 
2,894 

— 

4

(785) 
(1,046) 
21 
46,150 
— 
— 
(283) 
9,592 
— 
70,700 

1,883 
(237) 
6 
25,785 
— 
— 
(2,638) 
31,520 
(16,978) 
56,375 

1,102 
(1,283) 
27 
71,935 
— 
— 
(2,921) 
44,002 
(16,978) 
129,969 

(1,046) 

(237) 

(1,283) 

(785) 

1,883 

1,102 

$ 

Change in unrealized gains (losses) for the period included in earnings for 
assets held at period end
Change in unrealized gains (losses) for the period included in OCI for assets 
held at period end

The following tables present quantitative information about the significant unobservable inputs utilized in the fair value 
measurements of Level 3 assets at December 31, 2021 and 2020:

December 31, 2021

($ in thousands)
Internal valuations:

Corporate securities
CLO and other ABS

Total internal valuations

Other1

Total Level 3 securities

Assets Measured 
at Fair Value

Valuation Techniques

Unobservable 
Inputs

Range 
(Weighted Average)

$ 

$ 

54,135  Discounted Cash Flow
34,903  Discounted Cash Flow
89,038 
162,244 
251,282 

Illiquidity Spread
Illiquidity Spread

0.3% - 3.0% (1.2)%
0.7%- 8.0% (2.1)%

96

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
December 31, 2020

($ in thousands)
Internal valuations:

Assets Measured 
at Fair Value

Valuation Techniques

Unobservable 
Inputs

Range 
(Weighted Average)

Other1

Total internal valuations

Corporate securities
CLO and other ABS

15,907 
27,005 
42,912 
87,057 
129,969 
1Other is comprised of broker quotes or other third-party pricing for which there is a lack of transparency as to the inputs used to develop the valuations.  The 
quantitative details of these unobservable inputs is neither provided to us, nor reasonably available to us, and therefore are not included in the tables above.  

Discounted Cash Flow
Discounted Cash Flow

1.8% - 1.8% (1.8)%
1.2% - 3.1% (1.8)%

Illiquidity Spread
Illiquidity Spread

Total Level 3 securities

$ 

$ 

For the securities in the tables above valued using a discounted cash flow analysis, we apply an illiquidity spread in our 
determination of fair value.  An increase in this assumption would result in a lower fair value measurement.

The following tables provide quantitative information regarding our financial assets and liabilities that were not measured, but 
were disclosed at fair value at December 31, 2021 and 2020:

December 31, 2021

Fair Value Measurements Using

($ in thousands)
Financial Assets
HTM:

Obligations of states and political subdivisions
Corporate securities

Total HTM fixed income securities

CMLs

Financial Liabilities
Long-term debt:

7.25% Senior Notes
6.70% Senior Notes
5.375% Senior Notes
3.03% Borrowings from FHLBI
Total long-term debt

Assets/Liabilities 
Disclosed at 
Fair Value

Quoted Prices in 
Active Markets 
for Identical 
Assets/Liabilities
(Level 1)

Significant Other 
Observable Inputs
(Level 2)

Significant 
Unobservable 
Inputs
(Level 3)

$ 

$ 

$ 

$ 

$ 

3,576 
25,884 
29,460 

97,598 

63,719 
127,574 
395,652 
64,126 
651,071 

— 
— 
— 

— 

— 
— 
— 
— 
— 

3,576 
25,884 
29,460 

— 
— 
— 

— 

97,598 

63,719 
127,574 
395,652 
64,126 
651,071 

— 
— 
— 
— 
— 

December 31, 2020

Fair Value Measurements Using

($ in thousands)
Financial Assets
HTM:

Obligations of states and political subdivisions
Corporate securities

Total HTM fixed income securities

CML

Financial Liabilities
Long-term debt:

7.25% Senior Notes
6.70% Senior Notes
5.375% Senior Notes
1.61% Borrowings from FHLBNY
1.56% Borrowings from FHLBNY
3.03% Borrowings from FHLBI
Total long-term debt

Assets/Liabilities 
Disclosed at 
Fair Value

Quoted Prices in 
Active Markets for 
Identical Assets/
Liabilities
(Level 1)

Significant Other 
Observable Inputs
(Level 2)

Significant 
Unobservable 
Inputs
(Level 3)

$ 

$ 

$ 

$ 

$ 

4,795 
13,206 
18,001 

47,289 

66,148 
127,886 
383,669 
25,182 
25,198 
67,513 
695,596 

97

— 
— 
— 

— 

— 
— 
— 
— 

4,795 
13,206 
18,001 

— 
— 
— 

— 

47,289 

66,148 
127,886 
383,669 
25,182 
25,198 
67,513 
695,596 

— 
— 
— 
— 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Note 8. Allowance for Credit Losses on Premiums Receivable
The following table provides a roll forward of the ACL on our premiums receivable balance for 2021 and 2020:

($ in thousands)
Balance at beginning of year
Cumulative effect adjustment1
Balance at beginning of year, as adjusted
Current period change for expected credit losses
Write-offs charged against the allowance for credit losses
Recoveries
ACL, end of year
1Represents the impact of our adoption of ASU 2016-13, Financial Instruments - Credit Losses.

$ 

$ 

$ 

December 31, 2021

December 31, 2020

21,000 
— 
21,000 
1,291 
(9,343) 
652 
13,600 

6,400 
1,058 
7,458 
16,751 
(3,754) 
545 
21,000 

In 2020, we recognized an additional allowance for credit losses of $13.5 million, net of write-offs and recoveries.  This 
increase was driven by heightened credit risk in 2020 related to the COVID-19 pandemic and considering (i) the billing 
accommodations we announced during the first quarter of 2020, and (ii) the impact of certain state regulations that provided for 
deferral of payments without cancellation for a period up to 90 days and increased earned but uncollected premiums.  During 
2021, the uncertainty around customer payment patterns in light of COVID-19 significantly declined.  As a result, we realized a 
portion of the anticipated write-offs, and further reduced our current expected allowance on outstanding receivables, which 
reduced our allowance to $13.6 million at December 31, 2021. 

Note 9. Reinsurance
Our Financial Statements reflect the effects of assumed and ceded reinsurance transactions.  Assumed reinsurance refers to the 
acceptance of certain insurance risks that other insurance entities have underwritten.  Ceded reinsurance involves transferring 
certain insurance risks (along with the related written and earned premiums) that we have underwritten to other insurance 
companies that agree to share these risks.  The primary purpose of ceded reinsurance is to protect the Insurance Subsidiaries 
from potential losses in excess of the amount that we are prepared to accept.  Our major treaties covering property, property 
catastrophe, and casualty business are excess of loss contracts.  In addition, we have an intercompany quota share (proportional) 
pooling arrangement and other minor reinsurance treaties.

As a Standard Commercial Lines and E&S Lines writer, we are subject to the Terrorism Risk Insurance Program 
Reauthorization Act ("TRIPRA"), which was extended by Congress to December 31, 2027.  TRIPRA requires private insurers 
and the U. S. government to share the risk of loss on future acts of terrorism certified by the U.S. Secretary of the Treasury.  
Under TRIPRA, each participating insurer is responsible for paying a deductible of specified losses before federal assistance is 
available.  This deductible is based on a percentage of the prior year’s applicable Standard Commercial Lines and E&S Lines 
premiums.  In 2022, our deductible, before tax, is approximately $419 million.  For losses above the deductible, the federal 
government will pay 80% of losses to an industry limit of $100 billion, and the insurer retains 20%.

The Insurance Subsidiaries remain liable to policyholders to the extent that any reinsurer becomes unable to meet their 
contractual obligations.  In addition to this direct counterparty credit risk, we have indirect counterparty credit risk as our 
reinsurers often enter into their own reinsurance programs, or retrocessions, as part of managing their exposure to large losses 
and improving their financial strength ratings.  The credit quality of our reinsurers is also impacted by other factors, such as 
their reserve adequacy, investment portfolio, regulatory capital position, catastrophe aggregations, and risk management 
expertise.  We evaluate and monitor the financial condition of our reinsurers under voluntary reinsurance arrangements to 
minimize our exposure to significant losses from reinsurer insolvencies.   

98

 
 
 
 
 
 
 
 
 
 
 
 
The following tables provide (i) a disaggregation of our reinsurance recoverable balance by financial strength rating, and (ii) an 
aging analysis of our past due reinsurance recoverable balances as of December 31, 2021 and 2020:

($ in thousands)
Financial strength rating of rated reinsurers

A++
A+
A
A-
B++
B+

Total rated reinsurers

Non-rated reinsurers

Federal and state pools
Other than federal and state pools
Total non-rated reinsurers

Total reinsurance recoverable, gross
Less: ACL
Total reinsurance recoverable, net

($ in thousands)
Financial strength rating of rated reinsurers

A++
A+
A
A-
B++
B+

Total rated reinsurers

Non-rated reinsurers

Federal and state pools
Other than federal and state pools

Total non-rated reinsurers

Total reinsurance recoverable, gross
Less: ACL
Total reinsurance recoverable, net

Current

December 31, 2021
Past Due

Total Reinsurance Recoverables

38,601  $ 
339,857 
95,675 
3,209 
— 
— 
477,342  $ 

116,378  $ 
4,597 
120,975  $ 

9  $ 

1,520 
1,227 
145 
— 
— 
2,901  $ 

—  $ 
450 
450  $ 

598,317  $ 

3,351  $ 

$ 

38,610 
341,377 
96,902 
3,354 
— 
— 
480,243 

116,378 
5,047 
121,425 

601,668 
(1,600) 
600,068 

Current

December 31, 2020
Past Due

Total Reinsurance Recoverables

37,464  $ 
354,846 
105,652 
2,139 
56 
— 
500,157  $ 

82,575  $ 
2,676 
85,251  $ 

102  $ 

2,452 
415 
— 
324 
— 
3,293  $ 

—  $ 
568 
568  $ 

585,408  $ 

3,861  $ 

$ 

37,566 
357,298 
106,067 
2,139 
380 
— 
503,450 

82,575 
3,244 
85,819 

589,269 
(1,777) 
587,492 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

The following table provides a rollforward of the allowance for credit losses on our reinsurance recoverable balance for 2021 
and 2020:

($ in thousands)
Balance at beginning of year
Cumulative effect adjustment
Balance at beginning of year, as adjusted
Current period change for expected credit losses
Write-offs charged against the allowance for credit losses
Recoveries
ACL, end of year

December 31, 2021

December 31, 2020

$ 

$ 

$ 

1,777  $ 
— 
1,777  $ 
(177) 
— 
— 
1,600  $ 

4,400 
(2,903) 
1,497 
280 
— 
— 
1,777 

99

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following table represents our total reinsurance balances segregated by reinsurer to illustrate our concentration of risk 
throughout our reinsurance portfolio:

($ in thousands)
Total reinsurance recoverables, net of allowance for credit losses
Total prepaid reinsurance premiums

Total reinsurance balance

Federal and state pools1:
NFIP
New Jersey Unsatisfied Claim Judgment Fund
Other

Total federal and state pools
Remaining reinsurance balance

Munich Re Group (AM Best rated "A+")
Hannover Ruckversicherungs AG (AM Best rated "A+")
AXIS Reinsurance Company (AM Best rated "A")
Swiss Re Group (AM Best rated "A+")
Transatlantic Reinsurance Company (AM Best rated “A+”)
All other reinsurers
   Total reinsurers

Less: ACL
Reinsurers, net of ACL
Less: collateral2

   Reinsurers, net of collateral

As of December 31, 2021
% of 
Reinsurance 
Balance

Reinsurance 
Balances

As of December 31, 2020
% of 
Reinsurance 
Balance

Reinsurance 
Balances

$ 

$ 

$ 

$ 

600,068 
183,007 
783,075 

223,845 
49,738 
2,385 
275,968 
507,107 

108,381 
107,110 
70,814 
29,186 
26,490 
166,726 
508,707 
(1,600) 
507,107 
(128,699) 
378,408 

$ 

 29 %  
 6 
 — 
 35 
 65 

$ 

$ 

 14 
 14 
 9 
 4 
 3 
 21 
 65 %  

$ 

587,492 
170,531 
758,023 

178,532 
52,053 
1,625 
232,210 
525,813 

117,028 
115,251 
78,617 
33,249 
24,374 
159,071 
527,590 
(1,777) 
525,813 
(130,169) 
395,644 

 25 %
 6 
 — 
 31 
 69 

 15 
 15 
 10 
 4 
 3 
 21 
 69 %

 1Considered to have minimal risk of default. 
  2Includes letters of credit, trust funds, and funds held against reinsurance recoverables.

Under our reinsurance arrangements, which are prospective in nature, reinsurance premiums ceded are recorded as prepaid 
reinsurance and amortized over the remaining contract period in proportion to the reinsurance protection provided, or recorded 
periodically, as per the terms of the contract, in a direct relationship to the gross premium recording.  Reinsurance recoveries 
are recognized as gross losses are incurred.

The following table contains a listing of direct, assumed, and ceded reinsurance amounts for premiums written, premiums 
earned, and loss and loss expense incurred:

($ in thousands)
Premiums written:
Direct
Assumed
Ceded
Net

Premiums earned:
Direct
Assumed
Ceded
Net

Loss and loss expense incurred:
Direct
Assumed
Ceded
Net

2021

2020

2019

$ 

$ 

$ 

$ 

$ 

$ 

3,656,537 
22,664 
(489,488) 
3,189,713 

3,472,715 
21,550 
(477,012) 
3,017,253 

2,096,512 
13,813 
(296,341) 
1,813,984 

3,204,512 
24,288 
(455,708) 
2,773,092 

3,108,687 
25,010 
(451,883) 
2,681,814 

1,822,034 
17,201 
(203,412) 
1,635,823 

3,084,451 
24,339 
(429,366) 
2,679,424 

2,993,157 
24,399 
(420,385) 
2,597,171 

1,714,880 
22,879 
(186,268) 
1,551,491 

Direct premiums written ("DPW") increased 14% in 2021 compared to 2020, and increased 4% in 2020 compared to 2019.  The 
increase in our DPW growth rate was attributable to the following items (i) overall renewal pure price increases, (ii) strong 
retention, and (iii) new business growth.  In addition, our strong growth in DPW in 2021 benefited from exposure growth 
driven by strong economic activity in the U.S., which resulted in our customers increasing their sales, payrolls, and exposure 

100

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
units, all of which favorably impacted our DPW.  This increase included three percentage points from the $75 million return 
audit and endorsement premium accrual that was recorded in the first quarter of 2020 and a $19.7 million premium credit to our 
personal and commercial automobile policyholders in the second quarter of 2020.

The return audit and endorsement premium accrual reflected lower exposure levels, which determine the premium we charge, 
attributable to the economic impacts of the COVID-19 pandemic and the anticipated decline in sales and payroll exposures on 
the general liability and workers compensation lines of business in 2020.

The increase in direct premiums earned in 2021 compared to 2020 was elevated by the items discussed above for the DPW 
impacts.

Ceded premiums written, ceded premiums earned, and ceded loss and loss expenses incurred related to our participation in the 
NFIP, to which we cede 100% of our NFIP flood premiums, losses, and loss expenses, were as follows:

Ceded to NFIP ($ in thousands)
Ceded premiums written
Ceded premiums earned
Ceded loss and loss expense incurred

2021

2020

2019

$ 

(284,311) 
(274,384) 
(215,224) 

(274,042) 
(271,598) 
(78,993) 

(266,925) 
(259,119) 
(71,676) 

Note 10. Reserve for Loss and Loss Expense
(a) The table below provides a roll forward of reserves for loss and loss expense for beginning and ending reserve balances:

($ in thousands)
Gross reserves for loss and loss expense, at beginning of year
Less: reinsurance recoverable on unpaid loss and loss expense, at beginning of year1
Net reserves for loss and loss expense, at beginning of year
Incurred loss and loss expense for claims occurring in the:

Current year
Prior years

Total incurred loss and loss expense
Paid loss and loss expense for claims occurring in the:

Current year
Prior years

$ 

2021
4,260,355 
554,269 
3,706,086 

1,896,837 
(82,853) 
1,813,984 

676,331 
841,477 
1,517,808 
4,002,262 
578,641 
4,580,903 

2020
4,067,163 
547,066 
3,520,097 

1,708,755 
(72,932) 
1,635,823 

642,586 
807,248 
1,449,834 
3,706,086 
554,269 
4,260,355 

2019
3,893,868 
537,388 
3,356,480 

1,601,780 
(50,289) 
1,551,491 

579,527 
805,443 
1,384,970 
3,523,001 
544,162 
4,067,163 

Total paid loss and loss expense
Net reserves for loss and loss expense, at end of year
Add: Reinsurance recoverable on unpaid loss and loss expense, at end of year
Gross reserves for loss and loss expense at end of year
12020 includes an adjustment of $2.9 million related to our adoption of ASU 2016-13, Financial Instruments - Credit Losses.

$ 

Our net loss and loss expense reserves increased by $296.2 million in 2021, $183.1 million in 2020, and $166.5 million in 2019.  
The loss and loss expense reserves are net of anticipated recoveries for salvage and subrogation claims, which amounted to 
$87.0 million for 2021, $80.9 million for 2020, and $76.7 million for 2019.  The increase in net loss and loss expense reserves 
in 2021 was primarily driven by increases in exposure due to premium growth.

This increase in our net loss and loss expense reserves was partially offset by favorable prior year loss reserve development.  In 
2021, we experienced overall net favorable prior year loss reserve development of $82.9 million, compared to $72.9 million in 
2020 and $50.3 million in 2019.

101

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following table summarizes the prior year reserve development by line of business:

(Favorable)/Unfavorable Prior Year Development
($ in millions)
General Liability
Commercial Automobile
Workers Compensation
Businessowners' Policies
Commercial Property
Homeowners
Personal Automobile
E&S Casualty Lines
E&S Property Lines
Other
Total

2021

2020

2019

$ 

$ 

(29.0) 
13.3 
(58.0) 
(0.4) 
(2.6) 
1.8 
(0.2) 
(7.0) 
(0.8) 
— 
(82.9) 

(35.0) 
7.1 
(60.0) 
3.9 
9.2 
7.7 
(1.8) 
— 
(4.0) 
— 
(72.9) 

(5.0) 
0.7 
(68.0) 
1.9 
5.1 
7.5 
4.4 
2.0 
1.0 
0.1 
(50.3) 

The Insurance Subsidiaries had $82.9 million of favorable prior accident year reserve development during 2021, which included 
$81.0 million of net favorable casualty reserve development and $1.9 million of favorable property reserve development.  The 
net favorable casualty reserve development was largely driven by the workers compensation and general liability lines of 
business.  Workers compensation was impacted by continued favorable medical trends in accident years 2019 and prior, and 
general liability development was attributable to lower loss severities in accident years 2018 and prior.  In addition, our E&S 
casualty lines experienced favorable reserve development of $7.0 million in 2021.  Partially offsetting this net favorable reserve 
development was $15.0 million of unfavorable casualty reserve development in the commercial auto line of business 
($13.3 million net of property reserve development), driven by unfavorable reserve development on loss severities in accident 
years 2016 through 2019.

The Insurance Subsidiaries had $72.9 million of favorable prior accident year reserve development during 2020, which included 
$85.0 million of net favorable casualty reserve development and $12.1 million of unfavorable property reserve development.  
The net favorable casualty reserve development was largely driven by the workers compensation and general liability lines of 
business.  Workers compensation was impacted by continued favorable medical trends in accident years 2018 and prior, and 
general liability development was attributable to lower loss severities in accident years 2017 and prior.  Partially offsetting this 
net favorable reserve development was $10.0 million of unfavorable casualty reserve development in the commercial auto line 
of business ($7.1 million net of property reserve development), driven by unfavorable reserve development on loss severities in 
accident years 2016 through 2019, and higher than expected frequencies in accident year 2019.

The Insurance Subsidiaries had $50.3 million of favorable prior accident year reserve development during 2019, which included 
$61.0 million of net favorable casualty reserve development and $10.7 million of unfavorable property reserve development. 
The net favorable casualty reserve development was largely driven by the workers compensation line of business, reflecting 
continued favorable medical trends in accident years 2017 and prior.

(b) We have exposure to abuse or molestation claims within our general liability line of business, primarily through insurance 
policies that we issue to schools, religious institutions, daycares, and other social services.  We also have exposure to abuse or 
molestation claims from recently enacted state laws that extend the statute of limitations or permit windows to be opened for 
abuse or molestation claims and lawsuits that were previously barred by statutes of limitations.  The emergence of these claims 
is slow and highly unpredictable.  There are significant uncertainties in estimating our exposure to abuse or molestation claims 
(for both case and IBNR reserves) resulting from (i) lack of relevant historical data, (ii) the delayed and inconsistent reporting 
patterns associated with these claims, (iii) the obligation of an insurer to defend a claim, (iv) the extent to which a party can 
prove the existence of coverage, and (v) uncertainty as to the number and identity of claimants.  It is possible, as a result, that 
we may receive claims decades after the allegations occurred from coverages provided by us, including predecessor companies, 
that will require complex claims coverage determinations, potential litigation, and the need to collect from reinsurers under 
older reinsurance agreements.

