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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FY2022 Annual Report · Selective Insurance Group
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OUR FOOTPRINT

Standard Personal 
(15 states)

Standard Commercial 
(30 states and the District of Columbia, 
including Idaho, Alabama, and Vermont, 
which opened in 2022)

Flood and Excess & Surplus 
(50 states)

OUR BUSINESS
Selective Insurance Group, Inc. (NASDAQ: SIGI) is a New 
Jersey holding company for ten property and casualty insurance 
companies with $10.8 billion in assets as of December 31, 2022. 
A customer-centric company, we are dedicated to serving our 
customers’ unique insurance needs through customized risk 
management solutions and value-added services. In collaboration 
with our distribution partners, we offer standard and specialty 
insurance to businesses, non-profits, public entitites, and 
individuals through the following segments:

Standard Personal, 
including Flood

Excess & Surplus

10%*

9%*

81%*

Standard 
Commercial

*Percent of business based on 2022 net premiums written. 

OUR YEAR IN REVIEW

12% 

Growth in net  
premiums
written

$232M

Net investment
income after-tax

A+

AM Best
financial strength
rating

95.1%  

Combined 
ratio

9 

Consecutive years of 
double-digit non-GAAP 
operating return on 
common equity

12.4% 

Non-GAAP operating 
return on common 
equity^

8.34 

Overall customer 
satisfaction score 
(on a 10-point scale)

^ 

Non-GAAP (U.S. Generally Accepted Accounting Principles) operating income, non-GAAP operating income per diluted common share, and non-GAAP operating return on common equity are 
non-GAAP measures. Refer to the section entitled “Financial Highlights of Results for Years Ended December 31, 2022, 2021, and 2020” in Item 7 “Management’s Discussion and Analysis of 
Financial Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022 for a reconciliation of the non-GAAP measures to the equivalent 
GAAP measures.

2022 FINANCIAL HIGHLIGHTS

% or Point Change

2022

2021

Better (Worse)

($ in millions, except per share data)

Insurance Operations

Net premiums written

Combined ratio

Underwriting income after-tax

Return on common equity from insurance operations after-tax

Investments

Net investment income after-tax

Net realized and unrealized investment (losses) gains after-tax

$3,573.6

$3,189.7

95.1%

$131.8

5.4%

$232.2

$(90.7)

92.8%

$172.7

6.5%

$263.0

$13.9

Total invested assets

$7,837.5

$8,027.0

$3.37

2.9%

9.4%

$2.88

3.4%

9.9%

$3,558.1

$3,379.2

$215.7

8.8%

$306.4

12.4%

22.5%

$10,802.3

$2,527.6

$2,327.6

$3.54

$5.03

$1.14

$38.57

$394.5

14.8%

$380.6

14.3%

24.2%

$10,461.4

$2,982.9

$2,782.9

$6.50

$6.27

$1.03

$46.24

Invested assets per dollar of common stockholders’ equity

Annual after-tax yield on investment portfolio

Return on common equity from net investment income after-tax

Summary Data

Total revenues

Net income available to common stockholders

Return on common equity

Non-GAAP operating income*

Non-GAAP operating return on common equity*

Operating cash flow as % of net premiums written

Total assets

Stockholders’ equity

Common stockholders’ equity

Per Common Share Data

Diluted net income available to common stockholders

Diluted non-GAAP operating income*

Dividends to common stockholders

Book value

AVERAGE ANNUAL RETURN

Growth of a $10,000
investment

$25,000

$20,000

$15,000

$10,000

(year-end 2017-2022)

$5,000

$0

12%

2.3 pts

(24)%

(1.1) pts

(12)%

(752)%

(2)%

17%

(0.5) pts

(0.5) pts

5%

(45)%

(6.0) pts

(19)%

(1.9) pts

(1.7) pts

3%

(15)%

(16)%

(46)%

(20)%

11%

(17)%

SIGI

S&P 500

S&P Prop/Cas

*

Non-GAAP (U.S. Generally Accepted Accounting Principles) operating income, non-GAAP operating income per diluted common share, and non-GAAP operating return on common equity are
non-GAAP measures. Refer to the section entitled “Financial Highlights of Results for Years Ended December 31, 2022, 2021, and 2020” in Item 7 “Management’s Discussion and Analysis of Financial
Condition and Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022 for a reconciliation of the non-GAAP measures to the equivalent GAAP measures.

2017

2018

2019

2020

2021

2022

SELECTIVE 2022 ANNUAL REPORT  1

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2022 ANNUAL REPORT
SHAREHOLDER LETTER

Dear Shareholders:

• Continued financial flexibility: At year-end 2022, our balance

2022 was a remarkable year for Selective. We demonstrated
our resiliency and ability to manage effectively through several
macroeconomic challenges. We proudly delivered a superior
omni-channel service experience to customers and independent
insurance agency partners, opportunities for our employees, and
strong results for our shareholders.

Our effective
execution enabled
us to generate a
12.4% non-GAAP
operating return
on common equity
(“ROE”), our
ninth consecutive
year of delivering
double-digit
returns. Very few
in our industry
can match that
track record.
Despite elevated
catastrophe losses,
rising inflation,
and capital market
volatility over the
past nine years,
we delivered
annualized total
shareholder return
of approximately
16%. Over
that period, we
also generated
about 10% annual growth in tangible book value per share plus
accumulated dividends, the metric we view as the best long-term
indicator of property and casualty industry value creation. Our
results reflect the success of our underwriting discipline and
profitable growth strategies.

John J. Marchioni
Chairman, President and
Chief Executive Officer

I firmly believe we have the tools, technology, talent, and
distribution partner relationships to continue generating strong
and sustainable performance – regardless of market conditions –
in 2023 and well into the future.

2022 FINANCIAL HIGHLIGHTS:
• Strong bottom-line performance: Non-GAAP operating ROE
of 12.4% outperformed our full-year 2022 operating ROE
target of 11% because of our disciplined underwriting strategy.
Net income available to common stockholders was $216 million
($3.54 per diluted common share), and non-GAAP operating
income was $306 million ($5.03 per diluted common share).

sheet remained extremely strong. During the year, we
increased our quarterly shareholder dividend by 7%, to $0.30
per share. We also had approximately $84 million in remaining
capacity under our Board-authorized $100 million share
repurchase program.

• Strong share price outperformance: Selective’s 2022 total
shareholder return was 9.7%, meaningfully exceeding the
S&P 500 Index’s 18.1% decline. Over the past ten years, total
annualized shareholder returns of 18.4% have exceeded the
S&P 500 Index’s 12.6% average annual performance.

HISTORICAL NON-GAAP OPERATING
ROEs* RELATIVE TO PEER AVERAGE

15%

12%

9%

6%

3%

0%

'15

'16

'17

'18

'19

'20 '21

'22

SIGI

Peer Avg.

HISTORICAL TOTAL RETURN: SIGI VS.
BENCHMARKS (DECEMBER 31, 2022)

25%

20%

15%

10%

5%

0%

SIGI

S&P Prop/Cas

S&P 500

%
2
7
1

.

%
7
9

.

%

1
.
0
1

%
2
0
1

.

%
4
9

.

%
4
8
1

.

%
8
3
1

.

%
6
2
1

.

1 Year

5 Years

10 Years

%

1
.
8
1
-

*

Non-GAAP (U.S. Generally Accepted Accounting Principles) operating income, non-GAAP operating income per diluted common share, and non-GAAP operating return on common
equity are non-GAAP measures. Refer to the section entitled “Financial Highlights of Results for Years Ended December 31, 2022, 2021, and 2020” in Item 7 “Management’s Discussion and
Analysis of Financial Condition and Results of Operations” in the Company’s Annual Report on Form 10-K for the fiscal year ended December 31, 2022 for a reconciliation of the non-GAAP
measures to the equivalent GAAP measures.

2

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2022 STRATEGIC AND OPERATING
HIGHLIGHTS:

• We advanced our geographic expansion strategy by launching

our commercial lines products in Vermont, Idaho, and Alabama.
We are on target to open West Virginia and Maine as expected
in early 2024. Over time, an expanded footprint will enhance
our access to new business, further reduce our geographic
concentration risk, and help us better serve our customers and
distribution partners.

• We appointed 118 new agencies, bringing the total to
approximately 1,500 agencies and 2,600 storefronts.

• We resumed premium growth in our personal lines segment,
driven by strong market acceptance of our product designed
for mass affluent customers.

• We published our inaugural Task Force for Climate-Related

Financial Disclosures (TCFD) report, significantly enhancing
our climate strategy disclosure.

EXECUTION OF KEY STRATEGIC
PRIORITIES
Our strong financial performance this past year provides us the
financial flexibility to continue executing our strategic objectives
that support profitable growth over the long term, despite an
uncertain near-term macroeconomic backdrop.

Maintaining underwriting discipline and pricing adequacy is a top
priority. We built the organizational muscle and underwriting
focus to effectively manage profitability and retention rates,
even in the current dynamic loss-trend environment. Our
commitment to underwriting discipline has positioned us well in
recent years, permitting us to adjust our go-to-market strategy
and prices as necessary.

COMMERCIAL LINES PRICING AND
RETENTION

We continue to develop and implement new tools and technologies
to create operating efficiencies and strengthen our market
position. Our recent investments to enhance our small business
and E&S technology platforms position us well for the future.

Our commitment to continuous improvement includes enhancing
customers’ experience with Selective at every touchpoint. This is
critical to becoming a stronger competitor. We made significant
investments in digital capabilities that enable our customers to
engage in their chosen manner and increase the adoption of our
self-service platform and value-added services, all expected to
increase future retention.

BOARD MEMBER RETIREMENTS
As we look ahead to our many opportunities, I want to recognize
three long-standing Board members – John C. Burville; Michael
J. Morrissey; and William M. Rue – who are retiring at the 2023
Annual Meeting of Stockholders, having reached our mandatory
retirement age. Each played an integral role in our success,
providing valuable insights and guidance throughout their tenure.
We thank them for their strategic counsel and wish them the best.

CONCLUSION
Our outstanding 2022 performance gives us a solid foundation
to advance our near-term strategic priorities and position us for
consistent long-term growth and value creation. We could not
have accomplished this without all our supporters. I want to thank
our shareholders for their investment in our business and strategy
and their confidence in our management teams’ continued
execution. I’d also like to thank our customers and distribution
partners for their continued trust in our operations.

Most importantly, I want to thank our talented employees, whose
dedication and efforts continue to strengthen our customer and
distribution partner relationships and drive our organization. I am
confident their work furthering our unique culture will drive our
success in the future.

Every day, our interactions with our customers and agency
partners reinforce the importance of our role in rebuilding lives and
businesses, making communities safer, and supporting economic
expansion. We recognize and appreciate our responsibilities to the
communities we serve as an employer providing a great place to
work, as a safety resource helping mitigate risks, and as a neighbor
supporting safe, sustainable, just, and diverse communities.
Responsibility empowers our people to be and do their very best.

Our 2023 Annual Meeting of Stockholders will be held virtually,
allowing attendance from anywhere in the world. We hope you will
join us.

John J. Marchioni
Chairman, President and
Chief Executive Officer

SELECTIVE 2022 ANNUAL REPORT  3

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UNIQUELY

SUPPORTING OUR COMMUNITIES

We are committed to understanding and mitigating risk, serving our customers responsibly, and providing timely
claims service, while being environmentally aware.

Our unique operating model includes regionally based Underwriting, Claims, and Safety Management
professionals with technical expertise to service our policyholders, their claimants, and our distribution partners,
helping to mitigate exposure to loss before it happens, and restore lives and businesses after an insured loss occurs.

Our risk management solutions demonstrate to our customers and distribution partners what it means to
Be Uniquely Insured® with Selective. We carefully develop these solutions to address our customers’ needs and seek
new, innovative approaches to help them build resilience to, and protect against, risks that could negatively impact
their lives and businesses.

Value-added products and services help reduce or mitigate risks, such as the
removal of personally identifiable information from passenger vehicles
declared a total loss and availability of award-winning home
security monitoring tools.

Artificial intelligence-assisted software helps our
Commercial Lines customers identify and adjust
high-risk body positions or movements that
can lead to severe injuries and costly workers
compensation claims.

Thermographic infrared surveys for
Commercial Lines customers identify
potential electrical hazards that could
lead to fire risks.

Our proactive notifications, including
weather alerts and food, vehicle, and
product recalls, help build customers’
awareness and prevent losses.

Our sophisticated digital and self-service
capabilities provide customers with a seamless
omni-channel experience. Over half of our
customers use our award-winning MySelective
mobile app to report claims, pay bills, access

auto insurance cards, and view auto insurance

policies on demand.

Our 3.8-megawatt DC ground-
mount and garage canopy solar
photovoltaic facilities at our
corporate headquarters are expected
to generate approximately five
million kWh of renewable energy
annually that we sell to others.

We understand that climate change increases the unpredictability of
weather-related loss frequency and severity. This poses a long-term
risk to our customers’ lives and businesses. We believe it is our corporate
responsibility to help mitigate climate change impacts for all stakeholders. In

2022, we published our Task Force on Climate-Related Financial Disclosures
report that focuses on four core elements of our climate approach. To read it, please

visit www.Selective.com/about-selective/corporate-social-responsibility.

4

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… AND DOING SOCIAL GOOD

We are committed to promoting a welcoming culture that celebrates diverse talent, individual identity,
different points of view and experiences, and has a positive impact in the communities where we live,
work, and serve.

24%

Percent of employees who participate in one or more
employee resource group (ERG), such as our Black,
Military and Veterans (launched in 2022), Pride Alliance,
Women in IT, and Working Caregivers ERGs or our
Women at Work affinity group. Additional groups are
expected to launch in 2023.  

Items donated by

employees to benefit

4,800+

charities that support
our neighbors in need,
including bicycles built and
gifted during the holidays.

Hours volunteered by employees to
give back to their local community and
help make a difference.

4,000+

Approximately
$950,000

Donated by
the Selective
Insurance Group
Foundation to charities
that help build safe, sustainable,

just, and diverse communities.

5,450

Hours committed by employees for diversity
and inclusion training to cultivate a culture that
embraces, practices, and monitors the attitudes,
values, and goals of acceptance; addresses biases; and
fosters diverse viewpoints and opinions.

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SELECTIVE 2022 ANNUAL REPORT  5

MANAGEMENT TEAM

John J. Marchioni
Chairman of the Board,
President and
Chief Executive Officer

Lucinda (Cyndi) Bennett
Executive Vice President,
Chief Human Resources Officer

John P. Bresney
Executive Vice President,
Chief Information Officer

Joseph O. Eppers
Executive Vice President,
Chief Investment Officer

Brenda M. Hall
Executive Vice President,
Chief Operating Officer,
Standard Lines

Jeffrey F. Kamrowski
Executive Vice President,
MUSIC

Paul Kush
Executive Vice President,
Chief Claims Officer

Michael H. Lanza
Executive Vice President,
General Counsel and
Chief Compliance Officer

Rohit Mull
Executive Vice President,
Chief Marketing and
Innovation Officer

Vincent M. Senia
Executive Vice President,
Chief Actuary

Mark A. Wilcox
Executive Vice President,
Chief Financial Officer

6

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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
WASHINGTON, D.C. 20549

FORM 10-K 

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

For the fiscal year ended: December 31, 2022 

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)

Registrant's telephone number, including area code: (973) 948-3000

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

SIGIP

The Nasdaq Stock Market LLC

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.     

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

☐ 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.

Large accelerated filer
Non-accelerated filer

☒
☐

Accelerated filer
Smaller reporting company

☐
☐

Emerging growth company

☐

1 

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.  

 ☒

If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant 
included in the filing reflect the correction of an error to previously issued financial statements.       

Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based 
compensation received by any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).  

 ☐

  ☐

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 $5,158,579,316 on June 30, 2022.  As of January 31, 2023, the registrant had outstanding 60,338,831 
shares of common stock.

Portions of the registrant’s definitive Proxy Statement for the 2023 Annual Meeting of Stockholders to be held on May 3, 2023, are 
incorporated by reference into Part III of this report.

DOCUMENTS INCORPORATED BY REFERENCE

2 

SELECTIVE INSURANCE GROUP, INC.
Table of Contents

PART I
Item 1.

Business

Item 1A. Risk Factors

Item 1B. Unresolved Staff Comments

Item 2.

Item 3.

Item 4.

PART II

Item 5.

Item 6.

Item 7.

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, 2022, 2021, and 2020

Results of Operations and Related Information by Segment

Federal Income Taxes

Liquidity and Capital Resources

Item 7A. Quantitative and Qualitative Disclosures About Market Risk

Item 8.

Financial Statements and Supplementary Data

Consolidated Balance Sheets as of December 31, 2022 and 2021

Consolidated Statements of Income for the Years Ended December 31, 2022, 2021, and 2020

Consolidated Statements of Comprehensive Income for the Years Ended December 31, 2022, 2021, and 2020

Consolidated Statements of Stockholders’ Equity for the Years Ended  December 31, 2022, 2021, and 2020

Consolidated Statements of Cash Flows for the Years Ended December 31, 2022, 2021, and 2020

Notes to Consolidated Financial Statements

Item 9.

Changes in and Disagreements With Accountants on Accounting and Financial Disclosure

Item 9A. Controls and Procedures

Item 9B. Other Information

Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections

PART III

Item 10. Directors, Executive Officers and Corporate Governance

Item 11.

Executive Compensation

Item 12.

Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters

Item 13. Certain Relationships and Related Transactions, and Director Independence

Item 14.

Principal Accountant Fees and Services

PART IV

Item 15.

Exhibit and Financial Statement Schedules

Item 16.

Form 10-K Summary

Page
No.

4

23

34

35

35

35

35

36

36

36

37

37

45

48

62

62

66

73

75

76

77

78

79

80

133

133

135

135

135

135

135

135

135

136

147

3 

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.") and 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," using Parent only to distinguish it from the Insurance Subsidiaries.  
We also use specific property and casualty industry-related terms defined in a glossary attached as Exhibit 99.1 to this Form 10-
K.

Our main office is in Branchville, New Jersey.  We list our common (stock symbol “SIGI”) and preferred (stock symbol 
“SIGIP”) stocks on the Nasdaq Global Select Market.  In 2022, AM Best Company ("AM Best") ranked us as the 37th largest 
property and casualty group in its annual "Top 200 U.S. Property/Casualty Writers" list based on 2021 net premiums written 
("NPW").  Our current AM Best financial strength rating is "A+" (Superior).  Since our founding in 1926, we have a long and 
successful history in the property and casualty insurance industry.

Strategic Advantages
We have three key sustainable competitive advantages:

• A distribution model that emphasizes franchise value, meaning we focus on appointing and having meaningful,
close business relationships with high-quality, independent distribution partners who value our relationships and
provide us the opportunity to grow profitably with them;

• A unique operating 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

• Our best-in-class employees provide a superior omnichannel customer and agency experience, 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, as follows:

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

We believe our AM Best rating has the greatest influence on our ability to write insurance business.  Our independent 
distribution partners recommend insurance carriers based partly on financial strength ratings to limit their potential liability for 
customer error and omission claims.  Similarly, most customers consider ratings in their purchasing decisions because they 
have loans, mortgages, and other real and personal property security agreements that require they purchase insurance from 
carriers with minimum rating requirements.

4 

These NRSROs also rate our long-term debt creditworthiness.  Credit ratings indicate our ability to timely meet our obligations, 
and they 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 ability to access capital markets is most impacted by our S&P, Moody's, and Fitch financial strength and credit ratings.

Segments

We have four reportable segments:

•

•

•

•

Standard Commercial Lines, which represents 77% of Total revenues and 81% of our 2022 total NPW.  We sell our
Standard Commercial Lines property and casualty insurance products and services to commercial enterprises,
typically businesses, non-profit organizations, and local government agencies, primarily in 30 states and the District
of Columbia.  Our average 2022 Standard Commercial Lines premium per policyholder was approximately $15,300.

Standard Personal Lines, which represents 9% of Total revenues and 9% of our 2022 total NPW.  We sell our
Standard Personal Lines property and casualty insurance products and services primarily to individuals in 15 states.
Our average 2022 Standard Personal Lines premium per policyholder was approximately $2,600.  Standard Personal
Lines includes flood insurance coverage sold in all 50 states and the District of Columbia through the Write Your
Own ("WYO") program of the National Flood Insurance Program ("NFIP").  Based on 2021 direct premiums written
("DPW") as reported in the S&P Market Intelligence platform, we are the fourth-largest WYO carrier.

E&S Lines, which represents 9% of Total revenues and 10% of 2022 NPW and is sold in all 50 states and the
District of Columbia.  We sell our E&S Lines property and casualty insurance products and services to commercial
customers unable to obtain coverage in the standard marketplace, generally because of unusual or high-risk
exposures.  E&S insurers are exempt from many standard market requirements, including form and rate regulation.
E&S carriers may write an insurance policy if three separate standard line carriers have rejected the risk to be
insured.  Our average 2022 E&S lines premium per policyholder was approximately $3,800.

Investments, which represents 5% (including net realized and unrealized gains and losses) of Total revenues, invests
the (i) premiums collected by our Insurance Subsidiaries and (ii) amounts generated through our capital management
strategies, including debt and equity securities issuance.

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

•

Underwriting income/loss from our insurance operations.  DPW, gross premiums, NPW, and net premiums earned
(“NPE”) are components of evaluating underwriting income/loss.  DPW are what we bill policyholders for insurance
coverage and services.  Gross premiums are DPW plus premiums assumed from other insurers and mandatory pools
and associations.  NPW are calculated by subtracting premiums ceded to reinsurers from gross premiums.  NPE is
NPW recognized as revenue ratably over a policy’s term.  Underwriting income/loss is NPE less insurance
operations-related expenses.

Insurance operations-related expenses fall into three categories on our Consolidated Statements of Income:  (i) "Loss
and loss expense incurred," which includes losses associated with claims and 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 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.  These expenses include, but are not limited to, certain labor expenses,
depreciation expense, and policyholder dividends.

5 

Total underwriting expenses are the sum 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 charged to customers paying their premiums in installments.

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) income 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.  Net realized
and unrealized gains and losses from our investment portfolio result from (i) security disposals through sales, calls,
and redemptions, (ii) losses on securities that 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, including long-term employee incentive compensation and other general corporate expenses, (ii) interest on our debt 
obligations, (iii) federal income taxes, and (iv) dividends to preferred stockholders.

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 
this non-GAAP measure because it is an important financial measure used by us, analysts, and investors because the timing of 
realized and unrealized investment gains and losses on securities in any given period is largely discretionary.  In addition, net 
realized and unrealized investment gains and losses on investments could distort the analysis of trends.

We use the combined ratio as the key performance measure in assessing the underwriting profitability of 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 one 
over 100% indicates an underwriting loss.  The combined ratio does not reflect net investment income earned, net realized and 
unrealized investment gains or losses, federal income taxes, interest expense, or corporate expenses.  The loss and loss expense 
ratio typically has the most significant impact on our combined ratio.  Key inputs in our loss and loss expense ratio include 
catastrophe and non-catastrophe property loss and loss expenses incurred, current year casualty loss estimates, and prior year 
casualty reserve development.

We use after-tax net investment income earned as the main measure of our investments segment's financial performance.  We 
also assess total return, calculated as the ratio of the sum of pre-tax (i) net investment income, (ii) net realized and unrealized 
investment gains or losses (including losses on securities we intend to sell and credit loss expense or benefit) in income, and 
(iii) unrealized investment gains or losses included in accumulated other comprehensive income or loss, to average invested
assets.  Our investment philosophy includes setting specific risk and return objectives for the fixed income, equity, and
alternative investment portfolios and comparing each to a weighted-average benchmark of comparable indices.

Other important measures of our overall financial performance that we consider include return on common equity ("ROE") and 
non-GAAP operating return on common equity ("non-GAAP operating ROE").  Our basis for using this non-GAAP measure is 
consistent with our use of non-GAAP operating income described above.  ROE is calculated by dividing net income available 
to common stockholders by average common stockholders' equity.  Non-GAAP operating ROE is calculated by dividing non-
GAAP operating income available to common stockholders by average common stockholders' equity.  We evaluate our 
segments, in part, based on their contribution to non-GAAP operating ROE.  We establish our non-GAAP operating ROE target 
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.  For 2023, we increased our non-GAAP operating ROE target to 12%, from 11% in 2022, to reflect 
a higher weighted average cost of capital.  

For further details about our 2022 results compared to these performance measures, refer to "Financial Highlights of Results for 
Years Ended December 31, 2022, 2021, and 2020" in Item 7. "Management's Discussion and Analysis of Financial Condition 
and Results of Operations." of this Form 10-K.

Other key financial metrics we measure include operating leverage and investment leverage.

6 

We define operating leverage as the ratio of NPW to statutory surplus.  We target a ratio between 1.35x and 1.55x.  Our 
operating leverage at December 31, 2022 was 1.44x, compared to the U.S. standard commercial and personal lines industry 
average of approximately 0.8x that Conning, Inc. reported in its Fourth Quarter 2022 Property-Casualty Forecast & Analysis 
(Source: ©2023 Conning, Inc.  Used with permission.).  We are comfortable operating our business with operating leverage 
above the industry average, as we believe we have a lower financial risk profile than the industry, as noted below.

Because we write more longer-tail casualty insurance than shorter-tail property insurance, our operating leverage is higher than 
the industry average.  We also operate with 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, 2022 was $3.37, 
compared to the average invested assets to statutory surplus of $2.27 that Conning, Inc. reported for the U.S. commercial and 
personal lines in its Fourth Quarter 2022 Property-Casualty Forecast & Analysis (Source: ©2023 Conning, Inc.  Used with 
permission.).  To better manage the risks of our higher investment leverage, we have adopted a conservative investment 
management philosophy, with fixed income securities and short-term investments representing 90% of our invested assets.

As of December 31, 2022, our fixed income securities and short-term investments had a weighted average credit rating of 
"AA-" and an effective duration of 4.1 years, compared to "A+" and 3.9 years as of December 31, 2021.  For additional 
information about our investments segment's design and credit quality characteristics, see "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 our financial risk profile is lower than the industry because:

•

Our Standard Commercial Lines segment underwriting risk appetite is focused on small-to-medium sized accounts,
with risks weighted more towards low- to medium-hazard than high-hazard.  Our average premium per policyholder is
approximately $15,300, with about 86% of this segment's casualty lines business having limits of $1 million or less
(excluding workers compensation policies, which have no limits), and about 92% of this segment's property lines of
business having limits of $3 million or less;

• We have sophisticated pricing tools and maintain disciplined financial planning and reserving practices.  We conduct
quarterly ground-up reserve reviews for most lines of business, with semi-annual reserve reviews by an independent
third-party actuary who issues our year-end regulatory actuarial reserve opinions;

• 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 7% of our GAAP equity, and (ii) property and casualty
excess of loss reinsurance agreements that limit our retained losses of individual property claims losses to $3 million
per risk and casualty claims to $2 million per occurrence; and

• We maintain a conservative investment portfolio, with high quality and liquid fixed income and short-term

investments, and roughly a 10%-14% allocation to risk assets.

Our strong financial strength and lower financial and underwriting risk profile have permitted us to operate with higher 
operating leverage than most of our industry.  This strategy requires us to balance growth and profit, providing us the 
opportunity to generate higher underwriting and investment portfolio ROEs when profitable.  We generate (i) 1.1 points of ROE 
for each point on the combined ratio and (ii) 2.6 points of ROE for each point of pre-tax investment yield.  In 2022, our 
underwriting and investment income helped generate an 8.8% ROE and a 12.4% non-GAAP operating ROE, with the latter 
exceeding our 11% ROE target.  For further details about our 2022 ROE results, please see "Financial Highlights of Results 
for Years Ended December 31, 2022, 2021, and 2020" in Item 7. "Management's Discussion and Analysis of Financial 
Condition and Results of Operations." of this Form 10-K. 

Insurance Operations

Overview
We generate our insurance operations' revenue by selling insurance policies and services in return for insurance premiums.  
One-year term policies constitute the vast majority of our sales.  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 accounting estimates and represent the ultimate amounts we will need in 
the future to pay covered claims and related expenses that have not yet been settled or reported.  Estimating reserves as of any 

7 

given date is an inherently uncertain process, requiring estimation techniques and a considerable degree of judgment.  We 
regularly analyze our overall reserve position through internal and external actuarial reserve reviews.  For a discussion of 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.

To protect our capital resources and manage the risks associated with our insured risks, we purchase reinsurance from and enter 
into other risk transfer agreements with third parties.  Our insurance subsidiaries transfer risks through an internal reinsurance 
pooling agreement by which each shares in premiums and losses based on specified percentages.  For information regarding our 
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
Our Insurance Subsidiaries sell insurance that falls into two broad categories:

•

•

Casualty insurance, which generally covers the financial consequences of (i) injuries employees suffer in the course of
employment, (ii) third-party bodily injury and/or property damage from an insured's negligent acts, omissions, or legal
liabilities, and (iii) our obligation to defend our insured(s) for covered claims.  Casualty claims are long-tailed,
regularly taking several years to be reported and settled — and even longer in certain situations.

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

The following table shows the principal types of property and casualty insurance policies we underwrite and issue:

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 flood loss exposure relates to our participation in the NFIP's WYO program, to which we cede 100% of our flood insurance premiums and 
losses.  Our Standard Personal Lines segment results include our WYO policies issued to Standard Personal Lines and Standard Commercial Lines customers.

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 claim.  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, feedback from our independent distribution partners, and the product or service's potential to make our 
customers' commercial or personal endeavors safer.

Our policies provide coverage for future events, so we do not know the actual individual policy loss costs at the time of sale.  
We consider many variables in determining pricing for coverage.  Like most property and casualty insurers, our loss data is not 
sufficiently credible to independently establish the complex sets of loss costs and rating variables that our products require.  
Consequently, we often adopt loss costs and rating structures that statistical rating agencies, such as ISO and NCCI, file with 
state insurance regulators.  We typically modify these loss costs or factors based on actuarial analyses of our credible historical 
statistical data, factoring in loss trends and other expected impacts.  We combine the resulting loss costs with expense and profit 
provisions to develop premium rates.  We sometimes supplement the indicated rates with market information to determine our 
final filed rates.

8 

We have developed predictive models for many of our Standard Commercial Lines and Standard Personal Lines.  We use these 
models to refine statistical rating agencies' rating plans or independently develop our own rating plans.  Predictive models 
analyze historical statistical data about 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 individual risk underwriting and pricing process.  We use these models to develop factors in our 
filed Standard Personal Lines rating plans.  The predictive capabilities of our models depend on the quantity and quality of 
available statistical data, and we may supplement them with other 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 or E&S Lines customers into SBUs.  No one customer accounts for 10% or 
more of our insurance operations in the aggregate. 

We manage our underwriting volatility by focusing on accounts with lower-limits profiles.  The following table lists each 
segment's respective percentage of property and casualty accounts with total insured value and exposure limits of $1 million or 
less:

Standard Commercial Lines
Standard Personal Lines

Property

76%
76%

Casualty
86%1
96%

E&S Lines
1Standard Commercial Lines excludes workers compensation policies without statutory policy limits covered by our casualty excess of loss reinsurance treaty, 
which provides coverage for losses above $2 million.

99%

96%

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 individual property and casualty 
retained losses to $3 million per risk for property claims and $2 million per occurrence for casualty claims.  For information 
regarding our 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 30 states in the contiguous U.S. and the
District of Columbia.

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

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

We began writing Standard Commercial Lines business in Vermont in June 2022 and Alabama and Idaho in October 2022. 
This expansion allows us to issue policies to customers with exposures in these states, permitting us to compete more 
effectively against nationwide insurers and diversify our portfolio risk.  Ultimately, we plan to expand our Standard 
Commercial Lines footprint to most of the contiguous U.S. 

9 

We manage and support our business from offices in (i) Branchville, New Jersey, where we have our corporate headquarters, 
(ii) Farmington, Connecticut, the principal office for investment operations, (iii) Glastonbury, Connecticut, used by several
corporate areas, but primarily our information technology ("IT") department, (iv) Richmond, Virginia, the location of our
underwriting and claims service center ("USC"), and (v) six regional branches, with locations shown in the following table:

Region
Heartland
New Jersey
Northeast
Mid-Atlantic
Southern
West

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

Our E&S Lines have offices in Scottsdale, Arizona and Dresher, Pennsylvania.  Our Flood business has offices in Branchville, 
New Jersey, and Miami, Florida.  Our Staff Counsel operation, which defends our policyholders with employee-lawyers, has 
seven leased offices in the Eastern region of the U.S. 

