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, 2024
 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 001-34257
 UNITED FIRE GROUP, INC.
 (Exact name of registrant as specified in its charter)

 Iowa

 45-2302834

 (State or other jurisdiction of incorporation or organization)

 (I.R.S. Employer Identification No.)

 118 Second Avenue SE

 Cedar Rapids
 Iowa

 52401

 (Address of principal executive offices) (Zip Code)

 Registrant's telephone number, including area code: ( 319) 399-5700
 Securities registered pursuant to Section 12(b) of the Act:

 Title of each class
 Trading Symbol
 Name of each exchange on which registered

 Common Stock, $0.001 par value
 UFCS
 The NASDAQ Global Select Market

 Securities registered pursuant to Section 12(g) of the Act: None
 Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act. Yes No
 Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act. Yes No
 Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes No
 Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) 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

 Accelerated filer

 Non-accelerated filer

 Smaller reporting company

 Emerging growth company

 If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.
 Indicate by check mark whether the registrant has filed a report on and attestation to its management's assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report.

 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 o cers 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 voting stock held by non-affiliates of the registrant as of June 28, 2024 was approximately $ 0.5 billion. For purposes of this calculation, all directors and executive officers of the registrant are considered affiliates. As of February 18, 2025, 25,381,478 shares of common stock were outstanding.

 DOCUMENTS INCORPORATED BY REFERENCE
 Part III of this Form 10-K incorporates by reference certain information from the registrant's definitive proxy statement to be filed with the Securities and Exchange Commission pursuant to Regulation 14A of the Securities Exchange Act of 1934, as amended, for its annual shareholder meeting to be held on May 21, 2025.

 FORM 10-K TABLE OF CONTENTS

 Page

 PART I:

 Item 1. Business

 Item 1A. Risk Factors

 Item 1B. Unresolved Staff Comments

 Item 1C. Cybersecurity

 Item 2. Properties

 Item 3. Legal Proceedings

 Item 4. Mine Safety Disclosures

 PART II:

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

 Item 6. [Reserved]

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

 Item 7A. Quantitative and Qualitative Disclosures About Market Risk

 Item 8. Financial Statements and Supplementary Data

 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. Exhibits and Financial Statement Schedules

 Item 16. Form 10-K Summary

 Signatures

 PART I.

 ITEM 1. BUSINESS

 OVERVIEW
 Founded in 1946, United Fire Group, Inc. ("UFG", the "Registrant", the "Company", "we", "us", or "our") and its subsidiaries are engaged in the business of writing property and casualty insurance through a network of independent agencies. Our insurance company subsidiaries are currently licensed as property and casualty insurers in all 50 states, plus the District of Columbia. Our principal executive office is located at 118 Second Avenue SE, Cedar Rapids, Iowa 52401.
 The Company owns 100 percent of United Fire & Casualty Company ("UF&C"), which owns 100 percent of eight subsidiaries: (1) Addison Insurance Company; (2) Lafayette Insurance Company; (3) United Fire & Indemnity Company; (4) Mercer Insurance Company; (5) Financial Pacific Insurance Company; (6) UFG Specialty Insurance Company; (7) United Real Estate Holdings LLC and (8) McIntyre Cedar UK Limited. Mercer Insurance Company owns 100 percent of two subsidiaries: (1) Franklin Insurance Company; and (2) Mercer Insurance Company of New Jersey, Inc. McIntyre Cedar UK Limited owns 100 percent of McIntyre Cedar Corporate Member LLP.
 PROPERTY AND CASUALTY INSURANCE BUSINESS
 Commercial Lines Business
 Our business is comprised primarily of commercial lines of property and casualty insurance, including surety bonds. Our primary commercial policies are tailored business packages that include the following lines of business: fire and allied lines, other liability, automobile, workers' compensation and surety. Our core commercial products support a wide variety of customers, including small business owners and middle market businesses operating in industries such as construction, services, retail trade, financial and manufacturing, along with contract surety and commercial surety bonds offered through approximately 1,000 independent property and casualty agencies.
 We partner with managing general agents ("MGAs") to offer delegated underwriting programs providing niche products, including marine specialty, professional liability and earthquake coverages. We also provide specialty and surplus lines coverage written exclusively through wholesale brokers on an admitted and non-admitted basis. Through its McIntyre Cedar Corporate Member ("MCCM") subsidiary, the Company is a member of Lloyd's of London ("Lloyd's"). Lloyd's operates as an insurance marketplace whereby members join syndicates to underwrite insurance through a managing agent in return for receiving premiums. The Company participates in multiple syndicates that cover a range of property and casualty insurance and reinsurance lines.
 The Company offers reinsurance coverage for property and casualty insurance through traditional treaty reinsurance channels. The reinsurance operation supports primarily commercial lines of business but also assumes risk in professional, financial and personal lines of insurance.
 All of our property and casualty insurance subsidiaries belong to an intercompany reinsurance pooling arrangement. Pooling arrangements permit the participating companies to rely on the capacity of the entire pool's capital and surplus, rather than being limited to policy exposures of a size commensurate with each participant's own surplus level. Under such arrangements, the members share substantially all of the insurance business that is written and allocate the combined premiums, losses and expenses based on percentages defined in the arrangement.
 For a more detailed discussion of our products, refer to the "Business Overview" section in Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations".
 Personal Lines Business
 Our personal fire and allied lines includes proportional assumed reinsurance for homeowners multi-peril coverage. Our personal lines also consist of automobile and fire and allied lines coverage, including homeowners. In 2020, the Company announced its intent to withdraw as a direct writer of personal lines insurance. There is an immaterial amount of personal lines business remaining, primarily in the state of New Jersey, with the last exposures due to certain regulatory, non-renewal limitations expected to lapse before December 31, 2025. As of December 31, 2024, the Company had minimal exposure remaining from the direct personal lines business.

 Operating Segments
 We operate as one operating segment. Our revenues are primarily derived from premiums earned for property and casualty insurance products issued to customers. For additional information, see Note 10, "Segment Information," in Part II, Item 8, "Financial Statements and Supplementary Data."
 Pricing
 Pricing levels for our property and casualty insurance products are influenced by many factors, including an estimation of expected losses; the expenses of producing, issuing and servicing business and managing claims; the time value of money associated with such loss and expense cash flows; and a reasonable allowance for profit. We have a disciplined approach to underwriting and risk management that emphasizes profitable growth rather than premium volume or market share.
 Seasonality
 Our property and casualty insurance business experiences seasonality with regard to premiums written, which are generally highest in January and July and lowest during the fourth quarter. Although we experience seasonality in our premiums written, premiums are earned ratably over the period of coverage. Losses and loss settlement expenses incurred tend to remain consistent throughout the year, with the exception of catastrophe losses which generally are highest in the second and third quarters. Catastrophes inherently are unpredictable and can occur at any time during the year from man-made or natural disaster events that include, but are not limited to, hail, tornadoes, hurricanes and windstorms.

 Competition
 The property and casualty insurance industry is highly competitive. We compete with numerous property and casualty insurance companies in the regional and national market, some of which are substantially larger and have considerably greater financial and other resources. Except for regulatory considerations, there are limited barriers to entry into the insurance industry. Our competitors may be domestic or foreign, as well as licensed or unlicensed. The exact number of competitors within the industry is not known. Insurers compete on the basis of reliability, financial strength and stability, ratings, underwriting consistency, service, business ethics, price, performance, capacity, policy terms and coverage conditions.
 In addition, because our primary commercial products are marketed exclusively through independent insurance agencies, most of which represent more than one company, we face competition within each agency and competition to retain qualified independent agents. Our competitors include companies that market their products through agents, as well as companies that sell insurance directly to their customers.
 Because we rely solely on independent agencies to market our primary commercial products, we offer a competitive commissions program and a rewarding profit-sharing plan as incentives for agents to place high-quality property and casualty insurance business with us. We tier our agents to objectively recognize our top performers including additional compensation in our profit-sharing plan. We offer incentive trips and promotions to build UFG loyalty.
 Our competitive advantages include our commitments to:
 • Strong agency relationships:
 Highly-experienced personnel focused on strong service-oriented relationships.
 A team of regional managers is responsible for deepening the agency relationships needed to drive profitable growth and the field execution of underwriting strategies for the core commercial business.
 • Exceptional service: Our agents and policyholders always have the option to speak with a real person.
 • Fair and prompt claims handling: We view claims handling experiences as an opportunity to demonstrate our exemplary customer service to our policyholders.

 • Specialized underwriting expertise: We empower our underwriters with the knowledge and tools needed to make good decisions for the Company.
 • Superior loss control services: Our loss control representatives make multiple visits to policyholder businesses and job sites each year to ensure safety and make loss prevention recommendations.
 • Effective and efficient use of technology: We use technology to provide enhanced service to our agents and policyholders, not to replace our personal relationships, but to reinforce them.

 REINSURANCE
 Incorporated by reference from the "Reinsurance" section in Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" and Note 4 "Reinsurance" contained in Part II, Item 8, "Financial Statements and Supplementary Data."

 RESERVES
 Incorporated by reference from the "Critical Accounting Estimates" section in Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" and Note 5 "Reserves for Losses and Loss Settlement Expenses" in Part II, Item 8, "Financial Statements and Supplementary Data."

 INVESTMENTS
 Incorporated by reference from Part II, Items 7 and Item 7A, "Management's Discussion and Analysis of Financial Condition and Results of Operations," and "Quantitative and Qualitative Disclosures about Market Risk" under the headings "Investments," "Market Risk" and "Critical Accounting Estimates," Note 1 "Summary of Significant Accounting Policies" under the heading "Investments," Note 2 "Investments," and Note 3 "Fair Value of Financial Instruments," contained in Part II, Item 8, "Financial Statements and Supplementary Data."

 COMPLIANCE WITH GOVERNMENT REGULATION
 The insurance industry is subject to comprehensive and detailed regulation and supervision. Each jurisdiction in which we operate has established supervisory agencies with broad administrative powers. While we are not aware of any currently proposed or recently enacted state or federal regulation that would have a material impact on our operations, the new presidential administration has implemented many changes to federal regulations and regulatory agencies and the potential impact of such regulations is difficult to predict.
 State Regulation
 We are subject to extensive regulation, primarily at the state level. The method, extent and substance of such regulation varies by state, but generally has its source in National Association of Insurance Commissioners ("NAIC") model laws and regulations that establish standards and requirements for conducting the business of insurance and that delegate regulatory authority to a state regulatory agency. Moreover, the NAIC Accreditation Program requires state regulatory agencies to meet baseline standards of solvency regulation, particularly with respect to regulation of multi-state insurers. In general, such regulation is intended for the protection of those who purchase or use our insurance products, and not our shareholders. These rules have a substantial effect on our business and relate to a wide variety of matters including: insurance company licensing and examination; the licensing of insurance agents and adjusters; price setting or premium rates; trade practices; approval of policy forms; claims practices; restrictions on transactions between our subsidiaries and their affiliates, including the payment of dividends; investments; underwriting standards; advertising and marketing practices; capital adequacy; and the collection, remittance and reporting of certain taxes, licenses and fees.
 The state laws and regulations that have the most significant effect on our insurance operations and financial reporting are discussed below.

 Insurance Holding Company Regulation
 We are regulated as an insurance holding company system in the states of domicile of our property and casualty insurance companies: Iowa (UF&C, UFG Specialty Insurance Company and Addison Insurance Company), California (Financial Pacific Insurance Company), Louisiana (Lafayette Insurance Company), New Jersey (Mercer Insurance Company of New Jersey, Inc.), Pennsylvania (Mercer Insurance Company and Franklin Insurance Company) and Texas (United Fire & Indemnity Company and its affiliate, United Fire Lloyds, which is organized as a Texas Lloyds plan). These regulations require that we annually furnish financial and other information about the operations of the individual companies within our holding company system. Generally, the insurance laws of these states provide that notice to the state insurance commissioner is required before finalizing any transaction affecting the ownership or control of an insurer and before finalizing certain material transactions between an insurer and any person or entity within its holding company system. In addition, some of those transactions cannot be finalized without the state insurance commissioner's prior approval.
 The Model Insurance Holding Company System Regulatory Act, as amended (the "Amended Model Act") identified the concept of "enterprise risk" within an insurance company holding system. Enterprise risk is defined as any activity, circumstance, event or series of events involving one or more affiliates of an insurer that, if not remedied promptly, is likely to have a material adverse effect upon the financial condition or the liquidity of the insurer or its insurance holding company system as a whole. The Amended Model Act imposes more extensive informational requirements on us, including requiring us to prepare an annual enterprise risk report that identifies the material risks within our insurance company holding system that could pose enterprise risk to our licensed insurers.

 Restrictions on Shareholder Dividends
 As an insurance holding company with no independent operations or source of revenue, our capacity to pay dividends to our shareholders is based on the ability of our insurance company subsidiaries to pay dividends to us. The ability of our subsidiaries to pay dividends to us is regulated by the laws of their state of domicile. Under these laws, insurance companies must provide advance informational notice to the domicile state insurance regulatory authority prior to payment of any dividend or distribution to its shareholders. Prior approval from the state insurance regulatory authority must be obtained before payment of an "extraordinary dividend" as defined under the state's insurance code. The amount of ordinary dividends that may be paid to us is subject to certain limitations, the amounts of which change each year. In all cases, we may pay dividends only from our earned surplus. Refer to Part II, Item 5, "Market for Registrant's Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities" under the heading "Dividends" and Note 6 "Statutory Reporting, Capital Requirements and Dividends and Retained Earnings Restrictions," in Part II, Item 8, "Financial Statements and Supplementary Data" for additional information.
 Price Regulation
 Our primary commercial business is subject to regulatory constraints. Nearly all states have insurance laws requiring us to file rating manuals, policy or coverage forms, and other information with the state's regulatory authority. In certain states, rating manuals, policy forms, or both, must be approved prior to use. While insurance laws vary from state to state, their objectives are generally the same: an insurance rate cannot be excessive, inadequate, or unfairly discriminatory. The speed with which we can change our rates in response to competition or in response to increasing costs depends, in part, on the responsiveness of state regulators to allow adequate rates for the business we write. Pricing and product changes in our other businesses, though still subject to certain regulatory oversight, are afforded more flexibility by regulators to respond to emerging operating and claims costs and overall market dynamics.
 Investment Regulation
 We are subject to various state regulations requiring investment portfolio diversification and limiting the concentration of investments we may maintain in certain asset categories. Failure to comply with these regulations leads to the treatment of nonconforming investments as non-admitted assets for purposes of measuring statutory surplus. Further, in some instances, state regulations require us to sell certain nonconforming investments.

 Exiting Geographic Markets; Canceling and Non-renewing Policies
 Most states regulate our ability to exit a market. For example, states limit, to varying degrees, our ability to cancel and non-renew insurance policies. Some states prohibit us from withdrawing one or more types of insurance business from the state, except upon prior regulatory approval. Regulations that limit policy cancellation and non-renewal may restrict our ability to exit unprofitable markets.
 Insurance Guaranty Associations
 Each state has insurance guaranty association laws. Membership in a state's insurance guaranty association is generally mandatory for insurers wishing to do business in that state. Under these laws, associations may assess their members for certain obligations that insolvent insurance companies have incurred with regard to their policyholders and claimants.
 Typically, states assess each solvent association member with an amount related to that member's proportionate share of business written by all association members within the state. Most state guaranty associations allow solvent insurers to recoup the assessments they are charged through future rate increases, surcharges or premium tax credits. However, there is no assurance that we will ultimately recover these assessments. We cannot predict the amount and timing of any future assessments or refunds under these laws.
 Shared Market and Joint Underwriting Plans
 State insurance regulations often require insurers to participate in assigned risk plans, reinsurance facilities and joint underwriting associations. These are mechanisms that generally provide applicants with various types of basic insurance coverage that may not otherwise be available to them through voluntary markets. Such mechanisms are most commonly instituted for automobile and workers' compensation insurance, but many states also mandate participation in Fair Access to Insurance Requirements Plans or Windstorm Plans, which provide basic property coverage. Participation is based upon the amount of a company's voluntary market share in a particular state for the classes of insurance involved. Policies written through these mechanisms may require different underwriting standards and may pose greater risk than those written through our voluntary application process.
 Statutory Accounting Principles
 For public reporting, insurance companies prepare financial statements in accordance with U.S. generally accepted accounting principles ("GAAP"). However, state laws require us to calculate and report certain data according to statutory accounting principles as defined in the NAIC Accounting Practices and Procedures Manual. While not a substitute for any GAAP measure of performance, statutory data is frequently used by independent rating agencies and industry analysts to facilitate comparisons of insurance companies.

 Insurance Reserves
 State insurance laws require that insurance companies analyze the adequacy of their reserves annually. Our appointed actuary must submit an opinion that our statutory reserves are adequate to meet policy claims-paying obligations and related expenses.
 Financial Solvency Ratios
 The NAIC annually calculates 13 financial ratios to assist state insurance regulators in monitoring the financial condition of insurance companies. A "usual range" of results for each of these ratios is used by insurance regulators as a benchmark. Departure from the usual range on four or more of the ratios could lead to inquiries from individual state insurance departments as to certain aspects of a company's business. In addition to the financial ratios, states also require us to calculate a minimum capital requirement for each of our insurance companies based on individual company insurance risk factors. These "risk-based capital" results are used by state insurance regulators to identify companies that require regulatory attention or the initiation of regulatory action. At December 31, 2024, all of our insurance companies had capital in excess of the required levels.

 Federal Regulation
 Although the federal government and its regulatory agencies generally do not directly regulate the business of insurance, federal initiatives and legislation often have an impact on our business. These initiatives and legislation include tort reform proposals, proposals addressing natural catastrophe exposures, terrorism risk mechanisms, federal financial services reforms, various tax proposals affecting insurance companies, and possible regulatory limitations, impositions and restrictions arising from the Dodd-Frank Wall Street Reform and Consumer Protection Act ("Dodd-Frank"), and the Patient Protection and Affordable Care Act.
 Various legislative and regulatory efforts to reform the tort liability system have impacted and will continue to impact our industry. Although there has been some tort reform with positive impact to the insurance industry, new causes of action and theories of damages continue to be proposed in state court actions or by federal or state legislatures that continue to expand liability for insurers and their policyholders. For example, some state legislatures have from time-to-time considered legislation addressing direct actions against insurers related to bad faith claims. As a result of this unpredictability in the law, insurance underwriting is expected to continue to be difficult in commercial lines, professional liability and other specialty coverages.
 Dodd-Frank expanded the federal presence in insurance oversight and increased regulatory requirements that are applicable to us. Dodd-Frank's requirements include streamlining the state-based regulation of reinsurance and non-admitted insurance (property or casualty insurance placed with insurers that are eligible to accept insurance, but are not licensed to write insurance in a particular state). Dodd-Frank also established the Federal Insurance Office within the U.S. Department of the Treasury that is authorized to, among other things, gather data and information to monitor aspects of the insurance industry, identify issues in the regulation of insurers about insurance matters, and preempt state insurance measures under certain circumstances.
 Dodd-Frank and the Sarbanes-Oxley Act also contain several provisions related to corporate governance and disclosure matters. In response to Dodd-Frank, the Securities and Exchange Commission ("SEC") has adopted or proposed rules regarding director independence, director and officer hedging activities, executive compensation clawback policies, compensation advisor independence, pay versus performance disclosures, internal pay equity disclosures, and shareholder proxy access. These laws require or permit national stock exchanges or associations, such as the Nasdaq Stock Market LLC (the "Nasdaq Stock Market"), where we list our equity securities, to mandate certain governance practices. We continue to monitor developments under Dodd-Frank (and federal regulation more broadly) and their impact on us, insurers of similar size and the insurance industry as a whole.

 FINANCIAL STRENGTH AND ISSUER CREDIT RATING
 Our financial strength is regularly reviewed by an independent rating agency that assigns a rating based upon criteria such as results of operations, capital resources and minimum policyholders' surplus requirements. An insurer's financial strength rating is one of the primary factors evaluated by those in the market to purchase insurance. A poor rating indicates that there is an increased likelihood that the insurer could become insolvent and therefore not able to fulfill its obligations under the insurance policies it issues. This rating can also affect an insurer's level of premium writings, the lines of business it can write and the market value of its securities. A.M. Best also assigns long-term issuer credit ratings based on a company's ability to repay its debts.
 Our property and casualty subsidiaries (collectively known as "United Fire & Casualty Group") are rated by A.M. Best Company, Inc. ("A.M. Best") on a group basis. The table below shows the current ratings assigned to our companies by A.M. Best.

 Financial Strength Rating
 Issuer Credit Rating
 Rating Held Since

 United Fire & Casualty Group
 A-
 a-
 2023

 N/A
 bbb-
 2023

 On August 18, 2023, UFG and our property and casualty subsidiaries received a rating downgrade from A.M. Best. For United Fire & Casualty Group, the financial strength rating was downgraded to A- (Excellent) from A (Excellent) and the issuer credit rating was downgraded to "a-" (Excellent) from "a" (Excellent). Concurrently, for UFG, A.M. Best downgraded the issuer credit rating to "bbb-" (Good) from "bbb" (Good). According to A.M. Best,

 companies rated "A-" have "an excellent ability to meet their ongoing obligations to policyholders." The outlook of these credit ratings is stable and there was no change in the outlook in December 2024. Refer to Part I, Item 1A. "Risk Factors" for additional information on financial strength and issuer credit ratings.

 HUMAN CAPITAL
 Organization core values
 Working together as one, we are always striving to deliver on our promises of employee success, policyholder protection, agent opportunity, shareholder value and community support. This unified ideology guides every aspect of the way we conduct business at UFG.
 Strategy for success
 Our "One UFG: Boldly Forward" strategy unites our people in purpose and drives our mission of superior operational and financial performance. It is centered on five strategic pillars of long-term profitability, diversified growth, people development, continuous innovation and expense management. These pillars provide us with a strong foundation for success as we work together to deliver on our promises to all UFG stakeholders.

 Corporate culture
 We are committed to cultivating and preserving a culture that fosters the success of our employees. Our purpose is to invest in people to build enduring relationships with those we serve. We invite our people to bring their authentic whole self to work, be inspired to form lasting relationships and to do their best each day.
 Our commitment is reinforced through initiatives centered on our people, partners, and philanthropy, creating a work environment built on the premise of a strong sense of belonging that encourages:
 a. Respectful communication and cooperation between all employees.
 b. Teamwork and participation that empowers and advances all perspectives.
 c. Work-life balance to accommodate employees' varying needs.
 d. Giving back to the communities we serve to advance change and promote greater understanding and respect.