(c) Reserves established for liability insurance include exposure to asbestos and environmental claims.  These claims have 
arisen primarily from insured exposures in municipal government, small non-manufacturing commercial risk, and homeowners 
policies.  The emergence of these claims is slow and highly unpredictable.  There are significant uncertainties in estimating our 
exposure to asbestos and environmental claims (for both case and IBNR reserves) resulting from (i) lack of relevant historical 
data, (ii) the delayed and inconsistent reporting patterns associated with these claims, and (iii) uncertainty as to the number and 
identity of claimants and complex legal and coverage issues.  Legal issues that arise in asbestos and environmental cases 
include federal or state venue, choice of law, causation, admissibility of evidence, allocation of damages and contribution 
among joint defendants, successor and predecessor liability, and whether direct action against insurers can be maintained.  

102

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Coverage issues that arise in asbestos and environmental cases include the interpretation and application of policy exclusions, 
the determination and calculation of policy limits, the determination of the ultimate amount of a loss, the extent to which a loss 
is covered by a policy, if at all, the obligation of an insurer to defend a claim, and the extent to which a party can prove the 
existence of coverage.  Courts have reached different and sometimes inconsistent conclusions on these legal and coverage 
issues.

Traditional accident year loss development methods cannot be applied because past loss history is not necessarily indicative of 
future behavior.  Instead, we review the experience by calendar year and rely on alternative metrics, such as paid and incurred 
survival ratios.  As a result, reserves for asbestos and environmental require a high degree of judgment.  Because of the 
significant uncertainty in the estimate, we do not calculate an asbestos and environmental loss range.

The following table details our loss and loss expense reserves for various asbestos and environmental claims showing gross and 
net of reinsurance:

($ in millions)
Asbestos
Landfill sites
Underground storage tanks
Total

2021

Gross

Net

$ 

$ 

6.1 
12.1 
9.6 
27.8 

4.9 
7.6 
8.6 
21.1 

Historically, our asbestos and environmental claims have been significantly lower in volume than many other Standard 
Commercial Lines carriers since, prior to the introduction of the absolute pollution exclusion endorsement in the mid-1980’s, 
we primarily wrote Standard Personal Lines, and therefore, our exposure to asbestos and environmental claims has been 
limited.

The following table provides a roll forward of asbestos and environmental incurred loss and loss expense and related reserves 
thereon showing gross and net of reinsurance:

($ in thousands)
Asbestos
Reserves for loss and loss expense at beginning of year
Incurred loss and loss expense
Less: loss and loss expense paid
Reserves for loss and loss expense at the end of year

Environmental
Reserves for loss and loss expense at beginning of year
Incurred loss and loss expense
Less: loss and loss expense paid
Reserves for loss and loss expense at the end of year

Total Asbestos and Environmental Claims
Reserves for loss and loss expense at beginning of year
Incurred loss and loss expense
Less: loss and loss expense paid
Reserves for loss and loss expense at the end of year

2021

2020

2019

Gross

Net

Gross

Net

Gross

Net

$ 

$ 

$ 

$ 

$ 

$ 

6,254 
51 
(190) 
6,115 

22,276 
(613) 
(5) 
21,658 

28,530 
(562) 
(195) 
27,773 

5,023 
51 
(190) 
4,884 

16,398 
(14) 
(193) 
16,191 

21,421 
37 
(383) 
21,075 

6,288 
320 
(354) 
6,254 

22,413 
(447) 
310 
22,276 

28,701 
(127) 
(44) 
28,530 

5,057 
320 
(354) 
5,023 

16,532 
(474) 
340 
16,398 

21,589 
(154) 
(14) 
21,421 

7,328 
(375) 
(665) 
6,288 

22,692 
723 
(1,002) 
22,413 

30,020 
348 
(1,667) 
28,701 

6,097 
(375) 
(665) 
5,057 

16,686 
609 
(763) 
16,532 

22,783 
234 
(1,428) 
21,589 

(d) The following is information about incurred and paid claims development as of December 31, 2021, net of reinsurance, as 
well as cumulative claim frequency and the associated IBNR liabilities.  During the experience period we implemented a series 
of underwriting and claims-related initiatives, including claims management changes.  These initiatives focused on general 
underwriting and claims improvements occurring naturally through our portfolio and may impact some relationships in the 
tables below.  As a result, several historical patterns have changed and may no longer be appropriate to use as the sole basis for 
projections.

103

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

All Lines
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$ 1,065,437   1,071,290 

 1,020,655 

  998,028 

  973,089 

  973,644 

  973,411 

  968,536 

  962,091 

  962,678 

  36,108 

104,515

 1,044,142 

 1,062,045 

 1,047,230 

 1,021,007 

 1,002,316 

  987,763 

  984,858 

  973,739 

  957,958 

  40,736 

 1,107,513 

 1,133,798 

 1,146,990 

 1,124,014 

 1,104,218 

 1,100,208 

 1,089,529 

 1,094,367 

  48,550 

 1,114,081 

 1,130,513 

 1,144,830 

 1,138,313 

 1,119,441 

 1,108,860 

 1,103,592 

  56,165 

 1,188,608 

 1,203,634 

 1,227,142 

 1,199,734 

 1,180,829 

 1,171,273 

  90,598 

 1,270,110 

 1,313,372 

 1,313,585 

 1,288,526 

 1,268,941 

  122,313 

 1,413,800 

 1,461,603 

 1,457,415 

 1,441,303 

  222,464 

 1,483,945 

 1,523,041 

 1,526,566 

  383,970 

 1,591,972 

 1,587,607 

  562,065 

 1,784,661 

  932,590 

Total

 12,898,946 

91,756

95,610

94,874

95,559

99,424

106,569

103,271

93,515

89,801

All Lines
(in thousands)

Accident 
Year

2012

2013

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited
2016

2015

2017

2018

2014

$ 

378,067 

555,819 

335,956 

651,544 

518,872 

405,898 

743,742 

644,475 

614,075 

376,641 

810,135 

748,758 

736,154 

581,203 

387,272 

856,195 

833,823 

855,959 

725,385 

617,958 

433,440 

879,372 

872,331 

936,425 

845,868 

764,331 

678,453 

511,271 

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2019

2020

2021

898,269 

891,841 

905,816 

904,825 

913,478 

911,657 

981,868 

  1,002,157 

  1,020,961 

929,222 

892,390 

829,134 

779,466 

510,091 

967,857 

  1,000,509 

983,852 

  1,025,264 

954,792 

  1,050,258 

942,893 

  1,083,556 

781,462 

572,302 

949,996 

831,976 

609,889 

Total

  9,397,544 

All outstanding liabilities before 2012, net of reinsurance  

372,496 

Liabilities for loss and loss expenses, net of reinsurance   3,873,898 

General Liability
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019
2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  238,979 

  245,561 

  215,083 

  194,144 

  175,305 

  175,268 

  180,659 

  182,085 

  178,285 

  179,197 

  12,796 

  250,609 

  251,421 

  239,776 

  225,709 

  210,785 

  203,831 

  202,697 

  195,697 

  192,782 

  15,661 

  244,312 

  249,946 

  257,132 

  239,333 

  234,082 

  237,125 

  229,679 

  230,247 

  21,413 

  254,720 

  245,710 

  246,990 

  233,249 

  219,204 

  214,176 

  211,768 

  25,873 

  277,214 

  272,048 

  277,986 

  263,245 

  252,733 

  246,643 

  41,647 

  293,747 

  293,128 

  301,384 

  289,883 

  278,607 

  67,475 

  317,934 

  336,326 

  345,224 

  332,013 

  126,438 

  347,150 

  356,363 
  361,554 

  358,301 
  360,302 

  196,836 
  252,458 

  422,748 

  356,223 

Total

 2,812,608 

104

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

10,052

10,433

10,677

10,532

10,763

11,219

11,641

11,264
9,076

8,260

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
General Liability
(in thousands)

Accident 
Year

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

$ 

13,030 

35,241 

12,789 

56,580 

35,113 

14,901 

89,008 

72,127 

46,825 

14,665 

109,448 

104,587 

79,972 

39,978 

15,684 

130,866 

139,114 

121,969 

78,668 

46,549 

17,366 

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

144,451 

153,628 

154,957 

116,804 

89,431 

49,470 

19,531 

156,186 

163,764 

179,192 

144,216 

133,757 

92,355 

60,784 

18,097 

158,397 

169,847 

187,352 

157,071 

164,136 

131,980 

108,421 

58,284 

21,858 

162,516 

172,983 

198,772 

173,697 

181,770 

167,002 

155,538 

100,206 

58,699 

28,069 

All outstanding liabilities before 2012, net of reinsurance  

102,433 

Liabilities for loss and loss expenses, net of reinsurance   1,515,789 

Total

  1,399,252 

Workers Compensation
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  203,864 

  208,036 

  199,360 

  195,197 

  188,596 

  187,359 

  183,314 

  178,774 

  177,658 

  177,706 

  20,697 

  199,794 

  194,318 

  187,658 

  173,160 

  166,662 

  162,787 

  159,767 

  157,645 

  153,436 

  20,638 

  199,346 

  187,065 

  182,579 

  172,515 

  164,420 

  160,646 

  159,604 

  161,021 

  21,285 

  193,729 

  194,639 

  183,604 

  179,642 

  176,242 

  172,572 

  170,577 

  20,748 

  196,774 

  184,946 

  176,248 

  166,009 

  156,540 

  155,210 

  24,850 

  195,202 

  184,306 

  175,853 

  162,672 

  154,159 

  25,096 

  193,894 

  193,818 

  181,151 

  173,428 

  34,218 

  188,625 

  188,596 

  174,912 

  44,549 

  168,643 

  168,594 

  61,878 

  185,198 

 111,451 

Total

 1,674,241 

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

11,628

11,384

10,495

10,554

10,585

10,809

11,129

10,307

7,495

8,089

Workers Compensation
(in thousands)

Accident 
Year

2012

2013

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited
2016

2017

2014

2018

2015

2019

2020

2021

$ 

40,911 

86,909 

36,829 

108,211 

122,755 

74,568 

35,924 

96,376 

78,944 

33,857 

2012

2013

2014

2015

2016

2017

2018

2019

2020
2021

132,052 

109,739 

100,876 

77,320 

34,525 

139,477 

118,669 

113,626 

98,195 

78,531 

40,375 

143,281 

124,130 

119,392 

112,601 

98,037 

82,216 

41,122 

146,739 

126,822 

124,077 

120,097 

109,166 

100,645 

84,780 

37,826 

148,750 

129,224 

127,858 

124,046 

115,159 

110,645 

105,903 

77,878 

29,559 

151,273 

130,467 

130,726 

129,019 

119,800 

116,426 

119,904 

100,812 

68,277 
32,918 

All outstanding liabilities before 2012, net of reinsurance  

241,987 

Liabilities for loss and loss expenses, net of reinsurance  

816,606 

Total

  1,099,622 

105

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial Automobile
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  179,551 

  191,947 

  183,527 

  184,289 

  184,367 

  186,128 

  184,633 

  185,357 

  184,477 

  184,411 

  188,289 

  205,282 

  209,197 

  207,994 

  210,410 

  207,975 

  209,602 

  208,040 

  207,554 

  200,534 

  212,725 

  216,824 

  219,925 

  218,172 

  217,334 

  216,461 

  214,992 

  220,994 

  240,958 

  253,074 

  259,495 

  260,565 

  261,386 

  262,054 

  255,187 

  274,367 

  285,302 

  285,304 

  290,359 

  291,674 

467 

595 

875 

1,826 

3,226 

  301,274 

  329,389 

  324,291 

  322,197 

  326,461 

  10,110 

  347,908 

  352,487 

  345,547 

  350,310 

  23,671 

  385,212 

  398,346 

  404,854 

  63,122 

  381,654 

  381,163 

  121,558 

  483,831 

  232,070 

Total

 3,107,304 

Commercial Automobile
(in thousands)

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

24,431

26,053

28,079

29,837

31,754

33,066

35,714

36,079

30,095

34,461

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

$ 

73,316 

105,371 

76,469 

127,235 

109,893 

80,810 

148,669 

140,015 

117,169 

91,347 

168,114 

169,850 

148,884 

132,260 

106,022 

176,656 

189,626 

180,701 

175,866 

155,720 

117,287 

179,501 

200,750 

202,821 

211,515 

200,701 

178,823 

134,867 

181,353 

202,622 

209,655 

238,142 

233,939 

220,422 

193,788 

149,538 

183,098 

205,064 

212,481 

249,905 

264,858 

262,349 

243,713 

221,590 

139,016 

183,365 

206,162 

213,689 

255,600 

277,242 

296,600 

291,725 

283,410 

198,034 

187,200 

All outstanding liabilities before 2012, net of reinsurance  

3,427 

Liabilities for loss and loss expenses, net of reinsurance  

717,704 

Total

  2,393,027 

Businessowners' Policies
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018
2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  54,342 

48,029 

49,617 

46,303 

42,618 

55,962 

44,172 

41,005 

60,949 

52,871 

44,077 

40,624 

62,548 

53,768 

52,335 

43,747 

41,369 

59,806 

57,245 

53,792 

46,624 

43,418 

39,709 

58,517 

55,925 

54,993 

48,698 

55,024 

43,717 

39,699 

58,093 

54,454 

53,835 

51,524 

57,202 
53,531 

43,444 

39,358 

57,302 

52,325 

53,367 

48,067 

62,427 
59,466 

71,836 

43,534 

38,930 

57,483 

52,200 

53,147 

43,606 

60,393 
64,667 

198 

120 

746 

801 

1,010 

2,642 

7,655 
  11,556 

73,680 

  11,225 

66,312 

  21,947 

Total

  553,952 

106

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

5,545

3,483

4,067

3,967

3,851

3,892

4,256
3,616

5,364

3,078

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Businessowners' Policies
(in thousands)

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

$ 

22,199 

31,833 

17,412 

35,089 

26,592 

28,914 

37,215 

30,845 

40,584 

24,189 

38,766 

34,760 

44,911 

36,014 

24,655 

40,627 

37,993 

49,460 

42,710 

36,848 

21,865 

41,326 

38,464 

52,940 

46,571 

39,973 

31,337 

29,995 

41,356 

39,085 

55,458 

49,073 

45,308 

36,950 

39,791 

27,718 

42,075 

39,212 

55,708 

49,839 

48,786 

40,359 

44,316 

41,587 

43,376 

42,061 

39,440 

55,729 

50,005 

50,536 

39,940 

48,144 

46,113 

57,210 

34,412 

All outstanding liabilities before 2012, net of reinsurance  

Liabilities for loss and loss expenses, net of reinsurance  

9,139 

99,501 

Total

463,590 

Commercial Property
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  118,464 

  114,224 

  115,375 

  116,658 

  117,102 

  117,170 

  117,225 

  117,220 

  117,200 

  117,277 

88,101 

90,639 

90,103 

90,005 

90,436 

90,278 

90,218 

90,486 

90,461 

  141,192 

  136,249 

  136,820 

  138,751 

  138,155 

  136,212 

  136,237 

  136,151 

  110,270 

  109,513 

  111,750 

  111,566 

  112,496 

  112,582 

  112,937 

  121,927 

  126,185 

  125,937 

  124,487 

  123,567 

  123,005 

  138,773 

  149,106 

  149,044 

  153,664 

  154,119 

  183,177 

  190,834 

  192,558 

  194,016 

4 

3 

10 

12 

23 

54 

98 

  173,826 

  177,075 

  179,574 

  232,060 

  225,278 

530 

4,314 

  246,319 

  36,186 

Total

 1,579,137 

Commercial Property
(in thousands)

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

8,519

5,715

6,517

6,407

6,743

6,904

8,289

7,300

10,116

7,153

Accident 
Year

2012

2013

2014

2015

$ 

81,528 

108,834 

60,244 

111,503 

87,874 

101,131 

114,699 

90,446 

132,909 

79,048 

2012

2013

2014

2015

2016

2017

2018

2019

2020
2021

2017

2018

2019

2020

2021

116,625 

90,840 

137,883 

109,829 

118,789 

99,047 

116,671 

90,696 

137,418 

110,994 

122,930 

142,338 

135,416 

116,674 

90,646 

136,008 

110,969 

123,828 

148,589 

184,813 

130,891 

116,673 

90,917 

135,928 

112,117 

123,601 

152,018 

192,698 

172,768 

164,613 

116,755 

90,891 

136,141 

112,410 

122,909 

153,750 

193,487 

177,825 

215,107 
161,757 

All outstanding liabilities before 2012, net of reinsurance  

99 

Liabilities for loss and loss expenses, net of reinsurance  

98,204 

Total

  1,481,032 

Unaudited
2016

116,291 

90,350 

136,634 

106,182 

83,966 

107

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Personal Automobile
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  113,771 

  114,921 

  109,832 

  109,324 

  110,294 

  110,300 

  109,795 

  109,701 

  109,634 

  109,546 

  108,417 

  109,620 

  106,225 

  106,703 

  107,759 

  107,680 

  107,916 

  107,803 

  107,754 

  102,250 

  109,325 

  106,757 

  107,452 

  106,821 

  107,104 

  107,106 

  107,566 

96,387 

99,698 

  100,214 

99,570 

98,718 

92,727 

98,032 

  100,202 

  101,140 

98,588 

99,544 

98,596 

99,858 

  101,880 

  105,139 

  103,653 

  103,260 

  103,557 

  111,594 

  113,569 

  112,030 

  112,418 

  114,043 

  115,688 

  115,993 

5 

72 

79 

109 

357 

447 

2,100 

5,649 

95,625 

94,532 

  17,790 

  108,244 

  28,461 

Total

 1,058,064 

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

22,333

22,376

22,509

20,865

19,826

20,744

22,682

22,845

17,501

18,931

Personal Automobile
(in thousands)

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

$ 

63,704 

82,729 

61,384 

94,842 

80,861 

62,519 

102,977 

92,637 

83,739 

58,725 

107,890 

100,528 

92,589 

76,470 

57,961 

109,355 

105,131 

99,173 

87,163 

76,823 

62,854 

109,447 

106,679 

104,055 

92,102 

86,752 

82,730 

69,721 

109,482 

106,876 

105,709 

95,997 

94,372 

91,479 

89,628 

69,699 

109,554 

107,419 

106,478 

97,275 

98,080 

97,628 

99,982 

92,162 

53,407 

109,539 

107,423 

107,108 

97,761 

98,977 

100,521 

107,026 

102,930 

68,691 

65,325 

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

All outstanding liabilities before 2012, net of reinsurance  

Liabilities for loss and loss expenses, net of reinsurance  

5,713 

98,476 

Total

965,301 

Homeowners
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018
2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  87,260 

82,744 

73,670 

86,560 

72,528 

80,111 

86,667 

71,494 

82,461 

76,637 

86,271 

72,145 

83,637 

76,400 

60,105 

86,330 

71,714 

83,844 

76,559 

60,931 

59,167 

86,483 

72,148 

83,539 

74,723 

62,391 

67,978 

62,961 

86,567 

72,318 

83,824 

74,978 

61,723 

70,365 

68,526 
64,306 

86,519 

71,948 

83,525 

74,673 

61,735 

70,064 

69,832 
72,772 

86,533 

71,955 

83,830 

74,682 

60,855 

68,938 

68,931 
73,816 

  109,033 

  112,523 

35 

38 

32 

478 

465 

570 

1,289 
3,027 

4,829 

82,425 

  15,963 

Total

  784,488 

108

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

16,944

7,750

8,775

7,750

6,895

7,386

7,607
7,001

9,791

6,298

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Homeowners
(in thousands)

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

$ 

69,056 

79,584 

50,664 

82,720 

65,528 

61,561 

84,250 

67,838 

76,007 

52,589 

85,196 

69,775 

79,751 

70,078 

42,252 

85,562 

71,776 

81,664 

72,202 

57,333 

45,466 

85,642 

72,197 

82,583 

72,927 

59,546 

63,290 

49,430 

85,897 

72,433 

82,836 

74,079 

60,082 

67,193 

64,137 

49,680 

85,899 

72,446 

82,831 

74,052 

61,187 

67,767 

65,348 

67,631 

83,838 

Total

All outstanding liabilities before 2012, net of reinsurance  

Liabilities for loss and loss expenses, net of reinsurance  

85,918 

72,447 

83,321 

74,096 

60,449 

68,078 

66,634 

69,911 

105,690 

59,054 

745,598 

5,438 

44,328 

E&S Casualty Lines
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

2012

2013

2014

2015

2016

2017

2018

2019

2020

2021

IBNR

$  42,367  $  42,621 

55,468 

43,175 

60,309 

55,316 

46,149 

67,099 

63,505 

75,498 

46,165 

69,112 

69,929 

76,432 

94,451 

45,988 

67,647 

71,719 

82,404 

46,444 

68,972 

71,206 

90,488 

44,622 

68,451 

71,153 

90,355 

44,348 

68,029 

70,846 

90,126 

44,083 

60,349 

74,270 

87,662 

1,911 

3,637 

4,115 

6,293 

96,416 

  104,655 

  105,120 

  104,730 

  102,476 

  19,208 

91,438 

95,783 

99,866 

99,395 

99,960 

  16,217 

98,324 

  103,004 

  103,184 

  104,983 

  25,673 

  117,087 

  118,298 

  117,736 

  56,323 

  103,872 

  103,137 

  71,650 

  128,099 

  111,132 

Total   922,755 

E&S Casualty Lines
(in thousands)