Distribution Channel
The property and casualty insurance market is highly competitive and regulated, and has 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 for one insurer.

By segment, we use the following types of independent distribution partners to sell our insurance products and services:

•

•

•

Standard Commercial Lines:  Independent retail agents;

Standard Personal Lines:  Independent retail agents; and

E&S Lines:  Wholesale general agents.

We seek to compensate our distribution partners fairly and consistently with market practices, generally paying them 
commissions calculated as a percentage of DPW, with supplemental amounts paid based on profitability and considerations for 
increased premium or policy counts.  No one independent distribution partner is responsible for 10% or more of our combined 
insurance operations' premium.  Our top 20 distribution partners generated approximately 40% of our DPW, excluding E&S 
Lines and the flood line of business, in 2022.

Independent Retail Agents and Standard Lines
A 2022 Independent Insurance Agents & Brokers of America study estimated there are 40,000 independent property/casualty 
insurance agents and brokers in the U.S., up 11% from their 2020 study.  We expect that independent retail insurance agents — 
representing most of our independent distribution partners — will remain a significant force in overall insurance industry 
premium production.  Their business model, representing multiple insurance carriers, gives customers a broader choice of 
insurance products, more competitive pricing, and individualized risk-based consultation.

We have approximately 1,500 distribution partners selling our standard lines products and services through approximately 
2,600 office locations.  About 800 of these distribution partners sell our personal lines products.  Approximately 6,300 
distribution partners sell our flood insurance products.

Wholesale General Agents and E&S Lines
We have approximately 80 wholesale general agents, with an aggregated 340 office locations, selling our E&S Lines business. 
We have granted these wholesale general agents limited binding authority for risks meeting our prescribed underwriting and 
pricing guidelines.

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 Operating Model" section below.

10 

•

•

•

Develop a distribution model that emphasizes the franchise value of appointment to sell our Insurance Subsidiaries'
products and services to the principals and producers of our high-quality independent insurance agency partners.  To
help our agency partners grow profitability and succeed, we establish meaningful and close business relationships by
(i) soliciting, gathering, and acting on their feedback and that of our mutual customers on various topics, including our
products and services and brand awareness, (ii) advising them on our new product offerings, and (iii) providing
education and development programs focused on producer recruitment, sales training, customer experience
enhancement, online marketing, and distribution operations.

Develop and carefully monitor annual goals with each distribution partner on (i) the types and mix of risks they place
with us, (ii) new business and renewal retention expectations, (iii) customer service and engagement rates, (iv) new
business and renewal pricing, and (v) the profitability of the business they place with us.

Develop brand recognition and meaningful customer engagement through a data-driven multi-channel marketing
strategy focused on delivering a superior customer experience.  We expect this integrated marketing and customer
engagement approach will position us as a marketplace leader and (i) afford us a dynamic view of the changing
marketplace and customer expectations, (ii) provide us insight into unique value-added products and services with the
greatest impact on each customer, and (iii) help drive business acquisition and retention, and brand health.

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

Technology
We leverage technology in our business and invest significantly in 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;

Our service representatives with a customer account-centric view of our policyholders, reducing customer inquiry
response time and complementing customer access to on-demand digital transactional capabilities;

Our underwriters with advanced underwriting and pricing tools and predictive models that provide guidance and
automatic retrieval of relevant public information on existing and potential policyholders, enhancing profitability and
enabling premium growth; and

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

Our digital strategy provides our Standard Commercial Lines and Standard Personal Lines customers with a mobile application 
and a self-service portal branded MySelective.  Our mobile application (i) received Best Mobile App Awards' Platinum Award 
for "Best Mobile Design" in the summer of 2020, (ii) received the PropertyCasualty360 Insurance Innovators Award in the area 
of customer experience in 2021, and (iii) was the Gold Stevie Winner in the "Sales and Marketing Mobile Application - New 
Version" category in 2021.  As of December 31, 2022, 50% of our customers registered for MySelective, compared to 47% as 
of December 31, 2021.  MySelective gives policyholders on-demand self-service access to account information, electronic bill 
payment, and claims reporting.  We continue to provide customers with additional digital value-added services, such as 
proactive messaging about vehicle and product recalls, adverse weather, and claim status.

Our primary technology operations are 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 53% 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 procedures to manage an efficient 
transition to new technology vendors without significantly impacting our operations if we terminate any current service 
provider.

11 

Cybersecurity
Our business relies heavily on IT and application systems connected to or accessed from the Internet.  This connection increases 
the risk that a malicious cyber-attack could impact us.  Our systems also contain proprietary and confidential information about 
our operations, employees, agents, and customers and their employees and property, including personally identifiable 
information.  A dedicated unit implements cybersecurity controls and reports on cybersecurity risks.  We work with 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 cybersecurity insurance 
purchasing.  Our cybersecurity program balances responsiveness to rapidly-changing threats with ensuring the long-term health 
of our IT security environment.  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, including due diligence, continuous monitoring, and cyber risk
scoring.

We monitor various IT performance and security metrics across these six key areas.  The Parent's Board of Directors ("Board") 
receives regular updates on the strength of our cyber risk control environment, emerging cyber threat issues, and the results of 
external assessments by outside security consultants.  Two of the Board's directors have earned cybersecurity oversight 
certifications from a corporate directors organization.

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 "Corporate Governance, Sustainability and Social 
Responsibility" section in Item 1. "Business." of this Form 10-K.

Innovation
To maintain our culture of innovation and long-term value proposition to our customers and distribution partners, we have the 
following mechanisms in place:

•

•

•

A dedicated innovation team under our Chief Marketing and 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 of critical industry and insurance technology trends that impact our customers,
distribution partners, and employees, and (iii) 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.

An innovation lab at our corporate headquarters to spur innovation and further our efforts to identify and deploy
product, agency and customer experience, and operational efficiency improvements.  We conduct innovation design
work (i) in-person, using our innovation lab at our corporate headquarters, (ii) virtually, combining live facilitation
with collaboration software and digital whiteboard and polling capabilities, and (iii) utilizing hybrid capabilities,
mixing live attendance and digital capabilities at our innovation lab with attendees at remote locations.

A Strategic Investment Committee to consider potential investment opportunities, including technology and Insurtech
platforms that may positively impact our business or the industry.

12 

Operating Model
We believe our unique operating 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.

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 underwriter's
job grade, 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 primarily handled in each region, with support from our USC, which assigns underwriters to specific
distribution partners.

Our operating 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 86 Safety Management 
Specialists ("SMS") in the field supporting our policyholders locally.  These specialists regularly interact with current 
and prospective customers.  Their safety enhancement and best practices recommendations reduce our customers' 
property, liability, and workers compensation risks, including higher profile risks like sexual abuse.  Their account-
specific analyses let our underwriters better understand our customers' exposures, enhancing our new business and 
renewal underwriting decisions.

Over the past three years, we have embarked on safety management initiatives to proactively service policyholders 
with notifications and alerts, identify risks and mitigate potential loss occurrence, and provide tools and technologies 
that improve safety and reduce losses.  Examples include:

•

Vehicle recall notifications to our policyholders and distribution partners;

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

and drainage maintenance, and measures to prevent clogged or frozen plumbing;

•

•

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

Customer self-assessments of workplace hazards, with best practices recommendations tailored to the
customer's specific risks.

13 

In 2022, we continued to expand capabilities in our new Standard Commercial Lines agency interface platform 
designed to streamline new small business policy quoting and issuance.  Writing small business – lower hazard risks in 
specific industry classes with less than $25,000 in premium – is a core part of our strategy.  In recent years, the small 
business market has become more competitive, with more carriers using 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 enhanced our rating 
platform's user experience by reducing the amount of information required to be inputted before quote generation.  In 
2023, we plan to add additional business capabilities to help us maximize new small business growth with our 
distribution partners.

•

•

Standard Personal Lines:  Our Standard Personal Lines underwriting operations are centralized and highly automated.
Most new and renewal business is underwritten and priced through an automated system reflecting our filed rates and
rules.  Exceptions to our internal underwriting guidelines 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 better serve
the mass affluent market, where we believe our strong coverage and servicing capabilities will be more competitive.

E&S Lines:  Our E&S Relationship and Underwriting Managers focus on marketing our product capabilities to
wholesale general agents, training them on underwriting guidelines and automation, and collecting market intelligence
from them.  In return, our wholesale general agents provide front-line new and renewal underwriting and policy
administration services per guidelines we prescribe.  Our small commercial E&S underwriters review all requested
exceptions or declinations based on individual account risk characteristics.  Our middle market E&S commercial
underwriters write larger accounts and receive complete submissions for individual account risk characteristics from
wholesale general agents, making underwriting and pricing decisions based on them.  Wholesale general agents who
submit middle market commercial risks do not have the authority to quote or bind accounts on our behalf.

Our independent distribution partners designate Standard Commercial Lines and Standard Personal Lines accounts to be 
serviced by our USC.  All USC employees are licensed agents who respond to policyholder inquiries about insurance coverage, 
billing transactions, and other matters.  For the convenience of us handling USC transactions, our distribution partners agree to 
receive a slightly lower than standard commission on the associated premium.  As of December 31, 2022, our USC was 
servicing NPW of $99.1 million, representing 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 an essential service 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, with each business line having a specialized claims unit focused on high severity or technically
complex losses and litigation;

Claims customer managers and agency executives ("CAEs") who are responsible for enhancing the relationship among
our policyholders, distribution partners, and 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 deliver appropriate
claims service, communicate trends, and discuss results and client services;

Cost-effective delivery of claims services and control of loss and loss expense.  Our Claims Service Center manages
our high volume, low severity automobile and property claims, leveraging virtual adjusting tools that provide prompt
and efficient service to our customers; and

Timely and adequate claims reserving and resolution.

We have been executing a multi-year claims system modernization strategy to improve the efficiency of our claims 
organization's processing ability through improved workflows and enhanced capabilities for our employees, customers, and 
distribution partners.  In 2022, we rolled out a new digital claim intake method for our workers' compensation claims.  We are 
actively testing a new unique digital claim intake method for automobile and property claims.  It allows claimants to readily 
provide more robust information, improving our adjuster assignment and overall claims cycle speeds.

14 

Our Special Investigative Unit ("SIU") supports all insurance operations and investigates potential insurance fraud and abuse, 
consistent with law and direction from regulatory bodies and non-profit organizations dedicated to combating and preventing 
insurance crime.  The SIU adheres to uniform internal procedures to improve detection and act on potentially fraudulent claims. 
We have developed a proprietary SIU fraud detection model that identifies potential fraud cases early in a claim's life.  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 from public, private, and mutual insurance companies with 
varying levels of brand recognition, scale and operational efficiency, capital bases, book of business diversification, and cost of 
capital.  Like us, many competitors rely on independent partners to distribute their products and services.  Other insurance 
carriers either employ their own agents, who represent only 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 on coverage terms, claims service, customer experience, safety management services, ease of 
technology usage, price, and financial strength ratings.  We also face increased competition from established direct-to-consumer 
insurers, existing competitors, and new entrants, many with lower cost structures and digital technology with enhanced 
servicing and customer experience capabilities.

Investments Segment

Our investment portfolio's objectives are to maximize after-tax net investment income and generate long-term book value per 
share growth.  We maximize the portfolio's overall total return by investing our insurance operation's premiums and the 
amounts generated through our capital management strategies, including debt and equity security issuances.  We balance those 
objectives against prevailing market conditions, capital preservation considerations, and our enterprise risk-taking appetite.  We 
maintain (i) a well-diversified portfolio across issuers, sectors, and asset classes; and (ii) a high credit quality fixed income 
securities portfolio with a duration and maturity profile at an acceptable risk level that provides ample liquidity.  Our fixed 
income securities primarily include corporate, asset-backed, and mortgage-backed securities, and state and local municipal 
obligations.  We also invest in public equity securities, commercial mortgage loans, short-term investments, alternative 
investments, and other investments.  Alternative investments primarily include limited partnership investments in private 
equity, private credit, and real estate strategies.  Other investments include Federal Home Loan Bank ("FHLB") stock and tax 
credit investments.

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 "Investments Segment" section 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
Insurance regulation and taxation 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 not to 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,

15 

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.  Adopting 
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.  Departure from the usual values on four or more 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 most 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 2022 statutory financial statements prepared in accordance with SAP, all our Insurance
Subsidiaries had total adjusted capital substantially exceeding the regulatory action levels 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)
corporate governance, and (iii) internal control over financial reporting.  As permitted under the Model Audit Rule, the
Audit Committee of our Board 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 domicile 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 projected future solvency position.  For more information on our internal
process of assessing our significant risks, refer to the "Corporate Governance, Sustainability and Social
Responsibility" 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.  Our New Jersey state insurance regulators adopted the GCC model law in 2022.  Based
on our 2022 statutory financial statements prepared in accordance with SAP, our GCC ratio exceeds the regulatory
action minimum threshold.

NRSROs
Rating agencies monitor our capital adequacy but are not formal regulators.  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 comparing 

16 

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 variations in economic conditions, underwriting and investment portfolio 
mix, and capital.  We regularly evaluate our capital adequacy relative to each of these capital models to ensure we can 
effectively pursue our business strategies.  Rating agencies also revise and update their capital adequacy models and 
requirements more frequently than the NAIC updates its financial monitoring tools.

Federal Regulation
While primarily regulated at the state level, our business is subject to 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 possessing 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”)
govern publicly-traded companies and require or permit national stock exchanges or associations, such as the Nasdaq
Stock Market LLC, where we list our equity securities, to mandate certain governance practices.

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 authority under the 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.

Corporate Governance, Sustainability and Social Responsibility
We strive to maintain a high level of ethics and integrity in our business practices.  We are committed to understanding and 
mitigating risk, serving our customers responsibly, enabling our employees’ professional success and work/life balance, and 
helping the communities in which we live, work, and serve, while being environmentally responsible.

Corporate Governance
Strong governance, oversight, and transparency are the foundation of our financial and operating success.  We have a mature 
risk culture and governance structure that are cornerstones of our risk management framework, and are designed to enhance the 
decision making process and strengthen risk-reward evaluations.

Our internal control framework follows the Committee of Sponsoring Organizations of the Treadway Commission (COSO) 
model, deploying 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.

17 

•

•

The second line of defense is responsible for risk oversight, supporting the first line to understand, monitor, and
manage our risk profile through an ERC and dedicated risk team.

The third line of defense is our Internal Audit team, which provides separate, 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.

Our risk governance structure consists of the following major components:

Risk
Oversight

• Executive Committee

• Finance Committee

• Corporate Governance & Nominating Committee ("CGNC")

• Salary & Employee Benefits Committee

• Audit Committee

Board of Directors

2 STRATEGY SETTING AND ESTABLISHING RISK 

TOLERANCE

Management & Operating Committees

• Management Investment Committee ("MIC")

Risk 
Management

• Underwriting Committee

• Emerging Risk Committee

• Enterprise Project Management Office ("EPMO")

• Large Claims Committee

• Reserve Committee

• Executive Risk Committee ("ERC")

• Sustainability Committee

• Disclosure Committee

• Market Security Committee ("MSC")

• Supported by individual business units and functional areas.

2 APPETITE AND LIMIT GOVERNANCE

Enterprise Risk Management Function

Risk 
Identification 
& Reporting

Board Oversight
Our Board's function is one of oversight and guidance.  The Board and its committees ("Board Committees") oversee our 
business performance and management team ("Management").  The Board reviews and discusses Management reports about 
our performance and significant issues.  The majority of our Board is independent.

Our Board oversees our ERM process, and all Board Committees oversee risks specific to their areas of supervision and report 
their activities and findings to the entire Board.

Management and Operating Committees
Our Chief Executive Officer (“CEO”) directs our business strategy's implementation.  Management regularly reports to the 
Board on significant events, issues, and risks that may materially affect our business or financial performance.  A description of 
each Management committee and our ERM function follows: 

MIC —  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 specific risk metrics, including ones related to climate change.  Our investment team and external investment 
managers execute our investment strategy and objectives.  The MIC meets formally eight times per year, with additional 
meetings as necessary.

Underwriting Committee — Responsible for overseeing authority delegation throughout our underwriting operations and 
reviewing and making decisions on any underwriting transaction and/or action that is outside of a CUO's authority.  This 
committee meets as appropriate and evaluates a variety of information related to specific accounts presented, including key 
projected catastrophe modeling metrics when considering a large property account, as well as underwriting and market 
considerations.

Emerging Risk Committee — Responsible for identifying and monitoring new and evolving risk issues that could significantly 
impact our financial strength, reputation, or long-term strategy.  This committee meets quarterly.

EPMO — Responsible for the oversight of large-scale projects.  Our EPMO framework uses a consistent methodology to 
review the return on investment for each major capital expenditure (such as IT system purchases).  Projects above a certain 
dollar threshold require Board approval.  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) 

18 

review project status, including external and internal costs and any associated projected financial 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.  The EPMO meets monthly and as needed.

Large Claims Committee — Responsible for the oversight of claims that: (i) have or are likely to exceed a reinsurance policy 
coverage limit; (ii) have a bad faith exposure of $15 million or more; (iii) are likely to generate significant bad publicity; or (iv) 
potentially create a significant legal precedent on an insurance coverage issue.  The Large Claims Committee also approves 
reserves and payments for claims over the Chief Claim Officer’s authority.  This committee meets on an as-needed basis.

Reserve Committee — Responsible for monitoring loss and loss expense reserve levels and taking management actions 
regarding financial recording of reserves.  The reserve committee meets quarterly.

ERC — Responsible for the holistic evaluation and supervision of our risk profile, and determining future risk management 
actions supporting our overall risk profile.  The ERC provides management oversight of our ERM function.  The ERC relies on 
several management committees to analyze and manage specific major risks, including the Emerging Risk Committee and the 
Underwriting Committee.  At least quarterly, the ERC meets to review and discuss various topics and the interrelation of our 
significant risks, including, without limitation, capital modeling results, capital adequacy, risk metrics, emerging risks, and 
sensitivity analysis.

Sustainability Committee — Reports to senior management on significant public issues relating to sustainability.  It also 
develops or opines on ESG-related policies and procedures.  The committee meets quarterly. 

Disclosure Committee — Responsible for establishing and implementing procedures to ensure compliance with Regulation FD 
and other applicable securities laws.  This committee meets at least two times every quarter.

MSC — Responsible for reinsurance purchase decisions, approval of individual reinsurers on our panel, reinsurer counterparty 
risk, and monitoring catastrophe risk.  The MSC is comprised of executives and senior leaders with diverse financial and 
underwriting expertise.  The MSC meets at least twice a year before each major treaty renewal.

ERM Function
The ERM unit is responsible for identifying, measuring, monitoring, and reporting key and aggregated enterprise-wide risks to 
the ERC and the Board.  The ERM unit works with other functional areas to develop appropriate responses to identified risks 
and supports the successful execution of our business strategy.  

We rely on quantitative and qualitative tools to identify, prioritize, and manage our major risks, including proprietary and third-
party computer modeling and other analyses.  When appropriate, we engage subject matter experts, such as external actuaries, 
third-party risk modeling firms, and IT and cybersecurity consultants.  Our Insurance Subsidiaries annually file with their 
domiciliary regulators an ORSA report, an internal solvency assessment developed by the Chief Risk Officer ("CRO") in 
coordination with the ERC and reviewed by our Board.

We categorize our major risks into five broad categories:

•

•

•

•

Asset risk, stemming primarily from our investment portfolio and reinsurance recoverables and includes credit and
market risk;

Underwriting risk, which is the risk 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
expenses;

Other risks, which include a broad range of operational risks, many challenging to quantify, such as talent/human
capital, market conditions, economic, legal, regulatory, reputational, and strategic risks – as well as the risks of fraud,

19 

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 (i) heightened levels of economic inflation, (ii) the enactment
of reviver statutes for abuse victims, (iii) climate change, (iv) the increased threat of cyber incidents, and (v) the
significant economic impacts from the ongoing Russian war against Ukraine and the economic and societal impacts of
the COVID-19 pandemic, including disrupted supply chains and products, services, and labor shortages, and other
emerging risk.

The table below maps our management and operating committees to their responsibilities for our five major risks.

Major Risk 
Category

Asset Risk

Underwriting Risk

Liquidity Risk

Other Risks

Emerging Risks

Emerging 
Risk 

Committee MIC

X

X

MSC
X

X

X

X

Disclosure 
Committee EPMO

Reserve 
Committee

X

X

X

Large 
Claims 
Committe
e

X

X

ERC
X

X

X

X

X

Underwriting 
Committee

Sustainability 
Committee

X

X

X

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) occur or 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.

Sustainability and Social Responsibility
Our sustainability and social responsibility initiatives are focused on (i) developing our human capital to create a highly 
engaged and diverse team of employees and leaders who will guide us into the future, (ii) helping us understand and attempt to 
mitigate the environmental impact that climate change has on our business and operations, and (iii) providing customers with 
empathetic claims service and risk mitigation solutions.

Human Capital
We recognize that developing and protecting our human capital, and providing a mutually beneficial employee experience, 
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 2,520 employees.  In 2022, 
we were (i) designated as a Great Place to Work CertifiedTM organization for the third year in a row, (ii) recognized by 
DiversityJobs as one of their top employers showing continual dedication and commitment to establishing a diverse workforce 
and culture, and (iii) recognized by Forbes as one of "America's Best Mid-Size Employers."

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.  We offer competitive financial benefit programs to support the financial well-being of our 
employees and their families.  Among the offerings are a 401(k) plan with non-elective and employer matching contributions, 
an employee stock purchase plan allowing discounted stock purchases, and tuition reimbursement and student loan repayment.  
Most employees are eligible to participate in our annual cash incentive program, funded and paid based on the achievement of 
our financial and strategic objectives.  Employees above certain levels are eligible to participate in our long-term stock-based 
incentive compensation program.  We also offer a wide range of competitive and convenient health and wellness programs.  To 
support our employees' social well-being, we encourage 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 (i) training and development to assist our employees in fulfilling their professional 
potential and having rewarding careers, and (ii) efforts to retain our best talent and foster a positive work-life balance.  We are 
committed to ongoing employee learning, personal growth, and continuous improvement.  Our employees have access to 

20 

various live instructor-led training courses and over 26,000 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, (ii) RISE (Retain Include Support Engage) program, which is an accelerated 
professional development program for diverse individual contributors interested in first-level management positions, and (iii) 
our Ignite College Internship and Momentum Trainee programs, which provide collaboration and cross-functional events and 
experiences for interns and early-career employees.

Of our 2,520 employees at December 31, 2022, 980 are normally home-based; 840 are in our regional offices; and the 
remainder are in our corporate office.  Our Flexible Work Location Policy permits most office-based employees to work 
remotely 60% of the time.  Our employee turnover rate in 2022 was approximately 15%.  Employees with over 20 years of 
service represented approximately 16% of our workforce.

Diversity, Equity, and Inclusion
We recognize that collaboration by employees with diverse backgrounds, ideas, and experiences can foster innovation, 
improving operational performance, product and service development, customer experience, market opportunities, and revenue. 
We have initiatives to increase representation and cultivate greater inclusion of people with different ethnicity, race, age, sexual 
orientation, gender identities and expressions, and socio-economic backgrounds.  Recent initiatives include (i) increasing 
gender and racial diversity through our Next Generation of Leaders program, (ii) sponsoring various employee resource groups 
for women, Black, LGBTQ+, and military and veteran employees, (iii) introducing a professional development program 
focused on under-represented groups, (iv) implementing business objectives tied to supporting and participating in diversity, 
equity, and inclusion initiatives, (v) enhanced hiring, retention, and promotion practices intended to increase diversity at all 
organizational levels, including expanding university recruiting efforts to include historically Black colleges and universities, 
(vi) partnering with the National African American Insurance Association for services and employee programming for our 
employee's use, and (vii) adding new directors with diverse backgrounds, skills, experience, ethnicity, and race to our Board.

As of December 31, 2022, women represented 58% of our non-officer workforce and 33% of our officer workforce, compared 
to 58% and 32% at December, 31, 2021, 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.  Approximately 78% of our workforce was 
White at year-end 2022, compared to 80% at year-end 2021, and 22% were a combination of Black, Latin, Asian, and all other 
ethnicities combined, compared to 20% at December, 31, 2021.  We have a diverse board, with five directors on our Board 
identifying as part of one or more underrepresented groups.

Environmental
As a property and casualty insurance company, we understand that climate change creates greater unpredictability of weather-
related loss frequency and severity.  This poses a long-term risk to the lives and livelihoods of our customers and our business.  
Our efforts to help address climate change and its associated impacts are centered on (i) prudent oversight and management of 
catastrophe risk exposure, (ii) helping our customers through responsive claims handling, safety management, and proactive 
weather alerts, (iii) allocating capital away from specific environmentally hazardous classes through underwriting and 
investment initiatives, and (iv) reducing our carbon footprint.  Understanding and helping mitigate climate change perils for our 
business and customers is core to our operations and strategy.  We believe these efforts (i) contribute to our corporate 
responsibility to help mitigate the impact of climate change, and (ii) will reward our shareholders with sustained superior 
financial and operating performance over time.

The Emerging Risk Committee identified climate change as a high-level emerging risk that it reviews at least quarterly with the 
ERC and our Board.  The ERM unit, the ERC, and Management stay informed on key climate change risk developments 
through industry publications, webinars, conferences, and regular engagement with outside sources, such as our reinsurance 
brokers, investment managers, and trade associations.

Responsibility for measurement, assessment, and monitoring the mitigation of the physical risks and transition risks due to 
climate change resides with our ERM function.  Physical risks arise from the changing frequency, severity, and characteristics 
of acute events, such as hurricanes, floods, and wildfires.  These risks can directly affect our underwriting results, impact the 
long-term viability of certain business lines we write, and potentially impact our investment portfolio.  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.  

Due to our business risk profile and geographic concentration in the Northeast and Mid-Atlantic states, hurricane peril is our 
most significant natural catastrophe exposure, driving the “tail” of our modeled catastrophe loss distribution.  This risk has 

21 

influenced our decision to geographically diversify our underwriting portfolio and set rigorous coastal property exposure 
guidelines.  In addition to managing our peak hurricane exposure risk, we seek to manage our exposures to other perils, such as 
severe convective storms, winter storms, flooding, and wildfires.  We do not write crop insurance, have minimal exposure to 
private flood, and have a small geographic footprint in the Western U.S., so our exposures to certain weather-related perils, 
such as droughts, wildfires, and flooding, tend to be relatively modest.  We monitor our investment exposure to carbon-
intensive industries as a measure of our vulnerability to climate-related risks involved with the transition to a low-carbon 
economy.

The ERM unit evaluates our catastrophe risk exposure relative to our established tolerances.  This evaluation incorporates the 
results of third-party vendor models and proprietary analysis in its review of exposure to hurricane and other perils on both a 
gross and net basis.  For quantitative information on the modeled results of our underwriting property portfolio by peril, refer to 
the "Reinsurance" section in "Results of Operations and Related Information by Segment" of Item 7. "Management’s 
Discussion and Analysis of Financial Condition and Results of Operations."

Managing Climate-related Risks

For information regarding our risks associated with climate change, refer to risks identified with the symbol " 
"Risk Factors." of this Form 10-K.

" in Item 1A. 

Insurance Operations
In managing our insurance operations' physical climate-related risks, we model our property portfolio for hurricanes and other 
wind events semi-annually in July and January.  Wildfire risk, which presents significantly lower exposure for our portfolio, is 
modeled annually in July.  For some time, we have not underwritten specific environmentally-hazardous risks related to 
production from coal mines, thermal coal plants, or oil sands extraction because they are outside our underwriting appetite.

Our underwriting controls employ authority levels in writing large individual property risks and large property accounts that 
could create or exacerbate a property aggregation issue.  If any individual location exceeds the CUO's property limit authority, 
it must be approved by the Underwriting Committee, comprised of the Standard Lines Chief Operating Officer, CFO, 
Commercial Lines CUO, Executive Vice President of E&S Lines, and CRO.  When considering large property accounts, the 
Underwriting Committee typically reviews an evaluation of property aggregations in the particular county and state, and 
projections of marginal impact on our aggregate modeled losses assuming we wrote the risk.  The discussion covers our 
catastrophe risk aggregation appetite and the appropriate pricing for taking the increased risk aggregation.

Our established catastrophic risk tolerance requires that no more than 10% of stockholders’ equity is exposed to a loss from a 
hurricane event at a 99.6% confidence level (1-in-250 year event or 0.4% probability) on a net of reinsurance and after-tax 
basis.  For additional quantitative and qualitative information about our modeled results by scenario on stockholders' equity, 
refer to the "Reinsurance" section in "Results of Operations and Related Information by Segment" of Item 7. "Management’s 
Discussion and Analysis of Financial Condition and Results of Operations."

We believe that we have created an effective control environment for managing natural catastrophe risk on a gross exposure 
basis by (i) setting overall portfolio growth expectations, (ii) monitoring actual results and property aggregations, (iii) having 
appropriate underwriting authority controls around our largest accounts, and (iv) consistently focusing on appropriate pricing of 
catastrophe risk.

Investments
We are beginning to incorporate ESG considerations into our investment process.  To establish appropriate ESG investment 
governance, we maintain (i) a well-diversified portfolio across issuers, sectors, and asset classes; and (ii) a high credit quality 
fixed income securities portfolio with a duration and maturity profile at an acceptable risk level that provides ample liquidity.  
In addition, we are working with our third-party investment managers to ensure they incorporate ESG guidelines and protocols 
into their investment process while managing our mandates.  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.  We believe that as we transition to a low-carbon economy, the value of these assets could be at greater risk.

Other
In addition to mitigating insurance operations and investment risk, we:

•

Have robust plans to ensure operational continuity if we suffer unforeseen or catastrophic events.  We have business
continuity plans for our key data processing facility (Disaster Recovery Plan), the leadership team (Executive Crisis

22 

Management Plan), and significant operational areas.  We review and update these plans at least annually, the same as 
other testing, including “tabletop” exercises and planned hands-on tests.

•

•

Track our Scope 1 and Scope 2 carbon (“CO2”) emissions; however, as an insurance holding company, we are not a
meaningful greenhouse gas ("GHG") emitter relative to entities in many other industries.  Our Scope 1 emissions
include consumption of natural gas, diesel, refrigerant, and fuel usage under our Fleet program, and our Scope 2
emissions comprise our electricity usage.

Built ground-mount and garage-canopy solar photovoltaic facilities at our corporate headquarters.  The facilities are
expected to generate approximately five million kWh of electricity annually, and we sell the solar renewable energy
credits to others.  Since we sell these solar renewable energy credits, our renewable energy production does not reduce
our GHG emissions, however, they do contribute to the production of cleaner energy.

Ongoing Initiatives
Our objective is to continue to reduce our carbon emissions over the long term.  We have many initiatives that we expect will 
reduce GHG emissions over time.  Some include:

•

Upgrades to our corporate headquarters building management system, which should reduce heating and cooling natural
gas consumption;
Transitioning our Fleet from gasoline to hybrid vehicles over the next three to five years;
Conversion of all corporate headquarters light bulbs to LED;
Hybrid work schedule going forward; and

•
•
•
• Migration of our information technology systems from our corporate headquarters' data center to the cloud.

We have also implemented several initiatives at our corporate headquarters to lower our environmental impact, including:

•
•
•
•
•
•

Enhanced waste management and recycling;
Repurposing commingled recyclables;
Installed electric vehicle charging stations for employee use;
Elimination of Styrofoam products in our cafeteria;
Recycling and more efficient energy use of electronic equipment; and
Reducing our water usage through automatic plumbing features.

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 
are accessible on the SEC's website, www.SEC.gov.  These filings are also available at www.Selective.com shortly after filing 
such material with the SEC.  Our website and the information contained or linked in it are not part of this Annual Report.