 At UFG, inclusive conduct is centered on:
 a. Treating others with dignity and respect at all times, because how we act is as important as what we accomplish.
 b. Meeting the evolving needs of our expansive risk profile though investment in our talent through training and recruiting.
 c. Striving to do what is right - even when no one is looking.
 d. Continuously listening to our people, agents, partners, vendors, and community to effectuate our goals.
 e. Deepening our sensitivity and understanding towards others, so we can connect in a meaningful way.
 f. Ensuring that employees exhibit conduct that reflects inclusion during work, at work functions on or off the work site, and at all other company-sponsored and company-participating events. Inclusive conduct applies to all in-office, hybrid, remote and field employees.

 It is through our shared awareness and commitment to these principles that we foster a culture of belonging, where everyone is welcome, respected and appreciated.

 2024
 2023
 2022

 Employee data

 Workforce data
 Headcount
 1,095

 Average tenure in years
 7.8
 9.0
 8.7

 Percent of self-identified women in workforce
 54.7%
 55.0%
 57.4%

 Percent of self-identified racial/ethnic minorities in workforce
 15.9%
 14.1%
 13.8%

 Voluntary turnover rate*
 13.3%
 26.8%
 12.3%

 Human rights/Social
 Equal employment opportunity policy
 Y
 Y
 Y

 Human and labor rights policy
 Y
 Y
 Y

 Ethics
 Anti-bribery & anti-corruption policy and training
 Y
 Y
 Y

 Code of ethics and business conduct
 Y
 Y
 Y

 Community
 Employee volunteer hours
 1,676
 1,690

 * The 2023 voluntary turnover rate includes employees who accepted the Company's early retirement plan offering.

 Fulfilling careers; health, safety and wellness; compensation and benefits; talent development

 Employee success is part of UFG's mission, therefore, health, wellness and education are core cultural values. Our investment in employee health and well-being is built on our foundation of helping people enhance their lives.
 Our commitment to advancing the mental and physical health of our people includes a variety of fitness and educational offerings to help employees make healthy choices. We also offer on-site wellness centers at several of our offices or stipends at other branch locations.

 Sustainability as a Driver of Shareholder Value
 As a property and casualty insurer, UFG is acutely aware of the growing risks to business, insureds and communities stemming from sustainability issues. A few of our 2024 sustainability-related achievements include:
 • Reduction in Fleet Vehicles
 From 2022 through the end of 2024 we minimized the size of our fleet by 28% and reduced miles driven by 38%. This reduction significantly decreased our carbon footprint and reduced greenhouse gas emissions.
 • GHG Emission Targets and Sustainability Reporting
 We recently set initial GHG category and scope emissions. In 2024, we implemented a sustainability platform that will allows us to measure, manage, and report out on targeted sustainability efforts. Sustainability reporting and GHG emission data are disclosed to our employees, shareholders, and insureds on our public facing website at www.ufginsurance.com.

 COMPANY WEBSITE AND AVAILABILITY OF INFORMATION
 The Company's website is www.ufginsurance.com. Information on the Company's website is not incorporated by reference herein and is not a part of this Form 10-K. We provide free and timely access to the Company's Annual Report on Form 10-K, Quarterly Reports on Form 10-Q, Current Reports on Form 8-K, proxy statements, beneficial ownership reports on Forms 3, 4 and 5 and amendments to reports filed or furnished pursuant to Section 13(a), 15(d) or 16(a) of the Exchange Act. Such reports are made available as soon as reasonably practicable after they are filed with or furnished to the SEC. To access these filings, go to the Company's website and under the "Investors" heading, click on "Financial Documents" then "SEC Filings."
 Our Code of Ethics and Business Conduct is also available at www.ufginsurance.com in the Investor Relations section. To view it, under the "Investors" tab, select "Overview," then "Governance Documents" and then "Code of Ethics and Business Conduct."

 Free paper copies of any materials that we file with or furnish to the SEC can also be obtained by writing to Investor Relations, United Fire Group, Inc., 118 Second Avenue SE, Cedar Rapids, Iowa 52401.

 INFORMATION ABOUT OUR EXECUTIVE OFFICERS
 The following table sets forth information concerning the following executive officers as of February 26, 2025:

 Name
 Age
 Position

 Kevin J. Leidwinger
 President and Chief Executive Officer, Principal Executive Officer

 Julie A. Stephenson
 Executive Vice President and Chief Operating Officer

 Eric J. Martin
 Executive Vice President, Chief Financial Officer and Principal Financial Officer

 Sarah E. Madsen
 Senior Vice President, Chief Legal Officer and Corporate Secretary

 Steven D. Hernandez
 Senior Vice President and Chief Human Resources Officer

 Corey L. Ruehle
 Senior Vice President and Chief Claims Officer

 A brief description of the business experience of these officers follows:
 Kevin J. Leidwinger became our President and Chief Executive Officer in August 2022. Prior to joining UFG, Mr. Leidwinger served as President and Chief Operating Officer at CNA Commercial from 2015 - 2022. Prior to joining CNA Commercial in 2015, he was global casualty manager for Chubb Commercial Insurance, and was responsible for the company's worldwide portfolio of general liability, workers' compensation, excess umbrella, auto errors and omissions, and environmental business.
 Julie A. Stephenson joined UFG as our Executive Vice President and Chief Operating Officer in January 2023. Ms. Stephenson has over 25 years of experience in the insurance industry, most recently serving as global head of casualty reinsurance at Swiss Re. Prior to joining Swiss Re in 2021, she held the positions of Chief Operating Officer-Middle Market (2019-2021) and Commercial Chief Underwriting Officer (2015-2019) at CNA Insurance and Global Liability Manager for Chubb Insurance.
 Eric J. Martin became Executive Vice President and Chief Financial Officer in February 2023, after joining UFG as our Senior Vice President and Chief Financial Officer in April 2022. Prior to joining UFG, he served as Head of Enterprise Transformation at Transamerica Corporation (an insurance company), beginning in 2020. Mr. Martin also held numerous other positions at Transamerica including: Chief Operating Officer, Individual Solutions and Retail Affiliates (2019-2020); Senior Vice President, Controller and Head of Finance (2016-2019) and various other roles dating back to 2001.
 Sarah E. Madsen became our Vice President, Chief Legal Officer, and Corporate Secretary in April 2022 and was appointed Senior Vice President in March 2024. Ms. Madsen previously served as Assistant General Counsel from 2018-2022. Prior to joining UFG, she served as corporate counsel for a national insurance and financial strategies firm, counsel for a global non-profit and was a partner at a St. Paul, MN-based law firm, where she practiced financial services, insurance, and commercial litigation. Ms. Madsen holds a CPCU designation.
 Steven D. Hernandez became our Senior Vice President and Chief Human Resources Officer in May 2024. Prior to joining UFG, he served as Senior Vice President at CNA Insurance from 2016-2024 and held various leadership roles at Chubb Group of Insurance Companies.
 Corey L. Ruehle became our Vice President and Chief Claims Officer in 2019 and was appointed Senior Vice President in March 2024. He joined UFG as a Commercial Underwriter in 2001. Between 2001 and 2019 he served in various capacities, including as Underwriting Supervisor, Underwriting Manager and Branch Manager of the Midwest region. Mr. Ruehle has the Associate in Commercial Underwriting (AU) and Certified Insurance Counselor (CIC) professional designations.

 ITEM 1A. RISK FACTORS
 We provide readers with the following discussion of risks and uncertainties relevant to our business. These are factors that we believe could cause our actual results to differ materially from our historic or anticipated results. We could also be adversely affected by other factors, in addition to those listed here. These risks are not the only risks we face. Additional risks and uncertainties not currently known to us or that we currently deem immaterial could have a material effect on our business, results of operations, financial condition and/or liquidity.
 Additional information concerning factors that could cause actual results to differ materially from those contained in the forward-looking statements is set forth in Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations."

 Business Strategy
 The success of our strategy may be adversely impacted by various internal and external factors.
 We have set a strategy to grow our business. We expect to execute on our strategy, but our success could be impacted by several different risks including but not limited to regulatory changes, economic conditions, technological advancements, cybersecurity threats, operational risks, intense market competition, and talent risks. We continually monitor these risks and mitigate their potential likelihood and impact. We also adjust our strategy as needed as results are realized or projections indicate any potential weaknesses in the adequacy or execution of our strategic plan. Our efforts to successfully mitigate risks to our strategy are not guaranteed, which could materially impact our financial condition and the results of our operations.
 Our core insurance business is dependent on strong and beneficial relationships with a large network of independent insurance agents and not maintaining these relationships could result in loss of sufficient business opportunities within our expertise and stated risk appetite.
 Our direct insurance products are marketed exclusively through independent insurance agencies, all of which represent more than one company. We face competition within each agency to retain qualified independent agents. Our competitors include companies that market their products via independent agents, exclusive agents and companies that sell insurance directly to their customers.
 Our distribution model is subject to the risks of possible loss of independent agencies for various reasons and the discretion agencies have to reduce their business with us. Other potential consequences of not maintaining strong and beneficial relationships include the loss of sufficient business opportunities within our specific risk appetite, impacting the quality of our underwriting and loss ratio. If the quality of the independent agencies with which we do business were to decline, policyholders might consider purchasing their insurance through different agencies or channels.
 Our geographic concentration ties our performance to the business, economic and regulatory conditions of certain states.
 Our revenues and profitability are subject to the prevailing regulatory, legal, economic, political, competitive, weather, and other conditions in the principal states in which we do business. With respect to regulatory conditions, the NAIC and state legislators continually reexamine existing laws and regulations, specifically focusing on modifications to holding company regulations, interpretations of existing laws and the development of new laws and regulations. In a time of financial uncertainty or a prolonged economic downturn, regulators may choose to adopt more restrictive insurance laws and regulations. Changes in regulatory or any other of these conditions could make it less attractive for us to do business in such states. In addition, our exposure to severe losses from localized natural perils, such as tornadoes, wildfires or hailstorms, is increased in those areas where we have written a significant amount of property insurance policies.
 We will be at a competitive disadvantage if, over time, our competitors are more effective in pricing their products, development of new product offering, implementation of technology and data analytics.
 We compete with many major U.S. and non-U.S. insurers and smaller regional companies, as well as mutual companies, specialty insurance companies, underwriting agencies, and diversified financial services companies, including banks, mutual funds, broker-dealers and asset-managers. Our competitors may attempt to increase their market share by lowering rates. Losing business to competitors offering similar products at lower prices or who have a competitive advantage may adversely affect the results of our operations.

 We use various actuarial techniques and data analytics to understand our risk exposures such as frequency and severity of different types of insurance claims. The data we rely on for these analytics includes experience data from our own business (e.g., policies written, characteristics, coverages, and details of associated losses) and data attained from third parties, including industry results. We use outputs of predictive models and other analytics to assist in decision making related to underwriting, pricing, claims management (including reserving), and catastrophe risk exposure management.
 Emerging technology, including artificial intelligence, offers opportunities to underwrite and price business more efficiently and accurately, thus lowering costs. If we are not able to use technology and data analytics as effectively as our competitors, our competitiveness and ability to write and retain business within our risk appetite will be impacted. This may reduce the profitability of the business we do write or retain and negatively affect our ability to meet our business objectives.
 Our strategy's success could be affected by our timely ability to recognize and adapt to our position in the insurance cycle.
 The risk presented by market conditions presents a unique set of challenges in the property and casualty insurance industry. The property and casualty insurance marketplace is cyclical in nature and has historically been characterized by soft markets (i.e., periods of relatively high levels of price competition, less restrictive underwriting standards and generally low premium rates) followed by hard markets (i.e., periods of capital shortages resulting in a lack of insurance availability, relatively low levels of price competition, more selective underwriting of risks and relatively high premium rates). During soft markets, we may lose business to competitors offering competitive insurance at lower prices. We may reduce our premiums or limit premium increases leading to a reduction in our profit margins and revenues. During hard markets, we may underprice our competition resulting in adverse selection and missed opportunities for higher profit margins.

 Underwriting Risks

 Our success depends primarily on our ability to underwrite risks effectively and adequately price the risks we insure.
 The results of our operations and our financial condition depend on our ability to underwrite and set premium rates accurately for a wide variety of risks based on available information. Adequate rates are necessary to generate premiums sufficient to pay losses, loss settlement expenses and underwriting expenses and to earn a profit. To price our products accurately, we must collect and properly analyze a substantial amount of data, develop, and apply appropriate pricing techniques, closely monitor changes in trends and project both severity and frequency of losses with reasonable accuracy. We could underprice risks which would adversely affect our profit margins. Conversely, we could overprice risks, leading to reduced sales volume and competitiveness. Our ability to undertake these efforts successfully is subject to a number of risks and uncertainties, including but not limited to:
 (1) The availability of sufficient reliable data and our ability to properly analyze available data.
 (2) Market and competitive conditions.
 (3) Changes in medical care expenses and restoration costs.
 (4) Our selection and application of appropriate pricing techniques.
 (5) Changes in the regulatory market, applicable legal liability standards and in the civil litigation system generally.
 The demand for property and casualty insurance can also vary significantly, rising as the overall level of economic activity increases and falling as that activity decreases. Fluctuations in demand and competition could produce underwriting results that would have a negative impact on the results of our operations and financial condition.

 Claims

 We may be unable to predict the rising cost of insurance claims resulting from changing societal expectations that lead to increasing litigation, broader definitions of liability, broader contract interpretations, more plaintiff-friendly legal decisions and larger compensatory jury awards.
 We refer to these phenomena collectively as "social inflation" and they present a significant challenge in accurately pricing risk and managing the liabilities that arise on insurance policies. As a commercial casualty insurance company, we have always been sensitive to the effects of emerging claims and coverage issues, including class action lawsuits. But more recent trends such as litigation financing have led to an unprecedented number of large liability losses for us as well as our competitors.
 These issues may adversely affect our business by either extending coverage beyond our underwriting intent or by increasing the number and/or size of claims, resulting in further increases in our reserves. The effects of these and other unforeseen emerging claims and coverage issues are difficult to predict. Further examples of these issues include:
 (1) Judicial expansion of policy coverage and the impact of new theories of liability.
 (2) An increase in plaintiffs targeting property and casualty insurers in purported class action litigation regarding claims handling and other practices.
 (3) Medical developments that link health issues to specific causes, resulting in liability or workers' compensation (for example, cumulative trauma).
 (4) Claims relating to unanticipated consequences of current or new technologies.
 (5) An increase in the variety, number and size of claims relating to liability losses, which often present complex coverage and damage valuation questions.
 (6) Claims relating to potentially changing climate conditions, including higher frequency and severity of weather-related events.
 (7) Adverse changes in loss cost trends, including inflationary pressure in medical cost and automobile repair costs.
 Many of the policies we issue include exclusions and other conditions that define, and limit coverage, which are designed to manage our exposure to certain types of risks and expanding theories of legal liability. In addition, many of our policies limit the period during which a policyholder may bring a claim under the policy, which period in many cases is shorter than the statutory period under which these claims can be brought by our policyholders. While these exclusions and limitations help us assess and control our loss exposure, it is possible that a court or regulatory authority could nullify or void an exclusion or limitation, or legislation could be enacted which modifies or bars the use of these exclusions and limitations. This could result in higher than anticipated losses by extending coverage beyond the intent of our underwriting. In some instances, these changes may not become apparent until sometime after we have issued the insurance policies that are affected by these changes. As a result, the full extent of liability under our insurance contracts may not be known for many years after a policy is issued.
 We actively educate employees on the risk of social inflation and how best to defend against social inflation tactics. We endeavor to find ways to keep claims out of litigation and manage downward the length of time that certain claims are open. We also steer our portfolio away from business that is most exposed to these trends, and we target business in our assumed reinsurance operations and other alternative distribution channels that offer shorter tail risks.
 Our reserves for property and casualty insurance losses and loss settlement expenses are based on estimates and may be inadequate, adversely impacting our financial results.
 We maintain insurance reserves to cover our estimated ultimate unpaid liability for claims and claims adjustment expenses, including the estimated cost of the claims adjustment process, for reported and unreported claims and for future policy benefits. Our reserves may prove to be inadequate, which may result in future charges to earnings and/or a downgrade of our financial strength rating or the financial strength ratings of our insurance company subsidiaries.

 Insurance reserves represent our best estimate at a given point in time. They are not an exact calculation of liability but instead are complex estimates, which are a product of actuarial expertise and projection techniques based on assumptions and expectations about future events, many of which are highly uncertain.
 The process of estimating claims and claims adjustment expense reserves involves a high degree of judgment. These estimates are based on historical data and the impact of various factors such as:
 (1) Actuarial and statistical projections of the cost of settlement and administration of claims reflecting facts and circumstances known.
 (2) Historical claims information and loss emergence patterns.
 (3) Assessments of currently available data.
 (4) Estimates of future trends in claims severity and frequency.
 (5) Judicial theories of liability.
 (6) Economic factors such as inflation.
 (7) Estimates and assumptions regarding social, judicial and legislative trends, and actions such as class action lawsuits and judicial interpretation of coverages or policy exclusions.
 (8) The level of insurance fraud.
 Many of these factors are not quantifiable. The inherent uncertainties of estimating reserves are greater for certain types of liabilities, particularly those in which the various considerations affecting the type of claim are subject to change and in which long periods of time may elapse before a definitive determination of liability is made. Reserve estimates are continually refined in a regular and ongoing process as experience develops and further claims are reported and settled.
 Actual loss and loss settlement expenses paid might exceed our reserves. If our loss reserves are insufficient, or if we believe our loss reserves are insufficient to cover our actual loss and loss settlement expenses, we will have to increase our loss reserves and incur charges to our earnings, which could indicate that premium levels were insufficient. As such, deviations from one or more of these assumptions could result in a material adverse impact on our Consolidated Financial Statements and/or our financial strength rating.
 For additional information about our reserving process and the factors we consider in estimating reserves, refer to the "Critical Accounting Estimates" section in Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations."
 We insure property that is exposed to various natural perils that can give rise to significant claims costs.
 Our property and casualty insurance operations expose us to claims arising from catastrophic events affecting multiple policyholders. Such catastrophic events consist of various natural disasters, which may increase in severity and frequency due to climate change, including, but not limited to, hurricanes, tornadoes, hailstorms, wildfires, earthquakes, severe winter weather, volcanic eruptions, and man-made disasters such as terrorist acts (including biological, chemical or radiological events), explosions, infrastructure failures and results from political instability.
 Property damage resulting from catastrophes is perhaps the largest short-term underwriting loss we face in the ordinary course of our business. Catastrophes may reduce our net income, cause substantial volatility in our financial results for any fiscal quarter or year or otherwise adversely affect our financial condition, liquidity or results of operations. Catastrophes may also negatively affect our ability to write new business.
 In addition, it generally requires more time to determine our ultimate losses associated with a particular catastrophic event. The inability to access portions of the impacted area, the complexity of the losses, legal and regulatory uncertainty, and the nature of the information available for certain catastrophic events may affect our ability to estimate the claims and claim adjustment expense reserves. Such complex factors include, but are not limited to: determining the cause of the damage, evaluating general liability exposures, estimating additional living expenses, the impact of demand surge, infrastructure disruption, fraud, business interruption costs and reinsurance collectability.

 A catastrophic occurrence at the end or near the end of a reporting period may also affect the information available to us when estimating claims and claims adjustment expense reserves for the reporting period. As our claims experience for a particular catastrophe develops, we may be required to adjust our reserves to reflect our revised estimates of the total cost of claims. However, because the occurrence and severity of catastrophes are inherently unpredictable and may vary significantly from year to year and region to region, historical results of operations may not be indicative of future results of operations.
 Following catastrophes there may be legislative, administrative, and judicial decisions that seek to expand insurance coverage for claims beyond the original intent of the policies or seek to prevent the application of deductibles. Our ability to manage catastrophic exposure may be limited by public policy considerations, the political environment, changes in the general economic climate and/or social responsibilities.

 Financial

 We are subject to certain risks related to our investment portfolio that could negatively affect our profitability.
 Our investments are professionally managed by New England Asset Management ("NEAM") as of February 1, 2024. NEAM's investment decisions are governed by our management team and in accordance with our investment guidelines approved by our Board of Directors. Investment income is an important component of our net income and overall profitability. We invest premiums received from policyholders and other available cash to generate investment income and capital appreciation, while also maintaining sufficient liquidity to pay covered claims, operating expenses, and dividends. Our investment performance is sensitive to various factors including general economic conditions, changes in financial markets, global disruptions, and other factors beyond our control. Although our guidelines stress diversification in investment grade fixed maturity securities, our financial results may be adversely impacted by investment creditworthiness, fluctuations in interest rates, and disruptions in the financial and capital markets.

 We seek to match the maturities of our investment portfolio with the estimated payment date of our loss and loss adjustment expense reserves to ensure strong liquidity and avoid having to liquidate securities to fund claims. Risk such as inadequate loss and loss adjustment reserves, a large natural catastrophe, or unfavorable trends in litigation could potentially result in the need to sell investments to fund these liabilities. This could result in significant realized losses depending on the conditions of the general market, interest rates and credit profile of individual securities. Further, our investment portfolio is subject to increased valuation uncertainties when investment markets are illiquid. The valuation of investments is more subjective when markets are illiquid, thereby increasing the risk that the estimated fair value (i.e., the carrying amount) of the portion of the investment portfolio that is carried at fair value in our financial statements is not reflective of prices at which actual transactions could occur.
 We exercise prudence and significant judgment in analyzing and validating fair values, which are primarily provided by third parties, for securities in our investment portfolio, including those that are not regularly traded in active markets. We also exercise prudence and significant judgment in determining whether the impairment of particular investments is temporary or other-than-temporary. Due to the inherent uncertainties involved in these judgments, we may incur unrealized losses and subsequently conclude that other-than-temporary write downs of our investments are required.
 A downgrade in our financial strength or issuer credit ratings could result in a loss of business and could have a material adverse effect on our financial condition, results of operations and liquidity.
 Ratings are an important factor in establishing the competitive position of insurance companies. Third-party rating agencies assess and rate the claims-paying ability, capital strength and creditworthiness of insurers and reinsurers based on criteria established by the agencies. Financial strength ratings and issuer credit ratings are used by policyholders, insurers, reinsurers and insurance and reinsurance intermediaries as an important means of assessing the financial strength, creditworthiness and quality of insurers and reinsurers. These ratings are not evaluations directed to potential purchasers of our common stock, and are not recommendations to buy, sell or hold our common stock. These ratings are subject to change at any time and could be revised downward or revoked at the sole discretion of the rating agency.