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

As of 
December 31, 2021

Cumulative 
Number of 
Reported 
Claims

2,064

2,310

2,131

2,875

2,968

2,797

2,762

2,553

1,595

1,223

Accident 
Year

2012

2013

2014

2015

2016

$ 

3,722  $ 

7,914 

2,715 

16,430 

9,470 

2,353 

25,064 

21,980 

12,234 

3,036 

32,343 

35,200 

25,571 

13,057 

3,720 

2012

2013

2014

2015

2016

2017

2018

2019

2020
2021

Unaudited
2017

36,278 

46,108 

43,877 

29,389 

16,195 

5,057 

2018

2019

2020

2021

38,298 

51,142 

53,780 

50,712 

33,950 

14,672 

5,509 

39,832 

54,974 

60,092 

64,529 

56,581 

34,179 

21,337 

4,422 

40,615 

55,988 

64,698 

71,421 

69,448 

53,238 

39,174 

17,812 

3,695 

41,299 

57,152 

66,661 

75,844 

75,004 

68,266 

57,962 

35,844 

13,064 
4,326 

All outstanding liabilities before 2012, net of reinsurance  

2,843 

Liabilities for loss and loss expenses, net of reinsurance  

430,176 

Total  

495,422 

109

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(e) The reconciliation of the net incurred and paid claims development tables to the liability for loss and loss expenses in the 
consolidated statement of financial position is as follows:

(in thousands)

Net outstanding liabilities:

Standard Commercial Lines

General liability

Workers compensation

Commercial automobile

Businessowners' policies

Commercial property

Other Standard Commercial Lines

Total Standard Commercial Lines net outstanding liabilities

Standard Personal Lines

Personal automobile

Homeowners 

Other Standard Personal Lines

Total Standard Personal Lines net outstanding liabilities

E&S Lines

Casualty lines

Property lines

Total E&S Lines net outstanding liabilities

Total liabilities for unpaid loss and loss expenses, net of reinsurance

Reinsurance recoverable on unpaid claims:

Standard Commercial Lines

General liability

Workers compensation

Commercial automobile

Businessowners' policies

Commercial property

Other Standard Commercial Lines

Total Standard Commercial Lines reinsurance recoverable on unpaid loss

Standard Personal Lines

Personal automobile

Homeowners 

Other Standard Personal Lines

Total Standard Personal Lines reinsurance recoverable on unpaid loss

E&S Lines

Casualty lines

Property lines

Total E&S Lines reinsurance recoverable on unpaid loss

Total reinsurance recoverable on unpaid loss

Unallocated loss expenses

December 31, 2021

$ 

1,515,789 

816,606 

717,704 

99,501 

98,204 

22,866 

3,270,670 

98,476 

44,328 

12,261 

155,065 

430,176 

17,987 

448,163 

3,873,898 

213,253 

196,670 

15,480 

6,828 

22,277 

2,136 

456,644 

40,941 

2,392 

64,975 

108,308 

11,672 

2,017 

13,689 

578,641 

128,364 

Total gross liability for unpaid loss and loss expenses

$ 

4,580,903 

110

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(f) The table below reflects the historical average annual percentage payout of incurred claims by age.  For example, the general 
liability line of business averages payout of 6.4% of its ultimate losses in the first year, 11.9% in the second year, and so forth.  
The following is supplementary information about average historical claims duration as of December 31, 2021:

Average Annual Percentage Payout of Incurred Claims by Age, Net of Reinsurance

Years

General liability

Workers compensation

Commercial automobile

Businessowners’ policies

Commercial property

Personal automobile

Homeowners

E&S Lines - casualty

1

6.4%

21.8

37.2

49.2

69.4

59.0

71.5

3.8

2

11.9

25.9

16.7

20.8

25.8

18.1

21.0

11.2

3

15.6

13.6

14.7

8.0

3.1

10.3

3.4

16.7

4

17.6

8.4

13.0

8.7

1.0

6.4

1.8

5

14.4

4.5

10.0

5.9

0.4

3.7

1.6

19.0

14.8

6

9.8

2.9

4.5

3.1

—

1.4

0.1

7.9

7

6.6

2.3

1.7

1.2

—

0.3

0.2

5.7

8

5.0

3.1

1.0

0.1

—

0.4

0.2

3.5

9

1.9

1.7

0.5

0.1

—

0.1

0.2

3.0

10

1.6

0.8

0.1

0.1

—

0.1

—

2.0

Note 11. Indebtedness
The table below provides a summary of our outstanding debt at December 31, 2021 and 2020:

Outstanding Debt

($ in thousands)
Description

Long term

Issuance 
Date

Maturity 
Date

Interest 
Rate

Original 
Amount

Unamortized 
Issuance Costs

Debt 
Discount

December 31, 
2021

December 31, 
2020

2021

Carry Value

(1) Senior Notes

3/1/2019

3/1/2049

 5.375 %  

300,000  $ 

2,733 

5,670 

(2) FHLBI

(3) FHLBNY

(3) FHLBNY

(4) Senior Notes

(5) Senior Notes

12/16/2016

12/16/2026

 3.03 %  

8/15/2016

8/16/2021

 1.56 %  

7/21/2016

7/21/2021

 1.61 %  

60,000 

25,000 

25,000 

11/3/2005

11/1/2035

 6.70 %  

100,000 

11/16/2004

11/15/2034

 7.25 %  

50,000 

— 

— 

— 

287 

147 

— 

— 

— 

480 

83 

Finance lease obligations

Total long-term debt

$ 

3,167 

6,233 

291,597 

60,000 

— 

— 

99,233 

49,770 

5,450 

506,050 

291,307 

60,000 

25,000 

25,000 

99,180 

49,748 

508 

550,743 

On December 20, 2019, the Parent entered into a Credit Agreement (the “Line of Credit”) among the Parent, the lenders named 
therein (the “Lenders”), and Bank of Montreal, Chicago Branch, as Administrative Agent.  Under the Line of Credit, the 
Lenders have agreed to provide the Parent with a $50 million revolving credit facility, which can be increased to $125 million 
with the consent of the Lenders.  The Line of Credit will mature on December 20, 2022 and has an interest rate, which varies 
and is based on, among other factors, the Parent’s debt ratings. 

Our Line of Credit contains representations, warranties, and covenants that are customary for credit facilities of this type, 
including, without limitation, financial covenants under which we are obligated to maintain a minimum consolidated net worth, 
a maximum ratio of consolidated debt to total capitalization, and covenants limiting our ability to:  (i) merge or liquidate; (ii) 
incur debt or liens; (iii) dispose of assets; (iv) make investments and acquisitions; and (v) engage in transactions with affiliates.

The table below outlines information regarding certain covenants in the Line of Credit:

Consolidated net worth1
Debt to total capitalization ratio1

1Calculated in accordance with the Line of Credit.

Required as of

December 31, 2021

Not less than $1.8 billion

Not to exceed 35%

Actual as of

December 31, 2021

$2.9 billion

15.0%

In addition to the above requirements, the Line of Credit contains a cross-default provision that provides that the Line of Credit 
will be in default if we fail to comply with any condition, covenant, or agreement (including payment of principal and interest 
when due on any debt with an aggregate principal amount of at least $20 million), which causes or permits the acceleration of 
principal.  Additionally, the Line of Credit limits borrowings from the FHLBI and the FHLBNY to 10% of the respective 
member company's admitted assets for the previous year.

111

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Long-term Debt Activity 
(1) In the first quarter of 2019, we issued $300 million of 5.375% Senior Notes due 2049 at a discount of $5.9 million which, 
when coupled with debt issuance costs of approximately $3.3 million, resulted in net proceeds from the offering of $290.8 
million.  The 5.375% Senior Notes pay interest on March 1 and September 1 of each year.  The first payment was made on 
September 1, 2019.  A portion of the proceeds from this debt issuance was used to fully redeem the $185 million aggregate 
principal amount of our 5.875% Senior Notes due 2043, with the remaining $106 million being used for general corporate 
purposes.  The 5.875% Senior Notes had pre-tax debt retirement costs of $4.2 million, or $3.3 million after tax, which was 
recorded in Interest expense on the Consolidated Statements of Income in the first quarter of 2019.  There are no financial debt 
covenants to which we are required to comply in regards to the 5.375% Senior Notes.

(2) In the first quarter of 2009, SICSC and SICSE, which are collectively referred to as the "Indiana Subsidiaries" as they are 
domiciled in Indiana, joined, and invested in, the FHLBI, which provides them with access to additional liquidity.  The Indiana 
Subsidiaries’ aggregate investment in the FHLBI was $5.7 million at December 31, 2021 and December 31, 2020.  Our 
investment provides us the ability to borrow approximately 20 times the total amount of the FHLBI common stock purchased 
with additional collateral, at comparatively low borrowing rates.  The proceeds from the FHLBI borrowing on December 16, 
2016 of $60 million were used to repay a $45 million borrowing from the FHLBI that was outstanding at the time, with the 
remaining $15 million used for general corporate purposes.  All borrowings from the FHLBI require security.  There are no 
financial debt covenants to which we are required to comply with in regards to these borrowings.  For information on 
investments that are pledged as collateral for these borrowings, see Note 5. "Investments" above.

(3)  In the fourth quarter of 2015, SICA and Selective Insurance Company of New York ("SICNY") joined, and invested in, the 
FHLBNY, which provides them with access to additional liquidity.  The aggregate investment for both subsidiaries was $0.8 
million at December 31, 2021 and $3.1 million at December 31, 2020.  Our investment provides us the ability to borrow 
approximately 20 times the total amount of the FHLBNY common stock purchased with additional collateral, at comparatively 
low borrowing rates.  In 2016, SICA borrowed the following amounts from the FHLBNY:  (i) $25 million in August 2016 at an 
interest rate of 1.56%, which was repaid on August 16, 2021; and (ii) $25 million in July 2016 at an interest rate of 1.61%, 
which was repaid on July 21, 2021.  

(4) In November 2005, we issued $100 million of 6.70% Senior Notes due 2035.  These notes were issued at a discount of $0.7 
million resulting in an effective yield of 6.754%.  Net proceeds of approximately $50 million were used to fund an irrevocable 
trust that subsequently funded certain payment obligations in respect of our outstanding debt.  The remainder of the proceeds 
was used for general corporate purposes.  The agreements covering these notes contain a standard default cross-acceleration 
provision that provides the 6.70% Senior Notes will enter a state of default upon the failure to pay principal when due or upon 
any event or condition that results in an acceleration of principal of any other debt instrument in excess of $10 million that we 
have outstanding concurrently with the 6.70% Senior Notes.  There are no financial debt covenants to which we are required to 
comply in regards to these notes.

(5) In November 2004, we issued $50 million of 7.25% Senior Notes due 2034.  These notes were issued at a discount of $0.1 
million, resulting in an effective yield of 7.27%.  We contributed $25 million of the bond proceeds to the Insurance Subsidiaries 
as capital.  The remainder of the proceeds was used for general corporate purposes.  The agreements covering these notes 
contain a standard default cross-acceleration provision that provides the 7.25% Senior Notes will enter a state of default upon 
the failure to pay principal when due or upon any event or condition that results in an acceleration of principal of any other debt 
instrument in excess of $10 million that we have outstanding concurrently with the 7.25% Senior Notes.  There are no financial 
debt covenants to which we are required to comply in regards to these notes.

Note 12. Segment Information
We evaluate the results of our four reportable segments as follows:

•

•

Our Standard Commercial Lines, Standard Personal Lines, and E&S Lines are evaluated based on before and after-
tax underwriting results (net premiums earned, incurred loss and loss expense, policyholders dividends, policy 
acquisition costs, and other underwriting expenses), return on equity ("ROE") contribution, and combined ratios.

Our Investments segment is primarily evaluated after-tax net investment income and its ROE contribution.  After-
tax net realized and unrealized gains and losses, which are not included in non-GAAP operating income, are also 
included in our Investment segment results.

In computing each segment's results, we do not make adjustments for interest expense or corporate expenses.  No segment has a 
separate investment portfolio or allocated assets.

112

Our combined insurance operations are subject to certain geographic concentrations, particularly in the Eastern region of the 
country.  In 2021, approximately 18% of NPW were related to insurance policies written in New Jersey.  We also had a 
goodwill balance of $7.8 million at both December 31, 2021 and 2020 on our Consolidated Balance Sheet that relates to our 
Standard Commercial Lines reporting unit.

The following summaries present revenues (net investment income and net realized and unrealized gains and losses on 
investments in the case of the Investments segment) and pre-tax income for the individual segments:

Revenue by Segment

($ in thousands)

Standard Commercial Lines:

Net premiums earned:

Commercial property

Workers compensation

General liability

Commercial automobile

Businessowners’ policies

Bonds

Other

Miscellaneous income

Total Standard Commercial Lines revenue

Standard Personal Lines:

Net premiums earned:

Personal automobile

Homeowners

Other

Miscellaneous income

Total Standard Personal Lines revenue

E&S Lines:

Net premiums earned:

Casualty lines

Property lines

Total E&S Lines revenue

Investments:

Net investment income

Net realized and unrealized investment gains (losses)

Total Investments revenues

Total revenues

Years ended December 31,

2021

2020

2019

$ 

436,412 

306,428 

807,158 

724,398 

110,622 

35,762 

23,105 

16,056 
2,459,941 

163,007 

122,526 

8,026 

1,667 

295,226 

197,779 

82,030 

279,809 

326,589 

17,599 

344,188 

$ 

3,379,164 

388,120 

278,062 

694,019 

615,181 

110,210 

36,742 

20,850 

15,512 
2,158,696 

165,020 

125,405 

8,715 

2,058 

301,198 

174,408 

65,082 

239,490 

227,107 

(4,217) 

222,890 

2,922,274 

353,834 

311,370 

669,895 

554,256 

105,252 

35,726 

19,281 

10,889 
2,060,503 

172,606 

127,543 

7,590 

1,466 

309,205 

182,864 

56,954 

239,818 

222,543 

14,422 

236,965 

2,846,491 

113

  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Income Before and After Federal Income Tax
($ in thousands)
Standard Commercial Lines:

Underwriting income, before federal income tax
Underwriting income, after federal income tax
Combined ratio
ROE contribution

Standard Personal Lines:

Underwriting income (loss), before federal income tax
Underwriting income (loss), after federal income tax
Combined ratio
ROE contribution

E&S Lines:

Underwriting income (loss), before federal income tax
Underwriting income (loss), after federal income tax
Combined ratio
ROE contribution

Investments:

Net investment income earned
Net realized and unrealized investment gains (losses)
Total investment segment income, before federal income tax
Tax on investment segment income
Total investment segment income, after federal income tax
ROE contribution of after-tax net investment income earned

Reconciliation of Segment Results to Income Before Federal Income Tax
($ in thousands)

Underwriting income (loss)
     Standard Commercial Lines 
     Standard Personal Lines 
     E&S Lines
Investment income

Total all segments
Interest expense
Corporate expenses

Income, before federal income tax

Preferred stock dividends

Income available to common stockholders, before federal income tax

Years ended December 31,
2020

2019

2021

$ 

198,596 
156,891 

 91.9 %
 5.9 %

3,966 
3,133 

 98.6 %
 0.1 %

16,030 
12,664 

 94.3 %
 0.5 %

326,589 
17,599 
344,188 
67,284 
276,904 

 9.9 %

151,731 
119,867 

 92.9 %
 5.1 

(15,508) 
(12,251) 

 105.2 %
 (0.5) 

126 
100 
 99.9 %
 — 

227,107 
(4,217) 
222,890 
41,609 
181,281 
 7.8 

145,990 
115,332 

 92.9 %
 5.8 

8,260 
6,525 

 97.3 %
 0.3 

9,743 
7,697 

 95.9 %
 0.4 

222,543 
14,422 
236,965 
45,301 
191,664 
 9.6 

Years ended December 31,
2020

2021

2019

198,596 
3,966 
16,030 
344,188 
562,780 
(29,165) 
(28,305) 
505,310 
(9,353) 
495,957  $ 

151,731 
(15,508) 
126 
222,890 
359,239 
(30,839) 
(25,412) 
302,988 
— 
302,988  $ 

145,990 
8,260 
9,743 
236,965 
400,958 
(33,668) 
(30,900) 
336,390 
— 
336,390 

$ 

$ 

$ 

$ 

$ 

Note 13. Earnings per Share
The following table provides a reconciliation of the numerators and denominators of basic and diluted earnings per share 
("EPS"):

2021
($ in thousands, except per share amounts)
Basic EPS:
Net income available to common stockholders

Effect of dilutive securities:
Stock compensation plans

Diluted EPS:
Net income available to common stockholders

Income
(Numerator)

Shares
(Denominator)

Per Share
Amount

$ 

394,484 

60,183  $ 

6.55 

— 

484 

$ 

394,484 

60,667  $ 

6.50 

114

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2020
($ in thousands, except per share amounts)
Basic EPS:
Net income available to common stockholders

Effect of dilutive securities:
Stock compensation plans

Diluted EPS:
Net income available to common stockholders

2019
($ in thousands, except per share amounts)
Basic EPS:
Net income available to common stockholders

Effect of dilutive securities:
Stock compensation plans

Diluted EPS:
Net income available to common stockholders

Income
(Numerator)

Shares
(Denominator)

Per Share
Amount

$ 

246,355 

59,862  $ 

4.12 

— 

431 

$ 

246,355 

60,293  $ 

4.09 

Income
(Numerator)

Shares
(Denominator)

Per Share
Amount

$ 

271,623 

59,421  $ 

4.57 

— 

583 

$ 

271,623 

60,004  $ 

4.53 

Note 14. Federal Income Taxes
(a) A reconciliation of federal income tax on income at the corporate rate (21.0%) to the effective tax rate is as follows:

($ in thousands)
Tax at statutory rate 
Tax-advantaged interest
Dividends received deduction
Executive compensation
Stock-based compensation
Other
Federal income tax expense
Income before federal income tax, less preferred stock dividends
Effective tax rate

$ 

2021
106,115 
(4,514) 
(558) 
2,469 
(693) 
(1,346) 
101,473 
495,957 

2020

2019

63,627 
(4,730) 
(514) 
2,246 
(1,846) 
(2,150) 
56,633 
302,988 

70,642 
(4,909) 
(443) 
2,985 
(3,253) 
(255) 
64,767 
336,390 

 20.5 %

 18.7 %

 19.3 %

(b) The tax effects of the significant temporary differences that gave rise to deferred tax assets and liabilities were as follows:

($ in thousands)
Deferred tax assets:
Net loss reserve discounting
Net unearned premiums
Employee benefits
Long-term incentive compensation plans
Temporary investment write-downs
Other
Total deferred tax assets
Deferred tax liabilities:
Deferred policy acquisition costs
Unrealized gains on investment securities
Other investment-related items, net
Accelerated depreciation and amortization
Total deferred tax liabilities
Net deferred federal income tax liability

2021

2020

$ 

$ 

60,227 
68,086 
2,787 
5,904 
4,314 
2,245 
143,563 

68,652 
48,082 
27,044 
13,198 
156,976 
(13,413) 

54,240 
60,842 
8,943 
5,472 
6,037 
7,195 
142,729 

60,601 
81,142 
14,760 
13,322 
169,825 
(27,096) 

After considering all evidence, both positive and negative, with respect to our federal tax loss carryback availability, expected 
levels of pre-tax financial statement income, and federal taxable income, we believe it is more likely than not that the existing 
deductible temporary differences will reverse during periods in which we generate net federal taxable income or have adequate 
federal carryback availability.  As a result, we had no valuation allowance recognized for federal deferred tax assets at 
December 31, 2021 or 2020.  We did not have unrecognized tax expense or benefit as of December 31, 2021.

115

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
We have analyzed our tax positions in all open tax years, which as of December 31, 2021 were 2018 through 2021.  The 2018 
tax year audit was completed in 2021 with no material changes.  We believe our tax positions will more likely than not be 
sustained upon examination, including related appeals or litigation.  In the event we had a tax position that did not meet the 
more likely than not criteria, any tax, interest, and penalties incurred related to such a position would be reflected in "Total 
federal income tax expense" on our Consolidated Statements of Income.  

Note 15. Retirement Plans
(a) Selective Insurance Retirement Savings Plan (“Retirement Savings Plan”) and the Selective Insurance Company of America 
Deferred Compensation Plan ("Deferred Compensation Plan")
SICA offers a voluntary defined contribution 401(k) plan that is available to most of our employees and is a tax-qualified 
retirement plan subject to ERISA.  In addition, SICA offers a Deferred Compensation Plan to a group of management or highly 
compensated employees as a method of recognizing and retaining such employees.  Expenses recorded for these plans were 
$19.2 million in 2021, $18.6 million in 2020, and $17.3 million in 2019.

(b) Retirement Income Plan 
SICA maintains a defined benefit pension plan, the Retirement Income Plan for Selective Insurance Company of America (the 
"Pension Plan").  This qualified, noncontributory plan is closed to new entrants and existing participants ceased accruing 
benefits after March 31, 2016.  