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

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 

23 

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 Hurricane Ida-related severe flooding in the Mid-Atlantic and Northeast in 2021 and Winter Storm Elliott freeze losses 
in December 2022) 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, (iv) earthquakes, and (v) 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 U.S., 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

Temperature changes can impact weather patterns and the frequency and/or severity of catastrophes, including hurricanes, 
severe convective storms, wildfires, and flooding — all of which could cause our catastrophe losses to increase relative to 
historical levels.  The United Nation’s Intergovernmental Panel on Climate Change ("IPCC") is an international body 
responsible for assessing climate change science.  In 2021, the IPCC estimated in its “Sixth Assessment Report: Physical 
Science Basis” that human activities (i) have caused approximately 1.1°C of global warming to date above pre-industrial levels 
and (ii) this could rise to an increase between 1.2°C and 3.0°C above pre-industrial levels between 2041 and 2060.

Climate change models also project significant differences in global regional warming above pre-industrial levels, depending on 
future levels of climate mitigation and geographic location.  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.

Human-made catastrophes

Cybersecurity
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 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 other types 
of policies, such as commercial property or businessowners policies; and (iii) "silent cyber" exposures, otherwise known as 
non-affirmative cyber exposures, which describes cyber risk that is neither expressly covered nor excluded in insurance 
policies.  This exposure 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 solutions allow us to meet our customers' needs for cyber insurance while 
mitigating our underwriting risk, as we develop our expertise in the cyber insurance market.

24 

Beyond our cyber-specific policies, 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 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.  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 sub-limits of $25,000 or lower.  For policies effective October 1, 2022, we implemented
cyber incident exclusions that exclude malicious cyber except for the sub-limited coverage provided in the base ISO
coverage forms and our property and businessowners' property “virus and harmful code” extension endorsements.
These exclusions clarify coverage and have no premium impact.

• Most of our general liability and businessowners' policies specifically exclude cyber-related liability losses, except for
"bodily injury."  Our specific cyber-exclusion and liability forms' lack of affirmative sub-limited cyber coverage,
effectively limit most "silent cyber" exposure.  However, any related potential exposures 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.

•

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 $480 million deductible is based on a percentage of our prior year’s applicable Standard 
Commercial Lines and E&S Lines premiums.  In 2023, 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 can accept or decline our terrorism coverage or negotiate with us for other 
terms.  In 2022, 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, chemical, or conventional terrorism losses.  Our current 
reinsurance programs cover some losses from conventional foreign and domestic terrorism acts but not NBCR events.

An increase in natural or man-made catastrophe losses, including a systemic cyber-attack that produces 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.  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, increasing the uncertainty of 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 adequately 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 uses our own loss experience, claims payment and reporting patterns, and our view of 
underlying claims frequency and severity trends.  We supplement the estimates with other subjective considerations, including 
projected impacts from economic, political, social, and legal developments or trends, such as inflation, continually evolving 
trends driven by the post-COVID-19 pandemic environment, judicial trends and tort decisions, and various state legislative 

25 

initiatives.  We cannot predict the timing or impact of these developments or trends 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 future loss cost trend estimates prove to be understated, our pricing of future 
new and renewal business could be inadequate to cover actual loss costs, and our future loss and loss expense reserves could be 
understated. 

Two 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
for our longer tail lines of business could be insufficient.  For example, 2022 inflation rates reflected in the overall
consumer price index ("CPI"), the Core CPI, and the Producer Price Index, were higher than 2021.  We, however, do
not know how long elevated inflation will persist.  Our workers compensation line of business is particularly
susceptible to inflation because of its extended payment pattern and exposure to medical care services and
commodities.  While relatively less affected by recent rising inflation rates, these medical care costs could have a more
material impact on our overall loss and loss expense reserves if they were to rise significantly or persist for an
extended period.  Our short-tail property lines of business are also susceptible to inflation because of their exposure to
increased labor and material costs.

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 a 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 (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
of our or a predecessor's insurance policies.  For those we determine implicate one of our or a predecessor's policy, 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.  Our coverage positions may be challenged through litigation or otherwise, so we face
litigation risks.  These are discussed further 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 to third parties through reinsurance contracts.  These contracts provide 
reimbursement of losses exceeding specified amounts or percentages of premiums.  Typically, our reinsurance coverages align 
with the coverages offered under our primary insurance policies.

The availability, quality, amount, and cost of reinsurance depend on market conditions, including retrocessional reinsurance 
market capacity.  Most of our reinsurance contracts have annual terms.  Consequently, reinsurance costs may fluctuate 
significantly, not necessarily correlating 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 conditions and 
timing of regulatory approval may not align with the actual expense of 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 
retention on individual or aggregate claim losses, and (iii) limitations on our ability to write future business.

26 

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 combination of multiple catastrophe events in a single year is such that our Insurance Subsidiaries' insured losses
exceed the aggregate limits of the catastrophe reinsurance treaty or our Insurance Subsidiaries experience an unusually
large number of catastrophe losses that fall below our per occurrence reinsurance retention;
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; or
The catastrophe losses insured in our primary policies are excluded from coverage in our reinsurance contracts.

•

•

•

•

Recent economic, geopolitical, and insured loss events have increased global reinsurance market uncertainty.  The impacts of 
(i) higher inflation-related reinsurance demand, (ii) reduced capacity due to reinsurer investment portfolio losses, (iii) weakened
Euro-United States dollar currency exchange rates, (iv) recent Hurricane Ian-related reinsurer losses, (v) poor reinsurer
profitability over the past six years, and (vi) investor and reinsurer concerns about the potential impacts of climate change have
caused an increase in reinsurance prices and reduced the availability of reinsurance.  How reinsurance supply and demand will
adjust in the coming months and years is uncertain.  To the extent we are exposed to primary policy losses from risks, such as
cyber and communicable disease, now principally excluded from coverage under our reinsurance treaties, we face increased
underwriting risk.  Some of our reinsurance contracts also contain coverage wording that restricts our ability to cede potential
losses related to terrorism, strikes, riots, or civil unrest.  Increased underwriting risk could increase our net loss and loss
expense, increasing our underwriting results volatility.  Decreased reinsurance capacity also would increase our underwriting
risk if we cannot fully place our existing reinsurance treaty coverage on renewal.  If our reinsurers have difficulty collecting
their retrocession programs or reinstating retrocession coverage after a large loss, our reinsurance claims may not be paid timely
or in full.

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

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 us payments 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 significant loss exposure through their own reinsurance programs, or retrocessions, about
which we do not always have the full details.  If our reinsurers experience 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 contractual 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 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 our distribution partners' business practices and customer interactions.  Independent 
distribution partners have – and we expect will continue to have – a significant role in overall insurance industry premium 

27 

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.

Brand recognition challenges because we closely coordinate marketing with our distribution partners and some
customers cannot differentiate their insurance agent from their insurer.

Our market share growth is tied to our distribution partners' market share.  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 our independent distribution partners' overall market share, 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 39% of our DPW at December 31, 2022, up from 33% three years ago.  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.

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, 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 
could significantly impact our claims severity across multiple lines of business and could result in adverse reserve development. 
Heightened economic inflation levels could also cause higher interest rates, likely increasing unrealized losses within our 
portfolio of fixed income securities and lowering total returns from our other invested assets.  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 2022, 27% 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 have declining revenue 
or employee count could adversely affect our total written premium, including audit and endorsement premium.

We write business domestically in the United States, and our insurance operations do not have direct exposure to businesses or 
individuals in Russia or Ukraine.  We do not have material exposure to investments subject to embargoes or Russian 
reinsurance counterparties.  However, the ongoing Russian war against Ukraine is impacting global economic, banking, 
commodity, and financial markets, exacerbating ongoing economic challenges, including inflation and supply chain disruption, 
which influence insurance loss costs, premiums, and investment valuation.

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 
to access capital markets.  We cannot predict the rating actions NRSROs could take that might adversely affect our business or 
our potential responses.  Any significant downgrade in our financial strength and credit ratings below an "A-" 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.

28 

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 consumer and business price 
sensitivity, aggressive price competition and improvements based on performance characteristics and large data sets that can 
compact underwriting margins, new products and services, evolving industry standards,  and rapid adoption of technological 
advancements.  Our ability to compete successfully depends heavily on our timely and consistent introduction of innovative 
new products and services.

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 capital costs, or greater capacity 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, like The Progressive Corporation, are beginning to explore broader digital Internet offerings.  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 
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 demands that we attract and 
retain employees in difficult-to-fill data science, advanced analytics, and IT roles – or suffer potential negative impacts.

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 importance of data science and analytics to increase, becoming more complex and accurate 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 supplement our data with industry loss experience from Verisk, AAIS, NCCI, and other publicly available 
sources.  While relevant, industry data may not correlate specifically to the performance of our underwritten risks or 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 financial and statistical models and their embedded assumptions could lead to increased losses.  For 
example, a significant component of climate change risk is that the frequency and severity of extreme weather events may 
evolve differently relative to historical levels – leading to greater model uncertainty.  The increase in the frequency of land-
falling hurricanes and tropical storms in the U.S. over the past five years could partly be climate change-related.  In addition, 
increasing insurance regulatory interest in data and model use, combined with any potential restrictions on traditional rating 
factors or model use, could have a material adverse impact on our financial condition and operating results.  Our statistical 
models are extremely useful in monitoring and controlling risk, but they are no substitute for senior management's experience 
or judgment.

29 

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 post-COVID-19 
pandemic impacts, (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 our held securities' issuers, guarantors, and financial guarantee 
insurers, and other counterparties in certain transactions.  Defaults on any of our investments by any issuer, guarantor, financial 
guarantee insurer, or other counterparty could reduce our net investment income and increase net realized 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 amount of our cash and cash equivalents, and the value and liquidity of our 
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 that have a material adverse impact 
on our financial condition and operating results.

Our investment portfolio is exposed to climate change-related transition and physical investment risks.

•

•

Transition risks arise from society’s transition to a low-carbon economy, driven by policy and regulations, low-carbon
technology advances, and shifting public sentiment and societal preferences.  This transition to renewable energy
sources may lead to (i) stranded assets in sectors with high carbon footprints or those closely tied to carbon-based
economic activity, such as the fossil fuel and automotive industries, (ii) increased costs for infrastructure reinvestment
and replacement, and litigation defense of carbon-intensive sectors, (iii) lower corporate profitability, (iv) lower
property values, and (v) lower household wealth.  The Paris Agreement Capital Transition Assessment defines the
carbon-intensive sectors as the most exposed to transition risks:  oil and gas, coal, power, automotive, cement,
aviation, and steel.  As of December 31, 2022, carbon intensive sectors within our fixed income securities portfolio
represented less than 4% of our total invested assets, down from 5% as of December 31, 2021.

Physical investment risks include the risk of investment losses on our commercial and residential mortgage-backed
securities that are exposed to climate-related catastrophic losses that can cause business disruption, destroy capital,
increase costs to recover from disasters, reduce revenue, and cause population displacement and migration.  These, in
turn, can lower residential and commercial property values, household wealth, and corporate profitability, all
potentially creating financial and credit market losses impacting insurer asset values.  As of December 31, 2022, about
69% of our residential mortgage-backed securities were backed by government agencies.  We generally invest in the
top tranches of commercial mortgage-backed securities, which limit potential losses from property value declines.

Significant future investment value declines could require further losses recorded on securities we 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, 2022, approximately 11% of our fixed income securities portfolio had floating rate securities primarily tied 
to 90-day U.S. dollar-denominated London Interbank Offered Rate ("LIBOR").  Historically, the global banking industry has 
used LIBOR as a primary metric to calculate interest rates for certain 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 U.S. Dollar replacement index.  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 LIBOR-replacement benchmark rate.  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 June 30, 2023, 
LIBOR will cease to exist, requiring 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 

30 

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 LIBOR's elimination 
and the transition to SOFR will have on our floating rate investments' performance.  We have and will 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 alternative investments include private limited partnerships that invest in various strategies, such as private equity, private 
credit, and real assets.  The primary assets and liabilities underlying in these limited partnership investments 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 we record these limited partnership 
investments under the equity method of accounting, any valuation decreases could negatively impact our results of operations.

Determining 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, 
reflecting changes in credit losses.  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;
•
ESG-related issues, including ESG investment mandates;
•
Climate change, including potential liability for related public disclosures;
•
Assessments for guaranty funds and second-injury funds, and other mandatory assigned risks and reinsurance;
•
•
The types, quality, and concentration of investments we make;
• 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.

31 

If Congress passed legislation regulating insurer solvency oversight and state regulators remained responsible for rate approval, 
we could be subject to a conflicting regulatory framework that could impact our profitability and capital adequacy.

While we underwrite risks only in the U.S., international regulatory developments, primarily 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.  Our New Jersey state insurance regulators adopted the GCC model law in 2022.  Based 
on our 2022 statutory financial statements prepared in accordance with SAP, our GCC ratio exceeds the regulatory action 
minimum threshold.  If the GCC requirements or our financial position changes, it 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.  Consequently, we have 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 regulatory, political, and media scrutiny.  We are subject to government market conduct reviews 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 various 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 but it did not become effective until 2018.  GDPR 
regulates data protection and privacy in the EU and transfers of personal data outside the EU.  GDPR’s main tenet is to give 
individuals primary control over their personal data.  Because we do not write coverages in the EU, GDPR does not directly 
impact 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 in our privacy policy, on our website, and in other public venues.  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 are inherently 

unpredictable and 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;

32 

•

•

Actions brought against competitors or us 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 various 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 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 ordinary annual dividends the Insurance Subsidiaries can provide the Parent in 2023 
is $283 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 named lenders (the "Lenders"), and Wells Fargo Bank, National Association, 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.  Our preferred stock's terms limit 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 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 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. "Equity" 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 our common stock's value 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, and short-term interests of the Parent and our shareholders, including the 
possibility that these interests may best be served by the Parent's continued independence; (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.

33 

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 a hostile takeover and could 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 and our distribution partners and vendors are subject to attempted cyber-attacks and other cybersecurity and system 
availability risks.
Our business heavily relies on IT and application systems connected to or accessed from the Internet.  Consequently, a 
malicious cyber-attack could affect us.  Our systems also house 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.  These risks may be higher or lower for our 
third-party providers depending on the maturity of their security program,  and we review their control environments to the 
extent possible and practical, aligning the risk exposure with our business requirements and risk tolerances.  Any disruption or 
breach of our systems or data security could damage our reputation, result in difficult to quantify monetary damages, 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 may be insufficient to indemnify against all arising losses or types of claims.

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 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 our vendors or we operate.  This may interrupt our ability to operate and negatively 
impact our results of operations, despite our business continuity plans.

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 using above-average operational 
leverage, 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 an underwriting risk appetite focused on small-to-medium-sized accounts.  We do this by using significant 
reinsurance, a disciplined reserving approach, 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-than-industry average operating leverage, 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.

34 

Item 2. Properties.

Our headquarters is a 315,000 square foot building on an owned 56-acre site zoned for office and professional use in 
Branchville, New Jersey.  We lease all our other operating 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.  

Item 3. Legal Proceedings.

We are routinely engaged in legal proceedings incidental to our insurance operations that have inherently unpredictable 
outcomes and 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, 2022, 
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 2,872 common stockholders of record as of January 31, 2023, according to our transfer agent's records.

(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
expect to continue to pay quarterly cash dividends on shares of our common stock in the future.

On November 2, 2022, the Board approved a 7% increase in our common stock dividend to $0.30 per share.  In addition, on 
February 2, 2023, the Board declared a $0.30 per share quarterly cash dividend on common stock that is payable March 1, 
2023, to stockholders of record as of February 15, 2023.

(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, 2022:

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

(b)

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

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

Plan Category
Equity compensation plans approved by security holders
1Includes 1,116,863 shares available for issuance under our Employee Stock Purchase Plan (2021); 1,551,498 shares available for issuance under the Stock 
Purchase Plan for Independent Insurance Agencies; and 2,474,585 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.

—  $ 

— 

5,142,946 

35 

(e) Performance Graph
The following chart, produced by Research Data Group, Inc., depicts our performance for the period beginning December 31,
2017, and ending December 31, 2022, 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.

We have not incorporated this performance graph into any other filings we have made with the SEC.  Unless we otherwise 
specifically state, it will not be incorporated by reference into any future SEC filings.  This performance graph shall not be 
deemed "soliciting material" or be "filed" with the SEC unless we specifically request so or incorporate it by reference in any 
SEC filings we make.

(f) Purchases of Equity Securities by the Issuer and Affiliated Purchasers
The following table provides information about our purchases of our common stock in the fourth quarter of 2022:

Period

October 1 – 31, 2022

November 1 – 30, 2022

December 1 – 31, 2022

Total Number of 
Shares Purchased1

Average Price 
Paid Per Share

686  $ 

294 

1,894 

91.01 

93.17 

91.25 

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

— 

— 

— 

84.2 

84.2 

84.2 

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.

2,874  $ 

—  $ 

91.39 

84.2 

Item 6. Reserved.

Not applicable.

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

Forward-looking Statements
The terms "Company," "we," "us," and "our" refer to Selective Insurance Group, Inc. (the "Parent"), and its subsidiaries, except 
as expressly indicated or the context otherwise requires.  Certain statements in this Annual Report on Form 10-K, 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 

36 

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, forward-looking statements include the words “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 anytime.  We can 
neither predict these new risk factors nor assess their impact, if any, on our businesses or the extent any 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 2022 results compared to 2021.  Investors should read the MD&A in conjunction with Item 8. "Financial 
Statements and Supplementary Data." of this Form 10-K.  For discussion and analysis of our 2021 results compared to 2020, 
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, 2021.

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

•
•
•
•
•

Critical Accounting Policies and Estimates;
Financial Highlights of Results for Years Ended December 31, 2022, 2021, and 2020;
Results of Operations and Related Information by Segment;
Federal Income Taxes; and
Liquidity and Capital Resources.

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 considered most critical to the preparation of the Financial Statements involved (i) 
reserves for loss and loss expense, (ii) investment valuation and the allowance for credit losses on available-for-sale ("AFS") 
fixed income securities, and (iii) reinsurance.

37 

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.  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, 2022 and 2021:

Total
757,513 
1Includes our flood loss exposure related to our participation in the NFIP's WYO program, to which we cede 100% of our flood losses.
2Includes general liability (96% of net reserves) and commercial auto liability coverages (4% of net reserves).
3Includes commercial property (90% of net reserves) and commercial auto property coverages (10% of net reserves).

3,718,196 

5,144,821 

1,426,625 

$ 

As of December 31, 2022

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

Personal automobile
Homeowners
Other1
Total Standard Personal Lines

E&S casualty lines2
E&S property lines3
Total E&S Lines

December 31, 2021

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

Personal automobile
Homeowners
Other1
Total Standard Personal Lines

E&S casualty lines2
E&S property lines3
E&S Lines

Loss and Loss Expense Reserves

Case 
Reserves

IBNR 
Reserves

Total

Reinsurance 
Recoverable on 
Unpaid Loss and 
Loss Expense

Net Reserves

$ 

358,967 
347,992 
299,444 
43,456 
81,377 
11,030 
1,142,266 

61,499 
13,237 
111,355 
186,091 

88,965 
9,303 
98,268 

1,624,148 
694,777 
578,283 
89,429 
133,523 
12,576 
3,132,736 

79,060 
42,051 
33,100 
154,211 

416,299 
14,950 
431,249 

1,983,115 
1,042,769 
877,727 
132,885 
214,900 
23,606 
4,275,002 

140,559 
55,288 
144,455 
340,302 

505,264 
24,253 
529,517 

246,736 
199,057 
14,271 
19,277 
81,970 
4,443 
565,754 

36,529 
7,124 
132,525 
176,178 

11,397 
4,184 
15,581 

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 

1,736,379 
843,712 
863,456 
113,608 
132,930 
19,163 
3,709,248 

104,030 
48,164 
11,930 
164,124 

493,867 
20,069 
513,936 

4,387,308 

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 

4,002,262 

Total
578,641 
1Includes our flood loss exposure relates to our participation in the NFIP's WYO program, to which we cede 100% of our flood losses.
2Includes general liability (95% of net reserves) and commercial auto liability coverages (5% of net reserves).
3Includes commercial property (91% of net reserves) and commercial auto property coverages (9% of net reserves).

4,580,903 

1,313,910 

3,266,993 

$ 

38 

The Insurance Subsidiaries' net loss and loss expense reserves duration was approximately 3.1 years at December 31, 2022, 
down from 3.5 years at December 31, 2021.

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 could 
reopen in the future, and (iv) anticipated salvage and subrogation recoveries.

Our thorough reserving process relies on quarterly internal reserve reviews, based on our own loss experience, with 
consideration given to various internal and external factors.  Changes in claim dynamics may inherently change paid and 
reported development patterns.  While the selections in our reserve analyses aim to account for these impacts, there remains an 
increased risk of variability in the estimated reserves.  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 $3,920 million to $4,662 million at 
December 31, 2022.  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 be greater 
than or less than these amounts. 

The range of reasonable reserve estimates increased as of December 31, 2022, relative to December 31, 2021.  This increase 
primarily relates to the growth in reserves commensurate with our growth in net premiums earned ("NPE").

Changes in Reserve Estimates (Loss Development)
Our quarterly reserving 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 2022, we experienced net favorable prior year loss development 
of $78.9 million, compared to $82.9 million in 2021 and $72.9 million in 2020.  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
Bonds
Homeowners
Personal automobile
E&S casualty lines
E&S property lines
Other
Total

2022

2021

2020

$ 

$ 

(5.0) 
22.5 
(70.0) 
(7.3) 
(1.6) 
(10.0) 
(0.6) 
0.5 
(5.0) 
(2.5) 
0.1 
(78.9) 

(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) 

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

Standard Market General Liability Line of Business
At December 31, 2022, our general liability line of business had recorded reserves, net of reinsurance, of $1.7 billion, 
representing 40% of our total net reserves.  In 2022, this line experienced favorable development of $5.0 million, attributable to 
favorable inception-to-date claim frequencies in accident years 2020 and 2021.  In 2021, this line experienced favorable 
development of $29.0 million, attributable to improved loss severities in accident years 2018 and prior.

39 

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 previous 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 both 2022 and 2021.  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 potentially 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.

Standard Market Workers Compensation Line of Business
At December 31, 2022, our workers compensation line of business had recorded reserves, net of reinsurance, of $844 million, 
representing 19% of our total net reserves.  During 2022, this line experienced favorable reserve development of $70.0 million, 
due to favorable inception-to-date claim frequencies in accident year 2020, and improved loss severities in accident years 2020 
and prior.  Similarly, this line experienced favorable reserve development during 2021 of $58.0 million, driven by accident 
years 2019 and prior.  During both 2022 and 2021, the lower loss emergence than expected was partly due to:  (i) medical 
inflation that was lower than originally anticipated; and (ii) various 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.

A variety of issues can impact the workers compensation line of business, such as: 

Unexpected changes in medical cost inflation – The industry is currently experiencing a period of lower medical claim 
cost inflation.  However, alongside elevated inflation as measured by the Consumer Price Index, medical costs are also 
beginning to rise, though to a lesser degree.  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. 

Standard Market Commercial Automobile Line of Business
At December 31, 2022, our commercial automobile line of business had recorded reserves, net of reinsurance, of $863 million, 
which represented 20% of our total net reserves.  In 2022, this line experienced unfavorable prior year reserve development of 
$22.5 million, driven by increased severities in the 2021 accident year.  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. 

40 

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 pandemic and the governmental "stay-at-home" orders issued in early 2020 
dramatically reduced miles driven and road traffic, significantly reducing claims frequency in 2020.  At the same time, along 
with industry reporting of dramatic increases in risky driving behaviors, such as speeding, distracted driving, and driving while 
under the influence, traffic deaths per mile driven increased significantly.  As miles driven increased in 2021 and 2022, fatality 
rates per mile driven have somewhat tempered, but remain well above pre-pandemic levels.  This, along with the impacts of 
social inflation, continue to put pressure on claim severities in this line.  As of the end of 2022, frequencies remained somewhat 
below pre-pandemic levels due to shifts in commuting patterns and fewer low-speed crashes.

Increasing property damage and physical damage severities relate to (i) elevated repair costs for increasingly complex vehicles 
that incorporate more technology, (ii) longer periods of rental reimbursement costs for claims, and (iii) recent inflationary 
impacts and disruptions to the supply chain.  Continued complications in the supply chain, including labor shortages, increase 
the risk of longer-term elevated economic inflation.

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 continue to leverage our predictive
modeling and analytical capabilities that provide guidance and automatic retrieval of relevant public information on
existing and potential policyholders 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 vehicle usage information.
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, 2022, our personal automobile line of business had recorded reserves, net of reinsurance, of $104 million, 
which represented 2% of our total net reserves.  In 2022, this line experienced unfavorable prior year reserve development of 
$0.5 million.  In 2021, this line experienced favorable prior year reserve development of $0.2 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 the commercial automobile line.  As with the commercial automobile line, these 
frequencies significantly rebounded in 2021 and 2022, yet remain less than pre-pandemic levels.  This line has a similar 
potential for increasing 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, 
exacerbated by riskier driving behaviors, including 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, 2022, our E&S casualty lines of business had recorded reserves, net of reinsurance, of $494 million, 
representing 11% of our total net reserves.  Our E&S casualty lines results have improved over recent years.  In 2022, this line 
experienced favorable prior year reserve development of $5.0 million, primarily attributable to favorable inception-to-date 
claim frequencies and lower loss severities in accident years 2020 and 2021. 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.

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; and (ii) social trends, such as increased attorney involvement.

The E&S casualty lines also are impacted by operational changes we have made to improve the portfolio's performance.  Prior 
to 2022, 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.  In addition, we have shifted 
more of our sales towards middle market business without materially increasing the overall risk profile of the portfolio. 

41 

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

• We created a dedicated E&S claims team in our corporate claims function, bringing greater expertise and consistency

to E&S claims handling.

• We 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.

Other impacts creating additional loss and loss expense reserve uncertainty

Claims Initiative Impacts
Consistent with our strategic imperative to optimize operational effectiveness and 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 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, such as:

•
•
•
•

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 line of business and 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 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.

42 

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.

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 

(180) $
(105)
(115)
(10)
(50)

180 
105 
115 
10 
50 

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 

(90) $
(35)
(60)

(10)
(25)

90 
35 
60 

10 
25 

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, businessowners' policies, 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 $20.3 million as of December 31, 2022 and $21.1 million as 
of December 31, 2021, 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, which are supplemented by 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-1980s.  Prior to the mid-1980s, we primarily wrote 
Standard Personal Lines, which has also limited our exposure to asbestos and environmental claims.

43 

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.

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 93% 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 7% are classified as either (i) 
Level 3 and are based on unobservable market inputs because the related securities are not traded on a public market, or (ii) not 
leveled because the related securities are measured at fair value using net asset value per share (or its practical expedient).  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 risk-adjusted 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 securities 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 $45.7 million in 2022, and $9.7 million in 2021, on our 
AFS fixed income securities portfolio.  After considering the allowance for credit losses, the remaining unrealized losses on this 
portfolio were $537.2 million in 2022 and $17.4 million in 2021.  The increase in 2022 compared to 2021 was driven by an 
increase in benchmark U.S. Treasury rates and a widening of credit spreads, with the increase in interest rates having the most 
significant impact.  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 or benefit will negatively or positively 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.

44 

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 
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 
was $1.6 million at both December 31, 2022, and December 31, 2021.  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, 2022, 2021, and 20201

($ 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

2022

2021

2022
vs. 2021

2020

2021
vs. 2020

$  3,558,062 
232,199 
131,774 
280,186 
224,886 
215,686 

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

 5  % $  2,922,274 
184,612 
107,716 
302,988 
246,355 
246,355 

 (12)
 (24)
 (45)
 (44)
 (45)

Key Metrics:

Combined ratio
Invested assets per dollar of common stockholders' equity
Total return on investments
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
Non-GAAP operating income per diluted common share2
Non-GAAP operating ROE2
Adjusted book value per common share2

$ 

$ 

$ 

$ 

 95.1  %
3.37 

2.9  %
8.8 
1.44  x

3.54 
38.57 
1.14 

 92.8 
2.88 
3.4 
14.8 
1.33 

6.50 
46.24 
1.03 

 2.3  pts
 17  % $ 

(0.5)  pts
(6.0) 
0.11 

 94.9  %
2.96 
2.6  %

10.4 
1.30

 (46) % $
 (17)
 11 

4.09 
42.38 
0.94 

306,384 
5.03 
 12.4  %

45.49 

380,580 
6.27 
 14.3 
43.23 

 (19) % $ 
 (20)
 (1.9)  pts

249,686 
4.15 
 10.5  %

 5  % $ 

37.29 

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 included in net income.  Adjusted book value per common share is a measure comparable to 
book value per common share, but excludes total after-tax unrealized gains and losses on investments included in accumulated other comprehensive (loss) 
income.  These non-GAAP measures are important financial measures used by us, analysts, and investors because the timing of realized and unrealized 
investment gains and losses on securities in any given period is largely discretionary.  In addition, net realized and unrealized investment gains and losses on 
investments could distort the analysis of trends.

45 

 16  %
 42 
 60 
 67 
 64 
 60 

 (2.1)  pts
 (3) %
0.8  pts
4.4 
0.03 

 59  %
 9 
 10 

 52  %
 51 
 3.8  pts
 16  %

4.09 
0.07 
(0.01) 
4.15 

 10.4 
 0.2 
 (0.1) 
 10.5 

42.38 

(6.45) 
1.36 
37.29 

Reconciliations of our GAAP to non-GAAP measures 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 investment losses (gains) included in net income, 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 investment losses (gains) included in net income, before tax
Tax on reconciling items
Non-GAAP operating income per diluted common share

$ 

$ 

$ 

$ 

2022

2021

2020

215,686 
114,808 
(24,110) 
306,384 

394,484 
(17,599) 
3,695 
380,580 

246,355 
4,217 
(886) 
249,686 

2022

2021

2020

3.54 
1.89 
(0.40) 
5.03 

6.50 
(0.29) 
0.06 
6.27 

Reconciliation of ROE to non-GAAP operating ROE
ROE
Net realized and unrealized investment losses (gains) included in net income, before tax
Tax on reconciling items
Non-GAAP operating ROE

2022

2021

2020

 8.8 %
 4.7 
 (1.1) 
 12.4 %

 14.8 
 (0.7) 
 0.2 
 14.3 

Reconciliation of book value per common share to adjusted book value per common 
share
Book value per common share
Total unrealized investment losses (gains) included in accumulated other comprehensive (loss) 
income, before tax
Tax on reconciling items
Adjusted book value per common share

$ 

2022

2021

2020

38.57 

8.75 
(1.83) 
45.49 

46.24 

(3.80) 
0.79 
43.23 

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

Net investment income
Net realized and unrealized investment (losses) gains

Total investments segment 

Other

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

2022

2021

2022
vs. 2021

2020

2021
vs. 2020

 4.6  %
 (0.2) 
 1.0 
 5.4 

 9.4 
 (3.6) 
 5.8 

 (2.4) 

 8.8 
 3.6 
 12.4 %

 5.9 
 0.1 
 0.5 
 6.5 

 9.9 
 0.5 
 10.4 

 (1.3)  pts
 (0.3) 
 0.5 
 (1.1) 

 (0.5) 
 (4.1) 
 (4.6) 

 5.1 
 (0.5) 
 — 
 4.6 

 7.8 
 (0.1) 
 7.7 

 0.8  pts
 0.6 
 0.5 
 1.9 

 2.1 
 0.6 
 2.7 

 (2.1) 

 (0.3) 

 (1.9) 

 (0.2) 

 14.8 
 (0.5) 
 14.3 

 (6.0) 
 4.1 
 (1.9) 

 10.4 
 0.1 
 10.5 

 4.4 
 (0.6) 
 3.8 

In 2022, we generated our ninth consecutive year of double-digit non-GAAP operating ROEs, with a 12.4% non-GAAP 
operating ROE, which was above our full-year 2022 target of 11%, but below our 2021 non-GAAP operating ROE of 14.3%.  
This was a significant achievement in a year with elevated net catastrophe losses, capital market volatility, and higher loss cost 
trends driven by elevated inflation, among other factors.  Our results reflect the success of our underwriting discipline and 
profitable growth strategies.

The 1.9-point decrease in non-GAAP operating ROE in 2022 compared to 2021 was primarily driven by a reduction in after-tax 
underwriting and investment income.  After-tax underwriting income decreased $40.9 million, or 1.1 ROE points, in 2022 
compared to 2021, primarily from increased non-catastrophe property loss and loss expenses.  The higher non-catastrophe 
property loss and loss expenses were mainly due to the higher inflationary environment that resulted in an increase in the cost 

46 

of materials and labor associated with repairs.