 The ratings assigned by A.M. Best are an important factor in marketing our products. Our ratings from A.M. Best affect our ability to retain our existing business, and to attract new business in our insurance operations. Failure to maintain our ratings could motivate current and future independent agents and policyholders to transact their business with higher rated competitors. If A.M. Best further downgrades our ratings or publicly indicates that our ratings are under review, it is possible that we will not be able to compete as effectively, leading to a decrease in premium revenue and earnings. For example, many of our agencies and policyholders have guidelines that require us to have an A.M. Best financial strength rating of "A-" or higher. A reduction of our A.M. Best ratings below "A-" could prevent us from issuing policies to a portion of our current or future policyholders with ratings requirements.
 The failure of our insurance company subsidiaries to maintain their current ratings could dissuade a lender or reinsurance company from conducting business with us. A ratings downgrade could also cause some of our existing liabilities to be subject to acceleration, additional collateral support, changes in terms, or creation of additional financial obligations. For more information, refer to the "Financial Strength and Issuer Credit Rating" " section in Part I, Item 1 and Note 13 "Debt" contained in Part II, Item 8.
 We may be unable to secure reinsurance capacity that provides necessary risk protection at a reasonable cost.
 Our reinsurance strategy seeks to protect the Company from extremely adverse underwriting outcomes as well as unnecessary volatility in underwriting results. We purchase conservative levels of reinsurance as measured by our property catastrophe models, our economic capital model, and benchmarking with our peers.
 We retain multiple reinsurance intermediaries to plan, create, and facilitate our ceded reinsurance placements. These intermediaries work closely with our risk, corporate underwriting, and finance departments to design reinsurance transactions that align with corporate strategy and risk appetite. Reinsurance transactions are supported by a large and diverse array of reinsurance providers to ensure that the capacity is reliable in each underwriting year. However, in hard reinsurance market conditions, reinsurance capacity can become constrained as reinsurers are pressed with concerns about capital or profitability. In these conditions, we may be unable to secure our desired reinsurance protection at a reasonable cost.
 Lost reinsurance capacity could expose the Company to larger retained losses per loss occurrence, per risk, or per year in total. To mitigate this risk, we maintain a large panel of reinsurers and prefer to trade with partners that participate in each of our ceded programs. We transact with multiple intermediary companies to ensure full access to the entire reinsurance market. We monitor the credit quality of our reinsurance providers. We have a clear view of the criticality of various components of our reinsurance program. Finally, we maintain active dialogue with intermediaries and underwriters throughout the year.

 Operations

 We may be unable to attract, retain or effectively manage the succession of key personnel.
 Our success depends on our ability to attract and retain key personnel, including members of our executive and senior management team. Any unplanned turnover or our failure to develop an adequate succession plan for one or more of our executive officers or other key positions could compromise our institutional knowledge base and erode our competitive advantage. The loss or limited availability of the services of one or more of our executive officers or other key personnel, or our inability to recruit and retain qualified executive officers or other key personnel in the future, could, at least temporarily, have a material adverse effect on our operating results and financial condition.
 Changing weather patterns and climate change add to the unpredictability, frequency and severity of catastrophe losses and may adversely affect the results of our operations, liquidity and financial condition.
 Long-term weather trends may be changing, a phenomenon that has been associated with extreme weather events linked to rising temperatures, including effects on global weather patterns, sea, land and air temperature, sea levels, rain, snow, and drought. Such changes in climate conditions could cause our underlying modeling data to be less accurate, limiting our ability to evaluate and manage our risk. Climate change also adds to the unpredictability of natural disasters and creates uncertainty as to future trends and exposures. Climate change presents risks in four categories to the Company:
 (1) Physical Risk: The cost of natural perils may change. This is a concern for our property insurance underwriting strategy and, to a lesser extent, our real estate costs.

 (2) Regulatory Risk: Certain regulatory bodies may impose laws that require UFG to report Greenhouse Gas (GHG) emissions from our own operations and our strategies to mitigate emissions, resulting in compliance with such regulations requiring increased time and expense.
 (3) Transition Risk: Financial risks arising from a global transition to a lower-carbon economy could impact long-term return on certain invested assets.
 (4) Liability Risk: New areas of law enabling litigation alleging damage from climate change may present legal risk to UFG.
 Unauthorized data access, cyber-attacks and other security breaches could have an adverse impact on our business and reputation.
 We rely on computer systems to conduct critical business functions, such as customer service, marketing and sales activities, customer relationship management and producing financial statements. Our business and operations rely on secure and efficient processing, storage and transmission of customer and Company data, including personally identifiable information. Our ability to effectively operate our business depends upon our ability, and the ability of certain third-party vendors and business partners, to access our computer systems to perform necessary business functions, such as providing quotes and product pricing, billing and processing premiums, administering claims, and reporting our financial results.
 We retain confidential information on our computer systems, including customer information and proprietary business information belonging to us, our policyholders, third party claimants and vendors. Our business and operations depend upon our ability to safeguard this personally identifiable information. Our systems may be vulnerable to unauthorized access and hackers, computer viruses, and other scenarios in which our data may be compromised.
 Cyber-attacks involving these systems, or those of our third-party vendors, could be carried out remotely and from multiple sources and could interrupt, damage, or otherwise adversely affect the operations of these critical systems. Cyber-attacks could result in the modification or theft of data, the distribution of false information, or the denial of service to users. Threats to data security can emerge from a variety of sources and change rapidly, resulting in the ongoing need to expend resources to secure our data in accordance with customer expectations and statutory and regulatory requirements.
 Any compromise of the security of our data could expose us to liability and harm our reputation, which could affect our business and results of operations. We continually enhance our operating procedures and internal controls to effectively support our business and comply with our regulatory and financial reporting requirements, but there can be no assurances that we will be able to implement security measures adequate to prevent every security breach.
 Although, to date, we have not identified any risks from cybersecurity threats, including as a result of any previous cybersecurity incidents that have, or are likely to, materially affect us, our business strategy, results of operation or financial condition, the scope and effect of any cyber-attack may remain undetected for a period of time. We maintain cyber liability insurance coverage that provides both third-party liability and first-party insurance coverage; however, our insurance may be insufficient to cover all losses and expenses related to a cyber-attack.
 Federal and state policymakers have and will likely continue to propose increased regulation of the protection of personally identifiable information and appropriate protocols after a related cybersecurity breach. Compliance with these regulations and efforts to address continually developing cybersecurity risks may result in a material adverse effect on our results of operations, liquidity, financial condition, and financial strength.
 We are subject to comprehensive laws and regulations, changes to which may have an adverse effect on our financial condition and results of operations.
 Insurance is a highly regulated industry. We are subject to extensive supervision and regulation by the states in which we operate. As a public company, we are also subject to regulation at the federal level, which is susceptible to changes in the new presidential term. Our ability to comply with these laws and regulations and obtain necessary and timely regulatory action is, and will continue to be, critical to our success. Examples of regulations that pose a risk to our ability to earn profits include but are not limited to:
 (1)Required licensing
 (2)Regulation of insurance rates, fees and approval of policy forms

 (3)Restrictions on cancellation, nonrenewal or withdrawal
 (4)Risk-based capital and capital adequacy requirements
 (5)Transactions between insurance companies and their affiliates
 (6)Required participation in guaranty funds and assigned risk pools
 (7)Restrictions on the amount, type, nature, and quality of investments
 (8)Terrorism risk insurance
 (9)Accounting standards
 (10)Corporate governance and public disclosure regulation
 (11)Information privacy regulation
 (12)Potential assessments for the provision of funds necessary for settlement of covered claims under certain policies provided by impaired, insolvent or failed insurance companies
 Compliance with these laws and regulations requires us to incur administrative costs that decrease our profits. These laws and regulations may also prevent or limit our ability to underwrite and price risks accurately; obtain timely premium rate increases necessary to cover increased costs; discontinue unprofitable relationships; or exit unprofitable markets and otherwise continue to operate our business profitably. In addition, our failure to comply with these laws and regulations could result in actions by state or federal regulators, including the imposition of fines and penalties or, in an extreme case, revocation of our ability to do business in one or more states. Finally, we could face individual, group and class action lawsuits by our policyholders and others for alleged violations of certain state laws and regulations. Each of these regulatory risks could have a negative effect on our profitability.
 Macroeconomic conditions could materially and adversely affect our business, results of our operations, financial condition, and growth.
 Macroeconomic conditions such as growth, inflation, market stability, and geopolitics can impact our operations, opportunities, and risk profile. Important sectors we follow include goods, services, and housing. Markets exhibit stability when credit is available, there is liquidity in the system, and banks are stable. Geopolitical concerns can also disrupt the business environment. All these factors can contribute to adverse financial consequences for UFG.

 Shareholders

 Our stock price could become more volatile, and your investment could lose value.
 The market price of our common stock historically has been, and we expect will continue to be, subject to fluctuations. These fluctuations may be due to our operating results or factors specific to our operations (including those discussed within this Item 1A. Risk Factors section), changes in securities analysts' estimates of our future financial performance, ratings or recommendations, our results falling below our expectations and analysts' and investors' expectations, the failure of our capital return programs to meet analysts' and investors' expectations, significant catastrophe events, departure of key personnel, cyber-attacks, or factors largely outside of our control, including those affecting the property and casualty insurance industry. The stock market in general has experienced price and volume fluctuations that have often been unrelated or disproportionate to the actual operating performance of listed companies. In addition, our stock is followed by a small number of analysts and the average daily trading volume tends to be low. These factors could adversely affect the price of our common stock.
 Efforts to disrupt the structure, management or ownership of the Company could diminish the value of our common stock.
 Our articles of incorporation and bylaws, as well as applicable laws governing corporations and insurance companies, contain provisions that could impede an attempt to replace or remove our management or prevent the sale of the Company that, in either case, could cause shareholders to believe that we are acting contrary to their best interests. In 2024, we amended and restated our bylaws to, among other things, enhance existing procedural mechanics and require additional disclosures in connection with shareholder nominations of directors and submissions of shareholder proposals to be included in the Company's proxy statement.

 Our articles of incorporation and bylaws, and state laws governing corporations and insurance companies, may discourage potential acquisition proposals, as well as delay, deter or prevent a change of control of the Company, in particular through unsolicited transactions. However, any such activity, regardless of its success, may still adversely affect market prices for our common stock.
 The ability of our subsidiaries to pay dividends to UFG may affect our liquidity and ability to pay dividends to shareholders.
 As a holding company, we have no significant independent operations of our own. Our principal sources of funds are dividends and other payments received from our subsidiaries. We rely on those subsidiaries' dividends for our liquidity, payment of dividends to shareholders and to make share repurchases. Dividends from those subsidiaries depend on their statutory surplus, earnings and regulatory restrictions.
 State insurance laws limit the ability of insurance subsidiaries to pay dividends and require our insurance subsidiaries to maintain specified minimum levels of statutory capital and surplus. The actual ability to pay dividends may be further constrained by business and regulatory considerations, such as the impact of dividends on surplus, by our competitive position and by the amount of premiums that we can write. Ordinary dividend payments, or dividends that do not require prior approval by the insurance subsidiaries' domiciliary state insurance regulator are generally limited to amounts determined by a formula which varies by jurisdiction. Extraordinary dividends, on the other hand, require prior regulatory approval by the insurance subsidiaries' domiciliary state insurance regulator before they can be made.
 In addition, competitive pressures generally require insurance companies to maintain insurance financial strength ratings. These restrictions and other regulatory requirements affect the ability of our insurance subsidiaries to make dividend payments to us. At times the Company may be unable to pay dividends on our common stock or we may be required to seek prior approval from the applicable regulatory authority before our insurance subsidiaries can make a dividend payment to the Company for distribution. In addition, the payment of dividends to shareholders is within the discretion of our Board of Directors and will depend on numerous factors, including our financial condition, our capital requirements and other factors that our Board of Directors considers relevant.

 ITEM 1B. UNRESOLVED STAFF COMMENTS
 None.

 ITEM 1C. CYBERSECURITY
 Overview

 We recognize the importance of assessing, identifying, and managing risks associated with cybersecurity threats. Our cybersecurity risks are identified and addressed through a comprehensive, cross-functional approach to develop strategies for preserving the confidentiality, integrity and availability of Company and customer information, identifying, preventing and mitigating cybersecurity threats, and effectively responding to cybersecurity incidents.
 Oversight

 Cybersecurity risk oversight is a focus area of our Risk Management Committee and the full Board of Directors. The Risk Management Committee's charter requires it to assist the Board of Directors in identifying and evaluating risks inherent in our business and to oversee and review the significant policies, procedures, and practices employed to manage risks. The Risk Management Committee receives a quarterly cybersecurity update from the Chief Administrative Officer (CAO), which is shared with the full Board of Directors. The Board of Directors discusses cybersecurity matters and risks on a quarterly basis or more frequently, as needed, at the recommendation of the Risk Management Committee.
 The Company's enterprise risk management committee (the "ERM Committee") is tasked with, among other responsibilities, identifying and evaluating operational risks, which includes risks associated with information technology and cybersecurity. The ERM Committee includes senior leaders across business functions, including the Chief Executive Officer (CEO), Chief Operating Officer (COO), Chief Financial Officer (CFO), Chief Legal Officer, Chief Risk Officer (CRO) and CAO. The ERM Committee, as part of its comprehensive risk management

 duties, discusses Company strategies to prevent cyber-attacks and the Company's response and remediation of threats. The CAO provides a quarterly report to the Risk Management Committee that summarizes cybersecurity risks, relevant events and other items of note identified by management or the ERM Committee. The ERM Committee meets independently of the Risk Management Committee, with a representative from the Risk Management Committee in attendance. Certain members of the ERM Committee are invited to attend and participate in meetings of the Risk Management Committee.
 In addition, we maintain internal "risk evaluation teams" dedicated to assessing and managing the entity-level risks facing the Company. There are two risk evaluation teams that relate to cybersecurity risk: Cyber-Attack Prevention and Cyber-Attack Recovery. The CAO and Vice President of Technology Operations participate in both risk evaluation teams. The CAO likewise serves on the Business Continuity Team as the business continuity technology lead, a role in which she comprehensively evaluates IT system readiness and preparedness should a business continuity event involving cybersecurity or technology interruption occur.
 The lead management team member responsible for cybersecurity matters is the CAO, who has 20 years of experience in information technology and a B.A. in Management Information Systems. She is assisted by the Vice President of Technology Operations, the Information Security Manager and Corporate Counsel, Privacy. The CAO regularly reviews the lines of accountability and responsibility to ensure alignment with the ERM Committee.
 Cybersecurity Program

 We have adopted a Written Information Security Program (WISP) designed to align with the guidelines recommended by the National Institute of Standards and Technology (NIST). We make ongoing continuous improvements to our information security program; specifically in the implementation of secure remote access solutions with multifactor authentication, next-generation endpoint detection and remediation, cloud-based security controls, automated scanning and outside validation of security controls. Additionally, we require all employees to complete cybersecurity training at least annually, with additional training targeted for employees with greater data access. When a specific cyber threat is identified, we may create additional trainings with targeted content for our employees. As part of our efforts to manage our cybersecurity risks, we have engaged an independent firm to assist with conducting penetration tests and provide advice on our information security program. We also carry insurance to mitigate losses from cyber events.
 We have processes in place to oversee and identify risks from cybersecurity threats associated with our use of third-party service providers. All proposed third parties are subject to a preliminary assessment to identify those that may handle or have access to company information and scope appropriate due diligence activities relating to the engagement. Third-parties that may handle or have access to company information are subject to enhanced due diligence procedures prior to onboarding and security risk assessments at the time of onboarding, contract renewal, and upon detection of an increase in risk profile. We use a variety of inputs in such risk assessments, including information supplied by third-parties and information obtained through other channels. In addition, we require our providers to adhere to appropriate security requirements and controls, and we investigate security incidents that have impacted our third-party service providers, as appropriate.
 We have established comprehensive incident response and recovery plans and intend to test and refine the effectiveness of those plans under the leadership of the Chief Human Resources Officer, who is accountable for the overall business continuity program at UFG. Our incident response and recovery plans address and guide our employees, management, and the Board of Directors on our response to a cybersecurity incident, including the requirements of notification, classification, analysis and communication of cybersecurity incidents based on the identified severity level. The ERM Committee is accountable for regularly reviewing and evaluating the corporate incident response plan and business continuity plan.
 We have a process to appropriately identify and escalate incidents that would be considered "material" in nature and require disclosure under the SEC's reporting requirements. Our identification and escalation process requires any potentially material incidents to be escalated to the CAO, who would promptly meet with the ERM Committee to determine if the incident is considered material and trigger a reporting obligation through a Current Report on Form 8-K. We did not experience any material cyber incidents since the beginning of our last fiscal year.

 Cybersecurity Threats

 To date, we have not identified any risks from cybersecurity threats, including as a result of any previous cybersecurity incidents, that have, or are likely to, materially affect us, our business strategy, results of operation or financial condition. Refer to "Item 1A. Risk Factors" in this Annual Report on Form 10-K, for additional discussion about cybersecurity-related risks.

 ITEM 2. PROPERTIES
 Our headquarters are located in Cedar Rapids, Iowa, where we own approximately 235,000 square feet of office and building space. In addition, we lease office and building space throughout the U.S. primarily for underwriting and claims operations in those locations. We believe our existing facilities, both owned and leased, are in good condition and suitable for the conduct of our business.

 ITEM 3. LEGAL PROCEEDINGS
 In the normal course of its business, the Company is a party to a variety of legal proceedings. While the final outcome of these legal proceedings cannot be predicted with certainty, management believes all of the proceedings pending as of December 31, 2024 to be ordinary and routine and does not expect these legal proceedings to have a material adverse effect on the Company's financial position or results of operations.

 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
 Common Shareholders
 The Company's common stock is traded on the Nasdaq stock market under the symbol "UFCS." On February 18, 2025, there were 606 holders of record of the Company's common stock. The number of record holders does not reflect shareholders who beneficially own common stock in nominee or street name but does include participants in our employee stock purchase plan.
 Dividends
 Our practice has been to pay quarterly cash dividends, which we have paid every quarter since March 1968.
 For information regarding dividends paid to shareholders and the declaration and payment of future dividends, see Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations", under heading "Liquidity and Capital Resources", subheading "Commitments for Capital Expenditures."
 Issuer Purchases of Equity Securities

 Under our share repurchase program, we may purchase our common stock from time to time on the open market or through privately negotiated transactions. The amount and timing of any purchases will be at our discretion and will depend upon a number of factors, including the share price, general economic and market conditions, and corporate and regulatory requirements. Our share repurchase program may be modified or discontinued at any time. Our share repurchase program was most recently renewed in August 2024 through August 2026. There were no repurchases during the year ended December 31, 2024. As of December 31, 2024, there are 1,719,326 shares of common stock remaining under this authorization.

 United Fire Group, Inc. Common Stock Performance Graph
 The following graph compares the performance of an investment in the Company's common stock from December 31, 2019 through December 31, 2024, with the Standard & Poor's 500 Index ("S&P 500 Index"), and the Standard & Poor's 600 Property and Casualty Index ("S&P 600 P&C Index"). The graph assumes $100 was invested on December 31, 2019 in our common stock and in each of the below listed indices and that all dividends were reinvested on the date of payment without payment of any commissions. Dollar amounts in the graph are rounded to the nearest whole dollar. The performance shown in the graph represents past performance and should not be considered an indication of future performance.

 The following table shows the data used in the total return performance graph above.

 Period Ended

 12/31/2019
 12/31/2020
 12/31/2021
 12/31/22
 12/31/23
 12/31/24

 $
 100.00
 $
 59.76
 $
 56.44
 $
 68.01
 $
 51.49
 $
 72.60

 S&P 500 Index
 100.00
 118.40
 152.39
 124.79
 157.60
 197.03

 S&P 600 P&C Index
 100.00
 100.89
 118.13
 107.88
 114.50
 152.77

 The foregoing performance graph is being furnished as part of this Annual Report on Form 10-K solely in accordance with the requirement under Rule 14a-3(b)(9) to furnish our shareholders with such information, and therefore, shall not be deemed to be filed or incorporated by reference into any filings by the Company under the Securities Act or Exchange Act.

 ITEM 6. [RESERVED]
 Not applicable.

 ITEM 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

 The following Management's Discussion and Analysis of Financial Condition and Results of Operation should be read in conjunction with Part II, Item 8, "Financial Statements and Supplementary Data." Amounts (except per share amounts) are presented in thousands, unless otherwise noted.

 MD&A Index
 Page

 Forward-Looking Statements

 Business Overview

 Critical Accounting Estimates

 Non-GAAP Financial Measures

 Results of Operations

 Investments

 Reinsurance

 Liquidity and Capital Resources

 Recently Issued Accounting Standards

 FORWARD-LOOKING STATEMENTS
 This report may contain forward-looking statements about our operations, anticipated performance and other similar matters. The Private Securities Litigation Reform Act of 1995 provides a safe harbor under the Securities Act of 1933, as amended (the "Securities Act") and the Securities Exchange Act of 1934, as amended (the "Exchange Act"), for forward-looking statements. The forward-looking statements are not historical facts and involve risks and uncertainties that could cause actual results to differ from those expected and/or projected. Such forward-looking statements are based on current expectations, estimates, forecasts and projections about United Fire Group, Inc. ("UFG," the "Registrant," the "Company," "we," "us," or "our"), the industry in which we operate, and beliefs and assumptions made by management. Words such as "expect(s)," "anticipate(s)," "intend(s)," "plan(s)," "believe(s)," "continue(s)," "seek(s)," "estimate(s)," "goal(s)," "remain(s) optimistic," "target(s)," "forecast(s)," "project(s)," "predict(s)," "should," "could," "may," "will," "might," "hope," "can" and other words and terms of similar meaning or expression in connection with a discussion of future operations, financial performance or financial condition, are intended to identify forward-looking statements. See Part I, Item 1A "Risk Factors" of this report for more information concerning factors that could cause actual results to differ materially from those in the forward-looking statements.
 Risks and uncertainties that may affect the actual financial condition and results of the Company include, but are not limited to, the following:
 • The success of our strategy may be adversely impacted by various internal and external factors;
 • Core insurance business is dependent on strong and beneficial relationships with a large network of independent insurance agents and not maintaining these relationships could result in loss of sufficient business opportunities within our expertise and stated risk appetite;
 • Geographic concentration ties our performance to the business, economic and regulatory conditions of certain states;
 • We will be at a competitive disadvantage if, over time, our competitors are more effective in pricing their products, development of new product offering, implementation of technology and data analytics;
 • Our strategy's success could be affected by our timely ability to recognize and adapt to our position in the insurance cycle;

 • Our success depends primarily on our ability to underwrite risks effectively and adequately price the risks we insure;
 • We may be unable to predict the rising cost of insurance claims resulting from changing societal expectations that lead to increasing litigation, broader definitions of liability, broader contract interpretations, more plaintiff-friendly legal decisions and larger compensatory jury awards;
 • Reserves for property and casualty insurance losses and loss settlement expenses are based on estimates and may be inadequate, adversely impacting our financial results;
 • We insure property that is exposed to various natural perils that can give rise to significant claims cost;
 • We are subject to certain risks related to our investment portfolio that could negatively affect our profitability;
 • A downgrade in our financial strength or issuer credit ratings could result in a loss of business and could have a material adverse effect on our financial condition, results of operations and liquidity;
 • We may be unable to secure reinsurance capacity that provides necessary risk protection at a reasonable cost;
 • We may be unable to attract, retain or effectively manage the succession of key personnel;
 • Changing weather patterns and climate change add to the unpredictability, frequency and severity of catastrophe losses and may adversely affect the results of our operations, liquidity and financial conditions;
 • Unauthorized data access, cyber-attacks and other security breaches could have an adverse impact on our business and reputation;
 • We are subject to comprehensive laws and regulations, changes to which may have an adverse effect on our financial condition and results of operations;
 • Macroeconomic conditions could materially and adversely affect our business, results of our operations, financial condition, and growth;
 • Our stock price could become more volatile, and your investment could lose value;
 • Efforts to disrupt the structure, management or ownership of the Company could diminish the value of our common stock; and

 • The ability of our subsidiaries to pay dividends to UFG may affect our liquidity and ability to pay dividends to shareholders.