The following tables provide details on the Pension Plan for 2021 and 2020:

December 31,
($ in thousands)
Change in Benefit Obligation:
Benefit obligation, beginning of year
Interest cost
Actuarial (gains) losses
Benefits paid
Benefit obligation, end of year

Change in Fair Value of Assets:
Fair value of assets, beginning of year
Actual return on plan assets, net of expenses
Benefits paid
Fair value of assets, end of year

Funded status

Amounts Recognized in the Consolidated Balance Sheet:
Net pension assets, end of year

Amounts Recognized in AOCI:
Net actuarial loss

Other Information as of December 31:
Accumulated benefit obligation

Weighted-Average Liability Assumptions as of December 31:
Discount rate

Pension Plan

2021

2020

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

425,161 
8,593 
(12,844) 
(13,152) 
407,758 

432,716 
30,741 
(13,152) 
450,305 

42,547 

42,547 

78,304 

407,758 

 2.98 %

391,021 
11,312 
35,276 
(12,448) 
425,161 

385,087 
60,077 
(12,448) 
432,716 

7,555 

7,555 

101,414 

425,161 

 2.68 

When determining the most appropriate discount rate to be used in the valuation at December 31, 2021, we consider, among 
other factors, our expected payout patterns of the Pension Plan's obligations as well as our investment strategy.  We ultimately 
select the rate that we believe best represents our estimate of the inherent interest rate at which our pension benefits can be 
effectively settled.  The approach we utilize discounts the individual expected cash flows using the applicable spot rates derived 
from the yield curve over the projected cash flow period.  Our discount rate increased 30 basis points, to 2.98% as of 
December 31, 2021, from 2.68% as of December 31, 2020, which drove the decrease in the benefit obligation for the period.  

116

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
($ in thousands)
Components of Net Periodic Benefit Cost and Other Amounts Recognized in 
Other Comprehensive Income:

2021

Pension Plan
2020

2019

Net Periodic Benefit Cost (Benefit):
Interest cost
Expected return on plan assets
Amortization of unrecognized actuarial loss
Total net periodic pension cost (benefit)1

Other Changes in Plan Assets and Benefit Obligations Recognized in Other 
Comprehensive Income:
Net actuarial (gain) loss
Reversal of amortization of net actuarial loss
Total recognized in other comprehensive income

$ 

$ 

$ 

$ 

8,593 
(22,976) 
2,501 
(11,882) 

(20,609) 
(2,501) 
(23,110) 

11,312 
(21,907) 
2,817 
(7,778) 

(2,894) 
(2,817) 
(5,711) 

Total recognized in net periodic benefit cost and other comprehensive income
1The components of net periodic pension cost (benefit) are included within "Loss and loss expense incurred" and "Other insurance expenses" on the 
Consolidated Statements of Income.

(13,489) 

(34,992) 

$ 

13,506 
(21,114) 
2,575 
(5,033) 

11,643 
(2,575) 
9,068 

4,035 

Weighted-Average Expense Assumptions for the years ended December 31:
Discount rate
Interest rate
Expected return on plan assets

2021

Pension Plan
2020

2019

 2.68 %
 2.06 %
 5.40 

 3.33 
 2.95 %
 5.80 

 4.46 
 4.12 %
 6.50 

Pension Plan Assets
Assets of the Pension Plan are invested to adequately support the liability associated with the Pension Plan's defined benefit 
obligation.  Our return objective is to exceed the returns of the plan's policy benchmark, which is the return the plan would have 
earned if the assets were invested according to the target asset class weightings and earned index returns shown below.  In 
2022, we will continue to phase in adjustments to the asset allocation to steadily close the gap between the duration of the assets 
and the duration of the liabilities, provided certain improved funding targets are achieved.  Over time, the target and actual asset 
allocations may change based on the funded status of the Pension Plan and market return expectations.

The Pension Plan’s target ranges, as well as the actual weighted average asset allocation by strategy, at December 31 were as 
follows: 

Return seeking assets1
Liability hedging assets
Short-term investments
Total
1Includes limited partnerships.

2021

Target Percentage

Actual Percentage

Minimum

Maximum

2020
Actual Percentage

 50 %
 70 %
-
 100 %

 70 %
 80 %
-
 100 %

 66 %
 33 %
 1 %
 100 %

 64 %
 35 %
 1 %
 100 %

The use of derivative instruments is permitted under certain circumstances for the Pension Plan portfolio, but may not be used 
for unrelated speculative purposes or to create exposures that are not permitted in the Pension Plan's investment guidelines.  We 
currently invest in a U.S. Treasury overlay derivative strategy, within the funds in our liability hedging assets, to manage the 
interest rate duration mismatch between the assets and liabilities of the Pension Plan to help insulate the funded status of the 
plan.  Considering the impact of this derivative overlay, the liability hedging assets provide for an approximate 79% hedge 
against the projected benefit obligation.

The Pension Plan had no investments in the Parent’s common stock as of December 31, 2021 or 2020.  For information 
regarding investments in funds of our related parties, refer to Note 18. "Related Party Transactions" below.

117

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
 
 
The techniques used to determine the fair value of the Pension Plan's invested assets that appear on the following page are as 
follows:

•

•

•

•

The investments in the equities and liability hedging funds include collective investment funds and fund of funds that 
utilize a market approach wherein the published prices in the active market for identical assets are used.  These 
investments are traded at their net asset value per share.  These investments are classified as Level 1 in the fair value 
hierarchy.
The investments in private limited partnerships are valued utilizing net asset value as a practical expedient for fair 
value.  These investments are not classified in the fair value hierarchy.
Short-term investments are recorded at fair value.  Given that these investments are listed on active exchanges, coupled 
with their liquid nature, these investments are classified as Level 1 in the fair value hierarchy.
The deposit administration contract is recorded at cost, which approximates fair value.  Given the liquid nature of the 
underlying investments in overnight cash deposits and other short-term duration products, we have determined that a 
correlation exists between the deposit administration contract and other short-term investments, such as money market 
funds.  As such, this investment is classified as Level 2 in the fair value hierarchy.

For discussion regarding the levels within the fair value hierarchy, see Note 2. "Summary of Significant Accounting Policies."
In addition, refer to Note 5. "Investments" for discussion regarding the limited partnership investment strategies, excluding the 
secondary private equity and direct lending strategies as these investments are currently not part of the Pension Plan's 
investment portfolio.

The following tables provide quantitative disclosures of the Pension Plan’s invested assets that are measured at fair value on a 
recurring basis:

December 31, 2021

Fair Value Measurements at 12/31/21 Using

Assets Measured at 
Fair Value 
At 12/31/21

Quoted Prices in Active 
Markets for Identical 
Assets/ Liabilities
(Level 1)

Significant Other 
Observable Inputs 
(Level 2)

Significant 
Unobservable Inputs
(Level 3)

($ in thousands)
Description
Return seeking assets:

Equities:

Global equity
Diversified credit
Real assets

Total equities

Limited partnerships (at net asset value)1:
Real assets
Private equity

Total limited partnerships
Total return seeking assets

Liability hedging assets:

Fixed income
U.S. Treasury overlay

Total liability hedging assets

Cash and short-term investments:

Short-term investments

   Deposit administration contracts

   Total cash and short-term investments 

$ 

144,634 
66,165 
89,590 
300,389 

47 
413 
460 
300,849 

86,183 
65,304 
151,487 

1,744 
2,422 
4,166 

144,634 
66,165 
89,590 
300,389 

— 
— 
— 
300,389 

86,183 
65,304 
151,487 

1,744 
— 
1,744 

   Total invested assets

$ 

456,502 

453,620 

118

— 
— 
— 
— 

— 
— 
— 
— 

— 
— 
— 

— 
2,422 
2,422 

2,422 

— 
— 
— 
— 

— 
— 
— 
— 

— 
— 
— 

— 
— 
— 

— 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
December 31, 2020

Fair Value Measurements at 12/31/20 Using

($ in thousands)
Description
Return seeking assets:

Equities:
Global equity
Diversified credit
Real assets

Total equities

Limited partnerships (at net asset value)1:

Real assets
Private equity
Private credit

Total limited partnerships
   Total return seeking assets

Liability hedging assets:

Fixed income
U.S. Treasury overlay

Total liability hedging assets

Cash and short-term investments:

Short-term investments

   Deposit administration contracts

   Total cash and short-term investments 

Assets Measured at 
Fair Value 
At 12/31/20

Quoted Prices in Active 
Markets for Identical 
Assets/ Liabilities
(Level 1)

Significant Other 
Observable Inputs 
(Level 2)

Significant 
Unobservable Inputs
(Level 3)

$ 

142,320 
73,762 
61,585 
277,667 

73 
400 
29 
502 
278,169 

99,490 
52,756 
152,246 

3,273 
2,073 
5,346 

142,320 
73,762 
61,585 
277,667 

— 
— 
— 
— 
277,667 

99,490 
52,756 
152,246 

3,273 
— 
3,273 

— 
— 
— 
— 

— 
— 
— 
— 
— 

— 
— 
— 

— 
2,073 
2,073 

— 
— 
— 
— 

— 
— 
— 
— 
— 

— 
— 
— 

— 
— 
— 

   Total invested assets

435,761 
1In accordance with the FASB issued ASU 2015-07, Disclosures for Investments in Certain Entities That Calculate Net Asset Value per Share (or Its 
Equivalent), certain investments that are measured at fair value using the net asset value per share (or its practical expedient) have not been classified in the fair 
value hierarchy.  The fair value amounts presented in this table are intended to permit reconciliation of the fair value hierarchy to total Pension Plan invested 
assets. 

433,186 

2,073 

— 

$ 

Contributions
We presently do not anticipate contributing to the Pension Plan in 2022, as we have no minimum required contribution 
amounts.

Benefit Payments

($ in thousands)

Benefits Expected to be Paid in Future

Fiscal Years:

2022
2023

2024

2025

2026

2026-2030

Note 16. Share-Based Payments

Pension Plan

$ 

14,900 
16,099 

17,232 

18,296 

19,394 

108,742 

Active Plans
As of December 31, 2021, the following four plans were available for the issuance of share-based payment awards:
The 2014 Omnibus Stock Plan, As Amended and Restated Effective as of May 2, 2018 (the "Stock Plan");
The Cash Incentive Plan, As Amended and Restated as of May 1, 2014 (the "Cash Plan");
The Employee Stock Purchase Plan, As Amended and Restated as of July 1, 2021 ("ESPP"); and
The Amended and Restated Stock Purchase Plan for Independent Insurance Agencies (2010), Amended and Restated 
as of November 1, 2020 (the "Agent Plan").

•
•
•
•

119

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
The following table provides information regarding the approval of these plans:

Plan

Stock Plan

Cash Plan

ESPP

Agent Plan

Approvals
Approved effective as of May 1, 2014 by stockholders on April 23, 2014.
Most recently amended and restated plan was approved effective May 2, 2018 by stockholders on May 2, 2018.

Approved effective April 1, 2005 by stockholders on April 27, 2005.
Most recently amended and restated plan was approved effective May 1, 2014 by stockholders on April 23, 2014.

Approved effective July 1, 2009 by stockholders on April 29, 2009.
Most recently amended and restated plan was approved effective July 1, 2021 by stockholders on April 28, 2021.
Approved by stockholders on April 26, 2006.
Most recently amended and restated plan was approved effective November 1, 2020 by the Salary and Employee Benefits Committee 
of the Parent's Board on October 26, 2020.

The types of awards that can be issued under each of these plans are as follows:

Plan

Stock Plan

Cash Plan

ESPP

Agent Plan

Types of Share-Based Payments Issued
Qualified and nonqualified stock options, stock appreciation rights ("SARs"), restricted stock, restricted stock units ("RSUs"), stock 
grants, and other awards valued in whole or in part by reference to the Parent's common stock.  The maximum exercise period for an 
option grant under this plan is 10 years from the date of the grant.  Dividend equivalent units ("DEUs") are earned during the vesting 
period on RSU grants.  The DEUs are reinvested in the Parent's common stock at fair value on each dividend payment date.  The 
requisite service period for grants to employees under this plan is the lesser of:  (i) the stated vested date, which is typically three years 
from issuance; or (ii) the date the employee becomes eligible to retire.

Cash incentive units (“CIUs”).  The initial dollar value of each CIU will be adjusted to reflect the percentage increase or decrease in 
the total shareholder return on the Parent's common stock over a specified performance period.  In addition, for certain grants, the 
number of CIUs granted will be increased or decreased to reflect our performance on specified performance indicators compared to 
targeted peer companies.  The requisite service period for grants under this plan is the lesser of:  (i) the stated vested date, which is 
typically three years from issuance; or (ii) the date the employee becomes eligible to retire.

Enables employees to purchase shares of the Parent’s common stock.  The purchase price is the lower of:  (i) 85% of the closing 
market price at the time the option is granted; or (ii) 85% of the closing price at the time the option is exercised.  Shares are generally 
issued on June 30 and December 31 of each year.

Quarterly offerings to purchase the Parent's common stock at a 10% discount with a one-year restricted period during which the shares 
purchased cannot be sold or transferred.  Only our independent retail insurance agencies and wholesale general agencies, and certain 
eligible persons associated with the agencies, are eligible to participate in this plan.

Shares authorized and available for issuance as of December 31, 2021 are as follows:

Stock Plan
ESPP
Agent Plan

Authorized

4,750,000 
5,500,000 
3,000,000 

Available for Issuance
2,713,667 
1,184,849 
1,608,234 

Awards Outstanding

660,697 
— 
— 

Retired Plans
The following plans are closed for the issuance of new awards, although awards outstanding continue in effect according to the 
terms of the applicable award agreements:

December 31, 2021

Plan

2005 Omnibus Stock Plan ("2005 
Stock Plan")

Types of Share-Based Payments Issued
Qualified and nonqualified stock options, SARs, restricted stock, RSUs, 
phantom stock, stock bonuses, and other awards in such amounts and with 
such terms and conditions as it determined, subject to the provisions of the 
2005 Stock Plan.  The maximum exercise period for an option grant under 
this plan is 10 years from the date of the grant.  DEUs are earned during the 
vesting period on RSU grants.  The DEUs are reinvested in the Parent's 
common stock at fair value on each dividend payment date.

Reserve Shares

Awards Outstanding1

1,958,306 

32,906 

Parent's Stock Compensation 
Plan for Non-employee Directors

Directors could elect to receive a portion of their annual compensation in 
shares of the Parent's common stock.

44,468 

44,468 

1Awards outstanding under the 2005 Stock Plan represent shares deferred by our non-employee directors.

RSU Transactions
A summary of the RSU transactions under our share-based payment plans is as follows:

Number
of Shares

Weighted Average
Grant Date Fair Value
61.02 
64.03 
57.10 
62.61 
63.73 

667,674  $ 
249,293 
(258,477) 
(16,854) 
641,636  $ 

Unvested RSU awards at December 31, 2020
Granted in 2021
Vested in 2021
Forfeited in 2021
Unvested RSU awards at December 31, 2021

120

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
As of December 31, 2021, total unrecognized compensation expense related to unvested RSU awards granted under our Stock 
Plan was $10.1 million.  That expense is expected to be recognized over a weighted-average period of 1.7 years.  The total 
intrinsic value of RSUs vested was $17.2 million for 2021, $20.6 million for 2020, and $22.0 million for 2019.  In connection 
with vested RSUs, the total value of the DEUs that vested was $0.6 million in 2021, $0.7 million in 2020, and $0.8 million in 
2019.

Option Transactions
As of December 31, 2021 and 2020, we had no stock options outstanding under our 2005 Stock Plan.  The total intrinsic value 
of options exercised was $1.3 million in 2020 and $5.2 million in 2019.   

CIU Transactions
The liability recorded in connection with our Cash Plan was $11.0 million as of December 31, 2021, and $8.2 million as of 
December 31, 2020.  The remaining cost associated with the CIUs is expected to be recognized over a weighted average period 
of 1.2 years.  The CIU payments made in connection with the CIU vestings were $2.2 million in 2021, $2.3 million in 2020, 
and $18.4 million in 2019.  There were structural changes to our Cash Plan in early 2017, and as a result, payments in 2021 and 
2020 were comparatively lower than 2019. 

ESPP and Agent Plan Transactions
A summary of ESPP and Agent Plan share issuances is as follows:

ESPP Issuances

Agent Plan Issuances

2021

2020

2019

72,239 

50,999 

99,141 

69,238 

72,952 

47,888 

Fair Value Measurements
The grant date fair value of RSUs is based on the market price of our common stock on the grant date, adjusted for the present 
value of our expected dividend payments.  The expense recognized for share-based awards is based on the number of shares or 
units expected to be issued at the end of the performance period and the grant date fair value.

The grant date fair value of each option award is estimated using the Black Scholes option valuation model ("Black Scholes").  
The following are the significant assumptions used in applying Black Scholes:  (i) the risk-free interest rate, which is the 
implied yield currently available on U.S. Treasury zero-coupon issues with an equal remaining term; (ii) the expected term, 
which is based on historical experience of similar awards; (iii) the dividend yield, which is determined by dividing the expected 
per share dividend during the coming year by the grant date stock price; and (iv) the expected volatility, which is based on the 
volatility of the Parent's stock price over a historical period comparable to the expected term.  In applying Black Scholes, we 
use the weighted average assumptions illustrated in the following table:

Risk-free interest rate

Expected term

Dividend yield
Expected volatility

2021

 0.07 %

6 months

 1.4 %
 28 %

ESPP

2020

 0.76 

6 months

 1.6 
 37 

2019

 2.33 

6 months

 1.2 
 26 

The weighted-average fair value per share of options and stock, including RSUs granted under the Parent's stock plans, during 
2021, 2020, and 2019 was as follows:

RSUs

ESPP:

Six month option

Discount of grant date market value

Total ESPP

Agent Plan:

Discount of grant date market value

2021

2020

2019

$ 

64.03 

4.69 

10.98 
15.67 

7.57 

62.91 

4.82 

8.61 
13.43 

5.73 

63.60 

4.32 

9.99 
14.31 

7.00 

The fair value of the CIU liability is remeasured at each reporting period through the settlement date of the awards, which is 
three years from the date of grant, based on an amount expected to be paid.  A Monte Carlo simulation is performed to 

121

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
approximate the projected fair value of the CIUs that, in accordance with the CIU agreements established under the Cash Plan, 
is adjusted to reflect our performance on specified indicators compared to targeted peer companies.

Expense Recognition
The following table provides share-based compensation expense in 2021, 2020, and 2019:

($ in millions)

Share-based compensation expense, pre-tax

Income tax benefit, including the benefit related to stock grants that vested during the year

Share-based compensation expense, after-tax

2021

2020

2019

$ 

$ 

22.3 

(5.1) 

17.2 

19.8 

(5.7) 

14.1 

24.5 

(8.2) 

16.3 

Note 17. Equity

Preferred Stock
We have 5,000,000 shares of preferred stock authorized, with no par value, of which (i) 300,000 shares are designated Series A 
junior preferred stock, which have not been issued, and (ii) 8,000 shares were issued as Series B in 2020 as discussed below.

On December 2, 2020, we issued 8.0 million depository shares, each representing a 1/1,000th interest in a share of our perpetual 
4.60% Non-Cumulative Preferred Stock, Series B, without par value, with a liquidation preference of $25,000 per share 
(equivalent to $25.00 per depository share) (“Preferred Stock”), for net proceeds of $194.6 million.  Dividends are recorded 
when declared and, if declared are payable quarterly in arrears on the 15th day of March, June, September, and December.  If a 
dividend is not declared and paid or made payable on all outstanding shares of the Preferred Stock for the latest completed 
dividend period, no dividends may be declared or paid on our common stock and we may not purchase, redeem, or otherwise 
acquire our outstanding common stock.

The Preferred Stock is redeemable at our option in whole or in part, from time to time, on or after December 15, 2025 at a 
redemption price equal to $25,000 per share of Preferred Stock (equivalent to $25.00 per depository share), plus unpaid 
dividends attributable to the then current dividend period.  Prior to December 15, 2025, the Preferred Stock is redeemable at the 
Company’s option, in whole but not in part, within 90 days of the occurrence of (a) a rating agency event at a redemption price 
equal to $25,500 per share of Preferred Stock (equivalent to $25.50 per depository share), plus unpaid dividends attributable to 
the current dividend period in circumstances where a rating agency changes its criteria used to assign equity credit to securities 
like the Preferred Stock; or (b) a regulatory capital event at a redemption price equal to $25,000 per share of Preferred Stock 
(equivalent to $25.00 per depository share), plus unpaid dividends attributable to the current dividend period in circumstances 
where a capital regulator such as a state insurance regulator changes or proposes to change capital adequacy rules.

Share Repurchase Program
On December 2, 2020, we announced that our Board authorized a $100 million share repurchase program, which
has no set expiration or termination date.  Our repurchase program does not obligate us to acquire any particular amount of our
common stock.  The timing and amount of any share repurchases under the authorization is determined by management at its 
discretion based on market conditions and other considerations.  As of December 31, 2021, 52,781 shares were repurchased 
under the share repurchase program at a total cost of $3.4 million.  These repurchases were all completed in the first quarter of 
2021, and we did not repurchase any shares under our share repurchase program during the remainder of 2021.  We have $96.6 
million of remaining capacity under our share repurchase program.

Note 18. Related Party Transactions
William M. Rue, a Director of the Parent, is Chairman of, and owns more than 10% of the equity of Rue Holding Company, 
which owns 100% of Chas. E. Rue & Son, Inc., t/a Rue Insurance, a general independent retail insurance agency ("Rue 
Insurance").  Rue Insurance is an appointed distribution partner of the Insurance Subsidiaries on terms and conditions similar to 
those of our other distribution partners, which includes the right to participate in the Agent Plan.  Mr. Rue’s son is President, 
and an employee, of Rue Insurance, and owns more than 10% of the equity of Rue Holding Company.  Mr. Rue’s daughter is 
an employee of Rue Insurance and owns less than 10% of the equity of Rue Holding Company.  Our relationship with Rue 
Insurance has existed since 1928.