While net catastrophe losses were down slightly in 2022 compared to 2021, these losses included a significant impact from 
Winter Storm Elliott.  This storm, which occurred in late-December 2022, impacted 37 states, 26 of which are in our Standard 
Commercial Lines footprint.  We recorded $135.0 million of gross losses, or $46.1 million net of reinsurance.  In addition, we 
incurred $11.7 million in reinstatement premium, resulting in a total impact of $57.8 million, pre-tax, or 1.9 ROE points and 
$0.75 per diluted common share.

After-tax net investment income decreased $30.8 million, or 0.5 ROE points, in 2022 compared to 2021, from lower after-tax 
alternative investment income in 2022.  Partially offsetting this decrease was an increase in income earned on fixed income 
securities, which benefited from higher new purchase yields in 2022 as a result of the rapid rise in benchmark U.S. Treasury 
rates and slightly wider credit spreads.

In addition, our ROE was reduced by the impact of net realized and unrealized investment gains and losses, which was 3.6 ROE 
points in 2022.  Net realized and unrealized investment losses in 2022 compared to net realized and unrealized investment gains 
in 2021 drove the reduction in our ROE.  The increase in net realized and unrealized losses resulted from (i) a decrease in 
valuations reflecting the current public equities market, (ii) active trading of our fixed income securities to increase the book 
yield of our fixed income portfolio due to increasing new purchase yields, resulting in realized losses, and (iii) higher credit loss 
expense on our AFS fixed income securities portfolio.

Outlook
For 2023, we established a non-GAAP operating ROE target of 12%.  Our 2023 target is based on (i) our current estimated 
weighted average cost of capital ("WACC"), (ii) an approximate 400 basis point spread over our estimated WACC, (iii) the 
current interest rate environment, and (iv) property and casualty insurance market conditions.  Our 2023 12% non-GAAP 
operating 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.

In 2022, the elevated level of economic inflation, the significant increase in interest rates, and predictions of a recession in the 
near term, which led to a widening of credit spreads, have all contributed to lower investment valuations and significant 
financial market volatility.  The higher interest rates, and to a lesser extent the widening of credit spreads, have reduced the fair 
value of our fixed income securities, which in turn has negatively impacted our stockholders' equity, which was down 15% in 
2022.  The higher economic inflation has also negatively impacted our property loss and loss expenses through increased 
severities in our short-tail property lines, which has reduced our underwriting income.  Should these trends continue, and in the 
absence of taking enough rate and other underwriting actions, our underwriting profitability could be negatively impacted in the 
near term.  We will continue to focus on underwriting improvements, proper insurance-to-value on our property exposures, and 
achieving written renewal pure price increases that meet or exceed expected loss trend.  In 2022, we achieved Standard 
Commercial Lines renewal pure price increases of 5.4% and exposure growth of 4.0%.  These rates were up from 2021, which 
experienced renewal pure price increases of 5.3% and exposure growth of 2.6%.

While higher interest rates, wider credit spreads, and financial market volatility have negatively impacted our investment 
valuations and certain key financial metrics, such as stockholders' equity and book value per common share, they have also 
provided us with the opportunity to invest our cash flows at significantly higher new purchase yields.  Our pre-tax new 
purchase yields for fixed income securities averaged 4.5% in 2022, compared to 2.3% in 2021.  The portfolio's net investment 
income also benefited from our 11% allocation to floating rate fixed income securities, which are primarily tied to 90-day U.S. 
dollar-denominated London Interbank Offered Rate ("LIBOR").  The 90-day LIBOR increased to 4.77% at December 31, 2022 
from 0.21% at December 31, 2021.  These floating securities have reset quarterly at higher rates, which combined with our 
higher new purchase yields for fixed income securities, contributed to higher net investment income from our fixed income 
securities.  Partially offsetting the increase in net investment income from fixed income securities were lower returns from our 
allocation to alternative investments.  We expect these dynamics to continue in 2023, and as such, are factored into our full-year 
2023 after-tax net investment income expectations, as discussed below.

Our focus in 2023 will continue to be on several other foundational 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 the utilization of our enhanced small business platform;
Expanding our geographic footprint.  In June 2022, we began writing Standard Commercial Lines business in
Vermont.  In October 2022, we began writing Standard Commercial Lines business in Alabama and Idaho.

47 

◦

◦

◦

We plan to expand our Standard Commercial Lines footprint into other states over time;
Increasing customer retention by delivering a superior omnichannel experience and offering value-added
technologies and services;
Shifting our Standard Personal Lines products and services towards customers in the mass affluent market,
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 and improving agents' ease of interactions
with us.

•

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.

As we look ahead to 2023, we believe the elevated level of economic inflation will persist and continue to negatively impact 
our short-tail property lines of business and may impact our general and administrative expenses.  In addition, we expect 
reduced reinsurance capacity and higher demand for new and expanded reinsurance purchases by U.S. primary insurance 
companies will result in higher reinsurance prices in 2023 and less favorable terms and conditions for the industry, including us. 
We experienced reinsurance price increases at our January 1, 2023 renewals, as discussed in the "Reinsurance" section below.  
While these factors could negatively impact our 2023 combined ratio and underwriting profits, we believe we are well-
positioned to navigate these challenges and expect to continue generating strong overall returns.

For 2023, our full-year guidance is as follows:

•

•

•

A GAAP combined ratio of 96.5%, including net catastrophe losses of 4.5 points.  Our combined ratio estimate
assumes no prior year casualty reserve development;
After-tax net investment income of $300 million that includes after-tax net investment income from our alternative
investments of $30 million;
An overall effective tax rate of approximately 21.0%, which assumes an effective tax rate of 20.0% for net investment
income and 21.0% for all other items; and

• Weighted average shares of 61 million on a fully diluted basis, which assumes no share repurchases we may make

under our authorization.

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

2022

2021

2022 vs. 
2021

2020

2021 vs. 
2020

$  3,573,590 
3,373,380 

2,111,778 
1,089,942 
4,858 
166,802 

$ 

3,189,713 
3,017,253 

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

 12  % $  2,773,092 
2,681,814 
 12 

 16 
 11 
 (5)
 (24) % $ 

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

 62.7  %
 32.3 
 0.1 
 95.1 

 60.1 
 32.5 
 0.2 
 92.8 

 2.6  pts
 (0.2) 
 (0.1) 
 2.3 

 61.0  %
 33.8 
 0.1 
 94.9 

 15  %
 13 

 11 
 8 
 35 
 60  %

 (0.9)  pts
 (1.3) 
 0.1 
 (2.1) 

The 12% NPW growth in 2022 compared to 2021 reflected (i) overall renewal pure price increases, and (ii) higher direct new 
business, as shown in the following table:

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

2022

$ 

731.7 

 5.1  %

2021

2020

648.5 
 4.9 

579.7 
 4.3 

48 

Our NPW growth in 2022 also benefited from strong retention.  In addition, increased economic activity and inflation in the 
U.S. resulted in our customers increasing their sales, payrolls, and exposure units, all of which favorably impacted our NPW.

The increase in NPE in 2022 compared to 2021 resulted from the same impacts to NPW described above.

Loss and Loss Expenses
The loss and loss expense ratio increased 2.6 points in 2022 compared to 2021, primarily due to the following:

($ in millions)

Non-Catastrophe Property
Loss and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2022
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

$ 

617.9 
471.7 
410.0 

$ 

18.3  pts
15.6 
15.3 

145.9 
164.2 
215.4 

4.3  pts
5.4 
8.0 

22.6 
21.0 
23.3 

(Favorable)/
Unfavorable 
Year-Over-Year 
Change

1.6 
(2.3) 
4.4 

Net catastrophe losses in 2022 were lower than losses in 2021 and 2020; however, 2022 did include gross losses from Winter 
Storm Elliott of $135.0 million, or net losses of approximately $46.1 million, or 1.6 points.  This storm impacted 37 states, 26 
of which are in our Standard Commercial Lines footprint, and primarily included property losses from damage to commercial 
businesses and personal homes.  Including the impact of reinstatement premium of $11.7 million for this event, the total impact 
to the overall combined ratio was 1.7 points.  

Net catastrophe losses of 5.4 points in 2021 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.  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 surrounding states.

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

($ in millions)

(Favorable) Prior Year Casualty Reserve Development

Loss and Loss
Expense Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/Unfavorable 
Year-Over-Year Change

For the year ended December 31, 
2022
2021
2020

(86.0) 
(81.0) 
(85.0) 

(2.5)  pts
(2.7) 
(3.2) 

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

Homeowners
Personal automobile
 Total Standard Personal Lines

E&S

2022

$ 

(5.0) 
15.0 
(70.0) 
(11.0) 
(10.0) 
(81.0) 

— 
— 
— 

(5.0) 

Total (favorable) prior year casualty reserve development

$ 

(86.0) 

(Favorable) impact on loss ratio

(2.5)  pts

0.2 
0.5 
(0.9) 

(35.0) 
10.0 
(60.0) 
— 
— 
(85.0) 

— 
— 
— 

— 

(85.0) 

(3.2) 

2021

2020

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

— 
— 
— 

(7.0) 

(81.0) 

(2.7) 

In addition to the prior year casualty reserve development, current year casualty loss costs increased 0.7 points in 2022 
compared to 2021, primarily driven by a higher estimated loss trend.

49 

For additional qualitative discussion on prior year reserve development, current year casualty loss costs, and non-catastrophe 
property loss and loss expenses, refer to the insurance segment sections below.

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

2022

2021

2022 vs. 
2021

2020

2021 vs. 
2020

$  2,901,984 
2,739,819 

1,683,988 
907,277 
4,858 
143,696 

$ 

2,593,018 
2,443,885 

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

 12  % $  2,230,636 
2,143,184 
 12 

 18 
 12 
 (5)
 (28) % $ 

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

 61.5  %
 33.1 
 0.2 
 94.8 

 58.4 
 33.3 
 0.2 
 91.9 

 3.1  pts
 (0.2) 
 — 
 2.9 

 58.1  %
 34.6 
 0.2 
 92.9 

 16  %
 14 

 15 
 10 
 35 
 31  %

 0.3  pts
 (1.3) 
 — 
 (1.0) 

NPW growth of 12% in 2022 compared to 2021 reflected (i) renewal pure price increases, (ii) higher direct new business, and 
(iii) strong retention as shown in the table below.  In addition, NPW growth in 2022 benefited from exposure growth.

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

For the Year Ended December 31,

2022

2021

$ 

512.5 

$ 

 85  %
 5.4 

469.9 
 85 
 5.3 

The increase in NPE in 2022 compared to 2021 resulted from the same impacts to NPW described above. 

The 3.1-point increase in the loss and loss expense ratio in 2022 compared to 2021 was primarily driven by the following:

($ in millions)

Non-Catastrophe Property Loss 
and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2022
2021

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

$ 

461.1 
340.7 

16.8  pts
13.9 

$ 

95.6 
104.1 

3.5  pts
4.3 

20.3 
18.2 

2.1 
(1.1) 

Our loss and loss expenses in 2022 compared to 2021 included (i) elevated non-catastrophe property loss and loss expenses, 
primarily due to increased severities resulting from inflationary pressures on labor and material costs, and (ii) lower net 
catastrophe losses, as discussed below and in the "Insurance Operations" section above.

Our 2022 catastrophe losses were impacted by 48 events designated as catastrophes by Property Claims Services ("PCS"), an 
internationally recognized authority on insured catastrophe property losses, including (i) several wind and thunderstorm events 
that occurred throughout the second quarter of 2022, and (ii) Winter Storm Elliott, a cross-country storm that impacted 26 of 
our footprint states in December 2022.  Catastrophe losses in 2021 were impacted by 46 events that PCS designed as 
catastrophes, including two severe thunderstorms accompanied by wind and hail, Hurricane Ida, and a series of severe 
tornadoes.

($ in millions)

 (Favorable) Prior Year Casualty Reserve Development

For the year ended December 31, 
2022
2021

$ 

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/Unfavorable 
Year-Over-Year Change

(81.0) 
(74.0) 

(3.0)  pts
(3.0) 

— 
1.0 

50 

For quantitative information on favorable prior year casualty reserve development by line of business, see the "Insurance 
Operations" section above.  For qualitative information about the significant drivers of this development, see the line of 
business discussions below.

The loss and loss expense ratio increase in 2022 also included an increase in current year casualty loss costs of 0.9 points in 
2022 compared to 2021, primarily driven by a higher estimated loss trend.  

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 Lines NPW
1n/a: not applicable.

$ 

$ 

2022
958,121 
151,005 

 85  %
 4.5 
902,428 
104,517 

 88.4  %
 33 

2022 vs. 
20211

 12  % $ 
n/a
n/a
n/a
 12  % $ 
 (15)
 3.7  pts

2021
859,284 
139,255 
 85 
 4.4 
807,158 
123,450 
 84.7 
 33 

2020
716,119 
122,159 

 85  %
 3.9 
694,019 
103,262 

 85.1  %
 32 

2021 vs. 
20201

 20  %
n/a
n/a
n/a
 16  %
 20 

 (0.4)  pts

NPW growth of 12% in 2022 compared to 2021 benefited from exposure growth, strong retention, renewal pure price increases, 
and direct new business.

The combined ratio increased 3.7 points in 2022 compared to 2021, primarily driven by less favorable prior year casualty 
reserve development, as follows:

($ in millions)

For the year ended December 31, 
2022
2021

$ 

 (Favorable) Prior Year Casualty Reserve Development
Impact on Loss and Loss 
Loss and Loss Expense 
Expense Ratio
Incurred

(Favorable)/Unfavorable 
Year-Over-Year Change

(5.0) 
(29.0) 

(0.6)  pts
(3.6) 

3.0 
1.4 

The favorable prior year casualty reserve development in 2022 was primarily attributable to favorable inception-to-date claim 
frequencies in accident years 2021 and 2020.  The 2021 favorable prior year casualty reserve development was primarily 
attributable to improved loss severities in accident years 2018 and prior.

The combined ratio increase in 2022 also included an increase in current year casualty loss costs of 1.1 points in 2022 compared 
to 2021, primarily driven by (i) higher estimated loss trend for this line, and (ii) an increase in ceded casualty reinstatement 
premium principally due to development on one large loss from the 2018 treaty year and two large losses from the 2020 treaty 
year.  This line is 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 Lines NPW
1n/a: not applicable.

$ 

$ 

2022
860,116 
125,129 

 86  %
 8.1 
812,306 
(63,112) 

 107.8  %
 30 

2022 vs. 
20211

 12  % $ 
n/a
n/a
n/a
 12  % $ 

 (170)

 4.6  pts

2021
767,723 
115,088 
 86 
 8.3 
724,398 
(23,335) 
 103.2 
 30 

2020
658,930 
112,893 

 86  %
 8.1 
615,181 
(3,126)
 100.5  %
 30 

2021 vs. 
20201

 17  %
n/a
n/a
n/a
 18  %

 (646) 

 2.7  pts

NPW growth of 12% in 2022 compared to 2021 benefited from renewal pure price increases, higher direct new business, and 
strong retention.  NPW also benefited from 5% growth of in-force vehicle counts as of December 31, 2022, compared to 
December 31, 2021. 

51 

The combined ratio increased 4.6 points in 2022 compared to 2021, primarily driven by the following:

($ in millions)

Non-Catastrophe Property Loss 
and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 

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

2022

2021

$ 

172.2 

125.2 

21.2  pts

$ 

17.3 

3.1 

9.8 

0.4  pts

1.4 

21.6 

18.7 

2.9 

3.1 

Loss and loss expenses in 2022 compared to 2021 experienced (i) lower net catastrophe losses, as discussed in the "Insurance 
Operations" section above, and (ii) elevated non-catastrophe property loss and loss expenses, primarily due to higher severities 
from inflationary and supply chain impacts that have increased labor, material, and replacement vehicle costs, as well as the 
duration of claims, which impacts vehicle rental days.

($ in millions)

 Unfavorable Prior Year Casualty Reserve Development

For the year ended December 31, 

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/ Unfavorable
Year-Over-Year Change

2022

2021

$ 

15.0 

15.0 

1.8  pts

2.1 

(0.3) 

0.5 

The unfavorable prior year casualty reserve development in 2022 was primarily due to increased severities in the 2021 accident 
year.  The 2021 unfavorable prior year casualty reserve development was primarily attributable to unfavorable reserve 
development on loss severities in accident years 2016 through 2019.

In addition, the combined ratio was impacted by a 1.9-point increase in current year casualty loss costs in 2022 compared to 
2021, due to (i) an expected increase in claim frequencies from a more normalized amount of miles driven as COVID-19-
related impacts continue to lessen, and (ii) increased loss severity expectations following the unfavorable development for the 
2021 accident year.

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 targets.  We will continue to actively seek price increases on this line and execute on targeted 
underwriting and claims actions to improve the mix of business and claim outcomes.

Commercial Property

($ in thousands)
NPW
 Direct new business
 Retention
 Renewal pure price increases
NPE
Underwriting income (loss) 
Combined ratio
% of total Standard Commercial Lines NPW
1n/a: not applicable.

$ 

$ 

2022
535,666 
118,470 

 84  %
 6.2 
495,647 
(7,015) 
 101.4  pts
 18 

2022 vs. 
20211

 14  % $ 
n/a
n/a
n/a
 14  % $ 

 (167)
 3.8 

2021
470,043 
108,418 
 84 
 6.0 
436,412 
10,515 
 97.6 
 18 

2020
413,194 
94,697 

 84  %
 4.6 
388,120 
(21,296)

 105.5  pts
 19 

2021 vs. 
20201

 14  %
n/a
n/a
n/a
 12  %

 (149) 
 (7.9) 

NPW growth of 14% in 2022 compared to 2021 benefited from renewal pure price increases, exposure growth, strong retention, 
and higher direct new business.  

The combined ratio increased 3.8 points in 2022 compared to 2021, primarily driven by the following:

($ in millions)

Non-Catastrophe Property Loss 
and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2022
2021

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

$ 

240.5 
182.5 

 48.5  pts
 41.8 

$ 

75.3 
79.3 

 15.2  pts
 18.2 

63.7 
60.0 

3.7 
(6.7) 

52 

Loss and loss expenses in 2022 compared to 2021 experienced (i) lower net catastrophe losses, as discussed in the "Insurance 
Operations" section above, and (ii) elevated non-catastrophe property loss and loss expenses.  The elevated non-catastrophe 
property loss and loss expenses was primarily due to increased severity compared to 2021 reflecting inflationary pressures on 
building material and labor costs.

As profitability challenges continue to generate combined ratios higher than targets, we will continue to actively seek price 
increases on this line and execute on targeted underwriting and claims actions to improve the mix of business and claim 
outcomes.

Workers Compensation

($ in thousands)
NPW
 Direct new business
 Retention
 Renewal pure price increases (decreases)
NPE
Underwriting income
Combined ratio
% of total Standard Commercial Lines NPW
1n/a: not applicable.

$ 

$ 

2022
340,802 
61,726 

 86  %

 (0.5) 
335,955 
91,087 

 72.9  %
 12 

2022 vs. 
20211

 7  % $ 

n/a
n/a
n/a
 10  % $ 
 16 

 (1.5)  pts

2021
317,035 
59,938 
 86 
 0.1 
306,428 
78,537 
 74.4 
 12 

2020
270,168 
51,078 

 84  %

 (2.0) 
278,062 
70,897 

 74.5  %
 12 

2021 vs. 
20201

 17  %
n/a
n/a
n/a
 10  %
 11 

 (0.1)  pts

NPW increased 7% in 2022 compared to 2021 due to exposure growth, strong retention, and higher direct new business.

The combined ratio decreased 1.5 points in 2022 compared to 2021, primarily driven by favorable prior year casualty reserve 
development:

($ in millions)

 (Favorable) Prior Year Casualty Reserve Development

For the year ended December 31, 
2022
2021

$ 

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

Unfavorable/(Favorable)
Year-Over-Year Change

(70.0) 
(58.0) 

(20.8)  pts
(18.9) 

(1.9) 
2.7 

The favorable prior year casualty reserve development in 2022 was primarily due to continued favorable medical trends in 
accident years 2020 and prior, and favorable inception-to-date claim frequencies in accident year 2020.  The favorable prior 
year casualty reserve development in 2021 was primarily due to continued favorable medical trends in 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.

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

2022

2021

2022 vs. 
2021

2020

2021 vs. 
2020

$ 

$ 

319,059 
299,405 

231,113 
75,485 
(7,193) 

 77.2  %
 25.2 
 102.4 

292,265 
293,559 

212,116 
77,477 
3,966 

 72.2 
 26.4 
 98.6 

 9  % $ 
 2 

295,166 
299,140 

 9 
 (3)

 (281) % $

233,260 
81,388
(15,508) 

 5.0  pts
 (1.2) 
 3.8 

 78.0  %
 27.2 
 105.2 

 (1) %
 (2) 

 (9) 
 (5) 
 (126) %

 (5.8)  pts
 (0.8) 
 (6.6) 

NPW increased 9% in 2022 compared to 2021, primarily due to (i) higher direct new business, (ii) stronger retention, (iii) 
higher homeowner coverage amounts due to inflation adjustments, and (iv) higher average policy sizes from our mass affluent 
market strategy.  In the third quarter of 2021, we transitioned our personal lines strategy to targeting customers in the mass 
affluent market where we believe our strong coverage and servicing capabilities will be more competitive.

53 

($ 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.

$ 

2022

2021

62.9 

$ 

 85  %
 0.7 

40.9 
 82 
 1.0 

The increase in NPE in 2022 compared to 2021 resulted from the same impacts to NPW discussed above.

The loss and loss expense ratio increased 5.0 points in 2022 compared to 2021, driven by the following:

($ in millions)

Non-Catastrophe Property Loss 
and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2022
2021

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

$ 

117.1 
102.8 

39.1  pts
35.0 

$ 

40.8 
37.4 

13.6  pts
12.7 

52.7 
47.7 

5.0 
(6.9) 

Our 2022 catastrophe losses were impacted by 43 events designated as catastrophes by PCS, including (i) several wind and 
thunderstorm events that occurred throughout the second quarter of 2022, and (ii) Winter Storm Elliott in December 2022.  Our 
2021 catastrophe losses were impacted by 44 events designated as catastrophes by PCS, including two severe thunderstorms 
accompanied by wind and hail, Hurricane Ida, and a series of severe tornadoes.  

In addition, we experienced elevated non-catastrophe property loss and loss expenses in 2022 compared to 2021, driven by 
higher personal automobile physical damage losses.  These higher losses resulted from (i) higher frequencies from increased 
miles driven, and (ii) greater severities from inflationary and supply chain impacts that have increased labor, material, and 
replacement vehicle costs, and the duration of claims, which impacts vehicle rental days.  The likely continuation of elevated 
non-catastrophe property loss and loss expenses, coupled with renewal pure price increases below loss trend, will put pressure 
on this segment's profitability in the near-term.  To alleviate pressure on profitability in our homeowners line of business, we 
have and continue to apply valuation inflationary adjustments at renewal, and file rate increases to mitigate these inflationary 
impacts.  Additionally, the personal automobile 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 targets.  We will continue to actively seek price 
increases on this line and execute on targeted underwriting and claims actions to improve the mix of business and claim 
outcomes.

The underwriting expense ratio decreased 1.2 points in 2022 compared to 2021, primarily due to a decrease in labor expenses.

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

2022

2021

2022 vs. 
2021

2020

2021
vs. 2020

$ 

$ 

352,547 
334,156 

196,677 
107,180 
30,299 

 58.8  %
 32.1 
 90.9 

304,430 
279,809 

175,100 
88,679 
16,030 

 62.6 
 31.7 
 94.3 

 16  % $ 
 19 

247,290 
239,490 

 12 
 21 
 89  % $ 

156,936 
82,428 
126 

 (3.8)  pts
 0.4 
 (3.4) 

 65.5  %
 34.4 
 99.9 

 23  %
 17 

 12 
 8 
 12,622  %

 (2.9)  pts
 (2.7) 
 (5.6) 

54 

NPW growth of 16% in 2022 compared to 2021 reflected renewal pure price increases and higher direct new business as shown 
in the table below.  In addition, NPW growth in 2022 benefited from exposure growth driven by favorable E&S Lines 
marketplace conditions.

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

2022

$ 

156.3 

 7.3  %

2021

137.7 
 6.5 

The increase in NPE in 2022 compared to 2021 resulted from the same impacts to NPW discussed above.

The loss and loss expense ratio decreased 3.8 points in 2022 compared to 2021, primarily driven by the following:

($ in millions)

Non-Catastrophe Property Loss 
and Loss Expenses

Net Catastrophe Losses

For the year ended 
December 31, 
2022
2021

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

$ 

39.6 
28.2 

11.9  pts
10.1 

$ 

9.6 
22.7 

2.9  pts
8.1 

14.8 
18.2 

(3.4) 
(1.8) 

We experienced lower net catastrophe losses in 2022 compared 2021.  Our 2022 catastrophe losses were impacted by 44 events 
that PCS designated as catastrophes, including severe weather affecting Midwestern states.  Winter Storm Elliott did not have a 
meaningful impact on our E&S Lines segment.  Our 2021 losses were impacted by 50 events that PCS designated as 
catastrophes, including Winter Storm Uri affecting Texas, a series of large storms affecting Southern and Midwestern states, 
and Hurricane Ida.

We experienced elevated non-catastrophe property loss and loss expenses in 2022 compared to 2021, primarily due to increased 
severity reflecting inflationary pressures on labor and material costs, and the normal period-to-period volatility of our property 
lines of business in this segment.

($ in millions)

For the year ended December 31, 
2022
2021

$ 

(Favorable) Prior Year Casualty Reserve Development

Loss and Loss Expense 
Incurred

Impact on Loss and Loss 
Expense Ratio

(Favorable)/Unfavorable
Year-Over-Year Change

(5.0) 
(7.0) 

(1.5)  pts
(2.5) 

1.0 
(2.5) 

The favorable prior year casualty reserve development in 2022 was primarily attributable to favorable inception-to-date claim 
frequencies and lower loss severities in accident years 2021 and 2020. The favorable prior year casualty reserve development in 
2021 was primarily attributable to lower loss severities in accident years 2016 and prior.

In addition, the loss and loss expense ratio was favorably impacted by a 1.3-point decrease in current year casualty loss costs in 
2022 compared to 2021.  Our E&S casualty lines results have improved over recent years after benefiting from several 
underwriting and claims initiatives and strong rate increases.  The decrease in current year casualty loss costs reflects the 
impacts of these actions.

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

55 

•

Permit all the Insurance Subsidiaries to obtain a uniform rating from AM Best Company ("AM Best").

The following illustrates the pooling percentages by Insurance Subsidiary as of December 31, 2022:

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.  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, primarily 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, 2023.  For this treaty, we increased our treaty limit by $100 million and increased our treaty retention by $20 million to 

56 

respond to our growing property portfolio.  As a result, the coverage was extended to $915 million in excess of the $60 million 
retention with higher co-participations in certain layers as our overall net purchased limits increased to $810 million from $776 
million.  A hardening reinsurance pricing environment was also characterized by significant efforts on the part of reinsurers to 
impose restrictions on cedents' terms and conditions, particularly with respect to coverage for non-modeled/under-modeled 
perils, such as terrorism, strike, riot, civil unrest, severe convective storms, and the systemic perils of communicable disease 
and cyber.  Consequently, the property catastrophe program excludes coverage for communicable disease, but retains limited 
reinsurance coverage for terrorism, strike, riot, civil unrest, severe convective storms, and cybersecurity risks.  Despite these 
limitations, coverage for other traditionally covered property perils was largely maintained.  Additionally, we made the decision 
to not purchase our expiring E&S Lines $30 million in excess of $10 million treaty, which covered all 50 states and the District 
of Columbia, due to challenging market conditions and our assessment of the projected reinsurance spend relative to expected 
covered losses.      

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 $216 million in collateralized limit in the top layer of the catastrophe program, compared to $259 million in 
collateralized limit under the prior year's reinsurance program.  

Overall, ceded premium for our property catastrophe reinsurance treaty will increase considerably in 2023 due to three factors: 
(i) increases in underlying property exposures in line with our growing property insurance portfolio; (ii) the addition of $100
million of coverage purchased to maintain stability in our net risk profile; and (iii) significant risk-adjusted price increases due
to a severely hardening reinsurance market driven by such dynamics as elevated inflation-driven demand for reinsurance
capacity, reinsurer investment losses, exchange rate impacts, poor reinsurance profitability over the past six years, limited
supply of retrocessional capacity, and reinsurer and investor concerns over climate change and un-modeled/under-modeled
perils.

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)

Net Loss2
45.6
41.5
40.2
3.0
15.7
1This amount represents reported and unreported gross losses estimated as of December 31, 2022.
2Net loss does not include reinstatement premiums, taxes, or flood claims handling fees.

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

Gross Loss1
$125.5
50.8
44.8
26.4
25.1

Accident
Year
2012
2021
2011
1989
2003

Gross Loss 
Ratio
7.9%
1.7
3.1
5.9
2.2

Net Loss 
Ratio
2.9
1.4
2.8
0.7
1.4

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.

Our established catastrophic risk tolerance requires that no more than 10% of stockholders’ equity is exposed to a loss from a 
hurricane event at a 99.6% confidence level (1-in-250 year event or 0.4% probability) on a net of reinsurance and after-tax 
basis.  In addition to the 1-in-250 year modeled event, we evaluate the impact of a number of other scenarios on stockholders’ 
equity. 

57 

The table below shows the gross and net losses modeled results for (i) hurricane peril in our underwriting property portfolio, 
and (ii) the gross and net of reinsurance hurricane losses from the following scenarios:

•

•

Recasts of two large hurricanes that impacted our geographic footprint:

◦
◦

1938 New England Hurricane, one of the largest hurricanes to impact the Northeast United States; and
Hurricane Hazel, a Category 4 storm that made landfall near the border between North Carolina and South
Carolina in 1954; and

Realistic disaster scenarios (“RDS”) for significant potential storms in the Northeast and the Carolinas based on
Lloyds of London methodology.

Occurrence Exceedance Probability

Hurricane

($ 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)
Historical recast - 1938 New England Hurricane
Lloyd's RDS North-East (Category 4 hurricane)
Historical recast - 1954 Hurricane Hazel
Lloyd's RDS Carolinas (Category 5 hurricane)
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 based on the treaty structure effective January 1, 2023.
3GAAP stockholders' equity as of December 31, 2022.

Net Losses % 
of Equity3
3
3
3
5
5
7
21
3
5
3
3

Gross
Losses1
$212,267
354,977
575,734
818,907
906,745
1,041,355
1,504,757
452,577
825,960
282,257
483,327

Net 
Losses2
66,724
73,001
83,045
118,032
130,419
171,671
526,564
78,011
122,269
66,903
78,915

%

As reflected in the table above, we are well within our established tolerance for catastrophic risk.  Our current catastrophe 
reinsurance program exhausts at an approximately 1-in-220 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.

In addition to hurricane peril, the table below shows gross and net losses modeled by other wind and earthquake perils in our 
underwriting property portfolio.

Occurrence Exceedance Probability

Other Wind

Earthquake

($ 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 based on the treaty structure effective January 1, 2023.
3GAAP stockholders' equity as of December 31, 2022.

Net Losses % 
of Equity3
2
2
2
2
2
2
2

Net Losses % 
of Equity3
—
1
2
2
3
3
3

Gross
Losses1
$7,681
$24,349
$72,657
$116,502
$147,880
$187,630
$273,747

Gross
Losses1
$114,149
153,494
206,864
236,293
265,758
295,893
351,876

Net 
Losses2
$5,502
$16,566
$43,376
$54,125
$63,394
$63,238
$65,493

Net 
Losses2
47,782
50,526
52,843
57,050
57,548
58,486
61,968

%

%

As we currently do not write crop insurance, have minimal exposure to private flood, and have a small geographic footprint in 
the Western U.S., our exposures to perils, such as droughts, wildfires, and flooding, tend to be relatively modest.  However, as 
our geographic expansion progresses, we continually evaluate how physical risks from these perils and others are considered in 
our strategic decision making.  