 These are representative of the risks, uncertainties, and assumptions that could cause actual outcomes and results to differ materially from what is expressed in forward-looking statements. Readers are cautioned not to place undue reliance on these forward-looking statements, which speak only as of the date of this report or as of the date they are made. Except as required under the federal securities laws and the rules and regulations of the Securities and Exchange Commission ("SEC"), we do not have any intention or obligation to update publicly any forward-looking statements, whether as a result of new information, future events, or otherwise.

 BUSINESS OVERVIEW
 Reportable Segments

 We operate as one operating segment. Our revenues are primarily derived from premiums earned for property and casualty insurance products issued to customers. For additional information, see Note 10, Segment Information, in Part II, Item 8, "Financial Statements and Supplementary Data."
 The following table shows the principle types of property and casualty insurance policies we write and issue, and which lines of business they are reported in:

 Direct Writer
 Treaty Reinsurance(1)

 Lloyd's of London
 MGAs

 Commercial Lines

 Other Liability
 x
 P
 x

 x
 P
 x

 x
 P

 Workers' compensation
 x
 P

 Fidelity and surety
 x
 P

 Other
 x
 x

 Personal Lines

 *
 P

 *

 Other
 *

 Reinsurance Assumed
 NP
 x

 * Personal lines direct business was discontinued in 2020 with an immaterial amount of exposure still in force due to certain regulatory non-renewal limitations. For more information, refer to Part I, Item 1 "Property and Casualty Insurance Business" under "Personal Lines Business."
 (1) Treaty Reinsurance is split between proportional reinsurance (P) and non-proportional reinsurance (NP)

 Commercial other liability - primarily business insurance covering bodily injury and property damage including construction defect, excess and surplus lines excess casualty, and standard umbrella. Proportional assumed reinsurance on these lines and professional liability coverage managed by an MGA partner.
 Commercial fire and allied lines - primarily multi-peril non-liability property coverage, inland marine. Proportional assumed reinsurance on these lines and earthquake coverage managed by an MGA partner.
 Commercial automobile - physical damage to an insured's vehicle, as well as liabilities to third parties. Automobile physical damage insurance covers loss or damage to vehicles from collision, vandalism, fire, theft, flood or other causes. Automobile liability insurance covers bodily injury, damage to property resulting from automobile accidents caused by the insured, uninsured or under-insured motorists and the legal costs of defending the insured against lawsuits. Proportional reinsurance on these lines is also included.
 Workers' compensation - business coverage for employees who are injured or become ill as a result of their job, including proportional assumed reinsurance for this coverage. Our workers' compensation insurance covers primarily small- to mid-sized accounts.
 Fidelity and surety - contract and commercial surety bond coverage which guarantees performance and payment by our bonded principals, protects owners from failure to perform on the part of our principals, and protects material suppliers and subcontractors from nonpayment by our contractors.
 Commercial other - commercial theft coverage, boiler and machinery and ocean marine business managed by an MGA partner.

 Personal - fire and allied lines includes proportional assumed reinsurance for homeowners multi-peril coverage.
 Reinsurance assumed - primarily non-proportional assumed reinsurance and Lloyd's of London property and casualty syndicates.
 Lloyd's of London ("Lloyds") Syndicates
 The Company is a member of Lloyd's through its insurance subsidiary McIntyre Cedar Corporate Member LLP. Lloyd's operates as an insurance marketplace whereby members join syndicates to underwrite property and casualty and reinsurance business through a managing agent in return for receiving premiums. The Company participates in Syndicate 1492, Syndicate 1729, Syndicate 1969, Syndicate 1971, Syndicate 4747, Syndicate 2988, Syndicate 1699, Syndicate 5623 and Syndicate 2358. The Company is required to maintain capital at Lloyd's, referred to as Funds at Lloyd's ("FAL"), to support the participation in these syndicates.
 Pooling Arrangement
 All of our property and casualty insurance subsidiaries belong to an intercompany reinsurance pooling arrangement. Pooling arrangements permit the participating companies to rely on the capacity of the entire pool's capital and surplus, rather than being limited to policy exposures of a size commensurate with each participant's own surplus level. Under such arrangements, the members share substantially all of the insurance business that is written and allocate the combined premiums, losses and expenses based on percentages defined in the arrangement.
 Geographic Concentration
 For the year ended December 31, 2024, 47.1 percent of our property and casualty premiums were written in Texas, California, Iowa, Missouri, and Louisiana.
 In 2024, 2023 and 2022 the direct statutory premiums written by our property and casualty insurance operations were distributed as follows:

 2024
 2023
 2022
 2024
 2023
 2022

 Texas
 $
 200,593
 $
 176,287
 $
 148,207
 18.4
 %
 17.4
 %
 16.6
 %

 California
 136,840
 126,262
 111,037
 12.5
 12.4
 12.4

 Iowa
 70,935
 71,975
 70,128
 6.5
 7.1
 7.8

 Missouri
 53,575
 59,094
 54,090
 4.9
 5.8
 6.1

 Louisiana
 52,795
 43,769
 37,124
 4.8
 4.3
 4.2

 New Jersey
 47,909
 42,369
 41,030
 4.4
 4.2
 4.6

 Illinois
 40,728
 37,157
 28,538
 3.7
 3.7
 3.2

 Colorado
 38,284
 36,900
 34,480
 3.5
 3.6
 3.9

 Nebraska
 33,303
 33,272
 29,120
 3.1
 3.3
 3.3

 Minnesota
 33,230
 35,718
 32,659
 3.0
 3.5
 3.7

 All Other States
 383,625
 351,474
 307,328
 35.1
 34.7
 34.4

 Direct Statutory Premiums Written
 $
 1,091,817
 $
 1,014,277
 $
 893,741
 100.0
 %
 100.0
 %
 100.0
 %

 CRITICAL ACCOUNTING ESTIMATES
 Management's discussion and analysis of our financial condition and results of operations are based upon our Consolidated Financial Statements. These statements have been prepared in accordance with U.S. generally accepted accounting principles ("GAAP"), which requires us to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosure of contingent assets and liabilities at the date of the financial statements and the reported amount of revenues and expenses during the reporting period. Actual results could differ from those estimates. The following critical accounting estimates are those we believe affect the more significant judgments and estimates used in the preparation of our financial statements. Additional information about other significant accounting policies and estimates may be found in Note 1 "Summary of Significant Accounting Policies" in Part II, Item 8, "Financial Statements and Supplementary Data."
 Investment Valuation
 Upon acquisition, we classify investments in marketable securities as held-to-maturity, available-for-sale, or trading. We record investments in fixed maturity securities classified as available-for-sale and equity securities at fair value. Other long-term investments consist primarily of our interests in limited liability partnerships that are recorded on the equity method of accounting. We record mortgage loans at their amortized cost less any valuation allowance.
 In general, investment securities are exposed to various risks, such as interest rate risk, credit risk, and overall market volatility risk. Therefore, it is reasonably possible that changes in the fair value of our investment securities that are reported at fair value will occur in the near term and such changes could materially affect the amounts reported in the Consolidated Financial Statements. Also, it is reasonably possible that changes in the value of our investments in limited liability partnerships could occur in the future and such changes could materially affect our results of operations as reported in our Consolidated Financial Statements.
 Fair Value Measurement
 Information specific to the fair value measurement of our financial instruments and disclosures is incorporated by reference from Note 3 "Fair Value of Financial Instruments" contained in Part II, Item 8.
 Losses and Loss Settlement Expenses
 Reserves for losses and loss settlement expenses are reported using our best estimate of ultimate liability for claims that occurred prior to the end of any given reporting period but have not yet been paid. Before credit for reinsurance recoverables, these reserves were $1.8 billion and $1.6 billion at December 31, 2024 and 2023, respectively. We purchase reinsurance to mitigate the impact of large losses and catastrophic events. Loss and loss settlement expense reserves ceded to reinsurers were $198.1 million and $191.6 million at December 31, 2024 and 2023, respectively. Our reserves, before credit for reinsurance recoverables, by line of business as of December 31, 2024, were as follows:

 Case Basis
 IBNR
 Loss
Settlement
Expense
 Total Reserves

 Commercial lines

 $
 64,955
 $
 67,011
 $
 23,033
 $
 154,999

 Other liability
 293,682
 461,341
 157,702
 912,725

 153,418
 86,054
 27,282
 266,754

 Workers' compensation
 85,719
 13,324
 16,604
 115,647

 Fidelity and surety
 28,507
 13,382
 2,852
 44,741

 Miscellaneous
 1,375
 13,073
 1,966
 16,414

 Total commercial lines
 $
 627,656
 $
 654,185
 $
 229,439
 $
 1,511,280

 Personal lines

 $
 1,192
 $
 $
 $
 1,890

 1,825
 6,549
 8,707

 Miscellaneous

 Total personal lines
 $
 3,047
 $
 7,022
 $
 $
 10,693

 Reinsurance assumed
 110,619
 161,362
 2,828
 274,809

 Total
 $
 741,322
 $
 822,569
 $
 232,891
 $

 Case-Basis Reserves

 For each of our lines of business, our experienced claims personnel estimate case-basis reserves for reported claims. Establishing the case reserve for an individual claim is subjective and complex, requiring us to estimate future payments and values sufficient to settle the claim. Setting a reserve for an individual claim is an inherently uncertain process. When we establish and adjust individual claim reserves, we do so based on our knowledge of the circumstances and facts of the claim at a point in time. Upon notice of a claim, we establish a preliminary (average claim cost) reserve based on the limited claim information initially reported. Subsequently, we conduct an investigation of each reported claim, which allows us to more fully understand the factors contributing to the loss and our potential exposure. This investigation may extend over a long period of time. As our claim investigation progresses, and as our claims personnel identify trends in claims activity, we may refine and adjust our estimates of case-basis reserves. To evaluate and refine our overall reserving process, we track and monitor all claims until they are settled and paid in full, with all salvage, subrogation claims, and liability deductible recoveries being resolved.
 Our loss reserves include amounts related to both short-tail and long-tail lines of business. A short-tail insurance product is one where claim settlement values are known comparatively quickly. Final settlement values for long-tail insurance products are sometimes not known for many years. The longer the time span between the incidence of a loss and the settlement of the claim, the more the final settlement can vary from the reserves initially established. Accordingly, long-tail insurance products can have significant implications on the reserving process.
 Our short-tail lines of business include fire and allied lines, commercial property, automobile physical damage and inland marine. The amounts of the case-based reserves that we establish for claims in these lines depend upon various factors, such as individual claim facts (including type of coverage and severity of loss), our historical loss experience and trends in general economic conditions (including changes in replacement costs, medical costs and inflation).
 Our long-tail lines of business include workers' compensation and other liability. In addition, certain product lines such as commercial automobile, commercial multi-peril and surety include both long-tail coverages and short-tail coverages. For many long-tail liability claims, significant periods of time, ranging up to several years, may elapse between the occurrence of the loss, the reporting of the loss to us and the settlement of the claim. As a result, loss experience in the more recent accident years for the long-tail liability coverages has limited statistical credibility in our reserving process because a relatively small proportion of losses in these accident years are reported claims and an even smaller proportion are paid losses. In addition, long-tail liability claims are more susceptible to litigation

 and can be significantly affected by changing contract interpretations and the legal environment. Consequently, the estimation of loss reserves for long-tail coverages is more complex and subject to a higher degree of variability than for short-tail coverages.
 The amounts of the case-basis loss reserves that we establish for claims in long-tail lines of business depend upon various factors, including individual claim facts (including type of coverage, severity of loss and underlying policy limits), company historical loss experience, legislative enactments, judicial decisions, legal developments in the awarding of damages, experience with alternative dispute resolution, changes in political attitudes and trends in general economic conditions, including the effects of inflation. As with our short-tail lines of business, we review and make changes to long-tail case-based reserves based on our review of continually evolving facts as they become available to us during the claims settlement process. Our adjustments to case-based reserves are reported in the financial statements in the period that new information arises about the claim. Examples of facts that become known that could cause us to change our case-based reserves include, but are not limited to: evidence that loss severity is different than previously assessed; new claimants who have presented claims; and the assessment that no coverage exists.
 Incurred But Not Reported Reserves ("IBNR")
 Most of our insurance policies are written on an occurrence basis that provides coverage if a loss occurs during the policy period, even if the insured reports the loss many years later. On a quarterly basis, the Company performs a detailed analysis of IBNR reserves. This analysis uses various projection methods to provide several estimates of ultimate loss or loss adjustment expense ("LAE") for each individual accident year and line of business. The projection methods include, but are not limited to, paid development; reported development; expected loss ratio methods; and Bornhuetter Ferguson methods on both a paid and reported basis. These methods may need to be adjusted for anomalies or outliers in the data, unusual internal or external trends, or other factors impacting the reliability/credibility of the historical company experience. Results of the projection methods are compared, and a point estimate of ultimate loss or LAE is established for each individual accident year and line of business. The specific projection methods used to establish point estimates vary depending on what is deemed most appropriate for a particular line of business and accident year. IBNR estimates are derived by subtracting reported loss from the final point estimates.

 Senior management meets with our actuarial team and controller on a quarterly basis to review the adequacy of carried IBNR reserves based on the results of this actuarial analysis. Adjustments for changes in business and other factors not completely captured by the data within the actuarial analysis are made as deemed necessary. This method of establishing our IBNR reserves has consistently resulted in aggregate reserve levels that management believes are reasonable in comparison to the reserve estimates indicated by the actuarial analysis.

 For our short-tail lines of business, IBNR reserves constitute a small portion of the overall reserves. These claims are generally reported and settled shortly after the loss occurs. In our long-tail lines of business, IBNR reserves constitute a relatively higher proportion of total reserves, because, for many liability claims, significant periods of time may elapse between the initial occurrence of the losses, the reporting of the losses to us, and the ultimate settlement of the losses.
 Loss Settlement Expense Reserves
 Loss settlement expense reserves include amounts ultimately allocable to individual claims, as well as amounts required for the general overhead of the claims handling operation that are not specifically allocable to individual claims. We do not establish case reserves for these expenses. Instead, on a quarterly basis, management performs a statistical analysis to estimate the required reserve for unpaid loss settlement expenses using historical data.
 LAE is composed of two distinct kinds of expenses which are defense and cost containment ("DCC") and adjusting and other ("A&O"). These two expense types have different purposes and characteristics which necessitates different estimation methods in order to provide a quarterly estimate of the required reserve for unpaid expense which is generally referred to as an LAE IBNR reserve.

 Reserves for unpaid DCC are estimated quarterly by line of business for each individual accident year using three methods: (1) Paid development, (2) Expected emergence of DCC, and (3) Bornhuetter Ferguson. Each of the three methods produces an estimate of the ultimate DCC cost for an individual accident year and the final estimate is generally a weighted average of the various methods. Inception to date paid DCC is subtracted from the final ultimate DCC estimate to provide the estimated DCC unpaid reserve for each individual accident year.

 Reserves for unpaid A&O are estimated quarterly by line of business for each individual accident year using a single method. This method consists of applying a percentage factor to unpaid loss reserves. The percentage factor used differs by line of business and is established on an annual basis using year-end data. The percentage factor is evaluated and selected after reviewing the ratio of paid A&O to paid loss using calendar year data for the most recent five years.
 Reinsurance Reserves

 There are three distinct types of reserves for expected recoveries: (1) reported claim reserves, (2) loss IBNR, and (3) allocated LAE IBNR. Ceded reserves for reported claims are calculated by subtracting the primary retention from the claim value established by our claim adjuster. Ceded IBNR comes from multiple treaties and is reviewed quarterly by our reserving actuaries in conjunction with the direct IBNR. Multiple methods are utilized in the ceded IBNR which vary by line of business. These include estimates based on the relationship of ceded premium to direct premium, Bornhuetter Ferguson methods, and methods based on industry excess of loss factors. Some of our business is 100 percent ceded or based on a set quota share percentage. In those cases, ceded loss IBNR is typically formulaic based on direct loss IBNR. We will cede some allocated LAE expenses when we cede loss. Our ceded allocated LAE IBNR is estimated based on our ceded unpaid loss reserves and the general relation, by line of business, between LAE and loss.
 Key Assumptions

 The Company uses a number of key assumptions in establishing an estimate of loss and loss settlement expense reserves, including but not limited to the following: the Company's case-basis reserves reflect the most up-to-date information available about the unique circumstances of each individual known claim; judicial decisions or regulatory actions have been considered to the extent of our knowledge; new, emerging claim reporting and payment patterns will continue into the future consistent with the observable past; adjustments have been made for significant unique and unusual known claim events; and, to the best of our knowledge, there are no new, unidentified latent trends that would impact our overall reserves. These assumptions about future circumstances and expectations are inherently uncertain and subject to many risk factors including but not limited to heightened levels of inflation, increased litigation activity, changing weather patterns, and changing driver behaviors.

 Therefore, our key assumptions are subject to change as actual claims occur and as we gain additional information about the variables that underlie our assumptions. Accordingly, management reviews and updates these assumptions periodically to ensure that the assumptions remain relevant and consistent with our current understanding of the environment. If necessary, management makes changes not only in the estimates derived from the use of these assumptions, but also in the assumptions themselves. Due to the inherent uncertainty in the loss reserving process, management believes that there is a reasonable chance that modification to key assumptions could individually, or in aggregate, result in reserve levels above or below the actual amount for which the related claims will eventually settle.

 Adjustments to the reserves could be recorded in one year or multiple years, depending on when they are identified. This would also affect our financial position in that our equity would be adjusted by an amount equivalent to the net income impact. Any deficiency that would be recognized in our loss and loss settlement expense reserves usually does not have a material effect on our liquidity because the claims have not been paid. Conversely, if our estimates of ultimate unpaid loss and loss settlement expense reserves prove to be redundant, our future earnings and financial position would be improved. We believe our approach produces recorded reserves that are reasonable as to their relative position within a range of reasonable reserves from year-to-year.

 Historical experience suggests reserve levels can vary considerably for an individual year before ultimate settlement values are known, but variation for the aggregate ultimate loss typically would fall in the range of 2.5% to 5%. The

 table below provides some scenarios for the impact of this development volatility on our reported net loss and loss adjustment reserves of $1.6 billion as of December 31, 2024.

 % Impact from updated assumptions
 2.5%
 5.0%

 Impact on total net reported Loss and LAE reserves
 $
 39,967
 $
 79,935

 In 2024, we changed the model used to review a portion of the LAE reserves. The reserves related to expenses not associated with individual claims (adjusting and other) are now reviewed using a projected claim count model. The methodologies relied upon for the remainder of the reserves were not altered but additional considerations were added to our models to aid in selecting key assumptions. In estimating our 2024 loss and loss settlement expense reserves, we did not anticipate future events or conditions that were inconsistent with past development patterns.
 Certain of our lines of business are subject to the potential for greater loss and loss settlement expense development than others, which are discussed below:
 Other Liability Reserves
 Other liability is considered a long-tail line of business, as it can take a relatively long period of time to settle claims from prior accident years. This is partly due to the lag time between the date a loss or event occurs that triggers coverage and the date when the claim is actually reported. Defense costs are also a part of the insured expenses covered by liability policies and can be significant, sometimes greater than the cost of the actual paid claims. For the majority of our products, defense costs are outside of the policy limit, meaning that the amounts paid for defense costs are not subtracted from the available policy limit.
 Factors that can cause uncertainty in estimating reserves in this line include: reporting time lags; the number of parties involved in the underlying tort action; whether the "event" triggering coverage is confined to only one time period or is spread over multiple time periods; the potential dollars involved in the individual claim actions; whether such claims were reasonably foreseeable and intended to be covered at the time the contracts were written (i.e., coverage disputes); and the potential for mass claim actions.
 Claims with longer reporting time lags may result in greater inherent risk. This is especially true for alleged claims with a latency feature, particularly where courts have ruled that coverage is spread over multiple policy years, hence involving multiple defendants (and their insurers and reinsurers) and multiple policies (thereby increasing the potential dollars involved and the underlying settlement complexity). Claims with long latencies also increase the potential time lag between writing a policy in a certain market and the recognition that such policy has potential mass tort and/or latent claim exposure.
 Our reserve for other liability claims at December 31, 2024 was $912.7 million and consisted of 3,862 claims, compared with $819.2 million, consisting of 4,351 claims at December 31, 2023. Of the $912.7 million total reserve for other liability claims, $101.4 million is identified as DCC and $56.0 million is identified as A&O required in the settlement of claims.
 Included in the other liability line of business are gross reserves for construction defect losses and loss settlement expenses. Construction defect exposure is unique because of its very long tail as claims can often take over six years to be reported to us and another four years to settle, on average. This exposure relates to a deficiency in the design or construction of a building or structure resulting from a failure to design or construct in a reasonably workmanlike manner, and/or in accordance with a buyer's reasonable expectation. In the cases involving latent defects, the determination of when a loss occurred is often unclear and governed by various theories that vary by state. Further, each state has a unique Statute of Repose that determines the length of time an insured has to report a claim generally from the date of substantial completion of a project.