Rue Insurance placed insurance policies with the Insurance Subsidiaries for its customers and itself.  Direct premiums written 
associated with these policies were $12.8 million in 2021, and $11.0 million in both 2020 and 2019.  In return, the Insurance 
Subsidiaries paid standard market commissions, including supplemental commissions, to Rue Insurance of $2.0 million in 
2021, $1.8 million in 2020, and $2.0 million in 2019.  Amounts due to Rue Insurance at December 31, 2021 and December 31, 
2020 were $0.7 million and $0.2 million, respectively.  All contracts and transactions with Rue Insurance were consummated in 
the ordinary course of business on an arm's-length basis.

122

 
 
 
 
 
 
 
In 2005, we established a private foundation, now named The Selective Insurance Group Foundation (the "Foundation"), under 
Section 501(c)(3) of the Internal Revenue Code.  The Board of the Foundation is comprised of some of the Parent's officers.  
We made $1.3 million of contributions to the Foundation in both 2021 and 2019, and $0.5 million in 2020. 

BlackRock, Inc., a leading publicly-traded investment management firm (“BlackRock”), has purchased our common shares in 
the ordinary course of its investment business and has previously filed Schedules 13G/A with the SEC.  On January 27, 2022, 
BlackRock filed a Schedule 13G/A reporting beneficial ownership as of December 31, 2021, of 11.4% of our common stock.  
In connection with purchasing our common shares, BlackRock filed the necessary filings with insurance regulatory authorities.  
On the basis of those filings, BlackRock is deemed not to be a controlling person for the purposes of applicable insurance law.

We are required to disclose related party information for our transactions with BlackRock.  BlackRock is highly regulated, 
serves its clients as a fiduciary, and has a diverse platform of active (alpha) and index (beta) investment strategies across asset 
classes that enables it to tailor investment outcomes and asset allocation solutions for clients.  BlackRock also offers the 
BlackRock Solutions® investment and risk management technology platform, Aladdin®, risk analytics, advisory, and technology 
services and solutions to a broad base of institutional and wealth management investors.  We incurred expenses related to 
BlackRock for services rendered of $1.8 million in 2021, $2.0 million in 2020, and $2.2 million in 2019.  Amounts payable for 
such services were $0.5 million at December 31, 2021, $1.3 million at December 31, 2020, and $1.1 million at December 31, 
2019.

As part of our overall investment diversification, we invest in various BlackRock funds from time to time.  These funds 
accounted for less than 1% of our invested assets at December 31, 2021 and December 31, 2020, and are predominately 
reflected in "Equity securities" on our Consolidated Balance Sheet.  During 2021, with regard to BlackRock funds, we (i) 
purchased $16.5 million in securities, (ii) sold $32.5 million, (iii) recognized net realized and unrealized losses of $0.6 million, 
and (iv) recorded $0.9 million in income.  During 2020, we purchased (i) $62.2 million in securities, (ii) recognized net 
unrealized losses of $0.2 million, and (iii) recorded $0.4 million in income.  We did not make any sales of BlackRock funds in 
2020.  During 2019, we purchased $21.7 million in securities, (ii) sold $59.5 million, (iii) recognized net realized and 
unrealized gains of $5.7 million, and (iv) recorded $0.8 million in income.  There were no amounts payable on the settlement of 
these investment transactions at December 31, 2021 and December 31, 2020.  

Our Pension Plan's investment portfolio contained investments in BlackRock funds of $209.9 million at December 31, 2021 and 
$191.8 million at December 31, 2020.  During 2021, with regard to BlackRock funds, the Pension Plan (i) purchased $18.0 
million in securities, (ii) sold $18.1 million, and (iii) recorded net investment income of $18.2 million.  In 2020, with regard to 
BlackRock funds, the Pension Plan (i) purchased $56.7 million in securities, (ii) sold $44.9 million, and (iii) recorded net 
investment income of $35.8 million.  In 2019, with regard to BlackRock funds, the Pension Plan (i) purchased $19.7 million in 
securities, (ii) sold $44.1 million, and (iii) recorded net investment income of $36.7 million.  In addition, our Deferred 
Compensation Plan and Retirement Savings Plan may offer our employees the option to invest in various BlackRock funds.  All 
contracts and transactions with BlackRock were consummated in the ordinary course of business on an arm's-length basis. 

NOTE 19. Leases
We have various operating leases for office space, equipment, and fleet vehicles.  In addition, we have various finance leases 
for computer hardware.  Such lease agreements, which expire at various dates through 2032, are generally renewed or replaced 
by similar leases.

The components of lease expense for the year ended December 31, 2021 and 2020 were as follows:
($ in thousands)
Operating lease cost, included in Other insurance expenses on the Consolidated Statements of Income
Finance lease cost:

$ 

2021

Amortization of assets, included in Other insurance expenses on the Consolidated Statements of Income
Interest on lease liabilities, included in Interest expense on the Consolidated Statements of Income

Total finance lease cost

Variable lease cost, included in Other insurance expenses on the Consolidated Statements of Income

Short-term lease cost, included in Other insurance expenses on the Consolidated Statements of Income

$ 

123

7,935 

1,765 
35 
1,800 

291 

832 

2020

9,498 

550 
15 
565 

758 

2,011 

 
 
 
 
 
 
 
 
 
 
The following table provides supplemental information regarding our operating and finance leases.

Weighted-average remaining lease term

Operating leases
Finance leases

Weighted-average discount rate

Operating leases
Finance leases

December 31, 2021

December 31, 2020

7
2

 2.1 
 0.8 

years

8
2

 2.3  %
 1.6 

Operating and finance lease asset and liability balances are included within the following line items on the Consolidated 
Balance Sheets:

($ in thousands)
Operating leases
Other assets
Other liabilities

Finance leases

Property and equipment - at cost, net of accumulated depreciation and amortization
Long-term debt

At December 31, 2021, the maturities of our lease liabilities were as follows:

$ 

$ 

35,644 
37,296 

5,446 
5,450 

December 31, 2021

December 31, 2020

($ in thousands)
Year ended December 31,
2022
2023
2024
2025
2026
Thereafter
Total lease payments
Less: imputed interest
Less: leases that have not yet commenced
Total lease liabilities

Finance Leases

Operating Leases

Total

$ 

$ 

2,350 
2,255 
795 
64 
41 
— 
5,505 
55 
— 
5,450 

7,235 
6,610 
5,992 
5,902 
5,967 
24,356 
56,062 
2,726 
16,040 
37,296 

At December 31, 2020, the maturities of our lease liabilities for capital and operating leases were as follows:

($ in thousands)

Year ended December 31,

2021

2022

2023

2024
2025

Thereafter

Total lease payments

Less: imputed interest

Less: leases that have not yet commenced

Total lease liabilities

Finance Leases

Operating Leases

Total

$ 

$ 

330 

127 

56 

— 
— 

— 

513 

5 

— 

508 

8,372 

6,788 

5,411 

4,690 
3,572 

16,234 

45,067 

3,393 

— 

41,674 

40,215 
41,674 

502 
508 

9,585 
8,865 
6,787 
5,966 
6,008 
24,356 
61,567 
2,781 
16,040 
42,746 

8,702 

6,915 

5,467 

4,690 
3,572 

16,234 

45,580 

3,398 

— 

42,182 

Refer to Note 4 "Statements of Cash Flows" in this Form 10-K for supplemental cash and non-cash transactions included in the 
measurement of operating and finance lease liabilities.

Note 20. Commitments and Contingencies
(a) We purchase annuities from life insurance companies to fulfill obligations under claim settlements that provide for periodic 
future payments to claimants.  As of December 31, 2021, we had purchased such annuities with a present value of $31.6 million 
for settlement of claims on a structured basis for which we are contingently liable.  To our knowledge, there are no material 
defaults from any of the issuers of such annuities. 

124

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(b) As of December 31, 2021, we have made commitments that may require us to invest additional amounts into our investment 
portfolio, which are as follows:

($ in millions)

Alternative and other investments

Non-publicly traded collateralized loan obligations in our fixed income securities portfolio

Non-publicly traded common stock within our equity portfolio

CMLs

Privately-placed corporate securities

Total

Amount of Obligation

Year of Expiration of 
Obligation

$ 

$ 

215.0 

59.8 

4.2 

5.5 

4.3 

288.8 

2036

2030

2027

2023

Less than 1 year

There is no certainty that any such additional investment will be required.  We expect to have the capacity to repay or refinance 
these obligations as they come due.

Note 21. Litigation
As of December 31, 2021, we do not believe we are involved in any legal action that could have a material adverse effect on 
our consolidated financial condition, results of operations, or cash flows.

In the ordinary course of conducting business, we are parties in various legal actions.  Most are claims litigation involving our 
Insurance Subsidiaries as (i) liability insurers defending or providing indemnity for third-party claims brought against our 
customers, (ii) insurers defending first-party coverage claims brought against them, or (iii) liability insurers seeking declaratory 
judgment on our insurance coverage obligations.  We account for such activity through the establishment of unpaid loss and 
loss expense reserves.  In ordinary course claims litigation, we expect that any potential ultimate liability, after consideration of 
provisions made for potential losses and costs of defense, will not be material to our consolidated financial condition, results of 
operations, or cash flows.

All of our commercial property and businessowners' policies require direct physical loss of or damage to property by a covered 
cause of loss.  It also is our practice to include in, or attach to, all standard lines commercial property and businessowners' 
policies an exclusion that states that all loss or property damage caused by or resulting from any virus, bacterium, or other 
microorganism that induces or is capable of inducing physical distress, illness, or disease is not a covered cause of loss ("Virus 
Exclusion").  Whether COVID-19-related contamination, the existence of the COVID-19 pandemic, and the resulting 
COVID-19-related government shutdown orders cause physical loss of or damage to property is the subject of much public 
debate and first-party coverage litigation against some insurers, including us.  The Virus Exclusion also is the subject of first-
party coverage litigation against some insurers, including us.  We cannot predict the outcome of litigation over these two 
coverage issues, including interpretation of provisions similar or identical to those in our insurance policies.

From time to time, our Insurance Subsidiaries also are named as defendants in other legal actions, some of which assert claims 
for substantial amounts.  Plaintiffs may style these actions as putative class actions and seek judicial certification of a state or 
national class for allegations involving our business practices, such as improper reimbursement of medical providers paid under 
workers compensation and personal and commercial automobile insurance policies or improper reimbursement for automobile 
parts.  Similarly, our Insurance Subsidiaries can be named in individual actions seeking extra-contractual damages, punitive 
damages, or penalties, often alleging bad faith in the handling of insurance claims.  We believe that we have valid defenses to 
these allegations and we account for such activity through the establishment of unpaid loss and loss expense reserves.  In these 
other legal actions, we expect that any potential ultimate liability, after consideration of provisions made for estimated losses, 
will not be material to our consolidated financial condition.  Nonetheless, litigation outcomes are inherently unpredictable and, 
because the amounts sought in certain of these actions are large or indeterminate, it is possible that any adverse outcomes could 
have a material adverse effect on our consolidated results of operations or cash flows in particular quarterly or annual periods.

Note 22. Statutory Financial Information, Capital Requirements, and Restrictions on Dividends and Transfers of Funds
(a) Statutory Financial Information
The Insurance Subsidiaries prepare their statutory financial statements in accordance with accounting principles prescribed or 
permitted by the various state insurance departments of domicile.  Prescribed statutory accounting principles include state laws, 
regulations, and general administrative rules, as well as a variety of publications of the National Association of Insurance 
Commissioners (“NAIC").  Permitted statutory accounting principles encompass all accounting principles that are not 
prescribed; such principles differ from state to state, may differ from company to company within a state and may change in the 
future.  The Insurance Subsidiaries do not utilize any permitted statutory accounting principles that affect the determination of 
statutory surplus, statutory net income, or risk-based capital (“RBC”).  As of December 31, 2021, the various state insurance 
departments of domicile have adopted the March 2021 version of the NAIC Accounting Practices and Procedures manual in its 

125

 
 
 
 
 
 
entirety, as a component of prescribed or permitted practices.

The following table provides statutory data for each of our Insurance Subsidiaries:

($ in millions)

SICA

State of 
Domicile

Unassigned 
Surplus

Statutory Surplus

Statutory Net Income

2021

2020

2021

2020

2021

2020

2019

New Jersey

$  673.1 

  574.2 

  838.3 

  739.4 

  134.7 

81.8 

  113.9 

Selective Way Insurance Company ("SWIC")

New Jersey

436.4 

  374.0 

  492.4 

  430.0 

SICSC

SICSE

SICNY

Selective Insurance Company of New England ("SICNE")

Indiana

Indiana

New York

New Jersey

Selective Auto Insurance Company of New Jersey ("SAICNJ")

New Jersey

Mesa Underwriters Specialty Insurance Company ("MUSIC")

New Jersey

Selective Casualty Insurance Company ("SCIC")

Selective Fire and Casualty Insurance Company ("SFCIC")

New Jersey

New Jersey

166.3 

  148.6 

  200.6 

  182.8 

132.7 

  115.9 

  160.3 

  143.5 

127.0 

  111.7 

  154.7 

  139.4 

34.5 

90.4 

47.4 

83.4 

34.2 

30.0 

65.6 

61.2 

70.0 

  135.2 

  114.9 

34.4 

  116.9 

  103.9 

71.1 

  159.9 

  147.5 

29.2 

67.1 

62.1 

74.5 

24.2 

19.4 

18.6 

7.5 

16.7 

13.9 

20.6 

8.2 

54.0 

20.8 

16.8 

15.3 

6.8 

12.9 

11.4 

16.2 

6.4 

59.2 

23.9 

18.5 

17.0 

7.8 

14.9 

13.2 

16.8 

7.5 

Total

$ 1,825.4 

 1,559.1 

 2,391.0 

 2,124.7 

  338.3 

  242.4 

  292.7 

(b) Capital Requirements
The Insurance Subsidiaries are required to maintain certain minimum amounts of statutory surplus to satisfy the requirements of 
their various state insurance departments of domicile.  RBC requirements for property and casualty insurance companies are 
designed to assess capital adequacy and to raise the level of protection that statutory surplus provides for policyholders.  The 
Insurance Subsidiaries' combined total adjusted capital exceeded the required level of capital as defined by the NAIC based on 
their 2021 statutory financial statements.  In addition to statutory capital requirements, we are impacted by various rating 
agency requirements related to certain rating levels.  These required capital levels may be higher than statutory requirements.

(c) Restrictions on Dividends and Transfers of Funds 
Our ability to declare and pay dividends on the Parent's common stock is dependent on liquidity at the Parent coupled with the 
ability of the Insurance Subsidiaries to declare and pay dividends, if necessary, and/or the availability of other sources of 
liquidity to the Parent.  

In addition to regulatory restrictions on the availability of dividends that our Insurance Subsidiaries can pay to the Parent, the 
maximum amount of dividends the Parent can pay our shareholders is limited by certain New Jersey corporate law provisions 
that limit dividends if either:  (i) the Parent would be unable to pay its debts as they became due in the usual course of business; 
or (ii) the Parent’s total assets would be less than its total liabilities.  The Parent’s ability to pay dividends to shareholders also 
are impacted by (i) covenants in its Line of Credit that obligate it, among other things, to maintain a minimum consolidated net 
worth and a maximum ratio of consolidated debt to total capitalization, and (ii) the terms of our preferred stock that prohibit 
dividends to be declared or paid on our common stock if dividends are not declared and paid, or made payable, on all 
outstanding preferred stock for the latest completed dividend period.

As of December 31, 2021, the Parent had an aggregate of $527.1 million in investments and cash available to fund future 
dividends and interest payments.  These amounts are not subject to any regulatory restrictions other than the standard state 
insolvency restrictions noted above, whereas our consolidated retained earnings of $2.6 billion are predominately restricted due 
to regulations applicable to our Insurance Subsidiaries.  In 2022, the Insurance Subsidiaries have the ability to provide for 
$322.0 million in annual dividends to the Parent; however, as regulated entities, these dividends are subject to certain 
restrictions, which are further discussed below.  The Parent also has other potential sources of liquidity, such as:  (i) borrowings 
from our Indiana Subsidiaries; (ii) debt issuances; (iii) common and preferred stock issuances; and (iv) borrowings under our 
Line of Credit.  Borrowings from our Indiana Subsidiaries are governed by approved intercompany lending agreements with the 
Parent that provide for additional capacity of $109.9 million as of December 31, 2021, based on restrictions in these agreements 
that limit borrowings to 10% of the admitted assets of the Indiana Subsidiaries.  For additional restrictions on the Parent's debt, 
see Note 11. "Indebtedness" in this Form 10-K.   

Insurance Subsidiaries Dividend Restrictions
As noted above, the restriction on our net assets and retained earnings is predominantly driven by our Insurance Subsidiaries' 
ability to pay dividends to the Parent under applicable laws and regulations.  Under the insurance laws of the domiciliary states 
of the Insurance Subsidiaries, New Jersey, Indiana, and New York, an insurer can potentially make an ordinary dividend 
payment if its statutory surplus following such dividend is reasonable in relation to its outstanding liabilities, is adequate to its 
financial needs, and the dividend does not exceed the insurer's unassigned surplus.  In general, New Jersey defines an ordinary 

126

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dividend as a dividend whose fair market value, together with other dividends made within the preceding 12 months, is less 
than the greater of 10% of the insurer's statutory surplus as of the preceding December 31, or the insurer's net income 
(excluding capital gains) for the 12-month period ending on the preceding December 31.  Indiana's ordinary dividend 
calculation is consistent with New Jersey's, except that it does not exclude capital gains from net income.  In general, New York 
defines an ordinary dividend as a dividend whose fair market value, together with other dividends made within the preceding 12 
months, is less than the lesser of 10% of the insurer's statutory surplus, or 100% of adjusted net investment income.

New Jersey and Indiana require notice of the declaration of any ordinary dividend distribution.  During the notice period, the 
relevant state regulatory authority may disallow all or part of the proposed dividend if it determines that the dividend is not 
appropriate given the above considerations.  New York does not require notice of ordinary dividends.  Dividend payments 
exceeding ordinary dividends are referred to as extraordinary dividends and require review and approval by the applicable 
domiciliary insurance regulatory authority prior to payment.

The table below provides the following information:  (i) quantitative data regarding all Insurance Subsidiaries' dividends paid to 
the Parent in 2021, which was used for debt service, shareholder dividends, and general operating purposes; and (ii) the 
maximum ordinary dividends that can be paid to the Parent by the Insurance Subsidiaries in 2022, based on the 2021 statutory 
financial statements.

Dividends

($ in millions)
SICA

SWIC

SICSC

SICSE

SICNY

SICNE

SAICNJ

MUSIC

SCIC

SFCIC

Total

State of Domicile

Ordinary Dividends Paid

Maximum Ordinary Dividends 

Twelve Months ended December 31, 2021

2022

New Jersey

New Jersey

Indiana

Indiana

New York

New Jersey

New Jersey

New Jersey

New Jersey

New Jersey

$ 

$ 

66.0  $ 

27.5 

10.0 

8.8 

4.0 

3.0 

0.7 

6.1 

10.4 

3.5 

140.0  $ 

124.4 

72.8 

24.2 

19.4 

15.5 

7.5 

16.8 

13.7 

19.5 

8.2 

322.0 

Item 9. Changes in and Disagreements With Accountants on Accounting and Financial Disclosure.

None.

Item 9A. Controls and Procedures.

Our management, with the participation of our Chief Executive Officer and Chief Financial Officer, has evaluated the 
effectiveness of our disclosure controls and procedures (as such term is defined in Rules 13a-15(e) and 15d-15(e) under the 
Securities Exchange Act of 1934, as amended (the "Exchange Act")) as of the end of the period covered by this report.  Based 
on this evaluation, our Chief Executive Officer and Chief Financial Officer have concluded that, as of the end of such period, 
our disclosure controls and procedures are:  (i) effective in recording, processing, summarizing, and reporting information on a 
timely basis that we are required to disclose in the reports that we file or submit under the Exchange Act; and (ii) effective in 
ensuring that information that we are required to disclose in the reports that we file or submit under the Exchange Act is 
accumulated and communicated to our management, including our Chief Executive Officer and Chief Financial Officer, as 
appropriate, to allow timely decisions regarding required disclosure.

Management's Report on Internal Control Over Financial Reporting
Our management is responsible for establishing and maintaining adequate internal control over financial reporting.  Internal 
control over financial reporting (as defined in Rule 13a-15(f) and 15d-15(f) under the Exchange Act) is a process designed by, 
or under the supervision of, a company's principal executive and principal financial officers and effected by the Board, 
management and other personnel, to provide reasonable assurance regarding the reliability of financial reporting and the 
preparation of financial statements for external purposes in accordance with generally accepted accounting principles and 
includes those policies and procedures that:

•

Pertain to the maintenance of records that in reasonable detail accurately and fairly reflect the transactions and 
dispositions of the assets of the company;

127

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
•

•

Provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial 
statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the 
company are being made only in accordance with authorizations of management and directors of the company; and
Provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or 
disposition of the company's assets that could have a material effect on the financial statements.

Our management assessed the effectiveness of our internal control over financial reporting as of December 31, 2021.  In 
making this assessment, management used the criteria set forth by the Committee of Sponsoring Organizations of the Treadway 
Commission in Internal Control-Integrated Framework ("COSO Framework") in 2013.

Based on this assessment, our management believes that, as of December 31, 2021, our internal control over financial reporting 
is effective.

No changes in our internal control over financial reporting (as such term is defined in Rule 13a-15(f) of the Exchange Act) 
occurred during the fourth quarter of 2021 that materially affected, or are reasonably likely to materially affect, our internal 
control over financial reporting.