In addition, we regularly experience property losses from winter storms, and while we utilize third-party vendor models to help 
us model and manage our exposure to this peril, we also evaluate our winter storm exposure based on our own historical 
experience, as winter storm third-party vendor models are currently less mature.  As an example of the impact from a large and 
recent winter storm, we incurred $135.0 million in gross losses from Winter Storm Elliott which took place in late-December 
2022, or $46.1 million net of reinsurance.  In addition, we incurred $11.7 million in reinstatement premium from Winter Storm 

58 

Elliott, resulting in a total impact of $57.8 million, pre-tax or $45.7 million after-tax.  Despite the size of this event, our 
reinsurance strategy limited the impact on our full-year 2022 results to 1.8% of equity or a 1.7-point impact on our combined 
ratio.  Based on our 2023 property catastrophe reinsurance program discussed above, if Winter Storm Elliott were to recur, the 
net impact to us would be more significant.

We renewed the property excess of loss treaty, which covers both our standard market and E&S business, on July 1, 2022, with 
a $10 million increase in coverage in the highest layer.  The treaty is comprised of three layers, with the $20 million in excess 
of $40 million layer effective January 1, 2022, being cancelled effective July 1, 2022. 

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

PROPERTY REINSURANCE ON INSURANCE PRODUCTS

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

Reinsurance Coverage
$915 million above $60 million retention treaty that responds 
on per occurrence basis in four layers:

- 47% of losses in excess of $60 million up to 

 $100 million;

-  100% of losses in excess of $100 million up to 

 $225 million;

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

 $525 million; and

-  81% of losses in excess of $525 million up 

 to $975 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 $810.1 million and the annual aggregate 
limit is $1.3 billion, net of the Insurance Subsidiaries' co-
participation. 

Terrorism Coverage
All nuclear, biological, chemical, and radioactive ("NBCR") 
losses are excluded regardless of whether or not they are 
certified under TRIPRA.  Coverage for non-NBCR losses is 
limited due to current market conditions.  Please see Item 1A. 
“Risk Factors.” of this Form 10-K for discussion regarding 
TRIPRA.

Property Excess of Loss
(covers all insurance 
operations)

$67 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;

- $20 million in excess of $10 million layer

 provides three reinstatements, $80 million in 
 aggregate limits; and

- $40 million in excess of $30 million layer

 provides two reinstatements, $120 million in aggregate 
 limits.

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.

Flood

100% reinsurance by the federal government’s WYO.

None

Casualty Reinsurance
We renewed the casualty excess of loss treaty, which covers both our standard market and E&S Lines business, on July 1, 2022, 
substantially on the same terms as the treaty expiring June 30, 2022. 

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 41
reinstatements, $126 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 provides six
reinstatements, $49 million annual 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 provides three
reinstatements, $36 million annual 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 provides one
reinstatement, $18 million annual 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 provides one
reinstatement, $40 million annual aggregate limit; and

- $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 provides one
reinstatement, $80 million annual aggregate limit.

- $40 million in excess of $50 million layer with

 $80 million net annual terrorism aggregate limit.

59 

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, such 
as personal cyber and home systems protection, (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 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
Our investment portfolio's objectives are to maximize after-tax net investment income and generate long-term growth in book 
value per share by maximizing the overall total return of the portfolio 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.  We balance those objectives against prevailing market conditions, capital preservation considerations, and our 
enterprise risk-taking appetite.  We maintain (i) a well-diversified portfolio across issuers, sectors, and asset classes; and (ii) a 
high credit quality fixed income securities portfolio with a duration and maturity profile at an acceptable risk level that provides 
ample liquidity.  

The effective duration of the fixed income securities portfolio, including short-term investments, was 4.1 years as of December 
31, 2022, compared to the Insurance Subsidiaries' net loss and loss expense reserves duration of 3.1 years.  The effective 
duration is monitored and managed to maximize yield while managing interest rate risk at an acceptable level.  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 92% of our invested assets at December 31, 2022, and 91% at 
December 31, 2021.  These investments had a weighted average credit rating of “AA-” as of December 31, 2022 and "A+" as of 
December 31, 2021, with a 96% allocation to investment grade holdings at both December 31, 2022 and December 31, 2021.  
The improvement in our weighted average credit rating reflects active management of our investment portfolio in 2022 to 
optimize our risk-adjusted investment yields in the rising interest rate environment, which resulted in higher credit quality fixed 
income security purchases.

 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.

Total Invested Assets

($ in thousands)

Total invested assets

Invested assets per dollar of common stockholders' equity

Components of unrealized (losses) gains – before tax:

Fixed income securities

Equity securities

Net unrealized (losses) gains - before tax

Components of unrealized (losses) gains – after tax:

Fixed income securities

Equity securities

Net unrealized (losses) gains - after tax

2022

2021

Change

$ 

7,837,469 

3.37 

8,026,988 

2.88 

 (2) %

 17 

(527,892) 

(5,431) 

(533,323) 

(417,035) 

(4,290) 

(421,325) 

228,962 

26,696 

255,658 

180,880 

21,090 

201,970 

 (331) 

 (120) 

 (309) 

 (331) 

 (120) 

 (309) 

Invested assets decreased $189.5 million at December 31, 2022, compared to December 31, 2021, reflecting a $789.0 million 
increase in pre-tax unrealized losses during 2022.  The increase in pre-tax unrealized losses was primarily due to an increase in 
benchmark U.S. Treasury rates, and to a lesser extent the widening of credit spreads.  This decrease in invested assets was 
partially offset by operating cash flows during 2022 that were 22% of NPW.

60 

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

($ in thousands)
Fixed income securities
Commercial mortgage loans ("CMLs")
Equity securities
Short-term investments
Alternative 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

2022
$  259,918 
5,555 
13,554 
3,997 
23,003 
258 
(18,130) 
288,155 
55,956 
$  232,199 

 19.4 %
 3.1 
 2.9 

2021
209,709 
2,743 
15,920 
260 
117,701 
359 
(20,103) 
326,589 
63,589 
263,000 
 19.5 
 2.6 
 3.4 

2022 vs. 
2021

 24  %

 103 
 (15)
 1,437 
 (80)
 (28)
 10 
 (12)
 (12)
 (12)
 (0.1)  pts
 0.5 
 (0.5) 

2020
203,926 
844 
9,286 
1,821 
26,504 
418 
(15,692) 
227,107 
42,495 
184,612 
 18.7 
 2.6 
 2.6 

2021 vs. 
2020

 3  %

 225 
 71 
 (86) 
 344 
 (14) 
 (28) 
 44 
 50 
 42 
 0.8  pts
 — 
 0.8 

Net investment income earned decreased 12% in 2022 compared to 2021, driven by lower returns on our alternative 
investments, reflecting lower valuations.  Partially offsetting this decrease was an increase in income earned on fixed income 
securities.  

During 2022, we managed our fixed income securities portfolio to opportunistically increase the book yield in a rapidly rising 
interest rate environment. The pre-tax earned yield for fixed income investments was 3.90% in 2022, compared to 3.18% in 
2021.  The increase in investment income associated with fixed income securities was driven by (i) investing approximately 
$2.7 billion of new money, taking advantage of higher investment yields, and simultaneously improving credit quality and 
liquidity, and (ii) higher resets on our floating rate securities.  The average pre-tax new purchase yield on fixed income 
securities in 2022 was 4.5%, up from 2.3% in 2021.  In addition, as of December 31, 2022, 11% of our fixed income securities 
portfolio was invested in floating rate securities that reset principally to 90-day LIBOR.  LIBOR increased 456 basis points in 
2022 to 4.77% at December 31, 2022 from 0.21% at December 31, 2021, which increased the book yield on our floating rate 
securities and increased net investment income.

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 (losses) gains on disposals

Net unrealized (losses) gains on equity securities 

Net credit loss (expense) on fixed income securities, AFS

Net credit loss benefit (expense) on fixed income securities, HTM

Net credit loss (expense) on CMLs

Losses on securities for which we have the intent to sell

Total net realized and unrealized investment (losses) gains

2022

2021

2020

$ 

$ 

(31,636) 

(32,127) 

(39,169) 

63 

(116) 

(11,823) 

(114,808) 

7,144 

17,881 

(6,858) 

(49) 

— 

(519)

17,599 

9,148 

7,939 

(5,042) 

4 

— 

(16,266)

(4,217) 

Net realized and unrealized investment losses in 2022 were primarily driven by (i) a decrease in valuations reflecting the current 
public equities market, (ii) active trading of our fixed income securities to opportunistically increase yield in the rising interest 
rate environment, and (iii) higher credit loss expense on our AFS fixed income securities portfolio.  

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. 

61 

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.

55.3 
 20.4 %

101.5 
 20.5 

2020

2021

2022

$ 

56.6 
 18.7 

Federal income tax expense decreased $46.2 million in 2022 compared to 2021, primarily due to a decrease in pre-tax income 
that is taxed at the statutory rate.  The decrease in pre-tax income was primarily driven by (i) a decrease in underwriting 
income, (ii) lower net investment income earned, primarily due to lower returns on our alternative investments, and (iii) net 
realized and unrealized investment losses in 2022 compared to net realized and unrealized investment gains in 2021.  

See Note 14. “Federal Income Taxes” in Item 8. “Financial Statements and Supplementary Data.” of this Form 10-K for:  (i) a 
reconciliation of our effective tax rate to the statutory rate of 21%; and (ii) details regarding our net deferred tax asset and 
liability.

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 adjust our liquidity requirements based on economic conditions, market conditions, and future 
cash flow commitments, as discussed further below.

Sources of Liquidity
Sources of cash for the 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 our short-term 
and long-term liquidity and capital preservation strategies.

The Parent’s investment portfolio includes (i) short-term investments 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) alternative investments, and (v) a cash balance.  In the aggregate, 
Parent cash and total investments amounted to $484 million at December 31, 2022, and $527 million at December 31, 2021.

The amount and composition of the Parent's investment portfolio may change over time based on 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 stockholders, 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, or $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 
securities with 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 $120 million in total dividends to the Parent in 2022.  As of December 31, 2022, our allowable 
ordinary maximum dividend is $283 million for 2023.  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 stockholders if either (i) the 
Parent would be unable to pay its debts as they become due in the usual course of business, or (ii) the Parent’s total assets 

62 

would be less than its total liabilities.  The Parent’s ability to pay dividends to stockholders 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 November 7, 2022, the Parent entered into a Credit Agreement with the lenders named therein (the “Lenders”) and Wells 
Fargo Bank, National Association, 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.  The Line of Credit will mature on November 7, 2025, and has a variable interest rate based on the Parent’s debt 
ratings.  This agreement replaced a prior credit agreement that the Parent terminated in conjunction with entering into the Line 
of Credit.  No borrowings were made under either credit facility in 2022.  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 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" because 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 additional FHLB stock purchase requirement to allow these member companies to borrow their remaining capacity 
amounts:

($ in millions)

As of December 31, 2022

SICSC

SICSE

SICA

SICNY

Total

Admitted 
Assets

Borrowing 
Limitation

Amount 
Borrowed

Remaining 
Capacity

Additional 
FHLB Stock 
Requirements

$ 

899.0  $ 

715.8 

3,356.4 

625.6 

$ 

89.9 

71.6 

335.6 

31.3 

528.4 

32.0 

28.0 

— 

— 

60.0 

57.9 

43.6 

335.6 

31.3 

468.4 

1.2 

0.9 

15.1 

1.4 

18.6 

Short-term Borrowings
During 2022, SICA borrowed the following funds from the FHLBNY for general corporate purposes:

•

•

$35 million on April 1, 2022 at an interest rate of 0.70% with repayment due on May 2, 2022.  This borrowing was
refinanced upon its maturity on May 2, 2022, at an interest rate of 1.10% and was subsequently repaid on June 27,
2022.
$25 million on October 3, 2022 at an interest rate of 3.21%, which was repaid on November 3, 2022.

63 

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 
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, 2022

SICSC
SICSE

Total

Admitted Assets as of 
December 31, 2022

Borrowing 
Limitation

Amount 
Borrowed

Remaining 
Capacity

$ 

899.0  $ 
715.8 

$ 

89.9 
71.6 
161.5 

24.0 
16.0 
40.0 

65.9 
55.6 
121.5 

Capital Market Activities
The Parent had no private or public stock issuances during 2022.  During 2022, we repurchased 165,159 shares of our common 
stock under our existing share repurchase program for $12.4 million, or a $75.20 average price per share, excluding commission 
costs paid.  We had $84.2 million of remaining capacity under our share repurchase program as of December 31, 2022.  For 
additional information on the preferred stock transaction, refer to Note 17. “Equity” 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 
stockholders.  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 November 2022, our Board approved a 7% increase in the quarterly cash dividend, to $0.30 from $0.28 per share. 
On February 2, 2023, our Board declared:

•

A quarterly cash dividend on common stock of $0.30 per common share, that is payable March 1, 2023, to holders of
record on February 15, 2023; 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, 2023, to holders of record as of February 28, 2023.

Our ability to meet our interest and principal repayment obligations on our debt and 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, 2022, we had GAAP stockholders’ equity of $2.5 
billion and statutory surplus of $2.5 billion.  With total debt of $505 million at December 31, 2022, our debt-to-capital ratio was 
16.6%.  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.

64 

The following table summarizes current and long-term material cash requirements as of December 31, 2022, 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 
565.3 
1,075.3 

5,144.8 
757.5 
4,387.3 

— 
28.3 
28.3 

1,571.9 
305.8 
1,266.1 

— 
56.6 
56.6 

1,633.8 
170.7 
1,463.1 

Total

$ 

5,462.6 

1,294.4 

1,519.7 

60.0 
54.8 
114.8 

778.9 
79.3 
699.6 

814.4 

450.0 
425.6 
875.6 

1,160.2 
201.7 
958.5 

1,834.1 

Our loss and loss expense payments in the table above represent estimated paid amounts by year on our loss and loss expense 
reserves.  These estimates are 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 “Reserves 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, 2022 that may 
require us to invest additional amounts into our investment portfolio, which we would fund primarily with operating cash flows.

($ in millions)

Alternative 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

$ 

$ 

246.1 
106.6 
35.0 
4.9 
20.1 
412.7 

There is no certainty (i) that any such additional investments will be required, and (ii) of the actual timing of funding.  We 
expect to have the capacity to fund these commitments through our normal operating and investing activities 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, 2022 and 2021, 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, 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 

65 

and/or equity securities, repurchasing existing debt, repurchasing shares of the Parent’s common stock, and increasing common 
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 potential market opportunities.

Book value per common share decreased 17% to $38.57 as of December 31, 2022, from $46.24 as of December 31, 2021, 
driven by a $9.91 change in net unrealized losses on our fixed income securities portfolio and $1.14 in dividends to our 
common stockholders, partially offset by $3.54 in net income available to common stockholders per diluted common share.  
The increase in net unrealized losses on our fixed income securities was primarily driven by an increase in benchmark U.S. 
Treasury rates, and to a lesser extent the widening of credit spreads.  Our adjusted book value per share, which is book value 
per share excluding total after-tax unrealized gains or losses on investments included in accumulated other comprehensive 
(loss) income, increased to $45.49 as of December 31, 2022, from $43.23 as of December 31, 2021.

Cash Flows
Net cash provided by operating activities of $802 million in 2022 reflected a modest 4% increase compared to $771 million in 
2021, primarily driven by a 5% increase in total revenues.  Operating cash flows during 2022 were 22% of NPW.

Net cash used in investing activities increased to $734 million in 2022, compared to $619 million in 2021, primarily due to 
investing cash received from operating activities.  A greater percentage of operating cash flows was used in our investing 
activities because of the reduced cash required in our financing activities.  

Net cash used in financing activities decreased to $88 million in 2022, compared to $123 million in 2021, primarily due to a 
decrease in borrowing repayments made in 2022, partially offset by increased dividends to common stockholders and increased 
activity in our share repurchase program in 2022.

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 85% fixed income securities, 2% commercial mortgage loans, 2% equity securities, 5% short-term 
investments, 5% alternative investments, and 1% other investments as of December 31, 2022.  Alternative investments are 
limited partnership investments in private equity, private credit, and real estate strategies.  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 Standard & Poor's Global Ratings ("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, 
2022, approximately 11% (15% at December 31, 2021) of our fixed income securities portfolio was floating rate securities, 
primarily tied to the 90-day 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 could be 

66 

adversely affected by changes in interest rates resulting from governmental monetary policies, domestic and international 
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, 2022, was 4.1 years, which 
is within our historical range.  The Insurance Subsidiaries’ net loss and loss expense reserves duration was approximately 3.1 
years at December 31, 2022.  

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, 2022: 

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

-200

2022 Interest Rate Shift in Basis Points
100
—
-100

200

$  7,187,341 
545,397 

6,914,779 
272,835 

 8.2 %

 4.1 %

6,641,944 

6,369,000 
(272,944) 

6,096,178 
(545,766) 

 (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 “AA-” as 
of December 31, 2022, and “A+” as of December 31, 2021.  Non-investment grade exposure represented approximately 4% of 
the total fixed income securities portfolio at both December 31, 2022 and December 31, 2021.  The improvement in our 
weighted average credit rating reflects active management of our investment portfolio in 2022 to optimize our risk-adjusted 
investment yields in the rising interest rate environment, resulting in higher credit quality fixed income security purchases.

67 

Details on the credit quality of our invested assets at December 31, 2022 are provided below:

Amortized 
Cost

Fair 
Value
440  $  440 

$ 

% of 
Yield to 
Invested 
Assets
Worst
 5.6  %  4.2  %

Effective 
Duration 
in Years
0.01

Average 
Life in 
Years

0.01

AAA
$ 420 

AA
$  20 

A
$  — 

BBB
$  — 

Non-
Investment 
Grade
— 

$ 

Not 
Rated
$  — 

Credit Rating

210 
11 
969 
2,586 

189 
10 
921 
  2,361 

 2.4 
 0.1 
 11.8 
 30.2 

809 
360 
1,170 

737 
323 
  1,060 

 9.4 
 4.1 
 13.5 

664 

614 

 7.9 

1,833 

  1,674 

 21.4 

30 
58 
867 
8 
644 
1,608 
3,441 

29 
48 
809 
8 
592 
  1,486 
  3,160 

 0.4 
 0.6 
 10.3 
 0.1 
 7.6 
 19.0 
 40.4 

 4.6 
 5.2 
 3.8 
 5.8 

 4.7 
 5.8 
 5.1 

 6.5 

 5.6 

 8.5 
 11.4 
 7.6 
 6.2 
 6.8 
 7.4 
 6.4 

7,807 

  7,222 

 92.3 

 5.7 

5.1 
6.7 
5.0 
4.6 

5.9 
4.5 
5.5 

3.3 

4.7 

1.8 
2.9 
2.1 
3.1 
4.1 
2.9 
3.8 

4.1 

187 
7.5 
8.2  — 
181 
6.1 
41 
6.3 

8.6 
7.1 
8.2 

737 
213 
949 

4.3 

523 

6.8 

 1,472 

29 
1.9 
3.5  — 
386 
5.2 
7 
3.5 
155 
5.2 
578 
5.1 
6.0 
 2,050 

2 
2 
419 
270 

— 
35 
35 

44 

79 

— 
1 
261 
— 
91 
354 
433 

— 
5 
286 
974 

— 
76 
76 

42 

117 

— 
20 
47 
1 
277 
345 
462 

— 
2 
37 
916 

— 
— 
— 

5 

5 

— 
22 
38 
— 
55 
114 
120 

— 
— 
— 
160 

— 
— 
— 

— 

— 

— 
6 
59 
— 
6 
71 
71 

5.8 

 2,879 

 1,157 

 1,785 

 1,141 

234 

— 
— 
— 
— 

— 
— 
— 

— 

— 

— 
— 
17 
— 
7 
25 
25 

25 

 39.9 %  16.0 %  24.7 %  15.8 %

 3.2 %  0.3 %

149 

139 

 1.8 

 4.9 

4.4 

6.2  — 

165 
2 
167 

160 
2 
162 

 2 
 — 
 2.1 

 — 
 — 
 — 

— 
— 
— 

—  — 
—  — 
—  — 

11 

— 
— 
— 

58 

— 
— 
— 

67 

— 
2 
2 

December 31, 2022

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

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

Residential mortgage-backed 
securities ("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
Alternative investments:

Private equity
Private credit
Real assets

Total alternative investments

281 
55 
35 
371 
71 

281 
55 
35 
371 
71 
8,417  $ 7,826 

 3.6 
 0.7 
 0.5 
 4.7 
 0.9 
 100  %  —  %

 — 
 — 
 — 
 — 
 — 

— 
— 
— 
— 
— 
— 

—  — 
—  — 
—  — 
—  — 
—  — 
—  $ 2,879  $ 1,157  $ 1,785  $ 1,143  $ 

— 
— 
— 
— 
— 

— 
— 
— 
— 
— 

— 
— 
— 
— 
— 

Other investments
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 10% or more of 
our invested assets at December 31, 2022 were (i) special revenue bonds within our state and municipal obligations portfolio 
(10%), (ii) the financial sector within corporate securities (15%), and (iii) collateralized loan obligations within our CLOs and 
other ABS portfolio (10%).  We discuss each of these sector holdings in more detail below.

68 

3 

— 

— 
— 
— 

— 
— 
— 
— 
— 
234 

  160 
— 
  160 

  281 
55 
35 
  371 
71 
$ 628 

State and Municipal Obligations
Our state and municipal obligations represented 10% of our invested assets at December 31, 2022.  The tables below provide 
details on this portfolio at December 31, 2022 and 2021:

December 31, 2022

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

Total state and municipal obligations

December 31, 2021

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

Total state and municipal obligations

Fair
Value

Carry
Value

148.6 
772.8 
921.4 

148.6 
772.8 
921.4 

Fair
Value

Carry
Value

235.9 
957.0 
1,192.9 

235.9 
956.8 
1,192.7 

$ 

$ 

$ 

$ 

Net 
Unrealized/
Unrecognized
Gain (Loss)

(5.8) 
(40.4) 
(46.2) 

Net 
Unrealized/
Unrecognized
Gain (Loss)

11.6 
56.6 
68.2 

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, 2022:

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

Pre-refunded/escrowed to maturity bonds
Total

$ 

General Obligation
State & Local

35,541 
5,730 
36,115 
— 
1,142 
— 
2,090 
5,315 
— 
— 
42,615 
128,548 
20,047 
148,595 

Special
Revenue
68,934 
84,090 
36,312 
60,662 
38,127 
37,699 
31,155 
26,131 
29,718 
28,669 
274,131 
715,628 
57,200 
772,828 

Fair
Value
104,475 
89,820 
72,427 
60,662 
39,269 
37,699 
33,245 
31,446 
29,718 
28,669 
316,746 
844,176 
77,247 
921,423 

% of Total
11%
10%
8%
7%
4%
4%
4%
3%
3%
3%
34%
92%
8%
100%

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

% of Total Municipal Portfolio
% of Total Investment Portfolio
1Of the $36.1 million in state and local Texas general obligation bonds, $15.7 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 %
 12 %

 84 %
 10 %

 16 %
 2 %

Special revenue fixed income securities of municipalities (referred to as “special revenue bonds”) represented 10% of our total 
invested assets at December 31, 2022.  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 (53%), which is comprised of transportation, water and sewer, and electric; and (ii) education (12%), 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 30% of our invested assets at December 31, 2022.  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.

69 

The tables below provide details on our corporate bond holdings at December 31, 2022 and 2021:

December 31, 2022

($ in millions)
Investment grade
Non-investment grade

Total corporate securities

December 31, 2021

($ in millions)
Investment grade
Non-investment grade

Total corporate securities

Fair
Value

Carry
Value

2,201.1 
160.4 
2,361.5 

2,202.4 
160.4 
2,362.8 

Fair
Value

Carry
Value

2,424.8 
174.6 
2,599.4 

2,424.3 
174.6 
2,598.9 

$ 

$ 

$ 

$ 

Net 
Unrealized/
Unrecognized
Gain (Loss)

(189.8) 
(4.8) 
(194.6) 

Net 
Unrealized/
Unrecognized
Gain (Loss)

100.0 
2.5 
102.5 

Weighted 
Average
Credit
Quality
A-
B+
A-

Weighted 
Average
Credit
Quality
A-
B+
BBB+

The following tables provide the sector composition of this portfolio at December 31, 2022 and 2021:

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

Total corporate securities

December 31, 2022

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

Fair Value

1,194.3 
178.5 
136.2 
97.7 
81.4 
77.1 
77.0 
37.6 
23.7 
251.7 
206.3 
2,361.5 

% of Fixed 
Income 
Securities

Fair Value

 18 %
 3 %
 2 %
 1 %
 1 %
 1 %
 1 %
 1 %
 0.3 %
 4 %
 3 %

 35 

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

December 31, 2021
Weighted 
Average Credit 
Rating
A-
BBB+
A-
A-
BBB
BBB+
BBB
B
BBB-
BBB+
BBB
BBB+

% of Fixed 
Income 
Securities

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

As illustrated in the table above, within our allocation to corporate securities, financials is our most significant industry 
concentration at 18% of our fixed income securities portfolio at December 31, 2022.  These holdings represented 15% 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, 2022.

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 approximately 70% of our RMBS 
allocation, and 9% of our total invested assets, as of December 31, 2022.  These securities are rated “AAA" and had an 
unrealized loss of approximately $72.7 million, primarily due to an increase in benchmark U.S. Treasury rates, as of December 
31, 2022.

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 

70 

investment's total projected return, and overall portfolio asset allocation when 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, 2022, and December 31, 2021:

December 31, 2022

($ 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, 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

Fair
Value

Carry
Value

Net 
Unrealized/
Unrecognized
Gain (Loss)

Weighted 
Average
Credit
Quality

732.6 
658.0 
1,390.6 

76.1 
19.3 
95.4 
1,486.0 

732.6 
658.0 
1,390.6 

76.1 
19.3 
95.4 
1,486.0 

(49.6) 
(60.9) 
(110.5) 

(6.9) 
(1.9) 
(8.8) 
(119.3) 

 AA+ 
 A+ 
 AA 

B
CCC+
B
AA-

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-

$ 

$ 

$ 

$ 

CLOs represented 10% of our total invested assets as of December 31, 2022.  Investment grade CLOs accounted for the 
majority of this portfolio at 9% 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 comprised more than 1% of our fixed income securities portfolio at December 31, 2022, and this portfolio had 
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 the market value of the equity 
portfolio as of December 31, 2022:

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

(30)%

(20)%

$ 

113,400 
(48,600) 

129,600 
(32,400) 

Change in Equity Values in Percent
10%
0%
(10)%
178,200 
162,000 
16,200 

145,800 
(16,200) 

20%
194,400 
32,400 

30%
210,600 
48,600 

In addition to our equity securities, we invest in alternative investments that are also subject to price risk.  These are 
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, 2022, alternative investments represented 5% of 
our total invested assets and 15% 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 

71 

and unobservable inputs than substantially all of our other invested 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 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

58  %
33 
9 
100  %

Indebtedness
(a) Long-Term Debt
As of December 31, 2022, we had outstanding long-term debt of $504.7 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

2022

2026
2034
2035
2049

60,000 
49,921 
99,542 
294,424 
503,887 
(2,929) 
3,718 
504,676 

$ 

57,175 
51,705 
99,264 
258,459 
466,603 

The weighted average effective interest rate for our outstanding long-term debt was 5.5% at December 31, 2022.  Our debt is 
not exposed to material changes in interest rates because the interest rates are fixed. 

(b) Short-Term Debt
On November 7, 2022, the Parent entered into a Credit Agreement (the “Line of Credit”) among the Parent, the lenders named
therein (the “Lenders”), and Wells Fargo Bank, National Association, 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 November 7, 2025, and has a variable interest rate based on
the Parent’s debt ratings.  This agreement replaced a prior credit agreement that the Parent terminated in conjunction with
entering into the Line of Credit.  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.

72 

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, 2022 and December 31, 2021, 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, 2022, 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, 2022 and December 31, 2021, and the results of its operations and its cash flows for each of the years in the 
three-year period ended December 31, 2022, 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, 2022, 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 10, 2023 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, 2022, the Company recorded a liability of $5.14 billion for reserves.

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. 

73 

These uncertainties may be affected by a number of considerations, including internal factors, such as changes to 
underwriting and 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 10, 2023 

/s/ KPMG LLP

74 

Consolidated Balance Sheets
December 31,
($ in thousands, except share amounts)
ASSETS
Investments:
Fixed income securities, held-to-maturity – at carrying value (fair value: $29,837 – 2022; $29,460 – 2021)

$ 

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: $45,721 – 2022; $9,724 – 2021; amortized cost: $7,185,754 – 2022; 
$6,490,753 – 2021)
Commercial mortgage loans – at carrying value (fair value: $139,243 – 2022; $97,598 – 2021)

Less: allowance for credit losses

Commercial mortgage loans, net of allowance for credit losses

Equity securities – at fair value (cost:  $167,431 – 2022; $308,840 – 2021)
Short-term investments
Alternative 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)
Deferred federal income tax (Note 14)
Property and equipment – at cost, net of accumulated
 depreciation and amortization of: $251,209 – 2022; $253,427 – 2021
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)
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):

$ 

$ 

$ 

2022

2021

31,157 
— 
31,157 

6,612,107 
149,305 
(116) 
149,189 
162,000 
440,456 
371,316 
71,244 
7,837,469 
26 
25,183 
59,167 
1,101,787 
(16,100) 
1,085,687 
784,410 
(1,600) 
782,810 
172,371 
3,545 
172,733 

84,306 
368,624 
7,849 
202,491 
10,802,261 

5,144,821 
1,992,781 
504,676 
— 
115,185 
517,234 
8,274,697 

28,850 
(65) 
28,785 

6,709,976 
95,795 
— 
95,795 
335,537 
447,863 
359,732 
49,300 
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 

Authorized shares: 5,000,000; Issued shares: 8,000 with $25,000 liquidation preference per share – 2022 
and 2021

$ 

200,000 

200,000 

Common stock of $2 par value per share:
 Authorized shares 360,000,000
  Issued:  104,847,111 – 2022; 104,450,916 – 2021
Additional paid-in capital
Retained earnings
Accumulated other comprehensive (loss) income (Note 6)
Treasury stock – at cost (shares: 44,508,211 – 2022; 44,266,534 – 2021)

Total stockholders’ equity

Commitments and contingencies (Notes 19 and 20)

Total liabilities and stockholders’ equity

See accompanying Notes to Consolidated Financial Statements.

75 

209,694 
493,488 
2,749,703 
(498,042) 
(627,279) 
2,527,564 

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

$ 

10,802,261 

10,461,389 

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 (losses) gains

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

2022

2021

2020

$ 

3,373,380 

288,155 

(114,808) 

11,335 

3,558,062 

3,017,253 

326,589 

17,599 

17,723 

2,681,814 

227,107 

(4,217) 

17,570 

3,379,164 

2,922,274 

2,111,778 

1,813,984 

1,635,823 

705,822 

400,313 

28,847 

31,116 

626,469 

375,931 

29,165 

28,305 

560,271 

366,941 

30,839 

25,412 

3,277,876 

2,873,854 

2,619,286 

Income before federal income tax

280,186 

505,310 

302,988 

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.

78,308 

(23,008) 

55,300 

87,335 

14,138 

101,473 

60,059 

(3,426) 

56,633 

224,886 

403,837 

246,355 

9,200 

9,353 

— 

215,686 

394,484 

246,355 

3.57 

3.54 

6.55 

6.50 

4.12 

4.09 

$ 

$ 

$ 

$ 

76 

Consolidated Statements of Comprehensive Income

December 31,

($ in thousands)

Net income

2022

2021

2020

$ 

224,886 

403,837 

246,355 

Other comprehensive (loss) income, 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 losses (gains) on disposals and losses on intent-to-sell available-for-sale 
securities

Credit loss expense

(527,805) 

(148,495) 

(119,598) 

(7,159) 

3 

47,438 

30,944 

(9)

(3,022) 

5,418 

Total unrealized (losses) gains on investment securities

(597,915) 

(124,370) 

133,104 

(6,459) 

(19)

4,247 

3,984 

134,857 

Defined benefit pension and post-retirement plans:

Net actuarial (loss) gain

Amounts reclassified into net income:

Net actuarial loss
  Total defined benefit pension and post-retirement plans

Other comprehensive (loss) income

Comprehensive (loss) income 

See accompanying Notes to Consolidated Financial Statements.