 In addition to these issues, other variables contribute to a high degree of uncertainty in establishing reserves for construction defect claims. These variables include: whether coverage exists; when losses occur; the size of each loss; expectations for future interpretive rulings concerning contract provisions; and the extent to which the assertion of these claims will expand geographically. In recent years, we have implemented various underwriting measures that we anticipate will mitigate the amount of construction defect losses experienced, including further consideration of insured endorsements; stricter underwriting guidelines on the writing of residential contractors; and increased utilization of loss control.
 Asbestos and Environmental Reserves
 Included in the other liability and assumed reinsurance lines of business are reserves for asbestos and other environmental losses and loss settlement expenses. The estimation of loss reserves for environmental claims and claims related to long-term exposure to asbestos and other substances is one of the most difficult aspects of establishing reserves, especially given the inherent uncertainties surrounding such claims and the likelihood that these uncertainties will not be resolved for many years. Although we record our best estimate of loss and loss settlement expense reserves, the ultimate amounts paid upon settlement of such claims may be more or less than the amount of the reserves. At December 31, 2024 and 2023, we had $0.7 million and $0.8 million, respectively, in direct and assumed asbestos and environmental loss reserves.
 Catastrophe Event Reserves
 Catastrophe losses are inherent risks of the property and casualty insurance business. Catastrophic events include, without limitation, hurricanes, tornadoes, earthquakes, hailstorms, wildfires, high winds, winter storms and other natural disasters, along with man-made exposures to losses resulting from, without limitation, acts of terrorism and political instability. Some types of catastrophes are more likely to occur at certain times within the year than others, which adds an element of seasonality to our property and casualty insurance claims. The frequency and severity of catastrophic events are difficult to accurately predict in any year. However, some geographic locations are more susceptible to these events than others.
 We control our direct insurance exposures in regions that are prone to naturally occurring catastrophic events through a combination of geographic diversification, restrictions on the amount and location of new business production in such regions, and reinsurance. We regularly assess our concentration of risk in natural catastrophe exposed areas and consider the impacts of climate change and the unpredictability of future trends in adjusting our geographic concentrations. We have strategies and underwriting standards to manage these exposures through individual risk selection, subject to regulatory constraints, and through the purchase of catastrophe reinsurance coverage. We use catastrophe modeling and a risk concentration management tool to monitor and control our accumulations of potential losses in natural catastrophe exposed areas, such as the Gulf Coast and East Coast, as well as in areas of exposure in other countries where we are exposed to a portion of an insurer's underwriting risk under our assumed reinsurance contracts. Despite our efforts to manage our catastrophe exposure, the extent of losses from a catastrophe is a function of both the total amount of insured exposure in an area affected by the event and the severity of the event. The occurrence of one or more severe natural catastrophic events in heavily populated areas could have a material effect on our results of operations, financial condition or liquidity.
 The process of estimating and establishing reserves for losses incurred from catastrophic events is inherently uncertain and the actual ultimate cost of a claim, net of reinsurance recoveries, may vary materially from the estimated amount reserved. Catastrophe modeling generally relies on multiple inputs based on experience, science, engineering and history, and the selection of those inputs requires a significant amount of judgment. The modeling results may also fail to account for risks that are outside the range of normal probability or are otherwise unforeseen. Because of this, actual results may differ materially from those derived from our modeling assumptions.
 Commercial Automobile Reserves
 Commercial automobile claim reserves are established at exposure based on information either known and provided or obtained through the claims investigation. The perspective and experience of the claims staff, which may include assumptions as to how the claim will develop over time, is incorporated in the investigation. Exposures are identified and reserves established within 30 to 60 days depending on the complexity of the case.

 Workers' Compensation Reserves
 Like the other liability line of business, workers' compensation losses and loss settlement expense reserves are based upon variables that create uncertainty in estimating the ultimate reserve. Estimates for workers' compensation are particularly sensitive to assumptions about medical cost inflation. Other variables we consider and that contribute to the uncertainty in establishing reserves for workers' compensation claims include: state legislative and regulatory environments; trends in jury awards; and mortality rates. Because of these variables, the process of reserving for the ultimate loss and loss settlement expense to be incurred requires the use of informed judgment and is inherently uncertain. Consequently, actual loss and loss settlement expense reserves may deviate from our estimates and such deviations may be significant. Our reserve for workers' compensation claims at December 31, 2024 was $115.6 million and consisted of 1,042 claims, compared with $121.0 million, consisting of 1,077 claims, at December 31, 2023.
 Reserve Development

 We recognized a favorable development in our net reserves for prior accident years totaling $1.2 million for the year ended December 31, 2024 and adverse development of $67.8 million and $12.9 million for the years ended December 31, 2023 and 2022, respectively.
 The following table details the pre-tax impact on our property and casualty insurance business' financial results and financial condition of reasonably likely reserve development. Our lines of business that have historically been most susceptible to significant volatility in reserve development have been shown separately and utilize hypothetical levels of volatility of 5.0 percent and 10.0 percent. Our other, less volatile, lines of business have been aggregated and utilize hypothetical levels of volatility of 3.0 percent and 5.0 percent.

 Hypothetical Reserve Development Volatility Levels
 -10%
 -5%
 +5%
 +10%

 Impact on loss and loss settlement expenses

 Other liability
 $
 (91,273)
 $
 (45,636)
 $
 45,636
 $
 91,273

 Workers' compensation
 (11,565)
 (5,782)
 5,782
 11,565

 (26,864)
 (13,432)
 13,432
 26,864

 Hypothetical Reserve Development Volatility Levels
 -5%
 -3%
 +3%
 +5%

 Impact on loss and loss settlement expenses

 All other lines
 $
 (24,988)
 $
 (14,993)
 $
 14,993
 $
 24,988

 Reserve development is discussed in more detail under the heading "Losses and Loss Settlement Expense" in the "Results of Operations" section in this Item 7.
 Appointed Actuary
 The Company terminated the engagement with Regnier Consulting Group, Inc. ("Regnier") as its appointed actuary for the year ended December 31, 2024. Beginning with the 2024 reporting period, the Company's Vice President of Actuarial Reserving will serve as the appointed actuary, approved by the Board of Directors. The Company has engaged a third party firm to provide an independent and unbiased assessment of the Company's reserves. We do not rely on the external consulting actuary's assessment to determine our recorded reserves; however, we review and discuss its observations on trends, key assumptions, and actuarial methodologies, and consider these items when determining our recorded reserves.
 Pension Benefit Obligation
 The process of estimating our pension benefit obligation and related benefit expense is inherently uncertain, and the actual cost of benefits may vary materially from the estimates recorded. These liabilities are particularly volatile due

 to their long-term nature and are based on several assumptions. The main assumptions used in the valuation of our pension benefit obligation are estimates related to: mortality of the employees and retirees eligible for benefits; expected long-term rates of return on investments; compensation increases; employee turnover; and liability discount rate. We have engaged an independent firm to assist in evaluating and establishing assumptions used in the valuation of our pension benefit obligations.
 A change in any one or more of these assumptions is likely to result in an ultimate liability different from the original actuarial estimate. Such changes in estimates may be material. For example, a 100 basis point decrease in our estimated discount rate would increase the benefit obligation at December 31, 2024 by $22.1 million while a 100 basis point increase in the rate would decrease the pension benefit obligation by $18.2 million, for the same period.
 A 100 basis point decrease in our estimated long-term rate of return on pension plan assets would increase the benefit expense for the year ended December 31, 2024 by $2.3 million, while a 100 basis point increase in the rate would decrease benefit expense by $2.3 million, for the same period. Corresponding with the impact on benefit expense, there would be an offsetting impact to pension plan assets.
 In an effort to limit the impacts of interest rate exposure, in September 2023, we made a shift in our pension plan asset investment strategy to a liability driven investment ("LDI") approach to better match the timing of cash flows between payouts from the plan with cash flows from the asset portfolio as well as hedge interest rate risk between assets and liabilities.

 NON-GAAP FINANCIAL MEASURES
 We evaluate profit or loss based upon operating and investment results. Profit or loss described in the following sections of this Management's Discussion and Analysis is reported on a pre-tax basis. Our primary sources of revenue are premiums and investment income. Major categories of expenses include losses and loss settlement expenses, underwriting and other operating expenses. Management uses metrics to provide financial statement users with a better understanding of results of operations, including adjusted operating income and three components of the loss ratio: underlying loss ratio, impacts of catastrophes and non-catastrophe prior period reserve development.
 Adjusted operating income is calculated by excluding net investment gains and losses, after applicable federal and state income taxes from net income (loss). Management believes adjusted operating income is a meaningful measure for evaluating insurance company performance and a useful supplement to GAAP information because it better represents the normal, ongoing performance of our business. Investors and equity analysts who invest in and report on the insurance industry and the Company generally focus on this metric in their analyses.
 Underlying loss ratio represents the net loss ratio less the impacts of catastrophes and non-catastrophe prior period reserve development. The underlying combined ratio represents the combined ratio less the impacts of catastrophes and non-catastrophe prior period reserve development. The Company believes that the underlying loss ratio and underlying combined ratio are meaningful measures to understand the underlying trends in the core business in the current accident year, removing the volatility of catastrophes and prior period impacts. Management believes separate discussions on catastrophe losses and prior period reserve development are important to understanding how the Company is managing catastrophe risk and in identifying developments in longer-tailed business. Catastrophe losses is an operational measure that utilizes the designations of the Insurance Services Office ("ISO") and is reported with losses and loss adjustment expense amounts net of reinsurance recoverables, unless specified otherwise. In addition to ISO catastrophes, we also include as catastrophes those events ("non-ISO catastrophes"), which may include U.S. or international losses, that we believe are, or will be, material to our operations, either in amount or in number of claims made. Catastrophes are not predictable and are unique in terms of timing and financial impact. While management estimates catastrophe losses as incurred, due to the inherently unique nature of catastrophe losses, the impact in a reporting period is inclusive of catastrophes that occurred in the reporting period, as well as development on catastrophes that may have occurred in prior periods. Prior period reserve development is the increase (unfavorable) or decrease (favorable) in incurred loss and loss adjustment expense reserves at the valuation dates for losses which occurred in previous calendar years. This measure excludes development on catastrophe losses.

 RESULTS OF OPERATIONS

 The following table includes the consolidated results of our operations for the years ended December 31, 2024, 2023 and 2022, with more detailed components and discussion in the sections that follow. Discussions of the components of net income are presented on a pre-tax basis, unless otherwise noted.

 Financial Highlights

 % Change

 2024
 2023

 2024
 2023
 2022
 vs. 2023

 vs. 2022

 Revenues

 $
 $
 $
 13.7
 %
 8.7
 %

 Net investment income
 37.5
 32.7

 Net investment gains (losses)
 (5,429)
 1,274
 (15,892)
 NM
 NM

 Other income (loss)
 —
 —
 (295)
 NM
 (100.0)

 Total revenues
 $
 1,253,307
 $
 1,095,467
 $
 980,286
 14.4
 %
 11.7
 %

 Benefits, losses and expenses

 Losses and loss settlement expenses
 $
 $
 $
 (3.2)
 %
 20.7
 %

 Amortization of deferred policy acquisition costs
 14.8
 15.0

 Other underwriting expenses
 140,942
 115,800
 115,169
 21.7
 0.5

 Interest expense
 7,281
 3,260
 3,188
 123.3
 2.3

 Other non-underwriting expenses
 2,107
 1,723
 (524)
 22.3
 NM

 Total benefits, losses and expenses
 $
 1,176,273
 $
 1,135,188
 $
 968,209
 3.6
 %
 17.2
 %

 Income (loss) before income taxes
 $
 77,034
 $
 (39,721)
 $
 12,077
 NM
 NM

 (10,021)
 (2,954)
 NM
 NM

 $
 $
 (29,700)
 $
 NM
 NM

 GAAP Ratios:

 Net loss ratio (1)

 63.3
 %
 74.4
 %
 67.0
 %
 (14.9)
 %
 11.0
 %

 Expense ratio (2)

 35.9
 %
 34.9
 %
 34.5
 %
 2.9
 %
 1.2
 %

 Combined ratio (3)

 99.2
 %
 109.3
 %
 101.5
 %
 (9.2)
 %
 7.7
 %

 Additional Loss Ratios:

 Net loss ratio (1)

 63.3
 %
 74.4
 %
 67.0
 %
 (14.9)
 %
 11.0
 %

 Catastrophes (4)

 5.4
 %
 6.2
 %
 7.7
 %
 (12.9)
 %
 (19.5)
 %

 Reserve development (4)

 —
 %
 6.0
 %
 0.1
 %
 NM
 NM

 Underlying loss ratio (4) (Non-GAAP)

 57.9
 %
 62.2
 %
 59.2
 %
 (6.9)
 %
 5.1
 %

 NM = not meaningful
 (1) Net loss ratio is calculated by dividing the sum of losses and loss settlement expenses by net earned premiums. We use the net loss ratio as a measure of the overall underwriting profitability of the insurance business we write and to assess the adequacy of our pricing. Our net loss ratio is meaningful in evaluating our financial results as reported in our Consolidated Financial Statements.
 (2) Expense ratio is calculated by dividing non-deferred underwriting expenses and amortization of deferred policy acquisition costs by net earned premiums. The expense ratio measures a company's operational efficiency in producing, underwriting and administering its insurance
 business.
 (3) Combined ratio is a commonly used financial measure of property and casualty underwriting performance. A combined ratio below 100.0
 percent generally indicates a profitable book of business. The combined ratio is the sum of the net loss ratio and the underwriting expense ratio.
 (4) Underlying loss ratio is defined as the net loss ratio less impacts of catastrophes and non-catastrophe prior year reserve development.

 Net Written Premiums
 Net written premiums is the amount charged for insurance policy contracts issued and recognized on an annualized basis at the effective date of the policy. Net written premiums is frequently used by industry analysts and other recognized reporting sources to facilitate comparisons of the performance of insurance companies. Management believes net written premiums is a meaningful measure for evaluating insurance company sales performance and geographical expansion efforts. Net written premiums for an insurance company consists of direct written premiums and assumed premiums, less ceded premiums. The following shows our written premiums for the years ended December 31, 2024, 2023 and 2022:

 2024
 2023

 Years ended December 31,
 2024
 2023
 2022
 vs. 2023

 vs. 2022

 Direct written premiums
 $
 1,177,511
 $
 1,061,358
 $
 946,169
 10.9
 %
 12.2
 %

 Assumed written premiums
 217,904
 159,335
 137,786
 36.8
 15.6

 Ceded written premiums
 (163,945)
 (153,792)
 (99,732)
 6.6
 54.2

 Net written premiums
 $
 1,231,470
 $
 1,066,901
 $
 984,223
 15.4
 %
 8.4
 %

 See 'Premiums' below for a description of the changes in premiums for the years presented.
 Revenues
 Premiums
 Net earned premiums are calculated on a pro-rata basis over the terms of the respective policies. Unearned premium reserves are established for the portion of written premiums applicable to the unexpired terms of the insurance policies in force. The difference between net earned premiums and net written premiums is the change in unearned premiums and the change in prepaid reinsurance premiums. Direct earned premiums are recognized ratably over the life of a policy and differ from direct written premiums, which are recognized on the effective date of the policy. The following shows our earned premiums for the years ended December 31, 2024, 2023 and 2022:

 % Change

 2024
 2023

 Years ended December 31,
 2024
 2023
 2022
 vs. 2023

 vs. 2022

 Direct earned premiums
 1,109,903
 1,017,917
 941,998
 9.0
 %
 8.1
 %

 Assumed earned premiums
 214,043
 161,628
 111,283
 32.4
 %
 45.2
 %

 Ceded earned premiums
 (147,196)
 (144,958)
 (101,740)
 1.5
 %
 42.5
 %

 $
 $
 $
 13.7
 %
 8.7
 %

 Direct Premiums
 Direct premiums are the total policy premiums, net of cancellations, associated with policies issued and underwritten by our property and casualty insurance business. Direct premiums increased $92.0 million in 2024 as compared to 2023 and increased $75.9 million in 2023 as compared to 2022 primarily due to growth in our core commercial lines resulting from rate renewal increases, substantial new business production and stable retention.
 Assumed Premiums
 Assumed premiums are the total premiums associated with the insurance risk transferred to us by other insurance and reinsurance companies pursuant to reinsurance contracts. Assumed premiums increased $52.4 million in 2024 as compared to 2023 due to the addition of new programs and cedant growth, while assumed premiums increased $50.3 million in 2023 as compared to 2022 due primarily to increased reinsurance rates.

 Ceded Premiums
 Ceded premiums is the portion of direct premiums that we cede to our reinsurers under our reinsurance contracts. The ratio of ceded premiums to direct premiums remained flat for 2024 as compared to 2023 due to rate decreases in property offsetting rate increases in casualty. Ceded premiums increased $2.2 million in 2024 due to growth in the subject premium base. For 2023, the ratio of ceded premiums to direct premiums increased as compared to 2022, due to significant reinsurance rate increases.
 Net Investment Income
 Net investment income was $82.0 million for the year ended December 31, 2024, an increase of $22.4 million or 37.5% from the year ended December 31, 2023. Interest on fixed maturities increased $13.5 million or 23.9%, as a result of portfolio management actions, including investing at higher rates and the strategic re-allocation of equity securities into fixed maturity securities. This strategic re-allocation of equity securities resulted in a decrease in dividend income of $3.2 million. Income on other long-term investments was $8.0 million for 2024, compared to zero in 2023, as the valuation of the investments in limited liability partnerships varies from period to period due to the current market conditions. Interest on short-term investments, and cash and cash equivalents increased $4.8 million due primarily to an increase in money market funds resulting from the timing of investment sales and purchases.
 Net investment income was $59.6 million in December 31, 2023, an increase of $14.7 million or 32.7% from the year ended December 31, 2022. Interest on fixed maturities was up $7.5 million or 15.5%, driven by higher interest rates. This was partially offset by a decrease in dividends on equity securities of $1.6 million, due to a strategic reallocation of equity securities into fixed maturity securities. Income on other long-term investments in limited liability partnerships increased $3.2 million, and other investment income increased by $5.6 million related to investment income received on FAL, short term investments, and cash and cash equivalents.
 The following details our annualized yield on average invested assets for the years ended December 31, 2024, 2023, and 2022:

 Average
 Invested Assets (1)

 Net Investment
Income
 Annualized Yield on
 Average Invested Assets (2)

 2024
 $
 1,970,404
 $
 4.2
 %

 2023
 1,891,504
 3.2
 %

 2022
 1,992,108
 2.3
 %

 (1) Average Invested Assets, includes investments in money market accounts and is calculated using a simple average of the beginning and ending balances for the period

 (2) Annualized Yield on Average Invested Assets is calculated by dividing Net Investment Income by Average Invested Assets.

 Refer to Note 2 "Investments" in Part II, Item 8 for more information on net investment income.
 Net Investment Gains (Losses)
 Net investment losses were $5.4 million for the year ended December 31, 2024 as compared to net investment gains of $1.3 million for the year ended December 31, 2023. The primary reason for the change relates to management actions within the Company's fixed maturity portfolio to reinvest at higher rates.
 Net investment gains were $1.3 million for the year ended December 31, 2023 as compared to net investment losses of $15.9 million for the year ended December 31, 2022. The primary reason for the change was attributable to the increase in market value of investments in equity securities throughout 2023 as compared to the decrease in market value of investments in equity securities through 2022.
 Refer to Note 2 "Investments" in Part II, Item 8 for more information on investment gains and losses.

 Benefits, Losses and Expenses
 Losses and Loss Settlement Expenses
 The following shows losses and loss settlement expenses for the years ended December 31, 2024, 2023 and 2022:

 2024
 2023
 2022

 Loss and loss settlement expenses excluding catastrophes and prior year reserve development
 $
 680,243
 $
 773,012
 $
 576,725

 Impact of catastrophes
 63,154
 64,152
 73,466

 Impact of prior year reserve development
 1,208
 (67,750)
 (12,890)

 Loss and loss settlement expenses
 $
 $
 $

 Net loss ratio
 63.3
 %
 74.4
 %
 67.0
 %

 For the year ended December 31, 2024, our loss and loss settlement expenses were $24.8 million, or 3.2%, lower than 2023 and our net loss ratio improved 11.1 points. This was driven by improvement in the underlying loss ratio, no prior year development, and a favorable year for catastrophe losses. The underlying loss ratio improvement was driven in part by higher pricing, continued favorable frequency in most major lines, and favorable large loss experience in property and surety. Favorable results are partially offset by an increase in current and prior accident year loss estimates for other liability reflecting continued efforts to strengthen liability reserves subject to increasing economic and social inflation influences.
 The Company experienced $1.0 million of favorable development in our net reserves for prior accident years for the year ended December 31, 2024, which is the result of favorable development on catastrophe losses. For non-catastrophe losses, favorable development in commercial automobile and fire and allied lines was offset by adverse development in commercial other liability. The commercial automobile favorable development of $34.5 million is a function of case-basis and IBNR reserve strengthening efforts over the last several years. Favorable development in fire and allied lines of $10.5 million is driven in part by reactions to favorable large loss experience in recent accident years. Adverse development in commercial other liability reflects the company's continued response to increased loss settlements resulting from the impact of economic and social inflation, including increased litigation activity.
 In 2024, our pre-tax catastrophe losses were $63.2 million, a decrease of $1.0 million compared to $64.2 million in 2023. In 2024, our catastrophe losses included 74 events. Catastrophe losses in 2024 added 5.4 percentage points to the combined ratio, which is below our historical 10-year average of 7.2 percentage points. The Company continues to evaluate and limit our exposure in regions prone to naturally occurring catastrophic events through a combination of geographic diversification and restrictions on the amount and location of new business production in such regions. We intend to continue with targeted underwriting and rate initiatives in some regions and/or purchase additional reinsurance as necessary to reduce our exposure.
 2023 Results
 For the year ended December 31, 2023, our loss and loss settlement expenses were $132.3 million, or 20.7%, higher than 2022 and our net loss ratio increased 7.4 points. The primary drivers were an increase in loss and loss settlement expenses of $80.4 million in commercial lines and $48.0 million in reinsurance assumed, partially offset by $64.2 million of catastrophe losses in 2023 for our direct and assumed reinsurance business as compared to $73.5 million in 2022.
 The Company experienced $67.8 million of adverse development in our net reserves for prior accident years for the year ended December 31, 2023, which is comprised of $64.2 million on non-catastrophe losses and $3.6 million on catastrophe losses. Commercial other liability lines experienced adverse development of $52.9 million primarily in our excess and surplus lines excess casualty book along with some adverse development in standard umbrella and construction defect due to increasing severity pressures. The increases in these longer tailed lines, especially in

 accident years 2016-2019, related to social and economic inflation, and prompted a re-evaluation of trend assumptions for more recent accident years. The commercial automobile line of business also experienced adverse development of $9.0 million related to increasing severity largely in post-COVID-19 accident years. Commercial fire and allied lines experienced adverse development of $4.4 million largely due to development on both catastrophe and non-catastrophe losses, primarily from accident year 2022. The assumed reinsurance line of business contributed an additional $3.5 million of adverse development largely driven by catastrophe losses.
 In 2023, our pre-tax catastrophe losses were $64.2 million, a decrease of $9.3 million compared to $73.5 million in 2022, and a decrease of $25.2 million as compared to $98.6 million in 2021. In 2023, our catastrophe losses included 61 events. Catastrophe losses in 2023 added 6.2 percentage points to the combined ratio, which is below our historical 10-year average of 7.2 percentage points.
 2022 Results
 For the year ended December 31, 2022, our losses and loss settlement expenses were $14.8 million, or 2.3%, lower than 2021 and our net loss ratio decreased 0.7 points. The primary driver was a reduction in loss and loss settlement expenses of $27.0 million in personal lines related to our exit of that business. This was offset by an increase in reinsurance assumed related to our growth in that business from and a decrease in our commercial lines. In 2022, catastrophe losses were $73.5 million in our direct business and assumed reinsurance business as compared to $98.6 million in 2021.
 The Company experienced $12.9 million of adverse development in our net reserves for prior accident years for the twelve-month period ended December 31, 2022. Most of the adverse development was in commercial other liability with $47.8 million and commercial fire and allied with $24.8 million adverse development. This was offset partially by favorable development on commercial automobile which contributed $56.7 million. The unfavorable development in commercial other liability and commercial fire and allied was due to paid loss and loss adjustment expense ("LAE") which was greater than reductions in reserves for unpaid loss and LAE. The favorable development for commercial automobile was from both loss and LAE where reductions of reserves for unpaid liabilities were more than sufficient to offset actual paid loss and paid LAE. Reductions in reserves for IBNR claims also contributed favorable development.
 Amortization of Deferred Policy Acquisition Costs ("DAC")
 The following is a summary of the components of DAC, including amortization:

 2024
 2023
 2022

 Recorded asset at beginning of year
 $
 $
 104,225
 $
 91,446

 Acquisition costs deferred
 302,017
 267,298
 225,854

 Amortization of deferred policy acquisition costs
 (281,325)
 (244,991)
 (213,075)

 Recorded asset at end of year
 $
 147,224
 $
 $
 104,225

 DAC is amortized over the period the related premiums are earned. Amortization increased for the years ended December 31, 2024 and 2023, primarily reflecting an increase in deferred underwriting costs associated with the growth of the business.