Attestation Report of the Independent Registered Public Accounting Firm
Our independent registered public accounting firm, KPMG, LLP, has issued their attestation report on our internal control over 
financial reporting which is set forth below.

Report of Independent Registered Public Accounting Firm

To the Stockholders and Board of Directors
Selective Insurance Group, Inc.:

Opinion on Internal Control Over Financial Reporting
We have audited Selective Insurance Group, Inc. and subsidiaries’ (the Company) internal control over financial reporting as of 
December 31, 2021, based on criteria established in Internal Control – Integrated Framework (2013) issued by the Committee 
of Sponsoring Organizations of the Treadway Commission. In our opinion, the Company maintained, in all material respects, 
effective internal control over financial reporting as of December 31, 2021, based on criteria established in Internal Control – 
Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission.

We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) 
(PCAOB), the consolidated balance sheets of the Company as of December 31, 2021 and December 31, 2020, the related 
consolidated statements of income, comprehensive income, stockholders’ equity, and cash flows for each of the years in the 
three-year period ended December 31, 2021, and the related notes and financial statement schedules I to V (collectively, the 
consolidated financial statements), and our report dated February 11, 2022 expressed an unqualified opinion on those 
consolidated financial statements.

Basis for Opinion
The Company’s management is responsible for maintaining effective internal control over financial reporting and for its 
assessment of the effectiveness of internal control over financial reporting, included in the accompanying Management’s Report 
on Internal Control Over Financial Reporting. Our responsibility is to express an opinion on the Company’s internal control 
over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be 
independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and 
regulations of the Securities and Exchange Commission and the PCAOB.

We conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the 
audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all 
material respects. Our audit of internal control over financial reporting included obtaining an understanding of internal control 
over financial reporting, assessing the risk that a material weakness exists, and testing and evaluating the design and operating 
effectiveness of internal control based on the assessed risk. Our audit also included performing such other procedures as we 
considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.

Definition and Limitations of Internal Control Over Financial Reporting
A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the 
reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally 
accepted accounting principles. A company’s internal control over financial reporting includes those policies and procedures 

128

 
 
 
 
that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and 
dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit 
preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and 
expenditures of the company are being made only in accordance with authorizations of management and directors of the 
company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or 
disposition of the company’s assets that could have a material effect on the financial statements.

Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, 
projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate 
because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.

/s/ KPMG LLP

New York, New York
February 11, 2022 

Item 9B. Other Information.

Not applicable.

Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections.

Not applicable.

PART III

Because we will file a Proxy Statement within 120 days after the end of the fiscal year ending December 31, 2021, this Annual 
Report on Form 10-K omits certain information required by Part III and incorporates by reference certain information included 
in the Proxy Statement.

Item 10. Directors, Executive Officers and Corporate Governance.
Information about our executive officers, directors, and all other matters required to be disclosed in Item 10. "Directors, 
Executive Officers and Corporate Governance." appears under the "Executive Officers," "Information About Proposal 1 - 
Election of Directors," "Delinquent Section 16(a) Reports," "Code of Conduct," and "Board Meetings and Committees" 
sections of the Proxy Statement.  These portions of the Proxy Statement are hereby incorporated by reference.

Item 11. Executive Compensation.
Information about compensation of our named executive officers appears under the "Executive Compensation," including, 
without limitation, the Compensation Discussion and Analysis and related tabular disclosures, the "CEO Pay Ratio," and the 
"Compensation Committee Report" sections of the Proxy Statement and is hereby incorporated by reference.  Information about 
compensation of the Board appears under the "Director Compensation" section of the Proxy Statement and is hereby 
incorporated by reference.

Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters.
Information about security ownership of certain beneficial owners and management appears under the "Security Ownership of 
Management and Certain Beneficial Owners" section of the Proxy Statement and is hereby incorporated by reference.  
Information about securities authorized for issuance under the Company’s equity compensation plans is set forth under Item 5. 
"Market For Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities." in this 
Form 10-K and is hereby incorporated by reference.

Item 13. Certain Relationships and Related Transactions, and Director Independence.
Information about certain relationships and related transactions, and director independence appears under “Transactions with 
Related Persons” section of the Proxy Statement and is hereby incorporated by reference.

129

 
 
Item 14. Principal Accountant Fees and Services.
Information about the fees and services of our principal accountants, KPMG LLC (Public Company Accounting Oversight 
Board ID No. 185), appears under the "Fees of Independent Registered Public Accounting Firm" section of the Proxy Statement 
and is hereby incorporated by reference.

PART IV

Item 15. Exhibit and Financial Statement Schedules.

(a) The following documents are filed as part of this report:

(1) Financial Statements:

The Financial Statements listed below are included in Item 8. "Financial Statements and Supplementary Data."

Consolidated Balance Sheets as of December 31, 2021 and 2020

Consolidated Statements of Income for the Years Ended December 31, 2021, 2020, and 2019

Consolidated Statements of Comprehensive Income for the Years Ended December 31, 2021, 2020, and 2019

Consolidated Statements of Stockholders' Equity for the Years Ended December 31, 2021, 2020, and 2019

Consolidated Statements of Cash Flows for the Years Ended December 31, 2021, 2020, and 2019

Notes to Consolidated Financial Statements, December 31, 2021, 2020, and 2019

(2) Financial Statement Schedules:

Form 10-K

Page

72

73

74

75

76

77

The financial statement schedules, with Independent Auditors' Report thereon, required to be filed are listed below by page 
number as filed in this report.  All other schedules are omitted as the information required is inapplicable, immaterial, or the 
information is presented in the Financial Statements or related notes.

Schedule I

Summary of Investments – Other than Investments in Related Parties at December 31, 2021

Schedule II

Condensed Financial Information of Registrant at December 31, 2021, 2020, and 2019 and for the Years Ended December 
31, 2021, 2020, and 2019

Schedule III

Supplementary Insurance Information for the Years Ended December 31, 2021, 2020, and 2019

Schedule IV

Reinsurance for the Years Ended December 31, 2021, 2020, and 2019

Schedule V

Allowance for Credit Losses on Premiums and Other Receivables for the Years Ended December 31, 2021, 2020, and 2019

Form 10-K

Page

130

132

135

136

136

(3) Exhibits:

The exhibits required by Item 601 of Regulation S-K are listed in the Exhibit Index, which is incorporated by reference and 
immediately precedes the exhibits filed with or incorporated by reference in this Form 10-K.

130

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
SUMMARY OF INVESTMENTS - OTHER THAN INVESTMENTS IN RELATED PARTIES
December 31, 2021 

SCHEDULE I

Types of investment

($ in thousands)

Fixed income securities:

Held-to-maturity:

Amortized Cost 
or Cost

Fair Value

Carrying 
Amount

Obligations of states and political subdivisions

$ 

Public utilities

All other corporate securities

Total fixed income securities, held-to-maturity

Available-for-sale:

U.S. government and government agencies

Foreign government 

Obligations of states and political subdivisions

Public utilities

All other corporate securities

Collateralized loan obligation securities and other asset-backed securities

Residential mortgage-backed securities

Commercial mortgage-backed securities

3,442 

1,345 

24,067 

28,854 

127,974 

15,420 

1,121,422 

119,980 

2,358,369 

1,343,687 

756,280 

647,621 

3,576 

1,368 

24,516 

29,460 

130,458 

15,860 

1,189,308 

122,329 

2,451,274 

1,350,814 

776,252 

673,681 

3,440 

1,352 

23,993 

28,785 

130,458 

15,860 

1,189,308 

122,329 

2,451,274 

1,350,814 

776,252 

673,681 

Total fixed income securities, available-for-sale

6,490,753 

6,709,976 

6,709,976 

Equity securities:

Common stock:

Banks, trusts and insurance companies

Industrial, miscellaneous and all other

Nonredeemable preferred stock

Total equity securities

Commercial mortgage loans

Short-term investments

Other investments

Total investments

45,537 

261,343 

1,960 

308,840 

95,795 

447,862 

409,032 

$ 

7,781,136 

44,086 

289,363 

2,088 

335,537 

44,086 

289,363 

2,088 

335,537 

95,795 

447,863 

409,032 

8,026,988 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

131

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC.
(Parent Corporation)
Balance Sheets

($ in thousands, except share amounts)

Assets:

Fixed income securities, available-for-sale - at fair value
   (allowance for credit losses: $542 – 2021; $22 – 2020; amortized cost: $317,703 – 2021; $272,256 – 2020

$ 

Equity securities

Short-term investments

Other investments

Cash

Investment in subsidiaries

Current federal income tax

Deferred federal income tax

Other assets

   Total assets

Liabilities:

Long-term debt

Intercompany notes payable

Accrued long-term stock compensation

Other liabilities

   Total liabilities

Stockholders’ Equity:

Preferred stock of $0 par value per share:

SCHEDULE II

December 31,

2021

2020

325,014 

136,362 

56,042 

9,241 

455 

290,428 

159,524 

36,425 

3,392 

394 

2,954,725 

2,754,012 

7,208 

4,487 

9,178 

11,040 

2,218 

1,959 

$ 

3,502,712 

3,259,392 

$ 

440,600 

57,980 

10,965 

10,282 

$ 

519,827 

440,235 

59,611 

8,238 

12,419 

520,503 

   Authorized shares: 5,000,000; Issued shares: 8,000 with $25,000 liquidation preference per share – 2021 and 2020

$ 

200,000 

200,000 

Common stock of $2 par value per share:

Authorized shares:  360,000,000

Issued: 104,450,916 – 2021; 104,032,912 – 2020

Additional paid-in capital

Retained earnings

Accumulated other comprehensive income

Treasury stock – at cost (shares: 44,266,534 – 2021; 44,127,109 – 2020)

   Total stockholders’ equity

   Total liabilities and stockholders’ equity

208,902 

464,347 

208,066 

438,985 

2,603,472 

2,271,537 

115,099 

(608,935) 

2,982,885 

$ 

3,502,712 

220,186 

(599,885) 

2,738,889 

3,259,392 

See accompanying Report of Independent Registered Public Accounting Firm.  Information should be read in conjunction with the Notes to Consolidated 
Financial Statements of Selective Insurance Group, Inc. and its subsidiaries.  Both items are in Item 8. “Financial Statements and Supplementary Data.” of this 
Form 10-K.

132

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
  
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC.
(Parent Corporation)
Statements of Income

SCHEDULE II (continued)

($ in thousands)

Revenues:

Dividends from subsidiaries

Net investment income earned

Net realized and unrealized investment gains

   Total revenues

Expenses:

Interest expense

Other expenses

   Total expenses

Year ended December 31,

2021

2020

2019

$ 

140,018 

104,992 

110,004 

15,454 

1,898 

157,370 

28,988 

28,305 

57,293 

7,579 

1,756 

7,301 

207 

114,327 

117,512 

29,220 

25,412 

54,632 

33,426 

30,900 

64,326 

   Income before federal income tax

100,077 

59,695 

53,186 

Federal income tax (benefit) expense:

Current

Deferred

   Total federal income tax benefit

(6,552) 

12 

(6,540) 

(10,987) 

473 

(10,514) 

(16,080) 

3,606 

(12,474) 

Net income before equity in undistributed income of subsidiaries

106,617 

70,209 

65,660 

Equity in undistributed income of subsidiaries, net of tax

297,220 

176,146 

205,963 

Net income

Preferred stock dividends

$ 

403,837 

246,355 

271,623 

9,353 

— 

— 

Net income available to common stockholders

$ 

394,484 

246,355 

271,623 

See accompanying Report of Independent Registered Public Accounting Firm.  Information should be read in conjunction with the Notes to Consolidated 
Financial Statements of Selective Insurance Group, Inc. and its subsidiaries.  Both items are in Item 8. “Financial Statements and Supplementary Data.” of this 
Form 10-K.

133

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC.
(Parent Corporation)
Statements of Cash Flows

SCHEDULE II (continued)

($ in thousands)

Operating Activities:

Net income

Year ended December 31,

2021

2020

2019

$ 

403,837 

246,355 

271,623 

Adjustments to reconcile net income to net cash provided by operating activities:

Equity in undistributed income of subsidiaries, net of tax

(297,220) 

(176,146) 

Stock-based compensation expense

Net realized and unrealized investment gains

Undistributed (income) losses of equity method investments

Amortization – other

Changes in assets and liabilities:

Increase (decrease) in accrued long-term stock compensation

Decrease in net federal income taxes

Increase in other assets

(Decrease) increase in other liabilities

Net cash provided by operating activities

Investing Activities:

Purchase of fixed income securities, available-for-sale

Purchase of equity securities

Purchase of short-term investments

Purchase of other investments

Redemption and maturities of fixed income securities, available-for-sale

Sale of fixed income securities, available-for-sale

Sale of equity securities

Sale of short-term investments

Proceeds from other investments

Capital contribution to subsidiaries

Net cash used in investing activities

Financing Activities:

Dividends to preferred stockholders

Dividends to common stockholders

Acquisition of treasury stock

Proceeds from borrowings

Repayment of borrowings

Net proceeds from stock purchase and compensation plans

Preferred stock issued, net of issuance costs

Principal payment on borrowings from subsidiaries

Net cash (used in) provided by financing activities

Net increase (decrease) in cash

Cash, beginning of year

Cash, end of year

15,893 

(1,898) 

(1,859) 

1,076 

2,727 

3,843 

(7,251) 

(1,742) 

16,227 

(1,756) 

672 

1,080 

(366) 

5,549 

(317) 

(390) 

117,406 

90,908 

(205,963) 

19,077 

(207) 

— 

4,614 

(12,970) 

1,651 

(533) 

3,919 

81,211 

(153,482) 

(10,824) 

(1,116,766) 

— 

10,579 

20,189 

10,828 

(89,726) 

(157,411) 

(523,961) 

(4,065) 

26,877 

23,276 

— 

523,813 

1,116,253 

— 

(30,000) 

(231,197) 

— 

(54,486) 

(7,053) 

50,000 

(50,000) 

8,411 

195,063 

(1,552) 

140,383 

94 

300 

394 

— 

— 

(123,223) 

— 

(47,675) 

(8,164) 

290,757 

(185,000) 

8,243 

— 

(16,354) 

41,807 

(205) 

505 

300 

(113,829) 

(5,676) 

(330,843) 

(4,949) 

51,524 

15,713 

31,204 

311,225 

959 

— 

(44,672) 

(9,353) 

(60,136) 

(9,050) 

— 

— 

7,976 

(479) 

(1,631) 

(72,673) 

61 

394 

455 

$ 

See accompanying Report of Independent Registered Public Accounting Firm.  Information should be read in conjunction with the Notes to Consolidated 
Financial Statements of Selective Insurance Group, Inc. and its subsidiaries.  Both items are in Item 8. “Financial Statements and Supplementary Data.” of this 
Form 10-K.

134

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
SUPPLEMENTARY INSURANCE INFORMATION
Year ended December 31, 2021 

SCHEDULE III

Deferred
policy
acquisition 
costs

Reserve
for loss
and loss 
expense

Unearned 
premiums

Net
premiums 
earned

Net
investment 
income1

Loss
and loss
expense 
incurred

Amortization
of deferred
policy
acquisition 
costs

Other
operating 
expenses2

Net
premiums 
written

($ in thousands)

Standard Commercial Lines 
Segment
Standard Personal Lines Segment
E&S Lines Segment
Investments Segment

$  279,850 
12,911 
34,154 
— 

 3,832,151 
  270,066 
  478,686 
— 

  1,346,809 
  317,276 
  139,122 
— 

  2,443,885 
  293,559 
  279,809 
— 

— 
— 
— 
344,188 

 1,426,768 
  212,116 
  175,100 
— 

539,606 
25,918 
60,945 
— 

  278,915 
51,559 
27,734 
— 

  2,593,018 
  292,265 
  304,430 
— 

  3,189,713 

Total
  358,208 
1Includes “Net investment income earned” and “Net realized and unrealized investment gains (losses)” on the Consolidated Statements of Income.
2“Other operating expenses” of $358,208 reconciles to the Consolidated Statements of Income as follows:

$  326,915 

  3,017,253 

  1,803,207 

 4,580,903 

 1,813,984 

626,469 

344,188 

Other insurance expenses
Other income
Total

$ 

$ 

375,931 
(17,723) 
358,208 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.                                                                                                                           

 Year ended December 31, 2020 

Other
Unearned 
operating 
expenses2
($ in thousands)
premiums
Standard Commercial Lines Segment
 1,196,243 
  271,504 
Standard Personal Lines Segment
  308,183 
  50,694 
E&S Lines Segment
  113,845 
  27,173 
Investments Segment
— 
— 
Total
 1,618,271 
  349,371 
1Includes “Net investment income earned” and “Net realized and unrealized investment gains (losses)” on the Consolidated Statements of Income.
2“Other operating expenses” of $349,371 reconciles to the Consolidated Statements of Income as follows:

Net
premiums 
earned
 2,143,184 
  299,140 
  239,490 
— 
 2,681,814 

— 
— 
— 
  222,890 
  222,890 

Net
investment 
income1

Deferred
policy
acquisition 
costs
$  246,494 
13,803 
28,281 
— 
$  288,578 

Loss
and loss
expense 
incurred
 1,245,627 
  233,260 
  156,936 
— 
 1,635,823 

Reserve
for loss
and loss 
expense
 3,596,340 
  228,348 
  435,667 
— 
 4,260,355 

Amortization
of deferred
policy
acquisition 
costs
474,322 
30,694 
55,255 
— 
560,271 

Other insurance expenses
Other income
Total

$ 

$ 

Net
premiums 
written
 2,230,636 
  295,166 
  247,290 
— 
 2,773,092 

366,941 
(17,570) 
349,371 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

Year ended December 31, 2019 

($ in thousands)

Standard Commercial Lines Segment
Standard Personal Lines Segment
E&S Lines Segment
Investments Segment

Deferred
policy
acquisition 
costs

$  226,464 
16,848 
27,874 
— 

Reserve
for loss 
and loss 
expense

 3,436,363 
  224,200 
  406,600 
— 

Unearned 
premiums

 1,108,009 
  309,125 
  106,033 
— 

Net
premiums 
earned

 2,049,614 
  307,739 
  239,818 
— 

Net
investment 
income1

— 
— 
— 
  236,965 

Loss
and loss
expense 
incurred

 1,187,856 
  211,300 
  152,335 
— 

Amortization
of deferred
policy
acquisition 
costs

445,661 
34,477 
55,835 
— 

Other
operating 
expenses2
  270,107 
53,702 
21,905 
— 

Total
 1,523,167 
  345,714 
1Includes “Net investment income earned” and “Net realized and unrealized investment gains (losses)” on the Consolidated Statements of Income.
2“Other operating expenses” of $345,714 reconciles to the Consolidated Statements of Income as follows:

$  271,186 

  236,965 

 2,597,171 

 4,067,163 

 1,551,491 

535,973 

Other insurance expenses
Other income
Total

$ 

$ 

Net
premiums 
written

 2,137,071 
  304,592 
  237,761 
— 

 2,679,424 

358,069 
(12,355) 
345,714 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

135

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
REINSURANCE
Years ended December 31, 2021, 2020, and 2019 

SCHEDULE IV

($ thousands)

2021

Premiums earned:

Accident and health insurance

Property and liability insurance

Total premiums earned

2020

Premiums earned:

Accident and health insurance

Property and liability insurance

Total premiums earned

2019

Premiums earned:

Accident and health insurance

Property and liability insurance

Total premiums earned

Direct Amount

Assumed from 
Other 
Companies

Ceded to Other 
Companies

Net Amount

% of Amount 
Assumed to Net

$ 

$ 

$ 

2 

3,472,713 

3,472,715 

13 

3,108,674 

3,108,687 

17 

2,993,140 

2,993,157 

— 

21,550 

21,550 

— 

25,010 

25,010 

— 

24,399 

24,399 

2 

477,010 

477,012 

— 

3,017,253 

3,017,253 

13 

451,870 

451,883 

— 

2,681,814 

2,681,814 

17 

420,368 

420,385 

— 

2,597,171 

2,597,171 

 — 

 1 %

1 %

 — 

 1  %

 1  %

 — 

 1  %

 1  %

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

SCHEDULE V

SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
ALLOWANCE FOR CREDIT LOSSES ON PREMIUMS AND OTHER RECEIVABLES
Years ended December 31, 2021, 2020, and 2019 

($ in thousands)

Balance, January

Cumulative effect adjustment

Balance at the beginning of the period, as adjusted

Additions

Deductions
Balance, December 31

2021

2020

2019

$ 

$ 

22,777 

— 

22,777 

1,766 

(9,343) 
15,200 

10,800 

(1,845) 

8,955 

17,576 

(3,754) 
22,777 

13,900 

— 

13,900 

2,730 

(5,830) 
10,800 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

136

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
EXHIBIT INDEX

Exhibit
Number

3.1

3.2

3.3

4.1

4.2

4.3

4.4

4.5

4.6

4.7

4.8

Amended and Restated Certificate of Incorporation of Selective Insurance Group, Inc., filed May 4, 2010, as 
amended by Certificate of Correction thereto, dated August 17, 2020 and effective May 4, 2010 (incorporated 
by reference herein to Exhibit 3.1 of the Company’s Quarterly Report on Form 10-Q for the quarter ended 
September 30, 2020, filed October 29, 2020, File No. 001-33067).