(16,543) 

17,093 

1,197 

1,317 
(15,226) 
(613,141) 

(388,255) 

$ 

2,190 
19,283 
(105,087) 

298,750 

2,382 
3,579 
138,436 

384,791 

77 

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 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

2022

2021

2020

$ 

200,000 
— 
200,000 

208,902 
44 
748 
209,694 

464,347 
1,784 
— 
27,357 
493,488 

200,000 
— 
200,000 

208,066 
46 
790 
208,902 

438,985 
1,707 
— 
23,655 
464,347 

— 
200,000 
200,000 

206,968 
58 
1,040 
208,066 

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

2,603,472 
— 
2,603,472 
224,886 
(9,200) 
(69,455) 
2,749,703 

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

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

115,099 
(613,141) 
(498,042) 

220,186 
(105,087) 
115,099 

81,750 
138,436 
220,186 

$ 

$ 
$ 

(608,935) 
(12,424) 
(5,920) 
(627,279) 

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

(592,832) 
— 
(7,053) 
(599,885) 

2,527,564 

2,982,885 

2,738,889 

1,150.00 
1.14 

1,169.17 
1.03 

8,000 
— 
8,000 

8,000 
— 
8,000 

— 
0.94 

— 
8,000 
8,000 

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

60,184,382 
22,093 
374,102 
(165,159) 
(76,518) 
60,338,900 

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 

See accompanying Notes to Consolidated Financial Statements.

78 

Consolidated Statements of Cash Flows

December 31,

($ in thousands)
Operating Activities
Net income

Adjustments to reconcile net income to net cash provided by (used in) 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 losses (gains)
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
(Decrease) increase in accrued salaries and benefits
Increase in other assets
Increase in other liabilities
Net cash provided by operating activities

Investing Activities
Purchases of fixed income securities, held-to-maturity
Purchases of fixed income securities, available-for-sale
Purchases of commercial mortgage loans
Purchases of equity securities
Purchases of alternative investments and other investments
Purchases of short-term investments
Sales of fixed income securities, available-for-sale
Proceeds from commercial mortgage loans
Sales of short-term investments
Redemption and maturities of fixed income securities, held-to-maturity
Redemption and maturities of fixed income securities, available-for-sale
Sales of equity securities
Sales of other investments
Distributions from alternative investments and other investments
Purchases 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 (decrease) increase 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.

$ 

79 

2022

2021

2020

$ 

224,886 

403,837 

246,355 

42,336 
18,428 
(12,946) 
43,184 
114,808 
172 

381,176 
200,210 
(25,932) 
(140,500) 
(41,709) 
(10,920) 
(3,092) 
(37,561) 
49,869 
802,409 

(6,691) 
(2,648,974) 
(64,008) 
(26,675) 
(73,408) 
(4,506,500) 
1,211,739 
10,498 
4,513,940 
4,351 
669,211 
186,144 
3,281 
18,664 
(26,019) 
(734,447) 

(9,200) 
(66,920) 
(18,344) 
9,086 
— 
60,000 
(60,000) 
(2,438) 
(87,816) 
(19,854) 
45,063 
25,209 

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 

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, alternative 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").

80 

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 (loss) income 
("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 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.  

Alternative investments 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.  

We categorize distributions from our 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.

We evaluate our alternative investments 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 
investments and have concluded that they are VIEs, but that we are not the primary beneficiary and therefore, consolidation is 
not required.

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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. 

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 (losses) gains 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 Investments for which we have the Intent to Sell
For our 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 (losses) gains” on our Consolidated Statement of Income. 

For our alternative and other investments, if we determine that we intend to sell a holding 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 (losses) gains” on our Consolidated Statement of Income.  

After reviewing our portfolio, if (i) we do not have the intent to sell, or (ii) it is more likely than not we will not be required to 
sell the security before its anticipated recovery, then our intent is to hold the investment securities to maturity and recover the 
decline in valuation as prices accrete to par.  However, our intent may change prior to maturity due to certain types of events, 
which include, but are not limited to, changes in the financial markets, our analysis of an issuer’s credit metrics and prospects, 
changes in tax laws or the regulatory environment, or as a result of significant unforeseen changes in liquidity needs.  As such, 
we may, from time to time, sell invested assets subsequent to the balance sheet date that we did not intend to sell at the balance 
sheet date.  Conversely, we may not sell invested assets that we asserted we intended to sell at the balance sheet date.  Such 
changes in intent are due to events occurring subsequent to the balance sheet date.

ACL on AFS Fixed Income Securities and Short-Term Investments
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 

82 

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 
(losses) gains” 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 
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 (losses) gains” 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, inflation, and rent assumptions 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. 

Credit Losses on Alternative Investments
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.

Credit Losses on Other 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.

83 

If we do not intend to sell a security, and we expect a credit loss on a holding in our alternative or other investments portfolio, 
we record a charge to earnings as a component of “Net realized and unrealized investment (losses) gains” 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 
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.

84 

 
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

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.

Foreign Government

Evaluations are performed using a DCF model and by incorporating observed market yields 
of benchmarks as inputs, adjusting for varied maturities.

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

Based on matrix pricing models prepared by external pricing services.

Methodology

Borrowings from Federal Home 
Loan Banks 

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 

85 

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.

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 $24.6 million, $24.3 million, and $21.5 million for 2022, 2021, and 2020, 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

86 

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 3.5% for 2022, 4.3% for 2021, and 3.0% for 2020. 

(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, 2022, 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
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 estimation 
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 

87 

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.  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 net operating and capital loss carryback

88 

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 taxable and 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.  The evaluation of a valuation allowance 
considers the character of the taxable income, ordinary income versus capital income.   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.   

(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
There was no adoption of accounting pronouncements in 2022.

Pronouncements to be effective in the future
In March 2020, the Financial Accounting Standards Board ("FASB") issued Accounting Standards Update ("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 GAAP guidance 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, 2024, as permitted by the newly issued ASU 2022-06, Reference Rate Reform (Topic 848) - Deferral of the 
Sunset Date of Topic 848.  We are currently evaluating the impact of this guidance, but we do not anticipate its adoption to have 
a material impact on our financial condition and results of operations.

89 

In June 2022, the FASB issued ASU 2022-03, Fair Value Measurement of Equity Securities Subject to Contractual Sale 
Restrictions (“ASU 2022-03”).  ASU 2022-03 clarifies that a contractual sales restriction on an equity security is not considered 
when determining the security's fair value.  This ASU was issued to eliminate diversity in practice by clarifying that contractual 
arrangements restricting an entity's ability to sell the security for a certain period of time is a characteristic of the reporting 
entity and should not be contemplated when determining the security's fair value.  ASU 2022-03 requires new disclosures that 
provide investors with information about the restriction, including the nature and remaining duration of the restriction.  The 
ASU is effective for annual periods beginning after December 15, 2023, including interim periods within those annual periods.  
Early adoption is permitted.  We are currently evaluating the impact of this guidance.

Note 4. Statements of Cash Flows
Supplemental cash flow information for the years ended December 31, 2022, 2021, and 2020 was 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.

2022

2021

2020

$ 

26,639 
75,000 

28,930 
100,000 

8,148 
46 
2,438 

38,106 
— 
— 
1,463 
707 
16,649 
70 

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 

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, 2022

December 31, 2021

$ 

$ 

26 

25,183 

25,209 

455 

44,608 

45,063 

Amounts in restricted cash represent cash received from the National Flood Insurance Program ("NFIP") that can only be used 
to pay flood claims under the Write Your Own program.  Restricted cash was elevated at December 31, 2021, primarily to pay 
Hurricane Ida flood claims.

90 

Note 5. Investments
(a) Net unrealized losses and gains on investments included in "Other comprehensive (loss) income" ("OCI") by asset class
were as follows for the years ended December 31, 2022, 2021, and 2020:

($ in thousands)
AFS securities:
Fixed income securities
Total AFS securities

HTM securities:
Fixed income securities
Total HTM securities

Short-term securities

Total net unrealized (losses) gains
Deferred income tax 
Net unrealized (losses) gains, net of deferred income tax

2022

2021

2020

$ 

(527,926) 
(527,926) 

228,947 
228,947 

386,380 
386,380 

— 
— 

35 

(4)
(4)

20 

7
7

6

(527,891) 
110,857 
(417,034) 

228,963 
(48,082) 
180,881 

386,393 
(81,142) 
305,251 

(Decrease) increase in net unrealized (losses) gains in OCI, net of deferred income tax

$ 

(597,915) 

(124,370) 

134,857 

(b) Information regarding our AFS securities as of December 31, 2022 and December 31, 2021 were as follows:

December 31, 2022

($ 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

December 31, 2021

($ 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

209,528 
11,199 
965,231 
2,558,655 
1,607,660 
1,169,546 
663,935 
7,185,754 

Cost/
Amortized
Cost

Allowance for
Credit Losses

Unrealized
Gains

Unrealized
Losses

Fair
Value

— 
(284)
(1,024) 
(30,330) 
(2,375) 
(11,597) 
(111)
(45,721) 

37 
—
1,812
3,509
2,408
1,148
348
9,262 

(20,326) 
(1,307) 
(48,001) 
(196,809) 
(121,720) 
(99,265) 
(49,760) 
(537,188) 

189,239 
9,608 
918,018 
2,335,025 
1,485,973 
1,059,832 
614,412 
6,612,107 

Allowance for
Credit Losses

Unrealized
Gains

Unrealized
Losses

Fair
Value

127,974 
15,420 
1,121,422 
2,478,348 
1,343,687 
756,280 
647,622 
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 

$ 

$ 

$ 

$ 

91 

The following tables provide a roll forward of the allowance for credit losses on our AFS fixed income securities for the years 
indicated:

Total AFS fixed income securities

$ 

2022

($ in thousands)

Foreign government
Obligations of states and political 
subdivisons
Corporate securities
CLO and other ABS
RMBS
CMBS

2021

($ in thousands)

Foreign government
Obligations of states and political 
subdivisons
Corporate securities

CLO and other ABS

RMBS

CMBS

Beginning 
Balance

$ 

46 

137 
6,682 
939 
1,909 
11 
9,724 

$ 

1 

4 

2,782 

592 

561 

29 

Current 
Provision for 
Securities 
without 
Prior 
Allowance

291 

1,087 
30,670 
2,158 
245 
110 
34,561 

Initial
Allowance for
Purchased
Credit
Deteriorated
Assets with
Credit
Deterioration
— 

— 
— 
— 
8,318 
— 
8,318 

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

4 

(57)

(6)
3,714 
(652)
1,558 
(10)
4,608 

(194)
(6,902)
(50)
(433)
— 
(7,636) 

—

—
(3,834) 
(20)
—
—
(3,854) 

Current 
Provisions for 
Securities without 
Prior Allowance

Beginning 
Balance

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)

Ending 
Balance
284 

1,024 
30,330 
2,375 
11,597 
111 
45,721 

Ending 
Balance

46 

137 

6,682 

939 

1,909 

11 

— 

— 

(170)

— 

— 

— 

Total AFS fixed income securities

$ 

3,969 

(170)

9,724 

During 2022 or 2021, we had no write-offs or recoveries of our AFS fixed income securities.

As disclosed in Note 2. "Summary of Significant Accounting Policies," we do not evaluate accrued interest on our AFS 
securities for expected credit loss as we write-off these balances in a timely manner.  Accrued interest on AFS securities was 
$56.4 million as of December 31, 2022, and $46.3 million as of December 31, 2021.  We did not record any material write-offs 
of accrued interest during 2022 or 2021.

(c) Quantitative information about unrealized losses on our AFS portfolio follows:

December 31, 2022

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

$ 

$ 

166,975 
5,573 
681,795 
1,889,492 
916,423 
887,229 
512,953 
5,060,440 

(13,658) 
(608)
(43,767) 
(164,197) 
(69,155) 
(76,432) 
(37,815) 
(405,632) 

16,011 
2,456
16,618
133,223
411,283
108,041
77,181
764,813 

(6,668) 
(699)
(4,234) 
(32,612) 
(52,565) 
(22,833) 
(11,945) 
(131,556) 

182,986 
8,029
698,413
2,022,715 
1,327,706 
995,270 
590,134 
5,825,253 

(20,326) 
(1,307) 
(48,001) 
(196,809) 
(121,720) 
(99,265) 
(49,760) 
(537,188) 

92 

 
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) 

We currently do not intend to sell any of the securities summarized in the tables above, nor will we be required to sell any of 
them.  The increase in gross unrealized losses as December 31, 2022, compared to December 31, 2021, was driven by an 
increase in benchmark U.S. Treasury rates and a widening of credit spreads, with the increase in interest rates having the most 
significant impact.  The severity of impairment on these securities is less than 10% at both periods.  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 beyond the 
allowance for credit loss recorded as of December 31, 2022.  This conclusion reflects our current judgment about the financial 
position and future prospects of the entities that issued the investment security and underlying collateral. 

(d) AFS and HTM fixed income securities at December 31, 2022, by contractual maturity are shown below.  The maturities of
mortgage-backed securities were calculated using each security's estimated average life.  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.

($ 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

$ 

$ 

324,394 
2,928,594 
2,600,001 
759,118 
6,612,107 

HTM

Carrying Value
6,093 
3,779 
21,285 
— 
31,157 

Fair Value

6,090 
3,798 
19,949 
— 
29,837 

(e) The following table summarizes our alternative investment portfolio by strategy:

($ in thousands)
Alternative investments

Private equity
Private credit
Real assets

Total alternative investments

December 31, 2022

December 31, 2021

Carrying
Value

Remaining
Commitment

Maximum
Exposure to Loss

Carrying
Value

Remaining
Commitment

Maximum
Exposure to Loss

$ 

280,980 
54,866 
35,470 
371,316 

134,676 
89,481 
21,945 
246,102 

415,656 
144,347 
57,415 
617,418 

273,070 
63,138 
23,524 
359,732 

99,734 
92,674 
22,579 
214,987 

372,804 
155,812 
46,103 
574,719 

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 2022 or 2021.

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.

93 

•

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.

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 alternative 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

2022

2021

$ 

114,038 
128,158 
15,464 
112,694 

107,347 
112,232 
12,371 
99,861 

94 

Income Statement Information
12 months ended September 30,
($ in millions)
Net investment income (loss)
Realized gains
Net change in unrealized appreciation
Net income

Alternative investment income included in "Net investment income earned" on our 
Consolidated Statements of Income

2022

2021

2020

$ 

$ 

765 
12,590 
(5,215) 
8,140 

23.0 

653 
6,121 
26,877 
33,651 

117.7 

(26) 
1,452 
4,898 
6,324 

26.5 

(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, 2022 or December 31, 2021.

(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, we
had certain securities on deposit with various state and regulatory agencies at December 31, 2022 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, 2022:

($ in millions)

U.S. government and government agencies

Obligations of states and political subdivisions

RMBS

CMBS

Total pledged as collateral

 FHLBI  
Collateral

FHLBNY  
Collateral

Regulatory 
Deposits

Total

$ 

$ 

— 

— 

61.4 

4.6 

66.0 

— 

— 

28.8 

9.6 

38.4 

19.3 

3.6 

— 

— 

22.9 

19.3 

3.6 

90.2 

14.2 

127.3 

(h) The components of pre-tax net investment income earned were as follows:

($ in thousands)

Fixed income securities

CMLs

Equity securities

Short-term investments

Alternative investments

Other investments

Investment expenses

2022

2021

2020

$ 

259,918 

5,555 

13,554 

3,997 

23,003 

258 

(18,130) 

288,155 

209,709 

2,743 

15,920 

260 

117,701 

359 

(20,103) 

326,589 

203,926 

844 

9,286 

1,821 

26,504 

418 

(15,692) 

227,107 

Net investment income earned

$ 

(i) The following table summarizes net realized and unrealized investment gains and losses for the periods indicated:

($ in thousands)
Gross gains on sales
Gross losses on sales

Net realized (losses) gains on disposals
Net unrealized (losses) gains on equity securities
Net credit loss (expense) on fixed income securities, AFS
Net credit loss (expense) benefit on fixed income securities, HTM
Net credit loss (expense) on CMLs
Losses on securities for which we have the intent to sell
Net realized and unrealized investment (losses) gains

2022

2021

2020

$ 

$ 

28,419 
(60,055) 
(31,636) 
(32,127) 
(39,169) 
63 
(116)
(11,823) 
(114,808) 

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) 

Net realized and unrealized investment losses in 2022 were primarily driven by (i) a decrease in valuations reflecting the current 
public equities market, (ii) active trading of our fixed income securities in an effort to opportunistically increase yield given the 
rising interest rate environment, and (iii) higher credit loss expense on our AFS fixed income securities portfolio.

95 

Net unrealized losses and gains recognized in income on equity securities, as reflected in the table above, included the 
following:

($ in thousands)

2022

2021

2020

Unrealized (losses) gains recognized in income on equity securities:

On securities remaining in our portfolio at end of period

On securities sold in period

Total unrealized (losses) gains recognized in income on equity securities

$ 

$ 

(10,454) 

(21,673) 

(32,127) 

16,473 

1,408 

17,881 

7,936 

3 

7,939 

Proceeds from the sales of AFS fixed income securities were $1,211.7 million, $502.9 million, and $487.1 million in 2022, 
2021, and 2020, respectively.  Proceeds from the sales of equity securities were $186.1 million, $99.2 million, and $1.3 million 
in 2022, 2021, and 2020, respectively.

Note 6. Comprehensive Income
(a) The components of comprehensive income, both gross and net of tax, for 2022, 2021, and 2020 are as follows:

2022
($ 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 losses on disposals and intent-to-sell AFS securities
Credit loss expense

Total unrealized losses 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 loss
Comprehensive loss

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

96 

Gross

Tax

Net

$ 

280,186 

55,300 

224,886 

(668,107) 
(187,968) 

4 
60,048 
39,169 
(756,854) 

(140,302) 
(39,473) 

1 
12,610 
8,225 
(158,939) 

(527,805) 
(148,495) 

3 
47,438 
30,944 
(597,915) 

(20,941) 

(4,398) 

(16,543) 

1,668 
(19,273) 
(776,127) 
(495,941) 

$ 

351 
(4,047) 
(162,986) 
(107,686) 

1,317 
(15,226) 
(613,141) 
(388,255) 

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 

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 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

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 

(b) The balances of, and changes in, each component of AOCI (net of taxes) as of December 31, 2022 and 2021 were as
follows:

Net Unrealized (Losses) Gains on Investment Securities

Credit Loss 
Related1

All Other

$ 

HTM Related

($ in thousands)
Balance, December 31, 2020
OCI before reclassifications
Amounts reclassified from AOCI
Net current period OCI
Balance, December 31, 2021
OCI before reclassifications
Amounts reclassified from AOCI
Net current period OCI
Balance, December 31, 2022
$ 
1Represents change in unrealized loss on securities with credit loss recognized in earnings. 

(2,546) 
(7,159) 
5,418 
(1,741) 
(4,287) 
(148,495) 
30,944 
(117,551) 
(121,838) 

6 
— 
(9)
(9)
(3)
— 
3 
3 
— 

307,790 
(119,598) 
(3,022)
(122,620)
185,170 
(527,805) 
47,438 
(480,367) 
(295,197) 

Investments 
Subtotal

305,250 
(126,757) 
2,387 
(124,370) 
180,880 
(676,300) 
78,385 
(597,915) 
(417,035) 

Defined Benefit 
Pension and 
Post-retirement 
Plans

Total AOCI

(85,064) 
17,093 
2,190 
19,283 
(65,781) 
(16,543) 
1,317 
(15,226) 
(81,007) 

220,186 
(109,664) 
4,577 
(105,087) 
115,099 
(692,843) 
79,702 
(613,141) 
(498,042) 

97 

The reclassifications out of AOCI are as follows:

($ in thousands)
HTM related

Year ended 
December 31, 2022

Year ended 
December 31, 2021

Affected Line Item in the Consolidated 
Statements of Income

Unrealized gains on HTM disposals
Amortization of net unrealized losses on HTM 
securities

$ 

Net realized losses (gains) on disposals and losses on 
intent-to-sell AFS securities

Net realized losses (gains) 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

(7)

11 
4 
(1) 
3 

60,048 
60,048 
(12,610) 
47,438 

39,169 
39,169 
(8,225) 
30,944 

359 
1,309 
1,668 
(351)
1,317 

(14)  Net realized and unrealized investment (losses) gains

3  Net investment income earned

(11)

Income before federal income tax
2  Total federal income tax expense
(9) Net income 

(3,825)  Net realized and unrealized investment (losses) gains
(3,825)  Income before federal income tax
803  Total federal income tax expense

(3,022)  Net income

6,858  Net realized and unrealized investment (losses) gains
6,858 
Income before federal income tax
(1,440)  Total federal income tax expense
5,418  Net income

638  Loss and loss expense incurred

2,134  Other insurance expenses
2,772 
Income before federal income tax
(582)  Total federal income tax expense
2,190  Net income 

Total reclassifications for the period

$ 

79,702 

4,577  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, 2022 and 2021:

($ in thousands)

Financial Liabilities

Long-term debt:

7.25% Senior Notes

6.70% Senior Notes
5.375% Senior Notes

3.03% Borrowings from FHLBI

 Subtotal long-term debt

 Unamortized debt issuance costs

Finance lease obligations

Total long-term debt

December 31, 2022

December 31, 2021

Carrying Amount

Fair Value

Carrying Amount

Fair Value

$ 

$ 

49,921 

99,542 
294,424 

60,000 

503,887 

(2,929) 

3,718 

504,676 

51,705 

99,264 
258,459 

57,175 

466,603 

$ 

49,917 

99,520 
294,330 

60,000 

503,767 

(3,167) 

5,450 

506,050 

63,719 

127,574 
395,652 

64,126 

651,071 

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.

98 

The following tables provide quantitative disclosures of our financial assets that were measured and recorded at fair value at 
December 31, 2022 and 2021:

December 31, 2022

($ 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

189,239 

9,608 

918,018 

2,335,025 

1,485,973 

1,059,832 

614,412 

6,612,107 

160,355 

1,645 

162,000 

440,456 

Total assets measured at fair value

$ 

7,214,563 

109,240 

— 

— 

— 

— 

— 

— 

109,240 

55,846 

1,645 

57,491 

418,199 

584,930 

79,999 

9,608 

911,357 

2,147,045 

1,332,631 

1,059,832 

614,037 

6,154,509 

— 

— 

— 

22,257 

6,176,766 

— 

— 

6,661 

187,980 

153,342 

— 

375 

348,358 

897 

— 

897 

— 

349,255 

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 

60,615 

— 

— 

— 

— 

— 

— 

60,615 

249,846 

2,088 

251,934 

442,723 

69,843 

15,860 

1,181,563 

2,459,476 

1,225,905 

776,007 

669,425 

6,398,079 

— 

— 

— 

5,140 

— 

— 

7,745 

114,127 

124,909 

245 

4,256 

251,282 

— 

— 

— 

— 

Total assets measured at fair value

251,282 
1Investments amounting to $103.6 million and $83.6 million at December 31, 2022 and December 31, 2021, 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.

7,493,376 

6,403,219 

755,272 

$ 

99 

The following tables provide a summary of Level 3 changes for the years indicated:

2022

($ in thousands)
Fair value, December 31, 2021

Total net (losses) gains for the period included in:
OCI
Net realized and unrealized investment (losses) gains
Net investment income earned

Purchases
Sales
Issuances
Settlements
Transfers into Level 3
Transfers out of Level 3
Fair value, December 31, 2022

Obligations of 
states and political 
subdivisions

$ 

$ 

7,745 

(985)
(99)
— 
— 
— 
— 
— 
— 
— 
6,661 

Corporate 
Securities
114,127 

CLO and 
Other ABS
124,909 

RMBS

CMBS

245 

4,256 

(23,624)
(2,414)
68 
99,868 
— 
— 
(10,148) 
19,214 
(9,111) 
187,980 

(11,287) 
(876)
229 
100,406 
— 
— 
(12,361) 
502 
(48,180) 
153,342 

(17)
—
—
—
—
—
(11)
— 
(217)
— 

(481)
— 
45 
— 
— 
— 
(15)
— 
(3,430)
375 

Common 
Stock

— 

— 
— 
— 
— 
— 
— 
— 
897 
— 
897 

Total
  251,282 

(36,394) 
(3,389) 
342 
  200,274 
— 
— 
(22,535) 
20,613 
(60,938) 
  349,255 

Change in unrealized losses for the period included in 
earnings for assets held at period end
Change in unrealized losses for the period included in 
OCI for assets held at period end

(99)

(2,399)

(876)

—

— 

— 

(3,374) 

(985)

(23,630)

(11,246) 

(17)

(481)

— 

(36,359) 

2021

($ in thousands)
Fair value, December 31, 2020
Total net (losses) gains for the period included in:

OCI
Net realized and unrealized investment (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

Obligations of 
states and political 
subdivisions

Corporate 
Securities

CLO and 
Other ABS

RMBS

CMBS

$ 

2,894 

70,700 

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)

$ 

— 

—
—
— 
249 
— 
— 
(4)
— 
— 
245 

—

—

— 

(196)
5 
19 
98 
— 
— 
(52)
4,382 
— 
4,256 

Total
129,969 

681 
(270) 
62 
141,891 
— 
— 
(5,761) 
21,808 
(37,098) 
251,282 

5 

(270) 

(196)

681 

The following tables present quantitative information about the significant unobservable inputs used in the fair value 
measurements of Level 3 assets at December 31, 2022 and 2021:

December 31, 2022

($ 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

$ 

$ 

81,867  Discounted Cash Flow Illiquidity Spread
59,452  Discounted Cash Flow Illiquidity Spread

(4.4)% - 5.3%
0.01% - 19.6%

1.3%
2.5%

141,319 
207,936 
349,255 

100 

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

Discounted Cash Flow
Discounted Cash Flow

Illiquidity Spread
Illiquidity Spread

0.3% - 3.0%
0.7% - 8.0%

$ 

$ 

54,135 
34,903 
89,038 
162,244 
251,282 

Weighted 
Average

(1.2)%
(2.1)%

1Other is comprised of broker quotes or other third-party pricing for which there is a lack of transparency into 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.

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 at fair 
value, but were disclosed as such at December 31, 2022 and 2021:

December 31, 2022

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)

$ 

$ 

$ 

$ 

$ 

3,405 
26,432 
29,837 

139,243 

51,705 
99,264 
258,459 
57,175 
466,603 

— 
— 
— 

— 

— 
— 
— 
— 
— 

3,405 
26,432 
29,837 

— 
— 
— 

— 

139,243 

51,705 
99,264 
258,459 
57,175 
466,603 

— 
— 
— 
— 
— 

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 

101 

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 2022 and 2021:

($ in thousands)
Balance at beginning of year
Current period change for expected credit losses
Write-offs charged against the allowance for credit losses
Recoveries
ACL, end of year

December 31, 2022

December 31, 2021

$ 

$ 

13,600 
6,065 
(4,978) 
1,413 
16,100 

21,000 
1,291 
(9,343) 
652 
13,600 

In 2022, we recognized an additional allowance for credit losses on premiums receivable of $7.5 million, excluding the impact 
of write-offs.  The additional allowance consisted of a reserve of $9.3 million on 2022 premiums based on our historical write-
off percentages and assumptions, partially offset by a $1.8 million allowance reduction on 2021 and older policies, primarily 
impacted by the COVID-19 pandemic, for which the credit loss did not fully materialize.

In 2021, we recognized an additional allowance for credit losses on premiums receivable of $1.9 million, excluding the impact 
of write-offs.  The additional allowance consisted of a reserve of $8.3 million on 2021 premiums based on our historical write-
off percentages and assumptions, partially offset by a $6.4 million allowance reduction on older policies, primarily impacted by 
the COVID-19 pandemic, for which the credit loss did not fully materialize, as mentioned above.

For a discussion of the methodology used to evaluate our estimate of expected credit losses on premiums receivable, refer to 
Note 2. "Summary of Significant Accounting Policies."

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 2023, our deductible, before tax, is approximately $480 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.   

102 

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, 2022 and 2021:

($ in thousands)
Financial strength rating of rated reinsurers

A++
A+
A
A-

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-

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

December 31, 2022

Current

Past Due

Total Reinsurance 
Recoverables

46,282  $ 

425,395 
106,102 
7,148 
584,927  $ 

180,794  $ 
13,678 

194,472  $ 

1  $ 

3,191 
1,315 
89 
4,596  $ 

—  $ 

415 
415  $ 

779,399  $ 

5,011  $ 

$ 

46,283 
428,586 
107,417 
7,237 
589,523 

180,794 
14,093 
194,887 

784,410 
(1,600) 
782,810 

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 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

The $109.3 million increase in "Total rated reinsurers" as of December 31, 2022, compared to December 31, 2021, was 
primarily due to reserves recorded for Winter Storm Elliott, which impacted 37 states, 26 of which are in our Standard 
Commercial Lines footprint.  Additionally, the $64.4 million increase in "Federal and state pools" as of December 31, 2022, 
compared to December 31, 2021, was primarily due to NFIP reserves recorded for flood losses in Florida and surrounding 
states as a result of Hurricane Ian, which are 100% ceded to the NFIP.

The following table provides a roll forward of the allowance for credit losses on our reinsurance recoverable balance for 2022 
and 2021:

($ in thousands)
Balance at beginning of year
Current period change for expected credit losses
Write-offs charged against the allowance for credit losses
Recoveries
ACL, end of year

December 31, 2022

December 31, 2021

$ 

$ 

1,600  $ 
— 
— 
— 
1,600  $ 

1,777 
(177) 
— 
— 
1,600 

For a discussion of the methodology used to evaluate our estimate of expected credit losses on our reinsurance recoverable 
balance, refer to Note 2. "Summary of Significant Accounting Policies."

103 

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, 2022
% of 
Reinsurance 
Balance

Reinsurance 
Balances

As of December 31, 2021
% of 
Reinsurance 
Balance

Reinsurance 
Balances

$ 

$ 

$ 

$ 

782,810 
172,371 
955,181 

276,541 
45,496 
3,488 
325,525 
629,656 

127,106 
124,706 
70,957 
36,525 
32,730 
239,232 
631,256 
(1,600) 
629,656 
(126,167) 
503,489 

$ 

$ 

$ 

$ 

 29 %
 5 
 — 
 34 
 66 

 13 
 13 
 8 
 4 
 3 
 25 
 66 %

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 %

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 lists direct, assumed, and ceded reinsurance amounts for premiums written, premiums earned, and loss and 
loss expense incurred for the indicated periods:

($ in thousands)
Premiums written:
Direct
Assumed
Ceded
Net
Premiums earned:
Direct
Assumed
Ceded
Net
Loss and loss expense incurred:
Direct
Assumed
Ceded
Net

2022

2021

2020

4,068,518 
32,320 
(527,248) 
3,573,590 

3,880,522 
30,742 
(537,884) 
3,373,380 

2,537,638 
23,160 
(449,020) 
2,111,778 

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 

$ 

$ 

$ 

$ 

$ 

$ 

104 

Ceded premiums written, ceded premiums earned, and ceded loss and loss expense 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

2022

2021

2020

$ 

(259,246) 
(274,100) 
(200,467) 

(284,311) 
(274,384) 
(215,224) 

(274,042) 
(271,598) 
(78,993) 

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

$ 

2022
4,580,903 
578,641 
4,002,262 

2,190,668 
(78,890) 
2,111,778 

768,583 
958,149 
1,726,732 
4,387,308 
757,513 
5,144,821 

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 

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 $385.0 million in 2022, $296.2 million in 2021, and $183.1 million in 2020. 
The loss and loss expense reserves are net of anticipated recoveries for salvage and subrogation claims, which amounted to 
$91.3 million for 2022, $87.0 million for 2021, and $80.9 million for 2020.  The increase in net loss and loss expense reserves 
in 2022 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 
2022, we experienced overall net favorable prior year loss reserve development of $78.9 million, compared to $82.9 million in 
2021 and $72.9 million in 2020.

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
Bonds
Homeowners
Personal Automobile
E&S Casualty Lines
E&S Property Lines
Other
Total

2022

2021

2020

$ 

$ 

(5.0) 
22.5 
(70.0) 
(7.3) 
(1.6) 
(10.0) 
(0.6) 
0.5 
(5.0) 
(2.5) 
0.1 
(78.9) 

(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) 

The Insurance Subsidiaries had $78.9 million of favorable prior year reserve development during 2022, which included $86.0 
million of net favorable casualty reserve development and $7.1 million of unfavorable property reserve development.  The net 
favorable casualty reserve development was largely driven by the workers compensation line of business, which was impacted 
by continued favorable medical trends in accident years 2020 and prior, and favorable inception-to-date claim frequencies in 
accident year 2020.  Partially offsetting this net favorable reserve development was $15.0 million of unfavorable casualty 

105 

reserve development in the commercial auto line of business ($22.5 million net of property reserve development), primarily 
driven by increased loss severities in accident year 2021.