 Net Loss Ratios by Line
 The following table provides our net loss ratio for the years ended December 31, 2024, 2023 and 2022:

 2024
 2023
 2022

 Net Earned Premiums
 Net Losses and Loss Settlement Expenses Incurred
 Net Loss Ratio
 Net Earned Premiums
 Net Losses and Loss Settlement Expenses Incurred
 Net Loss Ratio
 Net Earned Premiums
 Net Losses and Loss Settlement Expenses Incurred
 Net Loss Ratio

 Commercial lines

 Other liability
 $
 343,027
 $
 283,034
 82.5
 %
 $
 320,762
 $
 249,106
 77.7
 %
 $
 302,446
 $
 231,587
 76.6
 %

 252,142
 125,807
 49.9
 244,674
 183,533
 75.0
 232,156
 204,278
 88.0

 239,964
 138,517
 57.7
 208,874
 176,667
 84.6
 208,398
 114,296
 54.8

 Workers' compensation
 54,815
 37,524
 68.5
 53,039
 33,224
 62.6
 56,015
 27,545
 49.2

 Fidelity and surety
 60,285
 14,812
 24.6
 39,922
 22,259
 55.8
 37,975
 6,790
 17.9

 Other
 9,802
 5,742
 58.6
 2,702
 34.8
 1,081
 75.9

 Total commercial lines
 960,035
 $
 605,436
 63.1
 %
 $
 869,973
 $
 665,729
 76.5
 %
 $
 838,071
 $
 585,317
 69.8
 %

 Personal lines

 $
 14,237
 $
 8,325
 58.5
 %
 $
 4,733
 $
 3,402
 71.9
 %
 $
 4,957
 $
 2,959
 59.7
 %

 1,214
 60.3
 —
 (837)
 NM
 (3,123)
 NM

 Other
 NM
 (82)
 NM
 (1,009)
 NM

 Total personal lines
 $
 15,461
 $
 9,254
 59.9
 %
 $
 4,755
 $
 2,483
 52.2
 %
 $
 5,008
 $
 (1,173)
 (23.4)
 %

 Reinsurance assumed(1)

 $
 201,254
 $
 129,915
 64.6
 %
 $
 159,859
 $
 101,202
 63.3
 %
 $
 108,462
 $
 53,157
 49.0
 %

 Total
 $
 $
 63.3
 %
 $
 $
 74.4
 %
 $
 $
 67.0
 %

 NM = not meaningful
 (1) Reinsurance assumed includes Lloyd's of London

 Commercial Lines
 The net loss ratio in our commercial lines of business was 63.1 percent in 2024 compared to 76.5 percent in 2023 and 69.8 percent in 2022. This result was driven by improvement in the underlying loss ratio, no prior year development compared to adverse development booked in 2023, and a favorable year for catastrophe losses.

 Commercial Other Liability
 We write numerous types of risk that are exposed to liability losses in our direct and assumed books of business. This includes, but is not limited to, bodily injury, property damage, standard umbrella, excess liability, and product liability (including construction defect) loss and loss adjustment expenses.
 The net loss ratio increased 4.8 percentage points in 2024 compared to 2023. The Company has been strengthening reserves across our portfolio in response to increased loss settlements resulting from the impact of economic and social inflation, including increased litigation activity.
 Commercial Fire and Allied Lines
 The net loss ratio improved 25.1 percentage points in 2024 compared to 2023. This was driven by increased pricing and continued favorable frequency trends. In addition, large loss experience was very favorable in 2024 compared to earlier years and catastrophe experience was favorable in 2024.
 Commercial Automobile
 The net loss ratio improved 26.9 percentage points in 2024 compared to 2023. This was driven in part by consistent pricing increases throughout 2024 and continued favorable frequency trends associated with more restrictive underwriting guidelines and exposure appetite. Favorable prior year development also contributed in 2024 compared to 2023, given case-basis and IBNR reserve strengthening efforts over the last several years were sufficient to account for recent claim activity.
 Workers' Compensation
 The net loss ratio deteriorated 5.9 percentage points in 2024 compared to 2023. The Company continues to see favorable frequency trends offset by modest but positive severity pressure and medical inflation pressure. There was some prior year reserve increases in 2024 relative to 2023 due to the adjustment of ceded recovery expectations.

 Fidelity and Surety
 The net loss ratio improved 31.2 percentage points in 2024 compared to 2023. When surety losses occur, our loss is determined by estimating the cost to complete the remaining work and to pay the contractor's unpaid bills, offset by contract funds due to the contractor, reinsurance, and the value of any collateral to which we may have access. Significant improvement was driven by a return to longer term profitability levels and disciplined underwriting after elevated large loss activity in 2023 and 2022.
 Personal Lines
 The net loss ratio deteriorated 7.7 percentage points in 2024 compared to 2023, due to proportional assumed reinsurance for homeowners multi-peril coverage included in personal fire and allied lines. There is also an immaterial amount of personal lines business remaining, primarily in the state of New Jersey, with the last exposures due to certain regulatory, non-renewal limitations expected to lapse before December 31, 2025.
 Reinsurance Assumed
 The net loss ratio increased 1.3 percentage points in 2024 compared to 2023. Our assumed reinsurance portfolio is comprised of contracts that provide reinsurance protection to unaffiliated insurance companies. We only reinsure companies with attractive expected profitability, relevant materiality, and strong reputation. Our reinsurance business focuses on long-term relationships.

 The 2024 non-catastrophe result was relatively consistent with 2023. The business is benefiting from increased pricing and tightly managed loss exposure. 2024 experienced increased catastrophe losses from one account and adverse prior year development driven by worse than expected losses associated with a few accounts.

 Underwriting Expenses
 The following is a summary of underwriting expenses, including the underwriting expense ratio:

 2024
 2023
 2022

 Amortization of deferred policy acquisition costs
 $
 $
 $

 Other underwriting expenses
 140,942
 115,800
 115,169

 Underwriting expenses
 $
 422,280
 $
 360,791
 $
 328,244

 Expense ratio(1)

 35.9
 %
 34.9
 %
 34.5
 %

 (1) Expense ratio is calculated by dividing non-deferred underwriting expenses and amortization of deferred policy acquisition costs by net earned premiums. The expense ratio measures a company's operational efficiency in producing, underwriting and administering its insurance
 business.
 The increase in expense ratio in 2024 as compared to 2023 is due primarily to investments in talent to deepen expertise across the Company; accelerated development of our new policy administration system that is now poised for implementation in 2025; and increased performance-based compensation for employees and agents due to current year achievements.
 The increase in expense ratio in 2023 as compared to 2022 was primarily driven by prior year changes to our employee post-retirement benefit plans. These changes provided benefits to the underwriting expense ratio that concluded at the end of 2022. Additionally, the 2023 underwriting expense ratio increased due to reinsurance premiums which were offset by our ongoing actions to sustainably reduce expenses and direct premium growth.
 Interest Expenses
 The following is a summary of interest expense:

 2024
 2023
 2022

 Interest paid
 $
 7,281
 $
 3,260
 $
 3,188

 Our long term debt obligations are $50.0 million of private placement notes issued in December 2020 and $70.0 million of senior unsecured notes issued in May 2024. Interest expense increased in 2024 due to the issuance of the senior unsecured notes in May 2024. Refer to Note 13 "Debt" in Part II, Item 8 for more information on our long term debt.

 Income Taxes
 The following is a summary of income tax expense (benefit), including the effective tax rate:

 2024
 2023
 2022

 Income (loss) before income taxes
 $
 77,034
 $
 (39,721)
 $
 12,077

 (10,021)
 (2,954)

 Effective tax rate(1)

 19.6
 %
 25.2
 %
 (24.5)
 %

 (1)The effective tax rate is calculated by dividing 'Income tax expense (benefit)' by 'Income (loss) before income taxes'

 Income tax expense was $15.1 million in 2024, compared with an income tax benefit of $10.0 million in 2023 and $3.0 million in 2022. The consolidated effective tax rate for 2024 was 19.6 percent, compared with 25.2 percent in 2023 and (24.5) percent in 2022. The effective tax rate for the year ended December 31, 2024 differs from the statutory rate of 21% primarily due to interest earned on tax exempt bonds.
 Refer to Note 7 "Income Tax" in Part II, Item 8 for more information on the Company's income taxes, including details regarding our deferred tax assets and liabilities.
 Adjusted Operating Income (See "Non-GAAP Financial Measures")

 The table below shows the adjustments made to reconcile Net income (loss) to Adjusted operating earnings:

 Net Income Reconciliation

 2024
 2023
 2022

 Income statement data

 $
 $
 (29,700)
 $

 Less: Net investment gains (losses), after-tax
 (4,289)
 1,006
 (12,555)

 Adjusted operating income (loss)
 $
 66,246
 $
 (30,706)
 $
 27,586

 Adjusted operating income reported in 2024 was primarily due to an increase in net earned premiums of $142.2 million combined with a decrease in the underlying loss ratio by 4.3 points to 57.9%, a decrease in the catastrophe loss ratio of 0.8 points to 5.4%, and no prior year reserve development. In addition, net investment income increased by $23.2 million, partially offset by net investment losses due to management actions within the Company's fixed maturity portfolio to reinvest at higher rates. The underwriting expense ratio increased 1.0 point to 35.9%.

 Adjusted operating loss reported in 2023 was primarily due to an increase in losses and loss settlement expenses of $132.1 million attributable to adverse reserve development of $67.8 million which added 6.0 points to the loss ratio. In addition, an increase in amortization of deferred acquisition costs of $32.0 million contributed to the operating loss. These were partially offset with an increase in net earned premiums of $83.0 million and higher investment income of $15.0 million.

 Adjusted operating income reported in 2022 was primarily due to a decrease in losses and loss settlement expenses of $14.8 million attributable to a decrease in the underlying loss ratio by 5.2 points to 59.2% and a decrease in the catastrophe loss ratio of 2.5 points to 7.7%. This was partially offset by a decrease in net earned premiums of $11.3 million and increased net investment losses on the portfolio due to $12.8 million of unrealized losses on equity securities held as of the end of the year.

 INVESTMENTS
 Investment Philosophy
 The Company's assets are invested to preserve capital and maximize total return while maintaining an appropriate balance of risk. The risk-adjusted return on our portfolio is an important component of overall financial results, but quality and safety of principal is the highest priority of our investment program. We administer our investment portfolio based on investment guidelines approved by management and the Investment Committee of our Board of Directors that comply with applicable statutory regulations. The portfolio is structured to be compliant with state insurance laws that prescribe the quality, concentration and type of investments that may be made by insurance companies.

 We monitor our portfolio to appropriately manage risk, achieve portfolio objectives and maximize investment income as market conditions change. Our overall investment strategy is to stay fully invested (i.e., minimize cash balances). If additional cash is needed, we have the ability to take advances through the Federal Home Loan Bank of Des Moines ("FHLB Des Moines") facility. The Company entered into an investment management agreement with New England Asset Management ("NEAM") effective as of February 1, 2024, pursuant to which NEAM will provide investment management services.

 Investment Portfolio
 Our invested assets at December 31, 2024 totaled $2.1 billion as compared to $1.9 billion at December 31, 2023. We utilize a conservative investment philosophy, investing in a diversified portfolio of high-quality, intermediate-term taxable corporate bonds, taxable U.S. government and government agency bonds and tax-exempt U.S. municipal bonds. The composition of our investment portfolio at December 31, 2024 is presented at carrying value in the following table:

 Percent

 (In Thousands, except ratios)
 of Total

 Fixed maturities, available-for-sale(1)

 $
 6.0
 %

 12.0

 32.0

 Asset-backed:
 —

 28.0

 5.0

 6.0

 813,744
 39.0

 Total Fixed maturities, available-for-sale
 89.0

 Mortgage loans
 40,922
 2.0

 Other long-term investments(2)

 9.0

 Short-term investments
 —

 Total
 $
 2,093,094
 100.0
 %

 (1) Available-for-sale securities with fixed maturities are carried at fair value.
 (2) As a member of Lloyd's, the Company participates in the Syndicate results which include the fair value of the investments. Starting in Q4 2024, these investments are included in other long-term investments. The fair value of Lloyd's syndicate investments included in other long-term investments was $82.2 million as of December 31, 2024.

 Credit Quality

 The following table shows the composition of fixed maturity securities by credit rating at December 31, 2024 and 2023. Information contained in the table is generally based upon issuer credit ratings provided by external rating agencies.

 Rating

 AAA
 $
 1,013,702

 54.3
 %

 $
 635,023

 37.7
 %

 AA
 243,353

 13.0

 456,310

 27.1

 A
 373,208

 20.0

 255,490

 15.1

 Baa/BBB
 233,523

 12.5

 312,246

 18.5

 Other/Not Rated
 4,545

 0.2

 27,433

 1.6

 $

 100.0
 %

 $
 1,686,502

 100.0
 %

 As of December 31, 2024 and 2023, we did not have direct exposure to investments in subprime mortgages or other credit enhancement vehicles.

 Duration
 Our investment portfolio is invested primarily in fixed maturity securities whose fair value is susceptible to market risk, specifically interest rate changes. Duration is a measurement used to quantify our inherent interest rate risk and analyze our ability to match our invested assets to our reserve liabilities. Invested assets and reserve liability accounts with similar durations will have an offsetting effect of any change in interest rates. The primary purpose for matching invested assets and reserve liabilities is liquidity, and with appropriate matching, our investments will

 mature when cash is needed, preventing the need to liquidate other assets prematurely. Mismatches in the duration of assets and liabilities can cause significant fluctuations in our results of operations.
 We analyze potential changes in the value of our investment portfolio due to the market risk factors noted above within the overall context of asset and liability management. A technique we use in the management of our investment portfolio specifically related to interest rate risk is the calculation of duration. Our actuaries estimate the payout pattern of our reserve liabilities to determine their duration, which is the present value of the weighted average payments expressed in years. We then establish a target duration for our investment portfolio so that at any given time the estimated cash generated by the investment portfolio will closely match the estimated cash required for the payment of the related reserves. We structure the investment portfolio to meet the target duration to achieve the required cash flow, based on liquidity and market risk factors.

 The weighted average effective duration of our portfolio of fixed maturity securities was 4.2 years at December 31, 2024 compared to 4.0 years at December 31, 2023. Refer to Note 2 "Investments" in Part II, Item 8 for more information on maturities.
 Unrealized Investment Gains and Losses
 As of December 31, 2024, net unrealized investment losses, after tax, totaled $72.2 million compared to net unrealized losses, after tax, of $67.0 million and unrealized losses of $88.4 million as of December 31, 2023 and 2022, respectively. The unrealized investment loss position is a result of continued elevated interest rates during 2024, that resulted in a change in unrealized gains/losses for the year.
 The net unrealized investment losses in 2023 and 2022 were a result of continued elevated interest rates, with a slight rate improvement in 2023, from 2022, that resulted in a small change in unrealized gains for 2023. Refer to Note 2 "Investments" in Part II, Item 8 for more information on net investment unrealized gains and losses.
 Expected Credit Losses and Watch List

 We prepare a watch list to identify securities to evaluate for expected credit losses. Factors used in preparing the watch list include fair values relative to amortized cost, ratings, negative ratings actions and other factors. Detailed analysis is performed for each security on the watch list to further assess the presence of credit impairment loss indicators and, where present, calculate an allowance for expected credit loss or direct write-down of a security's amortized cost.

 At December 31, 2024, our watch list included 10 fixed maturity securities in an unrealized loss position with an amortized cost of $21.8 million, no allowance for expected credit losses, unrealized losses of $2.2 million and a fair value of $24.0 million.

 At December 31, 2023, we had no fixed maturity securities on a watch list.
 Refer to Note 2 "Investments" in Part II, Item 8 for more information on our investments.

 REINSURANCE
 Reinsurance is a contract by which one insurer, called the reinsurer, agrees to cover, under certain defined circumstances, a portion of the losses incurred by a primary insurer if a claim is made under a policy issued by the primary insurer. Our property and casualty insurance companies follow the industry practice of reinsuring a portion of their exposure to reduce the net liability on individual risks to predetermined limits and to protect us against catastrophic losses, such as a hurricane or tornado.
 Ceded Reinsurance
 Our reinsurance allows us to manage our risk, increase our underwriting capacity and protect us from large events. A summary of our key reinsurance programs are as follows:
 Property & Casualty Core Excess of Loss ("XOL") Treaty
 Our property and casualty working program, which we refer to as the core treaty, includes a multi-line layer which applies in excess of our retention and annual aggregate deductible, as well as property-only and casualty-only towers above the multi-line exhaustion point. Our core treaty incepts January 1, 2025, and each layer is fully placed. The core treaty structure has changed from the 2024 treaty year. The layer changes are summarized in the table below. Each layer includes provisions providing for extra-contractual and excess of policy limit losses and terrorism coverage. However, included coverage varies based on individual reinsurer participation of each layer. The multi-line treaty includes a provision that limits the per occurrence maximum limit to $12 million. Reinstatement is free and unlimited, upon erosion of the annual aggregate deductible. This treaty provides coverage to the majority of the commercial property and casualty business that we write. The multi-line treaty combined with the property per risk provides for a combined limit of $47 million coverage excess of the $3 million retention, as compared to $2.5 million retention for the years 2021 through 2016 and $2.0 million for the years 2015 through 2012. The new 1st Property Per Risk includes six free reinstatements of the full limit. The 2nd and 3rd Property Per Risk layers include one reinstatement to the full amount at the same premium. A semi-automatic property facultative treaty is in place providing coverage for a limit of $25 million excess of $50 million, which brings the combined treaty coverage limit available for an eligible risk to $72 million excess of $3 million. If we have a property risk that requires limits in excess of our reinsured limit, facultative reinsurance is obtained. The multi-line treaty combined with the casualty tower provides for a combined limit of $57 million excess of the $3 million retention. This treaty protects from a loss to an individual policyholder or clash event where an occurrence involves multiple policyholders. The new 1st Casualty includes six free reinstatements of the full limit, while the Casualty 2nd, 3rd and 4th include a single reinstatement of the full limit at the same premium. The casualty layers include a provision that limits the maximum amount of any one life for workers' compensation losses. At times we may obtain separate casualty facultative reinsurance to cover specific exposures or policies, based on particular exposures presented by a policyholder.

 Layer
 Limit
 Retention
 Placement

 Multi-Line
 3,000
 3,000
 %

 Property Per Risk 1st
 5,000
 6,000
 %

 Property Per Risk 2nd
 14,000
 11,000
 %

 Property Per Risk 3rd
 %

 Casualty 1st
 5,000
 6,000
 %

 Casualty 2nd
 9,000
 11,000
 %

 Casualty 3rd
 %

 Casualty 4th
 40,000
 %

 Property Catastrophe XOL
 In 2024, the Company continued the pillar occurrence in addition to the property catastrophe XOL ceded reinsurance programs. No substantive structural changes were made to the property catastrophe XOL, however the pillar occurrence structure was changed to split Named Storm and Earthquake from All Other Perils. The event retention for Named Storm and Earthquake remains at $5.0 million while the event retention for All Other Perils was reduced to $4.0 million. The property catastrophe XOL remains fully placed, while the pillar occurrence placement was increased to 50%. We did not experience any property catastrophe events that produced a ceded loss to either program in 2023 or 2024.

 Our corporate property catastrophe reinsurance program, effective January 1, 2025, is an XOL treaty. The program consists of $110 million in coverage for losses in excess of $20 million. The treaty protects from catastrophic events such as earthquakes, hail, windstorms, and fires. The treaty consists of three layers and is fully placed. It includes provisions providing for extra-contractual and excess of policy limit losses and contains exclusions for communicable diseases and cyber loss. In addition, it includes a terrorism exclusion. However, included coverage varies based on individual reinsurer participation of each layer. Additionally, each layer can be reinstated once to its full amount at the same premium. The property catastrophe treaty is largely unchanged from the 2024 treaty year.