Certificate of Amendment of the Restated Certificate of Incorporation of Selective Insurance Group, Inc., with 
respect to the 4.60% Non-Cumulative Preferred Stock, Series B of Selective Insurance Group, Inc., filed with 
the State of New Jersey Department of Treasury and effective December 7, 2020 (incorporated by reference to 
Exhibit 3.2 to the Company’s Registration Statement on Form 8-A, filed December 8, 2020, File No. 
001-33067).

By-Laws of Selective Insurance Group, Inc., effective July 29, 2015 (incorporated by reference herein to 
Exhibit 3.2 of the Company's Quarterly Report on Form 10-Q for the quarter ended June 30, 2015, filed July 
30, 2015, File No. 001-33067).

Indenture, dated as of September 24, 2002, between Selective Insurance Group, Inc. and National City Bank, 
as Trustee, relating to the Company's 1.6155% Senior Convertible Notes due September 24, 2032 
(incorporated by reference herein to Exhibit 4.1 of the Company's Registration Statement on Form S-3, filed 
November 26, 2002 File No. 333-101489).

Indenture, dated as of November 16, 2004, between Selective Insurance Group, Inc. and Wachovia Bank, 
National Association, as Trustee, relating to the Company's 7.25% Senior Notes due 2034 (incorporated by 
reference herein to Exhibit 4.1 of the Company's Current Report on Form 8-K, filed November 18, 2004, File 
No. 000-08641).

Indenture, dated as of November 3, 2005, between Selective Insurance Group, Inc. and Wachovia Bank, 
National Association, as Trustee, relating to the Company’s 6.70% Senior Notes due 2035 (incorporated by 
reference herein to Exhibit 4.1 of the Company’s Current Report on Form 8-K, filed November 9, 2005, File 
No. 000-08641).

Registration Rights Agreement, dated as of November 16, 2004, between Selective Insurance Group, Inc. and 
Keefe, Bruyette & Woods, Inc. (incorporated by reference herein to Exhibit 4.2 of the Company’s Current 
Report on Form 8-K, filed November 18, 2004, File No. 000-08641).

Registration Rights Agreement, dated as of November 3, 2005, between Selective Insurance Group, Inc. and 
Keefe, Bruyette & Woods, Inc. (incorporated by reference herein to Exhibit 4.2 of the Company’s Current 
Report on Form 8-K, filed November 9, 2005, File No. 000-08641).

Indenture, dated as of February 8, 2013, between Selective Insurance Group, Inc. and U.S. Bank National 
Association, as Trustee (incorporated by reference herein to Exhibit 4.1 of the Company's Current Report on 
Form 8-K, filed February 8, 2013, File No. 001-33067).

Second Supplemental Indenture, dated as of March 1, 2019 between Selective Insurance Group, Inc. and U.S. 
Bank National Association, as Trustee, relating to the Company’s 5.375% Senior Notes due 2049 
(incorporated by reference herein to Exhibit 4.1 of the Company’s Current Report on Form 8-K, filed March 1, 
2019 File No. 001-33067).

Deposit Agreement, dated as of December 9, 2020, among the Company and Equiniti Trust Company, acting 
as Depositary, Registrar and Transfer Agent, and the holders from time to time of the depositary receipts 
described therein (incorporated by reference herein to Exhibit 4.2 of the Company’s Current Report on Form 
8-K, filed December 9, 2020, File No. 001-33067).

137

 
 
 
 
 
 
 
 
 
 
 
 
 
Exhibit
Number

4.9

10.1+

10.1a+

10.1b+

10.2+

10.2a+

10.2b+

10.3+

10.4+

10.5+

10.6+

10.7+

10.8+

10.9+

Description of the Company's Securities Registered Under Section 12 of the Securities Exchange Act of 1934, 
as amended (incorporated by reference herein to Exhibit 4.9 of the Company’s Annual Report on Form 10-K 
for the year ended December 31, 2020, filed February 12, 2021, File No. 001-33067).

Selective Insurance Supplemental Pension Plan, As Amended and Restated Effective January 1, 2005 
(incorporated by reference herein to Exhibit 10.1 of the Company’s Quarterly Report on Form 10-Q for the 
quarter ended September 30, 2008, filed October 31, 2008, File No. 001-33067).

Amendment No. 1 to Selective Insurance Supplemental Pension Plan, As Amended and Restated Effective 
January 1, 2005 (incorporated by reference herein to Exhibit 10.1 of the Company's Current Report on Form 8-
K, filed March 25, 2013, File No. 001-33067).

Amendment No. 2 to Selective Insurance Supplemental Pension Plan, As Amended and Restated Effective 
January 1, 2005 (incorporated by reference herein to Exhibit 10.1 of the Company's Quarterly Report on Form 
10-Q for the quarter ended March 31, 2020, filed May 5, 2020, File No. 001-33067).

Selective Insurance Company of America Deferred Compensation Plan (2005), As Amended and Restated 
Effective as of January 1, 2010 (incorporated by reference herein to Exhibit 10.2 of the Company’s Quarterly 
Report on Form 10-Q for the quarter ended September 30, 2011, filed October 27, 2011, File No. 001-33067).

Amendment No 1. to Selective Insurance Company of America Deferred Compensation Plan (2005) 
(incorporated by reference herein to Exhibit 10.2a of the Company's Quarterly Report on Form 10-Q for the 
quarter ended September 30, 2011, filed October 27, 2011, File No. 001-33067).

Amendment No. 2 to Selective Insurance Company of America Deferred Compensation Plan (2005), As 
Amended and Restated Effective as of January 1, 2010 (incorporated by reference herein to Exhibit 10.2 of the 
Company's Current Report on Form 8-K, filed March 25, 2013, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan, effective May 1, 2014 (incorporated by reference 
herein to Appendix A-1 to the Company’s Definitive Proxy Statement for its 2014 Annual Meeting of 
Stockholders, filed April 3, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Director Stock Option Agreement (incorporated by 
reference herein to Exhibit 10.1 to the Company’s Quarterly Report on Form 10-Q for the quarter ended March 
31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Stock Option Agreement (incorporated by reference 
herein to Exhibit 10.2 to the Company’s Quarterly Report on Form 10-Q for the quarter ended March 31, 2014, 
filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Service-Based Restricted Stock Agreement 
(incorporated by reference herein to Exhibit 10.3 to the Company’s Quarterly Report on Form 10-Q for the 
quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Performance-Based Restricted Stock Agreement 
(incorporated by reference herein to Exhibit 10.4 to the Company’s Quarterly Report on Form 10-Q for the 
quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Service-Based Restricted Stock Unit Agreement 
(incorporated by reference herein to Exhibit 10.5 to the Company’s Quarterly Report on Form 10-Q for the 
quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Performance-Based Restricted Stock Unit 
Agreement (incorporated by reference herein to Exhibit 10.6 to the Company’s Quarterly Report on Form 10-
Q for the quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

138

 
 
 
 
Exhibit
Number

10.10+

10.11+

10.12+

10.13+

10.14+

10.15+

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan Director Restricted Stock Unit Agreement 
(incorporated by reference herein to Exhibit 10.7 to the Company’s Quarterly Report on Form 10-Q for the 
quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. 2005 Omnibus Stock Plan As Amended and Restated Effective as of May 1, 
2010 (incorporated by reference herein to Appendix C of the Company’s Definitive Proxy Statement for its 
2010 Annual Meeting of Stockholders, filed March 25, 2010, File No. 001-33067).

Selective Insurance Group, Inc. 2014 Omnibus Stock Plan as Amended and Restated Effective as of May 2, 
2018 (incorporated by reference herein to Appendix A of the Company’s Definitive Proxy Statement for its 
2018 Annual Meeting of Stockholders, filed March 26, 2018, File No. 001-33067).

Selective Insurance Group, Inc. 2005 Omnibus Stock Plan Director Stock Option Agreement (incorporated by 
reference herein to Exhibit 10.9 of the Company’s Annual Report on Form 10-K for the year ended December 
31, 2005, filed March 1, 2006, File No. 000-08641).

Selective Insurance Group, Inc. 2005 Omnibus Stock Plan Automatic Director Stock Option Agreement 
(incorporated by reference herein to Exhibit 2 of the Company’s Definitive Proxy Statement for its 2005 
Annual Meeting of Stockholders, filed April 6, 2005, File No. 000-08641).

Selective Insurance Group, Inc. Non-Employee Directors’ Compensation and Deferral Plan, As Amended and 
Restated Effective as of January 1, 2017 (incorporated by reference herein to Exhibit 10.18 to the Company's 
Annual Report on Form 10-K for the year ended December 31, 2016, filed February 22, 2017, File No. 
001-33067).

10.16+ (P)

Deferred Compensation Plan for Directors (incorporated by reference herein to Exhibit 10.5 to the Company’s 
Annual Report on Form 10-K for the year ended December 31, 1993, File No. 000-08641).

10.17+

10.18+

10.19+

10.20+

10.21+

10.22+

10.23+

Selective Insurance Group, Inc. Employee Stock Purchase Plan (2021), Amended and Restated Effective July 
1, 2021 (incorporated by reference herein to Exhibit 10.1 to the Company’s Quarterly Report on Form 10-Q 
for the quarter ended March 31, 2021, filed April 29, 2021, File No. 001-33067).

Selective Insurance Group, Inc. Cash Incentive Plan As Amended and Restated as of May 1, 2014 
(incorporated by reference herein to Appendix B to the Company’s Definitive Proxy Statement for its 2014 
Annual Meeting of Stockholders, filed March 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. Cash Incentive Plan Service-Based Cash Incentive Unit Award Agreement 
(incorporated by reference herein to Exhibit 10.8 of the Company’s Quarterly Report on Form 10-Q for the 
quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. Cash Incentive Plan Performance-Based Cash Incentive Unit Award 
Agreement (incorporated by reference herein to Exhibit 10.9 of the Company’s Quarterly Report on Form 10-
Q for the quarter ended March 31, 2014, filed April 24, 2014, File No. 001-33067).

Selective Insurance Group, Inc. Cash Incentive Plan Cash Incentive Unit Award Agreement (incorporated by 
reference herein to Exhibit 10.14c of the Company’s Annual Report on Form 10-K for the year ended 
December 31, 2007, filed February 28, 2008, File No. 001-33067).

Selective Insurance Group, Inc. Cash Incentive Plan Cash Incentive Unit Award Agreement (incorporated by 
reference herein to Exhibit 10.14d of the Company’s Annual Report on Form 10-K for the year ended 
December 31, 2007, filed February 28, 2008, File No. 001-33067).

Amended and Restated Selective Insurance Group, Inc. Stock Purchase Plan for Independent Insurance 
Agencies (2010), Amended and Restated as of November 1, 2020 (incorporated by reference herein to Exhibit 
10.1 to the Company's Quarterly Report on Form 10-Q for the quarter ended September 30, 2020, filed 
October 29, 2020, File No. 001-33067).

139

 
 
 
 
 
 
 
 
 
 
 
 
 
Exhibit
Number

10.24+

10.25+

10.26+

10.27+

10.28+

10.29+

10.30+

10.31+

10.32+

10.33+

10.34+

10.35

10.36

10.37+

Selective Insurance Group, Inc. Stock Option Plan for Directors (incorporated by reference herein to Exhibit B 
of the Company’s Definitive Proxy Statement for its 2000 Annual Meeting of Stockholders, filed March 31, 
2000, File No. 000-08641).

Amendment to the Selective Insurance Group, Inc. Stock Option Plan for Directors, as amended, effective as 
of July 26, 2006, (incorporated by reference herein to Exhibit 10.3 of the Company’s Quarterly Report on 
Form 10-Q for the quarter ended June 30, 2006, filed August 4, 2006, File No. 000-08641).

Selective Insurance Group, Inc. Stock Compensation Plan for Nonemployee Directors, (incorporated by 
reference herein to Exhibit A of the Company’s Definitive Proxy Statement for its 2000 Annual Meeting of 
Stockholders, filed March 31, 2000, File No. 000-08641).

Amendment to Selective Insurance Group, Inc. Stock Compensation Plan for Nonemployee Directors, as 
amended (incorporated by reference herein to Exhibit 10.22a of the Company’s Annual Report on Form 10-K 
for the year ended December 31, 2008, filed February 27, 2009, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Gregory E. Murphy, effective 
as of February 1, 2020 (incorporated by reference herein to Exhibit 10.1 of the Company’s Current Report on 
Form 8-K, filed November 1, 2019, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and John J. Marchioni, dated as of 
February 10, 2020 (incorporated by reference herein to Exhibit 10.32 of the Company’s Annual Report on 
Form 10-K for the year ended December 31, 2019, filed February 12, 2020, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Mark A. Wilcox, dated as of 
October 28, 2016 (incorporated by reference herein to Exhibit 10.1 of the Company’s Current Report on Form 
8-K, filed October 31, 2016, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Michael H. Lanza, dated as of 
March 2, 2020 (incorporated by reference herein to Exhibit 10.1 of the Company's Current Report on Form 8-
K, filed March 2, 2020, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Brenda M. Hall, dated as of 
September 30, 2019 (incorporated by reference to Exhibit 10.1 of the Company’s Quarterly Report on Form 
10-Q for the quarter ended September 30, 2021, filed October 28, 2021, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Paul Kush, dated as of 
December 5, 2019 (incorporated by reference to Exhibit 10.2 of the Company’s Quarterly Report on Form 10-
Q for the quarter ended September 30, 2021, filed October 28, 2021, File No. 001-33067).

Employment Agreement between Selective Insurance Company of America and Vincent M. Senia, dated as of 
June 6, 2017 (incorporated by reference to Exhibit 10.3 of the Company’s Quarterly Report on Form 10-Q for 
the quarter ended September 30, 2021, filed October 28, 2021, File No. 001-33067).

Credit Agreement among Selective Insurance Group, Inc., the Lenders Named Therein and Bank of Montreal, 
Chicago Branch, as Administrative Agent, dated as of December 20, 2019 (incorporated by reference herein to 
Exhibit 10.34 of the Company’s Annual Report on Form 10-K for the year ended December 31, 2019, filed 
February 12, 2020, File No. 001-33067).

Form of Indemnification Agreement between Selective Insurance Group, Inc. and each of its directors and 
executive officers, as adopted on May 19, 2005 (incorporated by reference herein to Exhibit 10.1 of the 
Company’s Current Report on Form 8-K, filed May 20, 2005, File No. 000-08641).

Selective Insurance Group, Inc. Non-Employee Directors’ Deferred Compensation Plan (incorporated by 
reference herein to Exhibit 10.27 of the Company’s Annual Report on Form 10-K for the year ended 
December 31, 2009, filed February 24, 2010, File No. 001-33067).

140

 
 
 
 
 
 
Exhibit
Number

10.38+

*21

*23.1

*24.1

*24.2

*24.3

*24.4

*24.5

*24.6

*24.7

*24.8

*24.9

*24.10

*24.11

*24.12

*24.13

*24.14

*24.15

*24.16

*31.1

*31.2

**32.1

**32.2

*99.1

** 101

** 104

Amendment No. 1 to the Selective Insurance Group, Inc. Non-Employee Directors’ Deferred Compensation 
Plan (incorporated by reference herein to Exhibit 10.27a of the Company’s Annual Report on Form 10-K for 
the year ended December 31, 2010, filed February 25, 2011, File No. 001-33067).

Subsidiaries of Selective Insurance Group, Inc.

Consent of KPMG LLP.

Power of Attorney of Ainar D. Aijala, Jr.

Power of Attorney of Lisa Rojas Bacus.

Power of Attorney of John C. Burville.

Power of Attorney of Terrence W. Cavanaugh.

Power of Attorney of Wole C. Coaxum.

Power of Attorney of Robert Kelly Doherty.

Power of Attorney of Thomas A. McCarthy.

Power of Attorney of Stephen C. Mills.

Power of Attorney of H. Elizabeth Mitchell.

Power of Attorney of Michael J. Morrissey.

Power of Attorney of Gregory E. Murphy.

Power of Attorney of Cynthia S. Nicholson.

Power of Attorney of William M. Rue.

Power of Attorney of John S. Scheid.

Power of Attorney of J. Brian Thebault.

Power of Attorney of Philip H. Urban.

Certification of Chief Executive Officer in accordance with Section 302 of the Sarbanes-Oxley Act of 2002.

Certification of Chief Financial Officer in accordance with Section 302 of the Sarbanes-Oxley Act of 2002.

Certification of Chief Executive Officer in accordance with Section 906 of the Sarbanes-Oxley Act of 2002.

Certification of Chief Financial Officer in accordance with Section 906 of the Sarbanes-Oxley Act of 2002.

Glossary of Terms.

The following financial statements from the Company's Annual report on Form 10-K for the year ended 
December 31, 2021, formatted in Inline Extensible Business Reporting Language (iXBRL): (i) Consolidated 
Balance Sheets, (ii) Consolidated Statements of Income, (II) Consolidated Statements of Comprehensive 
Income, (iv) Consolidated Statements of Stockholders' Equity, (v) Consolidated Statements of Cash Flows, and 
(vi) Notes to Consolidated Financial Statements.
The cover page from the Company's Annual Report on Form 10-K for the year ended December 31, 2021, 
formatted in iXBRL.

* Filed herewith.
** Furnished and not filed herewith.
+ Management compensation plan or arrangement.
(P) Paper filed. 

Item 16. Form 10-K Summary.

None.

141

 
SIGNATURES

Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the Registrant has duly caused this 
report to be signed on its behalf by the undersigned, thereunto duly authorized.

SELECTIVE INSURANCE GROUP, INC.

By: /s/ John J. Marchioni
John J. Marchioni
President and Chief Executive Officer
(principal executive officer)

By: /s/ Mark A. Wilcox
Mark A. Wilcox
Executive Vice President and Chief Financial Officer
(principal financial officer)

By: /s/ Anthony D. Harnett
Anthony D. Harnett
Senior Vice President and Chief Accounting Officer
(principal accounting officer)

February 11, 2022

February 11, 2022

February 11, 2022

142

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pursuant to the requirements of the Securities Exchange Act of 1934, this Report has been signed below by the following 
persons on behalf of the Registrant and in the capacities and on the date indicated.

By:  /s/ John J. Marchioni
John J. Marchioni
President and Chief Executive Officer

*

Ainar D. Aijala, Jr.
Director

*

Lisa Rojas Bacus
Director

*

John C. Burville
Director

*

Terrence W. Cavanaugh
Director

*

Wole C. Coaxum
Director

*

Robert Kelly Doherty
Director

*

Thomas A. McCarthy
Director

*

Stephen C. Mills
Director

*

H. Elizabeth Mitchell
Director

*

Michael J. Morrissey
Director

*

Gregory E. Murphy
Non-Executive Chairperson of the Board

*

Cynthia S. Nicholson
Director

*

William M. Rue
Director

*

John S. Scheid
Director

*

J. Brian Thebault
Director

*

Philip H. Urban
Director

143

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

February 11, 2022

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
* By: /s/ Michael H. Lanza
Michael H. Lanza
Attorney-in-fact

February 11, 2022

144

 
 
 
SELECTIVE INSURANCE GROUP, INC.
SUBSIDIARIES AS OF DECEMBER 31, 2021

Name

Jurisdiction 
in which 
organized

Parent

Mesa Underwriters Specialty Insurance Company

New Jersey

Selective Insurance Group, Inc.

Selective Auto Insurance Company of New Jersey

New Jersey

Selective Insurance Group, Inc.

Selective Casualty Insurance Company

New Jersey

Selective Insurance Group, Inc.

Selective Fire and Casualty Insurance Company

New Jersey

Selective Insurance Group, Inc.

Selective Insurance Company of America

New Jersey

Selective Insurance Group, Inc.

Selective Insurance Company of New England

New Jersey

Selective Insurance Group, Inc.

Selective Insurance Company of New York

New York

Selective Insurance Group, Inc.

Selective Insurance Company of South Carolina

Indiana

Selective Insurance Group, Inc.

Selective Insurance Company of the Southeast

Indiana

Selective Insurance Group, Inc.

Selective Way Insurance Company

New Jersey

Selective Insurance Group, Inc.

SRM Insurance Brokerage, LLC.

New Jersey

Selective Way Insurance Company

Wantage Avenue Holding Company, Inc.

New Jersey

Selective Insurance Group, Inc.

Selective Insurance Company of the Southeast

Exhibit 21

Percentage 
voting 
securities 
owned

 100 %

 100 %

 100 %

 100 %

 100 %

 100 %

 100 %

 100 %

 100 %

 100 %

 75 %

 25 %

 100 %

 
 Exhibit 23.1

Consent of Independent Registered Public Accounting Firm

We consent to the incorporation by reference in the registration statements (Nos. 333-255640, 333‑224607, 333‑195617, 
333‑168765, 333‑125451, 033‑14620, 333‑147383,333‑41674, 333‑10465, 333‑88806, 333‑97799, 333‑87832, and 333‑31942) 
on Form S‑8 and the registration statements (Nos. 333-256741, 333‑136024, 333‑110576, 333‑101489, and 333‑71953) on 
Form S‑3 of our reports dated  February 11, 2022, with respect to the consolidated financial statements and financial statement 
schedules I to V of Selective Insurance Group, Inc. and the effectiveness of internal control over financial reporting.