The Insurance Subsidiaries had $82.9 million of favorable prior 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 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.

(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, day-care facilities, 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 highly unpredictable and may be reported over an extended period of time.  In addition to legislative changes
that increase our exposure, 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 or our 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 highly unpredictable and may be reported over an extended period of time.  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.  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.  

106 

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

2022

Gross

Net

$ 

$ 

5.9 
11.8 
10.1 
27.8 

4.7 
7.5 
8.1 
20.3 

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

2022

2021

2020

Gross

Net

Gross

Net

Gross

Net

$ 

$ 

$ 

$ 

$ 

$ 

6,115 
8 
(232)
5,891 

21,658 
696 
(477)
21,877 

27,773 
704 
(709)
27,768 

4,884 
8 
(232)
4,660 

16,191 
(213)
(309)
15,669 

21,075 
(205)
(541)
20,329 

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 

107 

(d) The following is information about incurred and paid claims development as of December 31, 2022, net of reinsurance, as
well as 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.

The tables below also include information regarding reported 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.  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.  The cumulative number of reported claims for each accident year in the tables below are updated with 
information available as of December 31, 2022.  Therefore, the claim counts presented for the more recent accident years may 
not be representative of the ultimate claim counts, as they are for the more mature accident years presented. 

All Lines
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$ 1,044,142   1,062,045 

 1,047,230 

 1,021,007 

 1,002,316 

987,763 

984,858 

973,739 

957,958 

951,813 

 1,107,513 

 1,133,798 

 1,146,990 

 1,124,014 

 1,104,218 

 1,100,208 

 1,089,529 

 1,094,367 

 1,090,345 

 1,114,081 

 1,130,513 

 1,144,830 

 1,138,313 

 1,119,441 

 1,108,860 

 1,103,592 

 1,103,543 

 1,188,608 

 1,203,634 

 1,227,142 

 1,199,734 

 1,180,829 

 1,171,273 

 1,167,539 

 1,270,110 

 1,313,372 

 1,313,585 

 1,288,526 

 1,268,941 

 1,273,039 

33,631 

42,087 

45,698 

67,934 

84,415 

 1,413,800 

 1,461,603 

 1,457,415 

 1,441,303 

 1,425,540 

  153,214 

 1,483,945 

 1,523,041 

 1,526,566 

 1,529,859 

  272,639 

 1,591,972 

 1,587,607 

 1,550,195 

  395,519 

 1,784,661 

 1,781,054 

  636,984 

 2,073,343 

 1,089,571 

Total

 13,946,270 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

91,959

95,835

95,173

95,944

99,877

107,095

104,096

94,752

97,914

94,382

All Lines
(in thousands)

Accident 
Year

2013

2014

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited
2017

2016

2018

2015

2019

2020

2021

2022

$ 

335,956 

518,872 

405,898 

644,475 

614,075 

376,641 

748,758 

736,154 

581,203 

387,272 

833,823 

855,959 

725,385 

617,958 
433,440 

872,331 

936,425 

845,868 

764,331 
678,453 

511,271 

2013

2014

2015

2016
2017

2018

2019

2020

2021

2022

891,841 

904,825 

911,657 

916,769 

981,868 

1,002,157 

1,020,961 

1,032,400 

929,222 

892,390 
829,134 

779,466 

510,091 

967,857 

1,000,509 

1,018,023 

983,852 
954,792 

1,025,264 
1,050,258 

1,061,952 
1,116,336 

942,893 

1,083,556 

1,187,744 

781,462 

572,302 

949,996 

1,109,628 

831,976 

609,889 

988,463 

934,965 

699,789 

Total

10,066,069 

All outstanding liabilities before 2013, net of reinsurance

379,073 

Liabilities for loss and loss expenses, net of reinsurance

4,259,274 

108 

General Liability
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  250,609 

251,421 

239,776 

225,709 

210,785 

203,831 

202,697 

195,697 

192,782 

189,594 

244,312 

249,946 

257,132 

239,333 

234,082 

237,125 

229,679 

230,247 

228,933 

254,720 

245,710 

246,990 

233,249 

219,204 

214,176 

211,768 

210,137 

277,214 

272,048 

277,986 

263,245 

252,733 

246,643 

243,669 

293,747 

293,128 

301,384 

289,883 

278,607 

283,379 

317,934 

336,326 

345,224 

332,013 

324,567 

12,561 

18,901 

19,932 

30,556 

46,761 

92,627 

347,150 

356,363 

358,301 

366,184 

  154,311 

361,554 

360,302 

352,834 

  201,089 

422,748 

414,279 

  287,278 

482,590 

  409,505 

Total

 3,096,166 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

10,462

10,704

10,565

10,825

11,324

11,802

11,575

9,645

10,136

8,988

General Liability
(in thousands)

Accident 
Year

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

12,789 

35,113 

14,901 

72,127 

46,825 

14,665 

104,587 

79,972 

39,978 

15,684 

139,114 

121,969 

78,668 

46,549 

17,366 

153,628 

154,957 

116,804 

89,431 

49,470 

19,531 

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

163,764 

179,192 

144,216 

133,757 

92,355 

60,784 

18,097 

169,847 

187,352 

157,071 

164,136 

131,980 

108,421 

58,284 

21,858 

172,983 

198,772 

173,697 

181,770 

167,002 

155,538 

100,206 

58,699 

28,069 

174,987 

204,212 

179,117 

199,032 

201,948 

197,286 

160,680 

100,356 

71,664 

31,502 

All outstanding liabilities before 2013, net of reinsurance

113,263 

Liabilities for loss and loss expenses, net of reinsurance

1,688,645 

Total

1,520,784 

Workers Compensation
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  199,794 

194,318 

187,658 

173,160 

166,662 

162,787 

159,767 

157,645 

153,436 

149,975 

199,346 

187,065 

182,579 

172,515 

164,420 

160,646 

159,604 

161,021 

158,479 

193,729 

194,639 

183,604 

179,642 

176,242 

172,572 

170,577 

169,008 

196,774 

184,946 

176,248 

166,009 

156,540 

155,210 

151,961 

195,202 

184,306 

175,853 

162,672 

154,159 

151,221 

193,894 

193,818 

181,151 

173,428 

167,974 

188,625 

188,596 

174,912 

164,940 

168,643 

168,594 

159,229 

185,198 

185,151 

16,818 

17,598 

18,790 

21,205 

19,961 

25,963 

32,088 

44,323 

74,474 

207,206 

 116,968 

Total

 1,665,144 

109 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

11,385

10,498

10,554

10,586

10,813

11,133

10,324

7,534

8,547

8,517

Workers Compensation
(in thousands)

Accident 
Year

2013

2014

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance
Unaudited
2017

2016

2015

2019

2018

2020

2021

2022

$ 

36,829 

74,568 

35,924 

96,376 

78,944 

33,857 

109,739 

100,876 

77,320 

34,525 

118,669 

113,626 

98,195 

78,531 

40,375 

124,130 

119,392 

112,601 

98,037 

82,216 

41,122 

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

126,822 

124,077 

120,097 

109,166 

100,645 

84,780 

37,826 

129,224 

127,858 

124,046 

115,159 

110,645 

105,903 

77,878 

29,559 

130,467 

130,726 

129,019 

119,800 

116,426 

119,904 

100,812 

68,277 

32,918 

131,390 

132,809 

132,235 

122,186 

120,468 

126,206 

112,649 

87,211 

76,015 

45,814 

All outstanding liabilities before 2013, net of reinsurance

Liabilities for loss and loss expenses, net of reinsurance

230,858 

809,019 

Total

1,086,983 

Commercial Automobile
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  188,289 

205,282 

209,197 

207,994 

210,410 

207,975 

209,602 

208,040 

207,554 

207,564 

200,534 

212,725 

216,824 

219,925 

218,172 

217,334 

216,461 

214,992 

214,816 

220,994 

240,958 

253,074 

259,495 

260,565 

261,386 

262,054 

262,766 

255,187 

274,367 

285,302 

285,304 

290,359 

291,674 

294,297 

301,274 

329,389 

324,291 

322,197 

326,461 

325,654 

347,908 

352,487 

345,547 

350,310 

348,202 

385,212 

398,346 

404,854 

407,051 

381,654 

381,163 

375,636 

535 

516 

1,627 

2,635 

4,664 

11,375 

32,019 

70,872 

483,831 

512,673 

  155,984 

572,421 

  278,004 

Total

 3,521,080 

Commercial Automobile
(in thousands)

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

26,221

28,263

30,085

32,041

33,345

36,002

36,375

30,343

36,843

36,909

Accident 
Year

2013

2014

2015

2016

$ 

76,469 

109,893 

80,810 

140,015 

117,169 

91,347 

169,850 

148,884 

132,260 

106,022 

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2018

2019

2020

2021

2022

200,750 

202,821 

211,515 

200,701 

178,823 

134,867 

202,622 

209,655 

238,142 

233,939 

220,422 

193,788 

149,538 

205,064 

212,481 

249,905 

264,858 

262,349 

243,713 

221,590 

139,016 

206,162 

213,689 

255,600 

277,242 

296,600 

291,725 

283,410 

198,034 

187,200 

206,641 

213,847 

257,668 

284,870 

309,810 

319,819 

331,152 

254,365 

283,411 

216,180 

All outstanding liabilities before 2013, net of reinsurance

4,650 

Liabilities for loss and loss expenses, net of reinsurance

847,967 

Total

2,677,763 

Unaudited
2017

189,626 

180,701 

175,866 

155,720 

117,287 

110 

Businessowners' Policies
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  49,617 

42,618 

55,962 

41,005 

60,949 

52,871 

40,624 

62,548 

53,768 

52,335 

41,369 

59,806 

57,245 

53,792 

46,624 

39,709 

58,517 

55,925 

54,993 

48,698 

55,024 

39,699 

58,093 

54,454 

53,835 

51,524 

57,202 

53,531 

39,358 

57,302 

52,325 

53,367 

48,067 

62,427 

59,466 

71,836 

38,930 

57,483 

52,200 

53,147 

43,606 

60,393 

64,667 

73,680 

66,312 

38,984 

57,355 

52,514 

53,201 

42,374 

56,625 

65,762 

73,077 

63,648 

86,194 

169 

96 

608 

828 

879 

3,125 

8,181 

7,630 

10,539 

33,995 

Total

589,734 

Businessowners' Policies
(in thousands)

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

3,484

4,067

3,968

3,854

3,895

4,262

3,639

5,421

3,454

3,074

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

17,412 

26,592 

28,914 

30,845 

40,584 

24,189 

34,760 

44,911 

36,014 

24,655 

37,993 

49,460 

42,710 

36,848 

21,865 

38,464 

52,940 

46,571 

39,973 

31,337 

29,995 

39,085 

55,458 

49,073 

45,308 

36,950 

39,791 

27,718 

39,212 

55,708 

49,839 

48,786 

40,359 

44,316 

41,587 

43,376 

39,440 

55,729 

50,005 

50,536 

39,940 

48,144 

46,113 

57,210 

34,412 

39,445 

56,861 

51,120 

52,070 

40,845 

51,239 

52,887 

60,596 

47,436 

36,421 

All outstanding liabilities before 2013, net of reinsurance

9,657 

Liabilities for loss and loss expenses, net of reinsurance

110,471 

Total

488,920 

Commercial Property
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  88,101 

90,639 

90,103 

90,005 

90,436 

90,278 

90,218 

90,486 

90,461 

90,799 

141,192 

136,249 

136,820 

138,751 

138,155 

136,212 

136,237 

136,151 

136,112 

110,270 

109,513 

111,750 

111,566 

112,496 

112,582 

112,937 

112,915 

121,927 

126,185 

125,937 

124,487 

123,567 

123,005 

123,126 

138,773 

149,106 

149,044 

153,664 

154,119 

154,942 

183,177 

190,834 

192,558 

194,016 

196,413 

173,826 

177,075 

179,574 

180,605 

232,060 

225,278 

226,107 

246,319 

239,822 

4 

5 

9 

14 

20 

47 

230 

2,023 

4,672 

297,318 

56,716 

Total

 1,758,159 

111 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

5,716

6,517

6,407

6,743

6,906

8,293

7,315

10,147

7,942

7,224

Commercial Property
(in thousands)

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

60,244 

87,874 

101,131 

90,446 

132,909 

79,048 

90,350 

136,634 

106,182 

83,966 

90,840 

137,883 

109,829 

118,789 

99,047 

90,696 

137,418 

110,994 

122,930 

142,338 

135,416 

90,646 

136,008 

110,969 

123,828 

148,589 

184,813 

130,891 

90,917 

135,928 

112,117 

123,601 

152,018 

192,698 

172,768 

164,613 

90,891 

136,141 

112,410 

122,909 

153,750 

193,487 

177,825 

215,107 

161,757 

91,206 

136,107 

112,391 

123,265 

154,689 

196,376 

179,538 

220,953 

227,259 

186,677 

All outstanding liabilities before 2013, net of reinsurance

579 

Liabilities for loss and loss expenses, net of reinsurance

130,277 

Total

1,628,461 

Personal Automobile
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  108,417 

109,620 

106,225 

106,703 

107,759 

107,680 

107,916 

107,803 

107,754 

107,758 

102,250 

109,325 

106,757 

107,452 

106,821 

107,104 

107,106 

107,566 

107,543 

96,387 

99,698 

100,214 

99,570 

98,718 

92,727 

98,032 

100,202 

101,140 

98,588 

99,544 

98,596 

98,669 

99,858 

100,395 

101,880 

105,139 

103,653 

103,260 

103,557 

105,079 

111,594 

113,569 

112,030 

112,418 

113,647 

114,043 

115,688 

115,993 

118,669 

95,625 

94,532 

90,179 

108,244 

102,777 

121,030 

Total

 1,065,746 

57 

47 

117 

409 

710 

2,098 

4,163 

6,584 

10,411 

26,632 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

22,376

22,509

20,865

19,827

20,748

22,684

22,860

17,533

19,672

20,345

Personal Automobile
(in thousands)

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

61,384 

80,861 

62,519 

92,637 

83,739 

58,725 

100,528 

105,131 

92,589 

76,470 

57,961 

99,173 

87,163 

76,823 

62,854 

106,679 

104,055 

92,102 

86,752 

82,730 

69,721 

106,876 

105,709 

95,997 

94,372 

91,479 

89,628 

69,699 

107,419 

106,478 

97,275 

98,080 

97,628 

99,982 

92,162 

53,407 

107,423 

107,108 

97,761 

98,977 

100,521 

107,026 

102,930 

68,691 

65,325 

107,417 

107,325 

97,920 

99,656 

103,556 

109,644 

109,844 

76,710 

84,743 

75,994 

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

All outstanding liabilities before 2013, net of reinsurance

Liabilities for loss and loss expenses, net of reinsurance

7,045 

99,982 

Total

972,809 

112 

Homeowners
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  73,670 

72,528 

80,111 

71,494 

82,461 

76,637 

72,145 

83,637 

76,400 

60,105 

71,714 

83,844 

76,559 

60,931 

59,167 

72,148 

83,539 

74,723 

62,391 

67,978 

62,961 

72,318 

83,824 

74,978 

61,723 

70,365 

68,526 

64,306 

71,948 

83,525 

74,673 

61,735 

70,064 

69,832 

72,772 

71,955 

83,830 

74,682 

60,855 

68,938 

68,931 

73,816 

71,960 

83,819 

74,237 

60,841 

68,902 

68,416 

73,070 

109,033 

112,523 

113,804 

82,425 

83,295 

93,826 

Total

792,170 

67 

60 

20 

438 

504 

608 

1,412 

3,611 

3,657 

17,362 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

7,753

8,776

7,753

6,896

7,389

7,608

7,010

9,824

6,884

5,819

Homeowners
(in thousands)

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

50,664 

65,528 

61,561 

67,838 

76,007 

52,589 

69,775 

79,751 

70,078 

42,252 

71,776 

81,664 

72,202 

57,333 

45,466 

72,197 

82,583 

72,927 

59,546 

63,290 

49,430 

72,433 

82,836 

74,079 

60,082 

67,193 

64,137 

49,680 

72,446 

82,831 

74,052 

61,187 

67,767 

65,348 

67,631 

83,838 

72,447 

83,321 

74,096 

60,449 

68,078 

66,634 

69,911 

105,690 

59,054 

72,415 

83,782 

74,108 

60,474 

68,282 

67,739 

70,880 

109,145 

77,018 

68,832 

All outstanding liabilities before 2013, net of reinsurance

Liabilities for loss and loss expenses, net of reinsurance

6,102 

45,597 

Total

752,675 

E&S Casualty Lines
(in thousands, except for claim counts)

Incurred Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

IBNR

$  55,468  $  60,309 

55,316 

67,099 

63,505 

75,498 

69,112 

69,929 

76,432 

94,451 

67,647 

71,719 

82,404 

68,972 

71,206 

90,488 

68,451 

71,153 

90,355 

68,029 

70,846 

90,126 

60,349 

74,270 

87,662 

60,511 

74,538 

90,263 

96,416 

104,655 

105,120 

104,730 

102,476 

101,873 

91,438 

95,783 

99,866 

99,395 

99,960 

102,045 

98,324 

103,004 

103,184 

104,983 

105,756 

117,087 

118,298 

117,736 

117,113 

103,872 

103,137 

95,832 

128,099 

125,436 

3,504 

4,918 

4,646 

12,138 

11,390 

17,093 

39,429 

49,633 

89,909 

146,999 

  132,276 

Total  1,020,366 

113 

As of 
December 31, 2022

Cumulative 
Number of 
Reported 
Claims

2,311

2,141

2,887

2,998

2,848

2,816

2,683

1,788

1,751

1,285

 
E&S Casualty Lines
(in thousands)

Accident 
Year

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

Cumulative Paid Loss and Allocated Loss Expenses, Net of Reinsurance

Unaudited

2013

2014

2015

2016

2017

2018

2019

2020

2021

2022

$ 

2,715  $ 

9,470 

2,353 

21,980 

12,234 

3,036 

35,200 

25,571 

13,057 

3,720 

46,108 

43,877 

29,389 

16,195 

5,057 

51,142 

53,780 

50,712 

33,950 

14,672 

5,509 

54,974 

60,092 

64,529 

56,581 

34,179 

21,337 

4,422 

55,988 

64,698 

71,421 

69,448 

53,238 

39,174 

17,812 

3,695 

57,152 

66,661 

75,844 

75,004 

68,266 

57,962 

35,844 

13,064 

4,326 

58,584 

68,648 

81,396 

81,932 

77,090 

73,605 

57,701 

27,861 

15,835 

4,198 

All outstanding liabilities before 2013, net of reinsurance

5,991 

Liabilities for loss and loss expenses, net of reinsurance

479,507 

Total

546,850 

114 

(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, 2022

$ 

1,688,645 

809,019 

847,967 

110,471 

130,277 

17,995 

3,604,374 

99,982 

45,597 

11,739 

157,318 

479,507 

18,075 

497,582 

4,259,274 

246,736 

199,057 

14,271 

19,277 

81,970 

4,443 

565,754 

36,529 

7,124 

132,525 

176,178 

11,397 

4,184 

15,581 

757,513 

128,034 

Total gross liability for unpaid loss and loss expenses

$ 

5,144,821 

115 

(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 6.3% of its ultimate losses in the first year, 11.8% in the second year, and so forth.
The following is supplementary information about average historical claims duration as of December 31, 2022:

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

6.3%

22.3

36.8

49.0

68.7

59.8

70.8

3.9

2

11.8

25.9

16.9

21.8

26.4

18.1

21.8

11.5

3

15.5

13.9

14.6

8.3

3.2

8.8

3.5

4

17.4

8.9

13.3

8.1

1.0

6.5

1.6

5

15.1

4.7

9.9

6.1

0.4

3.7

1.7

18.0

21.7

15.8

6

9.9

3.0

4.2

3.1

—

1.7

0.2

7.9

7

7.2

1.9

1.9

1.3

—

0.5

0.2

6.8

8

4.1

1.8

1.1

0.6

—

0.4

0.1

5.2

9

3.0

3.1

0.7

0.3

—

0.2

0.1

2.6

10

2.1

2.2

0.1

0.2

—

0.1

—

3.5

Note 11. Indebtedness
The table below provides a summary of our outstanding debt at December 31, 2022 and 2021:

Outstanding Debt

($ in thousands)

Description

Long term

(1) Senior Notes

(2) FHLBI

(3) Senior Notes

(4) Senior Notes

Finance lease obligations

Total long-term debt

Issuance 
Date

Maturity 
Date

Interest 
Rate

Original 
Amount

Unamortized 
Issuance Costs

Debt 
Discount

December 31, 
2022

December 31, 
2021

2022

Carry Value

3/1/2019

3/1/2049

 5.375 %

300,000  $ 

2,543 

5,576 

291,881 

291,597 

12/16/2016

12/16/2026

11/3/2005

11/1/2035

11/16/2004

11/15/2034

 3.03 %

 6.70 %

 7.25 %

60,000 

100,000 

50,000 

— 

256 

130 

— 

458 

79 

$ 

2,929 

6,113 

60,000 

99,286 

49,791 

3,718 

504,676 

60,000 

99,233 

49,770 

5,450 

506,050 

On November 7, 2022, the Parent entered into a Credit Agreement (the “Line of Credit”) among the Parent, the lenders named 
therein (the “Lenders”), and Wells Fargo Bank, National Association, 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 November 7, 2025, and has a variable interest rate based on 
the Parent’s debt ratings. The Parent, as borrower, was a party to a Credit Agreement dated December 20, 2019, for a $50 
million revolving credit facility, which could be increased to $125 million with the consent of the lenders, with the lenders 
named therein, and Bank of Montreal, Chicago Branch, as Administrative Agent (“Bank of Montreal”), which was scheduled to 
mature on December 20, 2022 (the “Prior Credit Agreement”).  In anticipation of entering into the Line of Credit, the Parent 
exercised termination rights under the Prior Credit Agreement by sending a termination letter to Bank of Montreal on 
November 3, 2022.  The effective date of the termination of the Prior Credit Agreement was November 7, 2022.

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, 2022

Not less than $1.9 billion
Not to exceed 35%

Actual as of

December 31, 2022

$3 billion
14.3%

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 $30 million), which causes or permits the acceleration of 

116 

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.

Short-term Debt Activity 
(1) On April 1, 2022, SICA borrowed short-term funds of $35 million from the FHLBNY at an interest rate of 0.7%.  This
borrowing was refinanced and extended through June 27, 2022, at an interest rate of 1.10%. This borrowing was repaid on
June 27, 2022.

(2) On October 3, 2022, SICA borrowed short-term funds of $25 million from the FHLBNY at an interest rate of 3.21%.  This
borrowing was repaid on November 3, 2022.

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, Selective Insurance Company of South Carolina ("SICSC") and Selective Insurance Company of
the Southeast ("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 $5.2 million at December 31, 2022 and $5.7 million at December 31, 2021.  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 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.

(4) 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 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 on after-tax net investment income and its ROE contribution.
After-tax net realized and unrealized gains and losses are also included in our Investment segment results.

117 

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.

Our combined insurance operations are subject to certain geographic concentrations, particularly in the Eastern region of the 
country.  In 2022, approximately 17% 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, 2022 and 2021 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:

General liability
Commercial automobile
Commercial property
Workers compensation
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:

Years ended December 31,
2021

2020

2022

$ 

902,428 
812,306 
495,647 
335,955 
124,474 
43,354 
25,655 
9,519 
2,749,338 

162,899 
128,222 
8,284 
1,816 
301,221 

233,086 
101,070 
334,156 

807,158 
724,398 
436,412 
306,428 
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 

694,019 
615,181 
388,120 
278,062 
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 

Net investment income
Net realized and unrealized investment (losses) gains

Total Investments revenues
Total revenues

288,155 
(114,808) 
173,347 
3,558,062 

$ 

118 

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, before federal income tax
Underwriting income, after federal income tax
Combined ratio
ROE contribution

Investments:

Net investment income earned
Net realized and unrealized investment (losses) gains
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,
2021

2020

2022

$ 

143,696 
113,520 

 94.8 %
 4.6 %

(7,193) 
(5,682) 
 102.4 %
 (0.2) %

30,299 
23,936 

 90.9 %
 1.0 %

288,155 
(114,808) 
173,347 
31,846 
141,501 

 9.4 %

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 

Years ended December 31,
2021

2020

2022

143,696 
(7,193) 
30,299 
173,347 
340,149 
(28,847) 
(31,116) 
280,186 
(9,200) 
270,986  $ 

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 

$ 

$ 

$ 

$ 

$ 

Note 13. Earnings per Share
The following table presents the calculations of earnings per common share ("EPS") on a basic and diluted basis:

($ in thousands, except per share amounts)
Net income available to common stockholders:

2022

2021

2020

$ 

215,686 

394,484 

246,355 

Weighted average common shares outstanding:

Weighted average common shares outstanding - basic
Effect of dilutive securities - stock compensation plans
Weighted average common shares outstanding - diluted

EPS:

Basic
Diluted

60,407
468
60,875

3.57 
3.54 

$ 

60,183
484
60,667

6.55 
6.50 

59,862
431
60,293

4.12 
4.09 

119 

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

$ 

2022

58,839 
(4,087) 
(469)
1,848 
(893)
62 
55,300 
270,986 

2021
106,115 
(4,514) 
(558)
2,469 
(693)
(1,346) 
101,473 
495,957 

2020

63,627 
(4,730) 
(514) 
2,246 
(1,846) 
(2,150) 
56,633 
302,988 

 20.4 %

 20.5 %

 18.7 %

(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
Unrealized losses on fixed income securities
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 assets (liabilities)

2022

2021

$ 

$ 

65,907 
76,513 
7,064 
6,384 
110,857 
12,480 
9,824 
289,029 

77,411 
— 
26,713 
12,172 
116,296 
172,733 

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) 

The increase in net deferred federal income tax assets was primarily due to an increase in unrealized losses on our investment 
portfolio resulting from an increase in benchmark U.S. Treasury rates, and to a lesser extent the widening of credit spreads.  
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, 2022 or 2021.  We did not have unrecognized tax expense or benefit as of December 31, 2022.

We have analyzed our tax positions in all open tax years, which as of December 31, 2022 were 2019 through 2022.  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 
$19.8 million in 2022, $19.2 million in 2021, and $18.6 million in 2020.

(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.

120 

The following tables provide details on the Pension Plan for 2022 and 2021:

December 31,
($ in thousands)
Change in Benefit Obligation:
Benefit obligation, beginning of year
Interest cost
Actuarial gains
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

2022

2021

$ 

$ 

$ 

$ 

$ 

$ 

$ 

$ 

407,758 
9,944 
(91,653) 
(14,104) 
311,945 

450,305 
(93,227) 
(14,104) 
342,974 

31,029 

31,029 

100,561 

311,945 

 5.21 %

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 

When determining the most appropriate discount rate to be used in the valuation at December 31, 2022, 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 223 basis points, to 5.21% as of 
December 31, 2022, from 2.98% as of December 31, 2021, which drove the decrease in the benefit obligation for the period.

($ in thousands)
Components of Net Periodic Benefit Cost and Other Amounts Recognized in 
Other Comprehensive Income:

2022

Pension Plan
2021

2020

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 loss (gain)
Reversal of amortization of net actuarial loss
Total recognized in other comprehensive income

$ 

$ 

$ 

$ 

9,944 
(22,147) 
1,465 
(10,738) 

23,722 
(1,465) 
22,257 

8,593 
(22,976) 
2,501 
(11,882) 

(20,609) 
(2,501) 
(23,110) 

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.

(34,992) 

11,519 

$ 

11,312 
(21,907) 
2,817 
(7,778) 

(2,894) 
(2,817) 
(5,711) 

(13,489) 

121 

Weighted-Average Expense Assumptions for the years ended December 31:
Discount rate
Interest rate
Expected return on plan assets

2022

Pension Plan
2021

2020

 2.98 %
 2.48 %
 5.00 

 2.68 %
 2.06 %
 5.40 

 3.33 %
 2.95 %
 5.80 

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 
2023, 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.

2022

Target Percentage

Actual Percentage

Minimum

Maximum

2021
Actual Percentage

 50 %
 20 %
-

 80 %
 50 %
-

 71 %
 27 %
 2 %
 100 %

 66 %
 33 %
 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 77% hedge 
against the projected benefit obligation.

The Pension Plan had no investments in the Parent’s common stock as of December 31, 2022 or 2021.  For information 
regarding investments in funds of our related parties, refer to Note 18. "Related Party Transactions" below.

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 primary private equity, venture capital, and real asset 
limited partnership investment strategies as these investments are part of the Pension Plan's investment portfolio.

122 

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, 2022

Fair Value Measurements at 12/31/22 Using

Assets Measured at 
Fair Value 
At 12/31/22

Quoted Prices in Active 
Markets for Identical 
Assets/ Liabilities
(Level 1)

Significant Other 
Observable Inputs 
(Level 2)

Significant 
Unobservable Inputs
(Level 3)

— 
— 
— 
— 
— 

— 

— 
— 
— 

— 
— 
— 

— 
2,740 
2,740 

2,740 

— 
— 
— 
— 
— 

— 

— 
— 
— 

— 
— 
— 

— 
— 
— 

— 

($ in thousands)
Description
Return seeking assets:

Equities:

Global equity
Diversified credit
Real assets
Liquid diversifiers1
Total equities

Limited partnerships (at net asset value)2:
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 

$ 

63,852 
58,761 
95,396 
23,978 
241,987 

27 

331 
358 
242,345 

35,378 
56,255 
91,633 

5,108 
2,740 
7,848 

63,852 
58,761 
95,396 
23,978 
241,987 

— 

— 
— 
241,987 

35,378 
56,255 
91,633 

5,108 
— 
5,108 

 Total invested assets

$ 

341,826 

338,728 

123 

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)2:

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 

— 
— 
— 
— 

— 
— 
— 
— 

— 
— 
— 

— 
2,422 
2,422 

2,422 

— 
— 
— 
— 

— 
— 
— 
— 

— 
— 
— 

— 
— 
— 

— 

 Total invested assets

$ 

456,502 

453,620 

1 Liquid diversifiers are investments that unbundle return drivers from hedge funds, providing investors access to liquid, diversifying returns. 
2In 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.

Contributions
We presently do not anticipate contributing to the Pension Plan in 2023, as we have no minimum required contribution 
amounts.

Benefit Payments

($ in thousands)
Benefits Expected to be Paid in Future
Fiscal Years:
2023
2024
2025
2026
2027
2028-2032

Note 16. Share-Based Payments

Pension Plan

$ 

16,925 
17,265 
18,317 
19,391 
20,328 
111,842 

Active Plans
As of December 31, 2022, 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").

•
•
•
•

124 

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, 2022 were as follows:

Stock Plan
ESPP
Agent Plan

Authorized

4,750,000 
5,500,000 
3,000,000 

Available for Issuance
2,474,585 
1,116,863 
1,551,498 

Awards Outstanding

657,311 
— 
— 

Retired Plans
The following plans are closed for the issuance of new awards as of December 31, 2022, although awards outstanding continue 
in effect according to the terms of the applicable award agreements:

Plan

Types of Share-Based Payments Issued

Reserve Shares

Awards Outstanding1

2005 Omnibus Stock Plan ("2005 
Stock Plan")

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.

1,954,922 

29,522 

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.

40,940 

40,940 

1Awards outstanding under the 2005 Stock Plan represent shares deferred by our non-employee directors.

125 

RSU Transactions
A summary of the RSU transactions under our share-based payment plans is as follows:

Number
of Shares

Unvested RSU awards at December 31, 2021
Granted 2022
Vested 2022
Forfeited 2022
Unvested RSU awards at December 31, 2022

Weighted Average
Grant Date Fair Value
63.73 
76.09 
63.79 
66.77 
68.84 

641,636  $ 
248,619 
(232,742) 
(20,451) 
637,062  $ 

As of December 31, 2022, total unrecognized compensation expense related to unvested RSU awards granted under our Stock 
Plan was $11.3 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 $18.1 million for 2022, $17.2 million for 2021, and $20.6 million for 2020.  In connection 
with vested RSUs, the total value of the DEUs that vested was $0.7 million in 2022, $0.6 million in 2021, and $0.7 million in 
2020. 