 Layer
 Limit
 Retention
 Placement

 First
 $
 $
 %

 Second
 $
 30,000
 $
 30,000
 %

 Third
 $
 70,000
 $
 %

 Earthquake and Flood XOL Treaty
 We delegate underwriting authority to write a portfolio of Pacific Coast earthquake business. This arrangement began in 2019. An excess of loss treaty, effective January 1, 2025, is in place to specifically and exclusively reinsure business written through this arrangement. This program consists of $130 million for losses in excess of $10 million and is fully placed. Each layer can be reinstated once to its full amount at the same premium.

 Layer
 Limit
 Retention
 Placement

 First
 %

 Second
 30,000
 30,000
 %

 Third
 70,000
 %

 Fourth
 130,000
 %

 Surety Per Principal XOL Treaty
 Our surety treaty incepts on January 1, 2025 and is an excess of loss treaty. The program consists of $45 million in coverage for losses in excess of $5 million per principal. The first layer includes three paid reinstatements, while the second and third include one paid reinstatement. Losses are considered discovered to the treaty year in accordance with the contract terms and conditions. The surety treaty is largely unchanged from the 2024 treaty year.

 Layer
 Limit
 Retention
 Placement

 First
 5,000
 5,000
 %

 Second
 15,000
 %

 Third
 %

 Terrorism Coverage
 Our principal terrorism reinsurance protection is the coverage provided through the Terrorism Risk Insurance Program Reauthorization Act of 2019 ("TRIPRA"), effective through December 31, 2027. TRIPRA coverage includes most direct commercial lines of business, including coverage for losses from nuclear, biological and chemical exposures if coverage was afforded by an insurer, with exclusions for commercial automobile insurance, burglary and theft insurance, surety, professional liability insurance and farm owners' multiple peril insurance. For calendar year 2024, the aggregate losses exceeding a threshold of $200.0 million industry-wide would be covered under this protection. Our TRIPRA deductible was $132.6 million for 2024 and our TRIPRA deductible is expected to be $137.2 million for 2025. Our catastrophe and non-catastrophe reinsurance programs provide limited coverage for terrorism exposure excluding nuclear, biological and chemical-related claims.
 Assumed Reinsurance
 The Company offers reinsurance coverage for property and casualty insurance through traditional treaty reinsurance channels and participates in the Lloyd's market through its corporate member at Lloyd's. We target diversifying risks that complement our direct portfolio. The following provides more detail on the type of assumed reinsurance business we target.

 • Treaty reinsurance with regional property and casualty carriers, including casualty XOL, property per risk, and property catastrophe XOL.
 • Treaty reinsurance with professional reinsurers and Lloyd's syndicates.
 • Mortgage reinsurance with Freddie Mac and Fannie Mae, private mortgage insurers and surety carriers.
 • Treaty reinsurance on risks underwritten by managing general agents.
 • Treaty reinsurance underwritten on our behalf through reinsurance intermediary management agreements (RIMA) that define underwriting boundaries by product, class and type.
 In 2024, we broadened the scope of our assumed portfolio by growing our client base and building around the renewal business. We grew our standard property and casualty treaty business while holding our property catastrophe retrocessional and Lloyd's businesses to only modest change. We engaged in the mortgage reinsurance market where conditions were favorable. We also incepted a few new managing general agent programs in the cyber liability and transactional liability markets.
 In 2023 we continued to grow our assumed programs by renewing the programs added in 2022 and continuing to diversify our risks. We reduced exposure in property catastrophe retrocessional treaty and managing general agent treaty, while significantly growing our standard property and casualty treaty and Lloyd's businesses.
 In 2022, we continued to grow our assumed programs by renewing the programs added in 2021 and continuing to diversify our risks in retrocessional treaty, managing general agent, reinsurance intermediary, and financial lines. Losses and loss settlement expenses ceded increased in 2022 due to two lines of business, other liability and fire and allied lines. Other liability is seeing more recoveries due to inflationary pressures and fire and allied lines has seen an increase in severity, with both of these issues driving increasing ceded recovery.
 Reinsurer Credit Quality
 We use many reinsurers, both domestic and foreign, which helps us to avoid concentrations of credit risk associated with our reinsurance. Our criteria for selecting reinsurance markets is to generally require capital and surplus of at least $500.0 million and an A.M. Best rating or an S&P rating of at least "A-." If a reinsurer is rated by both rating agencies, then both ratings must be at least an "A-." All of our reinsurance capacity is placed with reinsurers holding a rating of A- or better. For the small amount of reinsurance capacity we utilize that doesn't meet our criteria, markets are required to collateralize the risk. The following table represents the primary reinsurers we utilize and their financial strength ratings as of December 31, 2024:

 Name of Reinsurer
 A.M. Best
 S&P Rating

 Swiss Reinsurance American Corporation(1)

 A+
 AA-

 Hannover Ruck SE(1)(2)

 A+
 AA-

 Everest Reinsurance Company(1)(2)

 A+
 A+

 Certain Underwriting Members of Lloyd's of London(1)(2)

 A+
 AA-

 Arch Reinsurance Company(1)

 A+
 A+

 Berkely Reinsurance Company(1)

 A+
 A+

 Partner Reinsurance Company of the US(1)(2)

 A+
 A+

 R&V Versicherung AG(1)

 NR
 A+

 MS Amlin AG(1)(2)

 A+
 A+

 Renaissance Reinsurance US Inc(1)

 A+
 A+

 SCOR Reinsurance Company(1)(2)

 A
 A+

 Axis Reinsurance Company(2)

 A
 A+

 (1) Primary reinsurers participating in the property and casualty excess of loss programs.
 (2) Primary reinsurers participating in the surety excess of loss program.
 Refer to Part II, Item 8, Note 4 "Reinsurance" for further discussion of our reinsurance programs.

 LIQUIDITY AND CAPITAL RESOURCES
 Liquidity measures our ability to generate sufficient cash flows to meet our short-term cash obligations and long-term cash obligations. Our cash inflows are primarily a result of the receipt of premiums, reinsurance recoveries, sales or maturities of investments, and investment income. Cash provided from these sources is used to fund the payment of losses and loss settlement expenses, the purchase of investments, operating expenses, dividends, pension plan contributions, and common stock repurchases. When considering our liquidity and cash flow, it is important to distinguish between the needs of our insurance subsidiaries and the needs of the holding company, United Fire Group, Inc. As a holding company with no operations of its own, United Fire Group, Inc. derives its cash primarily from its insurance subsidiaries.
 The sources of liquidity of the holding company are principally comprised of dividends from subsidiaries, existing surplus notes, investment income on holding company assets and the ability to raise long-term public financing under an SEC-filed registration statement or private placement offering. These sources of liquidity and cash flow support the general corporate needs of the holding company, interest and debt service, and investment in core businesses.
 We monitor our capital adequacy to support our business on a regular basis. The future capital requirements of our business will depend on many factors, including our ability to write new business successfully and to establish premium rates and reserves at levels sufficient to cover losses. Our ability to underwrite is largely dependent upon the quality of our claims paying and financial strength ratings as evaluated by independent rating agencies. In particular, we require (1) sufficient capital to maintain our financial strength ratings, as issued by various rating agencies, at a level considered necessary by management to enable our insurance company subsidiaries to compete and (2) sufficient capital to enable our insurance company subsidiaries to meet the capital adequacy tests performed by regulatory agencies in the United States.
 Cash outflows may be variable because of the uncertainty regarding settlement dates for losses. In addition, the timing and amount of individual catastrophe losses are inherently unpredictable and could increase our liquidity requirements. The timing and amount of reinsurance recoveries may be affected by reinsurer solvency and reinsurance coverage disputes.
 The following table displays a summary of cash sources and uses in 2024, 2023 and 2022:

 Cash Flow Summary

 2024

 2023
 2022

 Cash provided by (used in)

 Operating activities
 $
 340,304

 $
 171,736
 $
 (1,251)

 Investing activities
 (292,487)

 (149,886)
 (19,171)

 Financing activities
 51,086

 (16,454)
 (15,032)

 Net increase (decrease) in cash and cash equivalents
 $
 98,903

 $
 5,396
 $
 (35,454)

 Our cash flows were sufficient to meet our current liquidity needs for the years ended December 31, 2024, 2023 and 2022 and we anticipate they will be sufficient to meet our future liquidity needs. We also have the ability to draw from our credit facility if needed.
 At December 31, 2024, our cash and cash equivalents included $23.1 million related to money market accounts, compared to $20.3 million at December 31, 2023.
 Operating Activities
 Net cash flows provided by operating activities totaled $340.3 million and $171.7 million in 2024 and 2023, respectively. Net cash flows used by operating activities totaled $1.3 million in 2022. The primary cash inflows from operating activities include insurance premiums, reinsurance recoveries and net investment income. The primary cash outflows from operating activities are comprised of payment of losses and loss settlement expenses and

 operating expenses. Our cash flows from operating activities were sufficient to meet our liquidity needs for 2024, 2023 and 2022.
 Investing Activities
 Cash in excess of operating requirements is generally invested in fixed maturity securities. Fixed maturity securities provide regular interest payments and allow us to match the duration of our liabilities. For further discussion of our investments, including our philosophy and portfolio, see the Investment heading subcategory "Investment Portfolio" section contained in Part II, Item 7 of Management's Discussion and Analysis of Financial Condition and Results of Operations.
 Sales of investments and proceeds from calls or maturities of fixed maturity securities also can provide liquidity. During the next five years, $0.5 billion, or 25.5 percent of our fixed maturity portfolio will mature.
 Net cash flows used in investing activities totaled $292.5 million, $149.9 million and $19.2 million in 2024, 2023, and 2022, respectively. In 2024, we had cash inflows from scheduled and unscheduled investment maturities, redemptions, prepayments, and sales of investments that totaled $680.0 million compared to $162.1 million and $280.4 million for the same period in 2023 and 2022, respectively. Our cash outflows for investment purchases totaled $960.6 million in 2024, compared to $301.1 million and $297.5 million for the same period in 2023 and 2022, respectively.
 Financing Activities
 Net cash flows provided by financing activities totaled $51.1 million in 2024 due to the successful placement of $70.0 million of senior unsecured notes in May 2024. Net cash flows used in financing activities totaled $16.5 million and $15.0 million in 2023 and 2022, respectively. The net cash flows used in financing activities are primarily the payment of cash dividends of $16.2 million, $16.2 million and $15.9 million in 2024, 2023 and 2022, respectively.
 Contractual Obligations and Commitments
 As of December 31, 2024, our required annual payments relating to contractual and other obligations were as follows:

 Payments Due By Period

Contractual Obligations
 Total
 Less Than
One Year
 One to
Three Years
 Three to
Five Years
 More Than
Five Years

 Loss and loss settlement expense reserves
 $
 $
 563,800
 $
 691,122
 $
 301,100
 $
 240,760

 Long term debt
 234,326
 9,738
 19,475
 19,475
 185,638

 Operating leases
 23,497
 9,168
 11,684
 2,218

 Profit-sharing commissions
 31,334
 31,334
 —
 —
 —

 Total
 $
 2,085,939
 $
 614,040
 $
 722,281
 $
 322,793
 $
 426,825

 Loss and Loss Settlement Expense Reserves
 The amounts presented are estimates of the dollar amounts and time periods in which we expect to pay out our gross loss and loss settlement expense reserves. Because the timing of future payments may vary from the stated contractual obligation, these amounts are estimates based upon historical payment patterns and may not represent actual future payments. Refer to "Critical Accounting Estimates — Losses and Loss Settlement Expenses" in this section for further discussion.

 Long term debt
 Our long term debt obligations are $50.0 million of private placement notes issued in December 2020 and $70.0 million of senior unsecured notes issued in May 2024. For further discussion of our long term debt, refer to Part II, Item 8, Note 13 "Debt."
 Operating Leases
 Our operating lease obligations are for the rental of office space, vehicles, computer equipment and office equipment. For further discussion of our operating leases, refer to Part II, Item 8, Note 12 "Lease Commitments."
 Profit-Sharing Commissions
 We offer our agents a profit-sharing plan as an incentive for them to place high-quality property and casualty insurance business with us. Based on business produced by the agencies in 2024, property and casualty agencies expect to receive profit-sharing payments of $31.3 million in 2025.
 Funding Commitments
 Pursuant to agreements with our limited liability partnership investments, we are contractually committed through 2030 to make capital contributions upon request of the partnerships. The timing of these additional contributions is unknown and based upon the timing of when investments and agreements are executed or signed compared to when the actual commitments are funded or closed. Our remaining potential contractual obligation was $23.1 million at December 31, 2024.
 Guaranty Fund Assessments
 The Company is subject to guaranty fund and other assessments by the states in which it writes business. At December 31, 2024 the accrued liability for guaranty fund assessments was $0 and the premium tax benefit asset was $1.7 million. Guaranty fund assets are typically realized over the next five to 10 years. No discount is applied to the liability for assessments.
 Legal Proceedings
 The Company is a party to various claims and litigation incidental to its business, which, based on the facts and circumstances currently known, are not material to the Company's results of operations or financial position as of December 31, 2024.
 Commitments for Capital Expenditures
 Dividends
 Dividends paid to shareholders totaled $16.2 million, $16.2 million and $15.9 million in 2024, 2023 and 2022, respectively. Our practice has been to pay quarterly cash dividends, which we have paid every quarter since March 1968. Payments of any future dividends and the amounts of such dividends, however, will depend upon factors such as net income, financial condition, capital requirements, and general business conditions. We will only pay dividends if declared by our Board of Directors out of legally available funds.
 As a holding company with no independent operations of its own, United Fire Group, Inc. relies on dividends received from its insurance company subsidiaries in order to pay dividends to its common shareholders. Dividends payable by our insurance subsidiaries are governed by the laws in the states in which they are domiciled. In all cases, these state laws permit the payment of dividends only from earned surplus arising from business operations. For example, under Iowa law, the maximum dividend or distribution that may be paid within a 12-month period without prior approval of the Iowa Insurance Commissioner is generally restricted to the greater of 10 percent of statutory surplus as of the preceding December 31 less any dividends paid in the previous 12 months, or net income of the preceding calendar year on a statutory basis less any dividends paid in the previous 12 months, not greater than

 earned statutory surplus. Other states in which our insurance company subsidiaries are domiciled may impose similar restrictions on dividends and distributions. Based on these restrictions, at December 31, 2024, our insurance company subsidiary, UF&C, is able to make a maximum of $40.7 million in dividend payments without prior regulatory approval. These restrictions are not expected to have a material impact in meeting our cash obligations.
 Share Repurchases
 Under our share repurchase program, we may purchase our common stock on the open market or through privately negotiated transactions. The amount and timing of any purchases will be at our discretion and will depend upon a number of factors, including the share price, economic and general market conditions, and corporate and regulatory requirements. Our share repurchase program may be modified or discontinued at any time. The Board of Directors reauthorized the share repurchase program in August 2024 and extended the program through August 2026.
 The Company did not repurchase any shares of our common stock during the years ended December 31, 2024, 2023 and 2022. At December 31, 2024, we were authorized to purchase an additional 1,719,326 shares of our common stock.
 Credit Facilities
 In December 2023, the Company became a member of the Federal Home Loan Bank of Des Moines ("FHLB Des Moines"). Membership allows access to loans or advances. As of December 31, 2024, there were no advances outstanding under the FHLB Des Moines agreement. For further information regarding the agreement with FHLB Des Moines, refer to Note 13 "Debt" in Part II, Item 8.
 Stockholders' Equity
 Stockholders' equity increased 6.5 percent to $781.5 million at December 31, 2024, from $733.7 million at December 31, 2023. The increase is primarily attributed to net income of $62.0 million, partially offset by an increase in net unrealized losses on fixed maturity securities, net of tax, of $5.3 million and dividends of $16.2 million. As of December 31, 2024, the book value per share of our common stock was $30.80, compared to $29.04 at December 31, 2023.

 Recently Issued Accounting Standards
 Information specific to accounting standards we adopted for the year ended December 31, 2024 or pending accounting standards we expect to adopt in the future is incorporated by reference from Note 1 "Summary of Significant Accounting Policies" contained in Part II, Item 8, "Financial Statements and Supplementary Data."

 ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK
 Market Risk
 Our Consolidated Balance Sheets include financial instruments whose fair values are subject to market risk. The active management of market risk is integral to our operations. Market risk is the potential for loss due to a decrease in the fair value of securities resulting from uncontrollable fluctuations, such as: interest rate risk, equity price risk, foreign exchange risk, credit risk, inflation, or geopolitical conditions. Our primary market risk exposures are: changes in interest rates, deterioration of credit quality of specific issuers, sectors or the economy as a whole, and an unforeseen decrease in the liquidity of securities we hold.
 The carrying value of the Company's investment portfolio at December 31, 2024 and 2023 was $2.1 billion and $1.9 billion, respectively, of which 89% and 89.4%, respectively, was invested in fixed maturity securities. The exposure to equity price risk was minimized during 2023 and eliminated in 2024 with repositioning of equity securities into fixed maturity securities.

 Primary market risks to the portfolio as outlined above with the majority in fixed maturity securities include interest rate risk, credit risk, and foreign currency exchange rate risk. Duration of the portfolio is a key calculation that is managed relative to the payout pattern of our reserve liabilities.
 Interest Rate Risk

 Interest rate risk is the price sensitivity of a fixed maturity security or portfolio of securities to changes in level of interest rates. Generally, there is an inverse relationship between changes in interest rates and changes in the price of a fixed maturity security. Plainly stated, if interest rates go up (down), bond prices go down (up). A vast majority of our holdings are fixed maturity and other interest rate sensitive securities that will decrease (increase) in value as interest rates increase (decrease). Available-for-sale fixed maturity securities are carried at fair value on the Consolidated Balance Sheets with unrealized gains or losses reported, net of tax, in accumulated other comprehensive income. A change in the prevailing interest rates generally translates into a change in the fair value of our fixed maturity securities, and by extension, our overall book value.
 The amounts set forth in the following table detail the impact of hypothetical interest rate changes on the fair value of fixed maturity securities held at December 31, 2024. The sensitivity analysis measures the change in fair values arising from immediate changes in selected interest rate scenarios. We employed hypothetical parallel shifts in the yield curve of plus or minus 100 and 200 basis points in the simulations. Additionally, based upon the yield curve shifts, we employ estimates of prepayment speeds for mortgage-related products and the likelihood of call or put options being exercised within the simulations.
 The selection of a 100-basis-point and 200-basis-point increase or decrease in interest rates should not be construed as a prediction by our management of future market events, but rather as an illustration of the potential impact of an event.

 -200 Basis
 -100 Basis
 +100 Basis
 + 200 Basis

 Points
 Points
 Base
 Points
 Points

 Fixed maturities:

 Bonds

 U.S. Treasury and government agencies
 $
 126,090
 $
 122,197
 $
 $
 111,723
 $
 105,976

 259,526
 254,623
 236,404
 222,945

 760,430
 723,600
 657,624
 628,193

 Asset Backed:

 653,172
 618,207
 548,715
 514,993

 117,005
 109,895
 97,871
 92,755

 144,355
 135,053
 119,380
 112,734

 914,532
 863,155
 813,744
 765,966
 720,482

 Total Available-For-Sale Fixed Maturities
 $
 2,060,578
 $
 1,963,575
 $
 $
 1,771,717
 $
 1,677,596

 To the extent actual results differ from the assumptions utilized, our duration and interest rate measures could be significantly affected. As a result, these calculations may not fully capture the impact of nonparallel changes in the relationship between short-term and long-term interest rates.
 Credit Risk
 Credit risk is the willingness and ability of a borrower to repay on time and in full any principal and interest due to the lender. Losses related to credit risk are realized through the income statement and have a direct impact on earnings. We believe that we maintain the appropriate balance of risk in our portfolio, consistent with our Investment Policy Statement and ensure the portfolio is compensated appropriately for the credit risk it holds. We do have within our municipal bond holdings a small number of securities whose ratings were enhanced by third-party insurance for the payment of principal and interest in the event of an issuer default. Of the municipal securities in our investment portfolio, 93.1 percent and 98.2 percent were rated "A" or above, and 100.0 percent and 95.0 percent

 were rated "AA" or above at December 31, 2024 and 2023, respectively, without the benefit of insurance. Due to the underlying financial strength of the issuers of the securities, we believe that the loss of insurance would not have a material impact on our operations, financial position, or liquidity.
 We have no direct exposure in any of the guarantors of our investments. Our five largest indirect exposures to financial guarantors accounted for $10.8 million and $28.6 million of our municipal securities at December 31, 2024 and 2023, respectively.
 Foreign Currency Exchange Rate Risk
 Foreign currency exchange rate risk arises from the possibility that changes in foreign exchange rates will impact our financial results. Foreign currency exchange rate risk can occur as a result of investment holdings in foreign currency, settlement of amounts due to or from foreign reinsurers or our participation in Lloyd's. We consider this risk to be immaterial to our operations.
 Refer to Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" under the headings "Investments" and "Part II, Item 8, Note 2 "Investments" for more information on our investments.

 ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA

 Consolidated Balance Sheets

 2024

 2023

 Assets

 Investments:

 Fixed maturities, available-for-sale, at fair value (amortized cost $ 1,961,531 in 2024 and $ 1,771,041 in 2023; allowance for credit losses $ 0 in 2024 and $ 1 in 2023)

 $

 $
 1,686,502

 Equity securities, at fair value (cost $ 0 in 2024 and $ 29,238 in 2023)

 —

 55,019

 Mortgage loans (less allowance for credit loss of $ 45 and $ 55)

 40,922
 45,366

 Other long-term investments

 99,507

 Short-term investments

 Total investments
 2,093,094

 1,886,494

 Cash and cash equivalents
 200,949

 102,046

 Accrued investment income
 15,795

 15,934

 Premiums receivable (net of allowance for doubtful accounts of $ 1,604 in 2024 and $ 1,794 in 2023)

 450,801

 464,791

 Deferred policy acquisition costs
 147,224

 Property and equipment at cost (less accumulated depreciation of $ 75,866 in 2024 and $ 68,242 in 2023)

 136,021

 134,247

 Reinsurance receivables and recoverables (net of allowance for credit losses of $ 103 in 2024 and $ 97 in 2023)

 230,828

 223,269

 Prepaid reinsurance premiums
 44,892

 27,682

 Goodwill and intangible assets, net
 3,906
 4,615

 Deferred tax asset, net
 23,018
 13,621

 Income taxes receivable
 14,181
 21,463

 Other assets
 127,760

 123,496

 Total assets
 $
 3,488,469

 $
 3,144,190

 Liabilities

 Losses and loss settlement expenses
 $

 $

 Unearned premiums
 621,448

 549,384

 Accrued expenses and other liabilities
 171,649

 172,306

 Long term debt
 117,059
 50,000

 Total liabilities
 $
 2,706,938

 $
 2,410,445

 Stockholders' equity

 Common stock, $ 0.001 par value; authorized 75,000,000 shares; 25,378,291 and 25,269,842 shares issued and outstanding in 2024 and 2023, respectively

 $
 $

 Additional paid-in capital
 215,851
 209,986

 Retained earnings
 620,436
 574,691

 Accumulated other comprehensive income (loss), net of tax
 ( 54,781)

 Total stockholders' equity
 $
 781,531

 $
 733,745

 Total liabilities and stockholders' equity
 $
 3,488,469

 $
 3,144,190

 The Notes to Consolidated Financial Statements are an integral part of these statements.