/s/ KPMG LLP

New York, New York
February 11, 2022

Exhibit 31.1

Certification pursuant to Rule 13a–14(a), as adopted pursuant to
Section 302 of the Sarbanes-Oxley Act of 2002 

I, JOHN J. MARCHIONI, President and Chief Executive Officer of Selective Insurance Group, Inc. (the “Company”), 

certify, that:

1. I have reviewed this annual report on Form 10-K of the Company;

2. Based on my knowledge, this annual report on Form 10-K does not contain any untrue statement of a material fact or omit to 
state a material fact necessary to make the statements made, in light of the circumstances under which such statements were 
made, not misleading with respect to the period covered by this report;

3. Based on my knowledge, the financial statements, and other financial information included in this annual report on Form 10-
K, fairly present in all material respects the financial condition, results of operations, comprehensive income and cash flows of 
the registrant as of, and for, the periods presented in this report;

4. The registrant's other certifying officer and I are responsible for establishing and maintaining disclosure controls and 
procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined 
in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:

(a) Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed 
under our supervision, to ensure that material information relating to the registrant, including its consolidated 
subsidiaries, is made known to us by others within those entities, particularly during the period in which this report 
is being prepared;

(b) Designed such internal control over financial reporting, or caused such internal control over financial reporting to be 

designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and 
the preparation of financial statements for external purposes in accordance with generally accepted accounting 
principles;

(c) Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our 

conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by 
this report based on such evaluation; and

(d) Disclosed in this report any change in the registrant's internal control over financial reporting that occurred during 
the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that 
has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial 
reporting; and

5. The registrant's other certifying officer and I have disclosed, based on our most recent evaluation of internal control over 
financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons 
performing the equivalent functions):

(a) All significant deficiencies and material weaknesses in the design or operation of internal control over financial 

reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and 
report financial information; and

(b) Any fraud, whether or not material, that involves management or other employees who have a significant role in 

the registrant's internal control over financial reporting.

Date: February 11, 2022

By: /s/ John J. Marchioni
John J. Marchioni
President and Chief Executive Officer

 
Exhibit 31.2

Certification pursuant to Rule 13a-14(a), as adopted pursuant to
Section 302 of the Sarbanes-Oxley Act of 2002 

I, MARK A. WILCOX, Executive Vice President and Chief Financial Officer of Selective Insurance Group, Inc. (the 

“Company”), certify, that:

1. I have reviewed this annual report on Form 10-K of the Company;

2. Based on my knowledge, this annual report on Form 10-K does not contain any untrue statement of a material fact or omit to 
state a material fact necessary to make the statements made, in light of the circumstances under which such statements were 
made, not misleading with respect to the period covered by this report;

3. Based on my knowledge, the financial statements, and other financial information included in this annual report on Form 10-
K, fairly present in all material respects the financial condition, results of operations, comprehensive income and cash flows of 
the registrant as of, and for, the periods presented in this report;

4. The registrant's other certifying officer and I are responsible for establishing and maintaining disclosure controls and 
procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial reporting (as defined 
in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the registrant and have:

(a) Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed 
under our supervision, to ensure that material information relating to the registrant, including its consolidated 
subsidiaries, is made known to us by others within those entities, particularly during the period in which this report 
is being prepared;

(b) Designed such internal control over financial reporting, or caused such internal control over financial reporting to be 

designed under our supervision, to provide reasonable assurance regarding the reliability of financial reporting and 
the preparation of financial statements for external purposes in accordance with generally accepted accounting 
principles;

(c) Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our 

conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by 
this report based on such evaluation; and

(d) Disclosed in this report any change in the registrant's internal control over financial reporting that occurred during 
the registrant's most recent fiscal quarter (the registrant's fourth fiscal quarter in the case of an annual report) that 
has materially affected, or is reasonably likely to materially affect, the registrant's internal control over financial 
reporting; and

5. The registrant's other certifying officer and I have disclosed, based on our most recent evaluation of internal control over 
financial reporting, to the registrant's auditors and the audit committee of the registrant's board of directors (or persons 
performing the equivalent functions):

(a) All significant deficiencies and material weaknesses in the design or operation of internal control over financial 

reporting which are reasonably likely to adversely affect the registrant's ability to record, process, summarize and 
report financial information; and

(b) Any fraud, whether or not material, that involves management or other employees who have a significant role in the 

registrant's internal control over financial reporting.

Date: February 11, 2022

By: /s/ Mark A. Wilcox
Mark A. Wilcox
Executive Vice President and Chief Financial Officer

  
  
 
 
 
 
 
 
 
Certification pursuant to 18 U.S.C. Section 1350, as adopted pursuant to 
Section 906 of the Sarbanes-Oxley Act of 2002  

Exhibit 32.1

I, JOHN J. MARCHIONI, President and Chief Executive Officer of Selective Insurance Group, Inc. (the “Company”), 
hereby certify, pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002, that 
the annual report on Form 10-K of the Company for the period ended December 31, 2021, which this certification accompanies, 
fully complies with the requirements of Section 13(a) or 15(d) of the Securities Exchange Act of 1934, and the information 
contained in the Form 10-K fairly presents, in all material respects, the financial condition and results of operations of the 
Company.

Date: February 11, 2022

By: /s/ John J. Marchioni
John J. Marchioni
President and Chief Executive Officer

 
 
 
Certification pursuant to 18 U.S.C. Section 1350, as adopted pursuant to 
Section 906 of the Sarbanes-Oxley Act of 2002  

Exhibit 32.2

I, MARK A. WILCOX, the Executive Vice President and Chief Financial Officer of Selective Insurance Group, Inc. (the 
“Company”), hereby certify, pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act 
of 2002, that the annual report on Form 10-K of the Company for the period ended December 31, 2021, which this certification 
accompanies, fully complies with the requirements of Section 13(a) or 15(d) of the Securities Exchange Act of 1934, and the 
information contained in the Form 10-K fairly presents, in all material respects, the financial condition and results of operations 
of the Company.

Date: February 11, 2022

By: /s/ Mark A. Wilcox
Mark A. Wilcox
Executive Vice President and Chief Financial Officer

 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.1

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, 
Inc. (the “Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, 
Mark A. Wilcox, Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, 
Executive Vice President and General Counsel of the Company, as my true and lawful attorney-in-fact and agent 
with full power of substitution and resubstitution for me and in my name, place and stead, and in any and all 
capacities, to execute on my behalf the Company’s Annual Report on Form 10-K for the fiscal year ended 
December 31, 2021, and any amendments and supplements thereto, and to file the same with all exhibits thereto, and 
other documents in connection therewith, with the Securities and Exchange Commission, and hereby grant to such 
attorney-in-fact and agent full power and authority to do and perform each and every act and thing requisite and 
necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby ratifying and 
confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                      /s/  Ainar D. Aijala Jr.         

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.2

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, 
Inc. (the “Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, 
Mark A. Wilcox, Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, 
Executive Vice President and General Counsel of the Company, as my true and lawful attorney-in-fact and agent 
with full power of substitution and resubstitution for me and in my name, place and stead, and in any and all 
capacities, to execute on my behalf the Company’s Annual Report on Form 10-K for the fiscal year ended 
December 31, 2021, and any amendments and supplements thereto, and to file the same with all exhibits thereto, and 
other documents in connection therewith, with the Securities and Exchange Commission, and hereby grant to such 
attorney-in-fact and agent full power and authority to do and perform each and every act and thing requisite and 
necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby ratifying and 
confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                      /s/  Lisa Rojas Bacus          

 
 
 
 
 
 
POWER OF ATTORNEY

      Exhibit 24.3

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

Date: February 11, 2022 

/s/  John C. Burville      

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

         Exhibit 24.4

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                           /s/  Terrence W. Cavanaugh  

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.5

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, 
Inc. (the “Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, 
Mark A. Wilcox, Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, 
Executive Vice President and General Counsel of the Company, as my true and lawful attorney-in-fact and agent 
with full power of substitution and resubstitution for me and in my name, place and stead, and in any and all 
capacities, to execute on my behalf the Company’s Annual Report on Form 10-K for the fiscal year ended 
December 31, 2021, and any amendments and supplements thereto, and to file the same with all exhibits thereto, and 
other documents in connection therewith, with the Securities and Exchange Commission, and hereby grant to such 
attorney-in-fact and agent full power and authority to do and perform each and every act and thing requisite and 
necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby ratifying and 
confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                      /s/  Wole C. Coaxum         

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.6

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                           /s/  Robert Kelly Doherty        

 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.7

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

/s/  Thomas A. McCarthy        

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.8

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

Date: February 11, 2022 

/s/  Stephen C. Mills  

 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.9

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                            /s/  H. Elizabeth Mitchell  

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.10

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

 Date: February 11, 2022 

/s/  Michael J. Morrissey  

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.11

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, the Non-Executive Chairperson of the Board of 

Selective Insurance Group, Inc. (the “Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer 
of the Company, Mark A. Wilcox, Executive Vice President and Chief Financial Officer of the Company, and Michael H. 
Lanza, Executive Vice President and General Counsel of the Company, as my true and lawful attorney-in-fact and agent with 
full power of substitution and resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on 
my behalf the Company’s Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and 
supplements thereto, and to file the same with all exhibits thereto, and other documents in connection therewith, with the 
Securities and Exchange Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and 
perform each and every act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or 
could do in person, hereby ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may 
lawfully do or cause to be done by virtue hereof.

Date: February 11, 2022 

                      /s/  Gregory E. Murphy          

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.12

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

Date: February 11, 2022 

                 /s/  Cynthia S. Nicholson      

 
 
 
 
 
 
 
 
 
 
 
 
   
POWER OF ATTORNEY

Exhibit 24.13

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

Date: February 11, 2022 

                           /s/  William M. Rue    

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.14

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                            /s/  John S. Scheid    

 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.15

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every 
act and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to 
be done by virtue hereof.

Date: February 11, 2022 

/s/  J. Brian Thebault       

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
POWER OF ATTORNEY

Exhibit 24.16

KNOW ALL BY THESE PRESENTS THAT I, the undersigned, a Director of Selective Insurance Group, Inc. (the 
“Company”), do hereby appoint John J. Marchioni, President and Chief Executive Officer of the Company, Mark A. Wilcox, 
Executive Vice President and Chief Financial Officer of the Company, and Michael H. Lanza, Executive Vice President and 
General Counsel of the Company, as my true and lawful attorney-in-fact and agent with full power of substitution and 
resubstitution for me and in my name, place and stead, and in any and all capacities, to execute on my behalf the Company’s 
Annual Report on Form 10-K for the fiscal year ended December 31, 2021, and any amendments and supplements thereto, and 
to file the same with all exhibits thereto, and other documents in connection therewith, with the Securities and Exchange 
Commission, and hereby grant to such attorney-in-fact and agent full power and authority to do and perform each and every act 
and thing requisite and necessary to be done, as fully to all intents and purposes as I might do or could do in person, hereby 
ratifying and confirming all that said attorney-in-fact and agent, or their substitute or substitutes may lawfully do or cause to be 
done by virtue hereof.

Date: February 11, 2022 

                           /s/  Philip H. Urban        

 
 
 
 
 
 
Glossary of Terms
Accident Year: accident year reporting focuses on the cost of the losses that 
occurred  in  a  given  year  regardless  of  when  reported.  These  losses  are 
calculated  by  adding  all  payments  that  have  been  made  for  those  losses 
occurring in a given calendar year (regardless of the year in which they were 
paid) to any current reserve that remains for losses that occurred in that given 
calendar year. 

Agent  (Independent  Retail  Insurance  Agent):  a  distribution  partner  who 
recommends  and  markets  insurance  to  individuals  and  businesses;  usually 
represents several insurance companies. Insurance companies pay agents for 
business production.

Allocated  loss  expenses:  defense,  litigation,  and  medical  cost  containment 
expense, whether internal or external.

Audit Premium: premiums based on data from an insured’s records, such as 
payroll  data.  Insured’s  records  are  subject  to  periodic  audit  for  purposes  of 
verifying premium amounts.

Book Value per Common Share: an expression of the value of an entity per 
outstanding  common  share,  which  is  calculated  by  dividing  common 
stockholders’  equity  by  the  number  of  common  shares  outstanding  as  of  a 
specified date.  This metric is used by both investors and us in evaluating the 
financial strength of our company.  

Catastrophe Loss: severe loss, as defined by the Insurance Services Office's 
Property  Claims  Service  (PCS)  unit,  either  natural  or  man-made,  usually 
involving,  but  not  limited  to,  many  risks  from  one  occurrence  such  as  fire, 
hurricane,  tornado,  earthquake,  windstorm,  explosion,  hail,  severe  winter 
weather, and terrorism.

Combined  Ratio:  measure  of  underwriting  profitability  determined  by 
dividing the sum of all GAAP expenses (losses, loss expenses, underwriting 
expenses, and dividends to policyholders) by GAAP net premiums earned for 
the  period.    A  ratio  over  100%  is  indicative  of  an  underwriting  loss,  and  a 
ratio below 100% is indicative of an underwriting profit.

Credit Risk: risk that a financially-obligated party will default on any type 
of debt by failing to make payment obligations. Examples include: (i) a bond 
issuer does not make a payment on a coupon or principal payment when due; 
or (ii) a reinsurer does not pay policy obligations.

Credit Spread: represents the risk premium required by market participants 
for  a  given  credit  quality  and  debt  issuer.  Spread  is  the  difference  between 
the yield on a particular debt instrument and the yield of a similar maturity 
U.S.  Treasury  debt  security.  Changes  in  credit  spreads  may  arise  from 
changes in economic conditions and perceived risk of default or downgrade 
of individual debt issuers.

Customers:  another  term  for  policyholders;  individuals  or  entities  that 
purchase our insurance products or services.

Diluted  Weighted  Average  Common  Shares  Outstanding:  represents 
weighted-average common shares outstanding adjusted for the impact of any 
dilutive common stock equivalents.

Direct  New  Business:  premiums  for  all  new  policies  sold  directly  by  the 
insurance  subsidiaries  during  a  specific  accounting  period,  without 
consideration given to reinsurance activities.  

Distribution Partners: insurance consultants that we partner with in selling 
our insurance products and services. Independent retail insurance agents are 
our distribution partners for standard market business and wholesale general 
agents are our distribution partners for E&S market business.

Exhibit 99.1
Invested  Assets  per  Dollar  of  Common  Stockholders'  Equity  Ratio: 
measure  of  investment  leverage  calculated  by  dividing  invested  assets  by 
common stockholders' equity.

Liquidity  Spread:  represents  the  risk  premium  that  flows  to  a  market 
participant  willing  to  provide  liquidity  to  another  market  participant  that  is 
demanding  it.  The  spread  is  the  difference  between  the  price  a  seller  is 
willing to accept to sell the asset and the price the buyer is willing to pay for 
the asset.

Loss  Expenses:  expenses  incurred  in  the  process  of  evaluating,  defending, 
and paying claims. 

Loss and Loss Expense Reserves: amount of money an insurer expects to 
pay for claim obligations and related expenses resulting from losses that have 
occurred and are covered by insurance policies it has sold.

Loss Trend: represents increases or decreases to losses incurred relative to 
underlying exposures over time and is typically expressed as a percentage 
relative to the loss ratio. Various factors influence loss trend and can affect 
claims frequency and severity.  These factors include, but are not limited to, 
legislative enactments, judicial decisions, changes in societal behavior as 
well as economic and social inflation.  Loss trend may be historical, which 
we estimate based on our historical loss experience, or future, which we 
estimate using our loss experience supplemented with forward-looking 
indicators.

Net  Premiums  Written  to  Statutory  Surplus  Ratio:  statutory  measure  of 
solvency  risk  calculated  by  dividing  net  statutory  premiums  written  for  the 
year by the ending statutory surplus.

Non-Catastrophe Property Losses: Losses and loss expenses incurred that 
are  attributable  to  property  coverages  that  we  have  written  throughout  our 
lines  of  business,  but  exclude  any  such  amounts  that  are  related  to 
catastrophe losses. 

Non-GAAP  Operating  Income:  non-GAAP  measure  that  is  comparable  to 
net income available to common stockholders with the exclusion of after-tax 
net  realized  and  unrealized  gains  and  losses  on  investments,  and  after-tax 
debt retirement costs.  Non-GAAP operating income is used as an important 
financial  measure  by  us,  analysts,  and  investors,  because  the  realization  of 
investment  gains  and  losses  on  sales  of  securities  in  any  given  period  is 
largely  discretionary  as  to  timing.    In  addition,  net  realized  and  unrealized 
investment gains and losses on investments that are charged to earnings and 
the debt retirement costs could distort the analysis of trends.

Non-GAAP  Operating  Income  per  Diluted  Common  Share:  non-GAAP 
measure that is comparable to net income available to common stockholders 
per  diluted  common  share  with  the  exclusion  of  after-tax  net  realized  and 
unrealized  gains  and  losses  on  investments,  and  after-tax  debt  retirement 
costs.

Non-GAAP  Operating  Return  on  Common  Equity:  measurement  of 
profitability  that  reveals  the  amount  of  non-GAAP  operating  income 
generated  by  dividing  non-GAAP  operating  income  by  average  common 
stockholders’ equity during the period.

Reinsurance:  insurance  company  assuming  all  or  part  of  a  risk  undertaken 
by  another  insurance  company.  Reinsurance  spreads  the  risk  among 
insurance companies to reduce the impact of losses on individual companies. 
Types  of  reinsurance  include  proportional,  excess  of  loss,  treaty,  and 
facultative.

Earned Premiums: portion of a premium that is recognized as income based 
on the expired portion of the policy period.

Premiums  Written:  premiums  for  all  policies  sold  during  a  specific 
accounting period.

Effective Duration: expressed in years, provides an approximate measure of 
the  portfolio's  price  sensitivity  to  a  change  in  interest  rates,  taking  into 
consideration  how  the  change  in  interest  rates  may  impact  the  timing  of 
expected cash flows.

Frequency:  a  measure  of  the  rate  at  which  claims  occur  that  is  generally 
calculated by dividing the number of claims by a measure of exposure, such 
as earned premium or earned exposure units. 

Prior  Year  Casualty  Reserve  Development:  Loss  reserve  development  is 
the increase or decrease in incurred loss and loss expenses as a result of the 
re-estimation  of  these  amounts  at  successive  valuation  dates.    Prior  year 
casualty reserve development is casualty loss reserve development related to 
prior accident years.

Renewal  Pure  Price:  estimated  average  premium  change  on  renewal 
policies (excludes all significant exposure changes).

Generally Accepted Accounting Principles (GAAP): accounting practices 
used in the United States of America determined by the Financial Accounting 
Standards  Board.  Public  companies  use  GAAP  when  preparing  financial 
statements  to  be  filed  with  the  United  States  Securities  and  Exchange 
Commission.

Incurred But Not Reported (IBNR) Reserves: reserves for estimated losses 
that have been incurred by insureds but not yet reported plus provisions for 
future emergence on known claims and reopened claims.

Interest Rate Risk: exposure to interest rate risk relates primarily to market 
price  and  cash  flow  variability  associated  with  changes  in  interest  rates.  A 
rise in interest rates may decrease the fair value of our existing fixed income 
security investments and declines in interest rates may result in an increase in 
the fair value of our existing fixed income security investments.

Retention:  measures  how  well  an  insurance  company  retains  business.  
Retention is expressed as a ratio of renewed over expired business, based on 
aggregate line of business coverages provided to our customers.

Return  on  Common  Equity:  measure  of  profitability  that  is  calculated  by 
dividing net income available to common stockholders by average common 
stockholders' equity during the period.

Risk: two distinct and frequently used meanings in insurance: (i) the chance 
that  a  claim  loss  will  occur;  or  (ii)  an  insured  or  the  property  covered  by  a 
policy.

Exhibit 99.1

Glossary of Terms
Severity: a measure of the average cost of claims that provides an indication 
of the amount of damage that is, or may be, inflicted by a loss.  In general, 
severity  is  calculated  by  dividing  loss  and  loss  expenses  incurred  by  the 
number of claims. 

Statutory Accounting Principles (SAP): accounting practices prescribed 
and required by the National Association of Insurance Commissioners 
(“NAIC”) and state insurance departments that stress evaluation of a 
company’s solvency.

Statutory Surplus: amount left after an insurance company’s liabilities are 
subtracted from its assets. Statutory surplus is not based on GAAP, but SAP 
prescribed or permitted by state and foreign insurance regulators.

Unallocated  loss  expenses:  loss  adjustment  expenses  other  than  allocated 
loss adjustment expenses.

Underwriting:  insurer’s  process  of  reviewing  applications  submitted  for 
insurance  coverage,  deciding  whether  to  provide  all  or  part  of  the  coverage 
requested, and determining applicable premiums and terms and conditions of 
coverage.

Underwriting  Result:  underwriting  income  or  loss;  represents  premiums 
earned  less  insurance  losses  and  loss  expenses,  underwriting  expenses,  and 
dividends  to  policyholders.  This  measure  of  performance  is  used  by 
management and analysts to evaluate profitability of underwriting operations 
and is not intended to replace GAAP net income.

Unearned Premiums: portion of a premium that a company has written but 
has yet to earn because a portion of the policy is unexpired.

Wholesale General Agent: distribution partner authorized to underwrite on 
behalf  of  a  surplus  lines  insurer  through  binding  authority  agreements. 
Insurance companies pay wholesale general agents for business production.

Yield  on  Investments:  Yield  is  the  income  earned  on  an  investment, 
expressed as an annual percentage rate that is calculated by dividing income 
earned by the average invested asset balance.  Yield can be calculated based 
on  either  pre-tax  or  after-tax  income  and  can  be  calculated  on  the  entire 
investment  portfolio,  or  on  a  portion  thereof,  such  as  the  fixed  income 
securities portfolio.