CIU Transactions
The liability recorded in connection with our Cash Plan was $11.1 million as of December 31, 2022, and $11.0 million as of 
December 31, 2021.  The remaining cost associated with the CIUs is expected to be recognized over a weighted average period 
of 1.1 years.  The CIU payments made in connection with the CIU vestings were $2.9 million in 2022, $2.2 million in 2021, 
and $2.3 million in 2020.  

ESPP and Agent Plan Transactions
A summary of ESPP and Agent Plan share issuances is as follows:

ESPP Issuances

Agent Plan Issuances

2022

2021

2020

67,986 

56,736 

72,239 

50,999 

99,141 

69,238 

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

2022

 1.42 %

6 months

 1.3 %

 21 %

ESPP

2021

 0.07 

6 months

 1.4 

 28 

2020

 0.76 

6 months

 1.6 

 37 

126 

The weighted-average fair value per share of options and stock, including RSUs granted under the Parent's stock plans, during 
2022, 2021, and 2020 was as follows:

RSUs

ESPP:

Six month option

Discount of grant date market value

Total ESPP

Agent Plan:

Discount of grant date market value

2022

2021

2020

$ 

76.09 

4.43 

12.61 

17.04 

8.28 

64.03 

4.69 

10.98 

15.67 

7.57 

62.91 

4.82 

8.61 

13.43 

5.73 

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 
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 2022, 2021, and 2020:

($ 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

2022

2021

2020

$ 

$ 

23.6 

(5.6) 

18.0 

22.3 

(5.1) 

17.2 

19.8 

(5.7) 

14.1 

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, 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.  For the year ended December 31, 2022, 165,159 shares were repurchased 
under the share repurchase program at a total cost of $12.4 million, including commissions.  We had $84.2 million of remaining 
capacity under our share repurchase program as of December 31, 2022.

127 

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 $14.3 million in 2022, $12.8 million in 2021, and $11.0 million in 2020.  In return, the 
Insurance Subsidiaries paid standard market commissions, including supplemental commissions, to Rue Insurance of $2.7 
million in 2022, $2.0 million in 2021, and $1.8 million in 2020.  Amounts due to Rue Insurance at December 31, 2022 and 
December 31, 2021 were $0.7 million and $0.7 million, respectively.  All contracts and transactions with Rue Insurance were 
consummated in the ordinary course of business on an arm's-length basis.

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 $0.3 million of contributions to the Foundation in 2022, $1.3 million in 2021 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 23, 2023, 
BlackRock filed a Schedule 13G/A reporting beneficial ownership as of December 31, 2022, of 11.8% 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 2022, $1.8 million in 2021, and $2.0 million in 2020.  Amounts payable for 
such services were $0.8 million at December 31, 2022, $0.5 million at December 31, 2021, and $1.3 million at December 31, 
2020.

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, 2022 and December 31, 2021, and are predominately 
reflected in "Fixed income securities" on our Consolidated Balance Sheet.  During 2022, with regard to BlackRock funds, we 
(i) purchased $18.5 million in securities, (ii) sold $32.3 million, (iii) recognized net realized and unrealized losses of $6.9 
million, and (iv) recorded $1.8 million in income.  During 2021, 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 (i) purchased $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.  There were no amounts payable on the settlement 
of these investment transactions at December 31, 2022 and December 31, 2021.

Our Pension Plan's investment portfolio contained investments in BlackRock funds of $120.1 million at December 31, 2022 and 
$209.9 million at December 31, 2021.  During 2022, with regard to BlackRock funds, the Pension Plan (i) purchased $56.4 
million in securities, (ii) sold $65.7 million, and (iii) recorded net investment losses of $80.5 million.  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.  During 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 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. 

Vanguard, one of the world’s largest investment management companies, has purchased our common shares in the ordinary 
course of its investment business and has previously filed Schedules 13G/A with the SEC.  Vanguard offers low-cost mutual 
funds and exchange-traded funds, as well as other investment related services.  On February 10, 2023, Vanguard filed a 
Schedule 13G/A reporting beneficial ownership of 10.03% of our common stock as of January 31, 2023.  In connection with 

128 

purchasing our common shares, Vanguard filed the necessary filings with insurance regulatory authorities.  On the basis of 
those filings, we do not expect Vanguard to be deemed a controlling person for the purposes of applicable insurance law.

As part of our overall investment diversification, we may invest in various Vanguard funds from time to time.  These funds 
accounted for less than 1% of our invested assets at December 31, 2022, and less than 3% of our invested assets at December 
31, 2021, and are predominately reflected in "Equity securities" on our Consolidated Balance Sheet.  During 2022, with regard 
to Vanguard funds, we (i) purchased $3.5 million in securities, (ii) sold $125.2 million, (iii) recognized net realized and 
unrealized losses of $10.4 million, and (iv) recorded $4.7 million in income.  During 2021, we (i) purchased $19.3 million in 
securities, (ii) sold $23.6 million, (iii) recognized net realized and unrealized gains of $17.7 million, and (iv) recorded $7.5 
million in income.  During 2020, we (i) purchased $150.9 million in securities, (ii) recognized net realized and unrealized gains 
of $10.2 million, and (iii) recorded $2.4 million in income.  We did not make any sales of Vanguard funds in 2020.  There were 
no amounts payable on the settlement of these investment transactions at December 31, 2022 and December 31, 2021.

Our deferred compensation plan offers our employees investment options based on the notional value of various Vanguard 
funds.  Our defined contribution plan offers our employees the option to invest in a Vanguard fund.  All transactions with 
Vanguard are 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, 2022 and 2021 were as follows:

($ in thousands)
Operating lease cost, included in Other insurance expenses on the Consolidated Statements of Income
Finance lease cost:

$ 

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

$ 

2022

2021

8,148 

2,440 
46 
2,486 

1,384 

166 

7,935 

1,765 
35 
1,800 

291 

832 

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, 2022

December 31, 2021

8
2

 2.6 
 1.2 

years

7
2

 2.1  %
 0.8 

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

December 31, 2022

December 31, 2021

$ 

$ 

42,403 
44,505 

3,713 
3,718 

35,644 
37,296 

5,446 
5,450 

129 

The maturities of our lease liabilities at December 31, 2022 were as follows:

($ in thousands)
Year ended December 31,
2023
2024
2025
2026
2027
Thereafter
Total lease payments
Less: imputed interest
Less: leases that have not yet commenced
Total lease liabilities

Finance Leases

Operating Leases

Total

$ 

$ 

2,490 
1,029 
190 
54 
2 
— 
3,765 
47 
— 
3,718 

7,290 
6,943 
6,649 
6,156 
6,053 
18,832 
51,923 
4,496 
2,922 
44,505 

9,780 
7,972 
6,839 
6,210 
6,055 
18,832 
55,688 
4,543 
2,922 
48,223 

Refer to Note 4. "Statements of Cash Flows" in Item 8. "Financial Statements and Supplementary Data." of 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, 2022, we had purchased such annuities with a present value of $31.0 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.

(b) As of December 31, 2022, we have made commitments that may require us to invest additional amounts into our investment
portfolio, which are as follows:

($ in millions)
Alternative 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

246.1 
106.6 
35.0 
4.9 
20.1 
412.7 

$ 

$ 

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, 2022, 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 by establishing unpaid loss and loss expense 
reserves.  Considering potential losses and defense costs reserves, we expect that any potential ultimate liability for ordinary 
course claims litigation will not be material to our consolidated financial condition, results of operations, or cash flows.

All our commercial property and businessowners' policies require direct physical loss of or damage to property by a covered 
cause of loss.  All our standard lines commercial property and businessowners' policies also include or attach an exclusion that 
states 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.  To date, insurers (including us) have prevailed in the majority of these suits, with most decisions 
holding that COVID-19 does not cause physical loss of or damage to property and the Virus Exclusion is valid.  Nonetheless, 

130 

these two matters continue to be litigated in trial courts, are subject to review by state and federal appellate courts, and their 
ultimate outcome cannot be assured.

From time to time, our Insurance Subsidiaries also are named as defendants in other legal actions, some asserting claims for 
substantial amounts.  Plaintiffs may style these actions as class actions and seek judicial certification of a state or national class 
for allegations involving our business practices, such as improper medical provider reimbursement under workers compensation 
and personal and commercial automobile insurance policies or improper reimbursement for automobile parts.  Similarly, our 
Insurance Subsidiaries can be named defendants 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 by establishing unpaid loss and loss expense reserves.  Considering estimated 
losses and defense costs reserves, we expect that any potential ultimate liability for these other legal actions will not be material 
to our consolidated financial condition.  As litigation outcomes are inherently unpredictable and the amounts sought in certain 
actions are large or indeterminate, adverse outcomes could potentially 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, 2022, the various state insurance
departments of domicile have adopted the March 2022 version of the NAIC Accounting Practices and Procedures manual in its
entirety, as a component of prescribed or permitted practices.

The following table provides statutory data for each of our Insurance Subsidiaries:

State of 
Domicile

Unassigned 
Surplus

($ in millions)
SICA
Selective Way Insurance Company ("SWIC")
SICSC
SICSE
SICNY
Selective Insurance Company of New England ("SICNE")
Selective Auto Insurance Company of New Jersey ("SAICNJ")
Mesa Underwriters Specialty Insurance Company ("MUSIC")
Selective Casualty Insurance Company ("SCIC")
Selective Fire and Casualty Insurance Company ("SFCIC")
Total

New Jersey
New Jersey
Indiana
Indiana
New York
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey

2022
$  686.6 
461.9 
164.1 
135.9 
137.4 
38.2 
102.2 
52.8 
91.4 
37.6 
$ 1,908.1 

2021
673.1 
436.4 
166.3 
132.7 
127.0 
34.5 
90.4 
47.4 
83.4 
34.2 
 1,825.4 

Statutory Surplus
2022
851.8 
517.8 
198.4 
163.5 
165.1 
69.3 
147.1 
122.3 
167.9 
70.5 
 2,473.7 

2021
838.3 
492.4 
200.6 
160.3 
154.7 
65.6 
135.2 
116.9 
159.9 
67.1 
 2,391.0 

2020

Statutory Net Income
2021
134.7 
74.5 
24.2 
19.4 
18.6 
7.5 
16.7 
13.9 
20.6 
8.2 
338.3 

2022
103.1 
69.6 
17.0 
14.2 
13.2 
5.1 
12.7 
9.7 
14.0 
5.8 
264.4 

81.8 
54.0 
20.8 
16.8 
15.3 
6.8 
12.9 
11.4 
16.2 
6.4 
242.4 

(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 2022 statutory financial statements.  In the fourth quarter of 2020, the NAIC adopted the basic structure of Group Capital
Calculation ("GCC"), along with a model law to enable the GCC after state legislative enactment.  The GCC expands the
existing RBC calculation to include (i) capital requirements for other regulated entities in the group, and (ii) defined capital
calculation for other group entities that are unregulated.  Our New Jersey state insurance regulators adopted the GCC model law
in 2022.  Based on our 2022 statutory financial statements, our GCC ratio exceeds the regulatory action minimum threshold.  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

131 

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, 2022, the Parent had an aggregate of $484.3 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 $2.7 billion are predominately restricted due 
to regulations applicable to our Insurance Subsidiaries.  In 2023, the Insurance Subsidiaries have the ability to provide for 
$283.1 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 $121.5 million as of December 31, 2022, 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 
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.

132 

The table below provides the following information:  (i) quantitative data regarding all Insurance Subsidiaries' dividends paid to 
the Parent in 2022, 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 2023, based on the 2022 statutory 
financial statements.

Dividends
($ in millions)
SICA
SWIC
SICSC
SICSE
SICNY
SICNE
SAICNJ
MUSIC
SCIC
SFCIC
Total

State of Domicile

Twelve Months ended December 31, 2022
Ordinary Dividends Paid

2023
Maximum Ordinary Dividends 

New Jersey
New Jersey
Indiana
Indiana
New York
New Jersey
New Jersey
New Jersey
New Jersey
New Jersey

$ 

$ 

62.3  $ 
24.3 
5.6 
6.6 
3.0 
1.5 
1.3 
5.3 
7.8 
2.3 
120.0  $ 

103.1 
69.6 
19.8 
16.4 
16.5 
6.9 
14.7 
12.2 
16.8 
7.1 
283.1 

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;
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, 2022.  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, 2022, 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 2022 that materially affected, or are reasonably likely to materially affect, our internal 

133 

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, 2022, 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, 2022, 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, 2022 and December 31, 2021, 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, 2022, and the related notes and financial statement schedules I to V (collectively, the 
consolidated financial statements), and our report dated February 10, 2023 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 
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.

New York, New York
February 10, 2023 

/s/ KPMG LLP

134 

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, 2022, 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," 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," "Pay 
versus Performance," 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.

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.

135 

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, 2022 and 2021

Consolidated Statements of Income for the Years Ended December 31, 2022, 2021, and 2020

Consolidated Statements of Comprehensive Income for the Years Ended December 31, 2022, 2021, and 2020

Consolidated Statements of Stockholders' Equity for the Years Ended December 31, 2022, 2021, and 2020

Consolidated Statements of Cash Flows for the Years Ended December 31, 2022, 2021, and 2020

Notes to Consolidated Financial Statements, December 31, 2022, 2021, and 2020

(2) Financial Statement Schedules:

Form 10-K

Page

75

76

77

78

79

80

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, 2022

Schedule II

Condensed Financial Information of Registrant at December 31, 2022, 2021, and 2020 and for the Years Ended December 
31, 2022, 2021, and 2020

Schedule III

Supplementary Insurance Information for the Years Ended December 31, 2022, 2021, and 2020

Schedule IV

Reinsurance for the Years Ended December 31, 2022, 2021, and 2020

Schedule V

Allowance for Credit Losses on Premiums and Other Receivables for the Years Ended December 31, 2022, 2021, and 2020

Form 10-K

Page

137

138

141

142

142

(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.

136 

SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
SUMMARY OF INVESTMENTS - OTHER THAN INVESTMENTS IN RELATED PARTIES
December 31, 2022 

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

Total fixed income securities, available-for-sale

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

Alternative investments

Other investments

Total investments

3,405 

— 

26,432 

29,837 

189,239 

9,608 

918,018 

97,717 

2,237,308 

1,485,973 

1,059,832 

614,412 

6,612,107 

20,201 

140,154 

1,645 

162,000 

3,405 

— 

27,752 

31,157 

209,528 

11,199 

965,231 

110,544 

2,448,111 

1,607,660 

1,169,546 

663,935 

7,185,754 

22,579 

142,892 

1,960 

167,431 

149,305 

440,439 

371,316 

71,244 

$ 

8,045,330 

3,405 

— 

27,752 

31,157 

189,239 

9,608 

918,018 

97,717 

2,237,308 

1,485,973 

1,059,832 

614,412 

6,612,107 

20,201 

140,154 

1,645 

162,000 

149,189 

440,456 

371,316 

71,244 

7,837,469 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K

137 

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: $1,194 – 2022; $542 – 2021; amortized cost: $418,588 – 2022; $317,703 – 
2021

$ 

Equity securities

Short-term investments

Alternative 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:
   Authorized shares: 5,000,000; Issued shares: 8,000 with $25,000 liquidation preference per share – 
2022 and 2021

Common stock of $2 par value per share:

Authorized shares:  360,000,000

Issued: 104,847,111 – 2022; 104,450,916 – 2021

Additional paid-in capital

Retained earnings

Accumulated other comprehensive (loss) income

Treasury stock – at cost (shares: 44,508,211 – 2022; 44,266,534 – 2021)

 Total stockholders’ equity

 Total liabilities and stockholders’ equity

$ 

$ 

$ 

$ 

$ 

SCHEDULE II

December 31,

2022

2021

387,535 

48,095 

33,008 

15,631 

26 

325,014 

136,362 

56,042 

9,241 

455 

2,524,448 

2,954,725 

8,894 

14,733 

11,104 

7,208 

4,487 

9,178 

3,043,474 

3,502,712 

440,958 

56,266 

11,101 

7,585 

515,910 

440,600 

57,980 

10,965 

10,282 

519,827 

200,000 

200,000 

209,694 

493,488 

2,749,703 

(498,042) 

(627,279) 

2,527,564 

3,043,474 

208,902 

464,347 

2,603,472 

115,099 

(608,935) 

2,982,885 

3,502,712 

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.

138 

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 (losses) gains

$ 

 Total revenues

Expenses:

Interest expense

Other expenses

 Total expenses

 Income before federal income tax

Federal income tax (benefit) expense:

Current

Deferred

 Total federal income tax benefit

Year ended December 31,

2022

2021

2020

120,007 

18,622 

(17,855) 

120,774 

28,897 

31,116 

60,013 

60,761 

(9,381) 

(2,189) 

(11,570) 

140,018 

15,454 

1,898 

157,370 

28,988 

28,305 

57,293 

100,077 

(6,552) 

12 

(6,540) 

104,992 

7,579 

1,756 

114,327 

29,220 

25,412 

54,632 

59,695 

(10,987) 

473 

(10,514) 

Net income before equity in undistributed income of subsidiaries

72,331 

106,617 

70,209 

Equity in undistributed income of subsidiaries, net of tax

152,555 

297,220 

176,146 

Net income

Preferred stock dividends

Net income available to common stockholders

$ 

$ 

224,886 

403,837 

246,355 

9,200 

9,353 

— 

215,686 

394,484 

246,355 

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.

139 

SELECTIVE INSURANCE GROUP, INC.
(Parent Corporation)
Statements of Cash Flows

SCHEDULE II (continued)

($ in thousands)

Operating Activities:

Net income

Year ended December 31,

2022

2021

2020

$ 

224,886 

403,837 

246,355 

Adjustments to reconcile net income to net cash provided by (used in) operating 
activities:

Equity in undistributed income of subsidiaries, net of tax

(152,555) 

(297,220) 

(176,146) 

Stock-based compensation expense

Net realized and unrealized investment losses (gains)

Undistributed (income) losses of equity method investments

Amortization – other

Changes in assets and liabilities:
Increase (decrease) in accrued long-term stock compensation

(Increase) decrease in net federal income taxes

Increase in other assets

Decrease in other liabilities

Net cash provided by operating activities

Investing Activities:

Purchases of fixed income securities, available-for-sale

Purchases of equity securities

Purchases of short-term investments

Purchases of alternative investments

Redemption and maturities of fixed income securities, available-for-sale

Sales of fixed income securities, available-for-sale

Sales of equity securities

Sales of short-term investments

Proceeds from alternative 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 (decrease) increase in cash

Cash, beginning of year

Cash, end of year

$ 

18,428 

17,855 

(2,240) 

(154)

136 

(3,875) 

(1,961) 

(2,813) 

97,707 

(208,512) 

(1,647) 

(362,213) 

(4,149) 

35,527 

66,725 

77,971 

385,254 

— 

— 

(11,044) 

(9,200) 

(66,920) 

(18,344) 

— 

— 

9,086 

— 

(1,714) 

(87,092) 

(429) 

455 

26 

15,893 

(1,898) 

(1,859) 

1,076

2,727 

3,843 

(7,251) 

(1,742) 

117,406 

(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 

16,227 

(1,756) 

672 

1,080 

(366) 

5,549 

(317) 

(390) 

90,908 

(89,726) 

(157,411) 

(523,961) 

(4,065) 

26,877 

23,276 

— 

523,813 

— 

(30,000) 

(231,197) 

— 

(54,486) 

(7,053) 

50,000 

(50,000) 

8,411 

195,063 

(1,552)

140,383 

94 

300 

394 

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.

140 

SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
SUPPLEMENTARY INSURANCE INFORMATION
Year ended December 31, 2022 

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

  2,901,984 
319,059 
352,547 
— 

  3,573,590 

400,313 
(11,335) 
388,978 

($ in thousands)

Standard Commercial Lines 
Segment
Standard Personal Lines Segment
E&S Lines Segment
Investments Segment

$  311,535 
17,817 
39,272 
— 

 4,275,002 
  340,302 
  529,517 
— 

  1,511,447 
322,668 
158,666 
— 

  2,739,819 
299,405 
334,156 
— 

— 
— 
— 
173,347 

 1,683,988 
  231,113 
  196,677 
— 

605,845 
27,129 
72,848 
— 

306,290 
48,356 
34,332 
— 

Total
388,978 
1Includes “Net investment income earned” and “Net realized and unrealized investment (losses) gains” on the Consolidated Statements of Income.
2“Other operating expenses” of $388,978 reconciles to the Consolidated Statements of Income as follows:

$  368,624 

  3,373,380 

  1,992,781 

 5,144,821 

 2,111,778 

173,347 

705,822 

Other insurance expenses
Other income
Total

$ 

$ 

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, 2021 

Other
Unearned 
operating 
expenses2
($ in thousands)
premiums
Standard Commercial Lines Segment
 1,346,809 
278,915 
Standard Personal Lines Segment
317,276 
51,559 
E&S Lines Segment
139,122 
27,734 
Investments Segment
— 
— 
Total
 1,803,207 
358,208 
1Includes “Net investment income earned” and “Net realized and unrealized investment (losses) gains” on the Consolidated Statements of Income.
2“Other operating expenses” of $358,208 reconciles to the Consolidated Statements of Income as follows:

Net
premiums 
earned
 2,443,885 
293,559 
279,809 
— 
 3,017,253 

— 
— 
— 
344,188 
344,188 

Net
investment 
income1

Deferred
policy
acquisition 
costs
$  279,850 
12,911 
34,154 
— 
$  326,915 

Loss
and loss
expense 
incurred
 1,426,768 
212,116 
175,100 
— 
 1,813,984 

Reserve
for loss
and loss 
expense
 3,832,151 
270,066 
478,686 
— 
 4,580,903 

Amortization
of deferred
policy
acquisition 
costs
539,606 
25,918 
60,945 
— 
626,469 

Other insurance expenses
Other income
Total

$ 

$ 

Net
premiums 
written
 2,593,018 
292,265 
304,430 
— 
 3,189,713 

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 

Deferred
policy
acquisition 
costs
$  246,494 
13,803 
28,281 
— 

Reserve
for loss 
and loss 
expense
 3,596,340 
228,348 
435,667 
— 

Unearned 
premiums
 1,196,243 
308,183 
113,845 
— 

Net
premiums 
earned
 2,143,184 
299,140 
239,490 
— 

Net
investment 
income1

— 
— 
— 
222,890 

Loss
and loss
expense 
incurred
 1,245,627 
233,260 
156,936 
— 

Amortization
of deferred
policy
acquisition 
costs
474,322 
30,694 
55,255 
— 

Other
operating 
expenses2
271,504 
50,694 
27,173 
— 

($ in thousands)
Standard Commercial Lines Segment
Standard Personal Lines Segment
E&S Lines Segment
Investments Segment

Total
 1,618,271 
349,371 
1Includes “Net investment income earned” and “Net realized and unrealized investment (losses) gains” on the Consolidated Statements of Income.
2“Other operating expenses” of $349,371 reconciles to the Consolidated Statements of Income as follows:

$  288,578 

 4,260,355 

 2,681,814 

 1,635,823 

560,271 

222,890 

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.

141 

 
SELECTIVE INSURANCE GROUP, INC. AND CONSOLIDATED SUBSIDIARIES
REINSURANCE
Years ended December 31, 2022, 2021, and 2020 

SCHEDULE IV

($ thousands)

2022

Premiums earned:

Accident and health insurance

Property and liability insurance

Total premiums earned

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

Direct Amount

Assumed from 
Other 
Companies

Ceded to Other 
Companies

Net Amount

% of Amount 
Assumed to Net

$ 

$ 

$ 

— 

3,880,522 

3,880,522 

2 

3,472,713 

3,472,715 

13 

3,108,674 

3,108,687 

— 

30,742 

30,742 

— 

21,550 

21,550 

— 

25,010 

25,010 

— 

537,884 

537,884 

— 

3,373,380 

3,373,380 

2 

477,010 

477,012 

— 

3,017,253 

3,017,253 

13 

451,870 

451,883 

— 

2,681,814 

2,681,814 

 — 

 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, 2022, 2021, and 2020 

($ in thousands)

Balance, January

Cumulative effect adjustment

Balance at the beginning of the period, as adjusted

Additions

Deductions

Balance, December 31

2022

2021

2020

$ 

$ 

15,200 

— 

15,200 

7,478 

(4,978) 

17,700 

22,777 

— 

22,777 

1,766 

(9,343) 

15,200 

10,800 

(1,845) 

8,955 

17,576 

(3,754) 

22,777 

See accompanying Report of Independent Registered Public Accounting Firm in Item 8. "Financial Statements and Supplementary Data." of this Form 10-K.

142 

EXHIBIT INDEX

Exhibit
Number

3.1

3.2

3.3

4.1

4.2

4.3

4.4

4.5

4.6

4.7

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).

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).

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).

10.1+

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).

143 

Exhibit
Number

10.1a+

10.1b+

10.2+

10.2a+

10.2b+

10.3+

10.4+

10.5+

10.6+

10.7+

10.8+

10.9+

10.10+

10.11+

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).

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).

144 

Exhibit
Number

10.12+

10.13+

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. 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).

10.14+ (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).

10.15+

10.16+

10.17+

10.18+

10.19+

10.20+

10.21+

10.22+

10.23+

10.24+

10.25+

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).

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).

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).

145 

Exhibit
Number

10.26+

10.27+

10.28+

10.29

10.30

10.31+

10.32+

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).

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).

146 

Exhibit
Number

*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

*31.1

*31.2

**32.1

**32.2

*99.1

** 101

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 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, 2022, 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.

** 104

The cover page from the Company's Annual Report on Form 10-K for the year ended December 31, 2022, 
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.

147 

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
Chairperson of the Board, 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 10, 2023

February 10, 2023

February 10, 2023

148 

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
Chairperson of the Board, 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

*

Cynthia S. Nicholson
Director

*

William M. Rue
Director

*

John S. Scheid
Director

*

J. Brian Thebault
Director

*

Philip H. Urban
Director

* By: /s/ Michael H. Lanza
Michael H. Lanza
Attorney-in-fact

149 

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

February 10, 2023

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.  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.

This page intentionally left blank

2022 BOARD OF DIRECTORS

H. Elizabeth Mitchell 2018
Former President and Chief Executive Officer,
Renaissance Reinsurance U.S., Inc.

Michael J. Morrissey, CFA 2008*
Special Advisor and former President
and Chief Executive Officer,
International Insurance Society, Inc.

Cynthia (Cie) S. Nicholson 2009
Managing Member, Band of Sisters, LLC

William M. Rue 1977*
Chairman, Chas. E. Rue & Son, Inc.,
t/a Rue Insurance

John S. Scheid, CPA 2014
Owner, Scheid Investment Group, LLC, and former
Senior Partner, PricewaterhouseCoopers LLP

J. Brian Thebault 1996
Partner, Thebault Associates

Philip H. Urban 2014
Former President and
Chief Executive Officer,
Grange Insurance

John J. Marchioni 2019
Chairman of the Board,
President and Chief Executive Officer,
Selective Insurance Group, Inc.

Ainar D. Aijala, Jr. 2020
Former Senior Advisor,
Deloitte & Touche LLP

Lisa Rojas Bacus 2020
Former Executive Vice President and
Global Chief Marketing Officer,
Cigna Corporation

John C. Burville, Ph.D, FIA, MAAA 2006*
Former Insurance Consultant
to the Bermuda Government

Terrence W. Cavanaugh 2018
Founding Partner, Accretive Consulting LLC, and
former President and Chief Executive Officer,
Erie Indemnity Company

Wole C. Coaxum 2020
Chief Executive Officer,
Mobility Capital Finance (MoCaFi)

Robert Kelly Doherty 2015
Lead Independent Director,
Selective Insurance Group, Inc.
Managing Partner, Caymen Partners

Thomas A. McCarthy 2018
Former Executive Vice President
and Chief Financial Officer, Cigna Corporation

Stephen C. Mills 2020
Former President and General Manager,
New York Knicks

*Retiring 2023

SELECTIVE 2022 ANNUAL REPORT

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Thomas S. Purnell 2
Regional Manager
Northeast Region

Erik A. Reidenbach 2
Regional Manager
Heartland Region

Nathan C. Rugge 2
Actuarial Reserving

Brian C. Sarisky 2
Chief Underwriting Officer
Commercial Lines

Valerie Sparks 2
Regional Manager
West Region

Robyn P. Turner 1
Assistant General Counsel and
Corporate Secretary

OFFICERS

Chairman of the Board
President and
Chief Executive Officer

John J. Marchioni 1,2

Executive Vice Presidents

Lucinda (Cyndi) Bennett 2
Chief Human Resources Officer

John P. Bresney 2
Chief Information Officer

Joseph O. Eppers 1,2
Chief Investment Officer

Brenda M. Hall 2
Chief Operating Officer
Standard Lines

Jeffrey F. Kamrowski 2
MUSIC

Paul Kush 2
Chief Claims Officer

Michael H. Lanza 1,2
General Counsel and
Chief Compliance Officer

Rohit Mull 2
Chief Marketing and
Innovation Officer

Vincent M. Senia 2
Chief Actuary

Mark A. Wilcox 1,2
Chief Financial Officer

1 Selective Insurance Group, Inc.
2 Selective Insurance Company of America

Senior Vice Presidents

Charles C. Adams 2
Regional Manager
Mid-Atlantic Region

Allen H. Anderson 2
Chief Underwriting Officer
Personal Lines

Jeffrey F. Beck 2
Government and Regulatory Affairs

Teresa M. Caro 2
Regional Manager
New Jersey Region

Sarita G. Chakravarthi 1,2
Tax and Assistant Treasurer

Christopher G. Cunniff 1,2
Chief Risk Officer

Kevin P. Forrey 2
Enterprise Delivery Services

Anthony D. Harnett 1,2
Chief Accounting Officer

Todd Hoivik 2
Commercial Lines Pricing
and Research

Martin Hollander 1,2
Chief Audit Executive

Robert J. McKenna, Jr. 2
Enterprise Strategy and Execution

Ryan T. Miller 2
Regional Manager
Southern Region

Maria Orecchio 2
Deputy General Counsel

Rohan Pai 1,2
Investor Relations and Treasurer

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INVESTOR INFORMATION

Annual Meeting
Wednesday, May 3, 2023 - 9:00 AM (ET)
Virtual format via live audiocast at
www.virtualshareholdermeeting.com/SIGI2023

Executive Office
40 Wantage Avenue
Branchville, New Jersey 07890
(973) 948.3000

Investor Relations
Rohan Pai
Senior Vice President
Investor Relations and Treasurer
(973) 948.1364
Investor.Relations@Selective.com

Dividend Reinvestment Plan
Selective Insurance Group, Inc. makes available
to holders of its common stock an automatic
dividend reinvestment and stock purchase plan.

For information contact:

EQ Shareowner Services
P.O. Box 64854
St. Paul, Minnesota 55164
(866) 877.6351

Registrar and Transfer Agent
EQ Shareowner Services
P.O. Box 64854
St. Paul, Minnesota 55164
(866) 877.6351

Auditors
KPMG LLP
345 Park Avenue
New York, New York 10154

Internal Audit Department
Martin Hollander
Senior Vice President
Chief Audit Executive
Internal.Audit@Selective.com

Shareholder Relations
Selective will provide by mail, free of charge, a copy of its
Annual Report on Form 10-K for the year ended December
31, 2022 (not including exhibits and documents incorporated
by reference), the Proxy Statement for the 2023 Annual
Meeting, and the annual report and proxy materials for future
Annual Meetings (once available) at your request. Please direct
all requests to:

Robyn P. Turner
Senior Vice President
Assistant General Counsel and Corporate Secretary
(973) 948.1766
Shareholder.Relations@Selective.com

Common Stock Information
Selective Insurance Group, Inc.’s common
stock trades on the Nasdaq Global Select
Market under the symbol: SIGI.

Form 10-K
Selective’s Form 10-K, as filed with the
U.S. Securities and Exchange Commission,
is provided as part of this 2022 Annual Report.

Website
Visit us at www.Selective.com
for information about Selective,
including our latest financial news.

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SELECTIVE 2022 ANNUAL REPORT

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