 Consolidated Statements of Income

 (In thousands, except share data)
 2024

 2023
 2022

 Revenues

 $

 $
 $

 Net investment income

 Net investment gains (losses)
 ( 5,429)

 1,274
 ( 15,892)

 Other income (loss)
 —

 —
 ( 295)

 Total revenues
 $
 1,253,307

 $
 1,095,467
 $
 980,286

 Benefits, losses and expenses

 Losses and loss settlement expenses
 $

 $
 $

 Amortization of deferred policy acquisition costs

 Other underwriting expenses
 140,942

 115,800
 115,169

 Interest Expense
 7,281
 3,260
 3,188

 Other non-underwriting expenses
 2,107
 1,723
 ( 524)

 Total benefits, losses and expenses
 $
 1,176,273

 $
 1,135,188
 $
 968,209

 Income (loss) before income taxes
 $
 77,034

 $
 ( 39,721)
 $
 12,077

 ( 10,021)
 ( 2,954)

 $

 $
 $

 Earnings (loss) per common share:

 Basic
 2.45
 ( 1.18)
 0.60

 2.39
 ( 1.18)
 0.59

 Weighted average common shares outstanding:

 Basic
 25,319,973

 25,160,809

 25,917,760
 25,318,196

 The Notes to Consolidated Financial Statements are an integral part of these statements.

 Consolidated Statements of Comprehensive Income

 (In thousands, except share data)
 2024

 2023
 2022

 $

 $
 $

 Other comprehensive income (loss)

 Change in net unrealized gain (loss) on investments
 $
 ( 13,466)

 $
 26,373
 $
 ( 176,181)

 Change in net benefit asset plans and obligations
 2,089
 18,953
 ( 8,278)

 Foreign currency translation adjustment
 ( 200)
 —
 —

 Other comprehensive income (loss), before tax and reclassification adjustments
 ( 11,577)
 45,326
 ( 184,459)

 2,388
 ( 9,518)
 38,736

 Other comprehensive income (loss), after tax, before reclassification adjustments
 ( 9,189)
 35,808
 ( 145,723)

 Reclassification adjustments for:

 Change in unrealized (gains) losses on investments included in net investment gains (losses)
 6,791

 1,323

 Net benefit asset plans and obligations included in other underwriting expense
 —
 3,601

 Total reclassification adjustments, before tax
 6,791

 4,924

 ( 1,426)

 ( 194)
 ( 1,034)

 Total reclassification adjustments, after tax
 5,365

 3,890

 Comprehensive income (loss)
 $
 58,133

 $
 6,839
 $
 ( 126,802)

 The Notes to Consolidated Financial Statements are an integral part of these statements.

 Consolidated Statements of Stockholders' Equity

 (In thousands, except share data)
 2024
 2023
 2022

 Common stock

 $
 $
 $

 Additional paid-in capital

 209,986
 207,030
 203,375

 Stock based compensation
 5,865
 2,956
 3,655

 215,851
 209,986
 207,030

 Retained earnings

 574,691
 620,555
 621,384

 Dividends on common stock ($ 0.64, $ 0.64, and $ 0.63 per share)

 ( 16,212)
 ( 16,164)
 ( 15,860)

 620,436
 574,691
 620,555

 Accumulated other comprehensive income (loss)

 ( 87,496)
 54,337

 Change in net unrealized investment gain (loss)(1)

 ( 5,274)
 21,402
 ( 138,138)

 Change in liability for underfunded employee benefit plans(2)

 1,650
 15,137
 ( 3,695)

 Foreign currency translation adjustment
 ( 200)
 —
 —

 ( 54,781)
 ( 87,496)

 Total stockholders' equity
 $
 781,531
 $
 733,745
 $
 740,114

 Common stock shares outstanding

 25,269,842
 25,210,541
 25,082,104

 Stock based compensation
 108,449
 59,301
 128,437

 25,378,291
 25,269,842
 25,210,541

 (1) The change in net unrealized gain (loss) is net of reclassification adjustments and income taxes.
 (2) The change in liability for underfunded employee benefit plans is net of income taxes.
 The Notes to Consolidated Financial Statements are an integral part of these statements.

 Consolidated Statements of Cash Flows

 2024

 2023
 2022

 Cash Flows From Operating Activities

 $

 $
 $

 Adjustments to reconcile net income to net cash provided by operating activities

 Net accretion of bond premium
 4,531

 7,092
 9,000

 Depreciation and amortization
 10,904

 10,508
 7,670

 Stock-based compensation expense
 5,517

 3,246
 2,826

 Net investment (gains) losses
 5,901

 ( 1,547)
 15,622

 Net cash flows from trading investments
 56,381

 116,080
 29,725

 Deferred income tax benefit
 ( 8,391)

 ( 8,308)
 ( 3,930)

 Changes in:

 Accrued investment income

 ( 1,454)
 ( 1,084)

 Premiums receivable
 13,990

 ( 99,062)
 ( 48,958)

 Deferred policy acquisition costs
 ( 20,692)

 ( 22,307)
 ( 12,779)

 Reinsurance receivables
 ( 7,559)

 ( 52,316)
 ( 43,138)

 Prepaid reinsurance premiums
 ( 17,210)

 ( 16,382)
 ( 1,972)

 Income taxes receivable
 7,282

 9,955

 Other assets
 ( 2,277)

 ( 34,403)
 ( 8,136)

 Losses, claims and loss settlement expenses
 158,027

 141,481
 ( 16,991)

 Unearned premiums
 72,064

 74,996
 34,655

 Accrued expenses and other liabilities
 1,432

 70,956
 12,972

 Deferred income taxes
 ( 1)

 —
 ( 652)

 Other, net
 ( 1,691)

 2,901
 7,928

 Net cash provided by (used in) operating activities
 $
 340,304

 $
 171,736
 $
 ( 1,251)

 Cash Flows From Investing Activities

 Proceeds from sale of available-for-sale investments
 $
 491,771

 $
 77,388
 $
 83,559

 Proceeds from call and maturity of available-for-sale investments
 178,805

 80,081
 184,210

 Proceeds from short-term and other investments
 9,381

 4,615
 12,648

 Purchase of available-for-sale investments
 ( 872,850)

 ( 273,081)
 ( 284,054)

 Purchase of mortgage loans
 —
 ( 8,137)
 ( 103)

 Purchase of short-term and other investments
 ( 87,724)

 ( 19,866)
 ( 13,294)

 Net purchases and sales of property and equipment
 ( 11,870)

 ( 10,886)
 ( 2,137)

 Net cash provided by (used in) investing activities
 $
 ( 292,487)
 $
 ( 149,886)
 $
 ( 19,171)

 Cash Flows From Financing Activities

 Debt note issuance
 $
 70,000
 $
 —
 $
 —

 Debt note issuance costs
 ( 3,050)
 —
 —

 Payment of cash dividends
 ( 16,212)

 ( 16,164)
 ( 15,860)

 Issuance of common stock

 ( 290)

 Net cash provided by (used in) financing activities
 $
 51,086
 $
 ( 16,454)
 $
 ( 15,032)

 Net Change in Cash and Cash Equivalents
 $
 98,903

 $
 5,396
 $
 ( 35,454)

 Cash and Cash Equivalents at Beginning of Year
 102,046

 96,650
 132,104

 Cash and Cash Equivalents at End of Year
 $
 200,949

 $
 102,046
 $
 96,650

 Supplemental disclosures of cash flow information

 Income taxes paid
 $
 16,112
 $
 1,348
 $
 21,548

 Interest paid
 $
 7,172
 $
 3,260
 $
 3,188

 The Notes to Consolidated Financial Statements are an integral part of these statements.

 Index of Notes to Consolidated Financial Statements
 Page

 Note 1. Summary of Significant Accounting Policies

 Note 2. Investments

 Note 3. Fair Value of Financial Instruments

 Note 4. Reinsurance

 Note 5. Reserves for Losses and Loss Settlement Expenses

 Note 6. Statutory Reporting, Capital Requirements and Dividends and Retained Earnings Restrictions

 Note 7. Income Tax

 Note 8. Employee Benefits

 Note 9. Stock-Based Compensation

 Note 10. Segment Information

 Note 11. Earnings Per Common Share

 Note 12. Lease Commitments

 Note 13. Debt

 Note 14. Intangible Assets

 Note 15. Accumulated Other Comprehensive Income

 Note 16. Property and Equipment

 Report of Independent Registered Public Accounting Firm (PCAOB ID: 42)

 UNITED FIRE GROUP, INC.
 NOTES TO CONSOLIDATED FINANCIAL STATEMENTS
 (Amounts in thousands, except share data unless otherwise noted)

 NOTE 1. SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES
 Basis of Presentation
 The Consolidated Financial Statements, which include the accounts of United Fire Group, Inc. and its subsidiaries (collectively, "UFG", the "Registrant", the "Company", "we", "us", or "our"), have been prepared on the basis of U.S. generally accepted accounting principles ("GAAP"). All significant intercompany transactions and balances have been eliminated.

 We have investments in unconsolidated affiliates that are considered variable interest entities ("VIEs") as defined under GAAP. Our involvement with VIEs is primarily to invest in assets that allow us to gain exposure to a broadly diversified portfolio of asset classes. A VIE is an entity that does not have sufficient equity to finance its own activities without additional financial support, where investors lack certain characteristics of a controlling financial interest, or where the entity is structured with non-substantive voting rights. We assess our relationships with VIEs to evaluate if we are the primary beneficiary of the VIE. If we determine we are the primary beneficiary of a VIE, we consolidate the assets and liabilities of the VIE in our Consolidated Financial Statements.

 The preparation of financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosure of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenues and expenses during the reporting period. Actual results could differ from those estimates.
 Segment Information
 We operate as one operating segment. Our revenues are primarily derived from premiums earned for property and casualty insurance products issued to customers. For additional information, see Note 10, "Segment Information".
 Premiums and Unearned Premiums
 Written premiums are deferred and recorded as earned premium on a daily pro rata basis over the terms of the respective policies. Unearned premium reserves are established for the portion of written premiums applicable to the unexpired term of insurance policies in force. Premiums receivable are presented net of an estimated allowance for doubtful accounts, which is based on a periodic evaluation of the aging and collectability of amounts due from agents and policyholders. Credit risk is partially mitigated by the Company's ability to cancel the policy if the policyholder does not pay the premium.
 Premiums are reported net of reinsurance ceded. Ceded premiums are charged to income over the applicable term of the various reinsurance contracts with third party reinsurers. Prepaid reinsurance premiums represent the unexpired portion of premiums ceded to reinsurers and are reported as ceded unearned premiums, an asset on the Consolidated Balance Sheet.
 Losses and Loss Settlement Expenses
 To establish losses and loss settlement expense reserves, we make estimates and assumptions about the future development of claims. Actual results could differ materially from those estimates, which are subjective, complex and inherently uncertain. When we establish and adjust reserves, we do so given our knowledge at the time of the circumstances and facts of known claims. To the extent that we have overestimated or underestimated our loss and loss settlement expense reserves, we adjust the reserves in the period in which such adjustment is determined.
 Losses and loss settlement expenses are reported net of reinsurance ceded. The estimation of assumed and ceded reinsurance losses and loss settlement expense reserves is subject to the same factors as the estimation of losses and loss settlement expense reserves. In addition to those factors, which give rise to inherent uncertainties in establishing losses and loss settlement expense reserves, there exists a delay in our receipt of reported claims for assumed

 business due to the procedure of having claims first reported through one or more intermediary insurers or reinsurers.
 Reserves for assumed reinsurance are established using methods and techniques identical to those used for direct lines of business. The additional delay inherent in assumed reinsurance reporting is considered in our reserving process and payment is not problematic. Assumed reinsurance, like every independent line of business, has unique reporting and payment patterns that are reviewed as part of the reserve estimation process.
 Reinsurance Receivables
 Amounts recoverable from reinsurers are estimated in a manner consistent with the associated claim liability. For reinsurance receivables, the Company's model estimates expected credit loss by multiplying the exposure at default by both the probability of default and loss given default ("LGD"). The LGD is estimated by the rating of the reinsurer, historical relationship with UFG, existence of letters of credit and known regulation for which the Company may be held accountable. The ultimate LGD percentage is estimated after considering Moody's experience with unsecured year 1 bond recovery rates from 1983-2017. The allowance calculated is recorded through the line "Reinsurance receivables and recoverables" in the Consolidated Balance Sheets and through the line "Other underwriting expenses" in the Consolidated Statements of Income. Refer to Note 4 "Reinsurance" for a discussion of our reinsurance.
 Investments
 Fixed Maturity Securities Available-for-Sale
 Investments in fixed maturity securities includes bonds. Our investments in fixed maturities securities are designated as available-for-sale and recorded at fair value. Changes in unrealized investment gain (loss), with respect to available-for-sale fixed maturities are reported as a component of accumulated other comprehensive income, net of deferred income taxes. We recognize investment income on fixed maturities based on the effective interest method, which results in the recognition of a constant rate of return on the investment equal to the prevailing rate at the time of purchase or at the time of subsequent adjustments of book value. Interest income from these investments is reported in "Net investment income" in the accompanying Consolidated Statements of Income. Realized gains and losses on sales of our fixed maturity securities are determined on the first-in first-out cost basis and are reported within Net investment gains (losses) in the accompanying Consolidated Statements of Income. We record security transactions on a trade date basis.
 Equity Securities
 Investments in equity securities, which includes common stocks, are recorded at fair value with changes in value recorded as a component of income. Realized gains and losses on disposition of equity securities are computed using the specific identification method and are included in the computation of net income.
 Mortgage Loans

 Our investment in mortgage loans consists of commercial mortgage loans on real estate, which are reported at amortized cost, less allowance for expected credit losses. Commercial mortgage loans are continuously monitored by reviewing appraisals, operating statements, rent revenues, annual inspection reports, loan specific credit quality, property characteristics, market trends and other factors. For details on our policy around allowance for expected credit losses on mortgage loans, refer to Note 2 "Investments".

 Commercial mortgage loans are rated for the purpose of quantifying the level of risk. Loans are placed on a watch list when the debt service coverage ratio falls below certain thresholds and the loan-to-value ratios exceeds certain thresholds. Loans on the watchlist are closely monitored for collateral deficiency or other credit events that may lead to a potential loss of principal or interest.

 Interest on loans is recognized on an accrual basis at the applicable interest rate on the principal amount outstanding. Interest income, amortization of premiums and discounts, prepayment fees, and loan commitment fees are reported in Net investment income in the accompanying Consolidated Statements of Income.
 Investments in Unconsolidated Affiliates
 Other long-term investments consist primarily of our interests in limited liability partnerships that are recorded on the equity method of accounting. For investments subsequently measured using the equity method (primarily limited partnerships), adjustments to the carrying amount reflect our pro rata ownership percentage of the operating results as indicated by net asset value ("NAV") in the unconsolidated affiliates' financial statements. Distributions received from investments measured using the equity method are recorded as a decrease in the investment balance. Recognition of income and adjustments to the carrying amount can be delayed due to the availability of the related financial statements, which are obtained from the general partner or managing member generally on a one to three-month delay. For investments using the equity method, management inquires quarterly with the general partner or managing member to determine whether any credit or other market events have occurred since prior quarter financial statements to ensure any material events are properly included in current quarter valuation and investment income.
 Short-term investments
 Short-term investments consist of financial instruments with an original maturity of one year or less when purchased and include short-term fixed maturity securities and money market instruments, which are carried at fair value, and short-term loans, which are carried at amortized cost, which approximates fair value.
 Interest and investment income
 Dividends and interest income are recorded in Net investment income and recognized when earned. Income or losses upon call or prepayment of fixed maturity securities are recognized in Net investment income. Amortization of premiums and accretion of discounts on investments in fixed maturity securities are reflected in Net investment income over the contractual terms of the investments, and for callable investments at a premium, based on the earliest call date of the investments, in a manner that produces a constant effective yield.
 Credit Losses
 The Company recognizes credit losses for our available-for-sale fixed-maturity portfolio, reinsurance receivables, mortgage loans and premium receivables by setting up allowances which are remeasured each reporting period and recorded in the Consolidated Statements of Income.
 For our available-for-sale fixed maturity portfolio an allowance for credit losses is recorded net of available-for-sale fixed maturities in the Consolidated Balance Sheets and a corresponding credit loss recognized as a recognized loss or gain in the Consolidated Statements of Income. The Company determines if an allowance for credit losses is recorded based on a number of factors including the current economic conditions, management's expectations of future economic conditions and performance indicators, such as market value versus amortized cost, investment spreads widening or contracting, rating actions, payment and default history. For more information on credit losses and the allowance for credit losses for available-for-sale fixed-maturity portfolio, see Note 2 "Investments."
 An allowance for mortgage loan losses is established based on historical loss information of the collective pool of the Company's commercial mortgage loan investments which have similar risk characteristics. To calculate the allowance for mortgage loan losses, the Company starts with historical loan experience to predict the future expected losses and then layers on a market-linked adjustment. On a quarterly basis, quantitative credit risk metrics, including for example, cash-flows, rent rolls and financial statements are reviewed for each loan to determine if it is performing in line with its expectations. This allowance is presented on the Consolidated Balance Sheets along with the asset value, as well as presented net and recorded through "Net investment gains (losses)" in the Consolidated Statements of Income. For more information on credit losses and the allowance for credit losses for our investment in mortgage loans see Note 2 "Investments."

 Fair Value of Financial Instruments

 The fair values of financial instruments presented in the Consolidated Financial Statements are estimates of the fair values at the balance sheet date using available market information and appropriate valuation methodologies. These estimates are subjective in nature and involve uncertainties and significant judgment in the interpretation of current market data. For more information on the fair value of financial instruments refer to Note 3 "Fair Value of Financial Instruments".

 Cash and Cash Equivalents
 For purposes of reporting cash flows, cash and cash equivalents include cash, money market accounts and non-negotiable certificates of deposit with original maturities of three months or less. Cash includes cash on deposit supporting Lloyds business of $ 31,739.
 Deferred Policy Acquisition Costs ("DAC")

 DAC represents costs that are directly related to the successful acquisition of new and renewal insurance contracts and incremental direct costs of contract acquisition that are incurred in compensation to employees. Such costs primarily include commissions, premium taxes and certain underwriting and policy issuance costs.

 Acquisition costs related to property and casualty business are deferred and amortized ratably over the period the related premiums are earned. Deferred acquisition costs are reviewed on a quarterly basis to determine if they are recoverable from remaining unearned premiums, and if not, are charged to expense.

 To calculate the premium deficiency charge by line of business, we estimate an expected loss and loss settlement expense ratio which is based on our best estimate of future losses for each line of business. The premium deficiency calculation is aggregated by line of business in a manner consistent with how the policies are currently being marketed and managed. Expected losses and loss settlement expenses ratios are the only assumptions we utilize in our premium deficiency calculation. The Company does not consider anticipated investment income in determining if a premium deficiency exists. Adjustments, if necessary, are recorded as a reduction in the DAC asset and as other underwriting expenses in the current period results of operations.
 Property, Equipment and Depreciation
 Property and equipment used in operations, including certain costs incurred to develop computer software for internal use, is presented at cost less accumulated depreciation. We periodically review these assets for impairment whenever events or changes in business circumstances indicate that the carrying value of the underlying asset may not be recoverable. A loss would be recognized if the estimated fair value of the asset were less than its carrying value. Expenditures for maintenance and repairs on property and equipment are generally expensed as incurred. Depreciation is computed primarily by the straight-line method.
 Intangible Assets
 Our other intangible assets, which consist of agency relationships, trade names, and state insurance licenses are being amortized by the straight-line method over periods ranging from two years to 15 years, with the exception of state insurance licenses, which are indefinite-lived and not amortized. In 2024, 2023 and 2022 we performed a qualitative impairment assessment of our indefinite lived intangible assets. For more information on intangible assets refer to Note 14 "Intangible Assets."
 Long Term Debt
 Debt instruments are carried at the principal amount borrowed, net of any issuance costs. Costs incurred in the issuance of debt are capitalized and amortized over the life of the non-cancellable period of the debt. Interest payments are included in Accrued expenses and other liabilities in the Consolidated Balance Sheets and as Interest expense in the Consolidated Statements of Income. For more information on long-term debt refer to Note 13 "Debt."

 Income Taxes
 We recognize deferred tax assets and liabilities for temporary differences between the financial reporting basis and the tax basis of our assets and liabilities and expected benefits of utilizing net operating loss and credit carryforwards. Deferred tax assets and liabilities are measured using enacted tax rates expected to apply to taxable income in the years in which those temporary differences are expected to be recovered or settled. We evaluate the likelihood of realizing the benefit of our deferred tax assets and may record a valuation allowance if, based on all available evidence, we determine that it is more likely than not that some portion of the tax benefit will not be realized. We adjust the valuation allowance if, based on our evaluation, there is a change in the amount of deferred income tax assets that are deemed more-likely-than-not to be realized. The impact on deferred taxes of changes in tax rates and laws, if any, is applied to the years during which temporary differences are expected to be settled and reflected in the financial statements in the period enacted. For more information on income taxes refer to Note 7 "Income Tax".
 Leases

 The Company determines if a contract contains a lease at inception of the contract. The Company's inventory of leases consists of operating leases which are recorded as a lease obligation liability within Accrued expenses and other liabilities on the Consolidated Balance Sheets and as a lease right-of-use asset within Other assets on the Consolidated Balance Sheets. The lease right-of-use asset represents the Company's right to use each underlying asset for the lease term and the lease obligation liability represents the Company's obligation over the lease term. The Company's lease obligation is recorded at the present value of the lease payments based on the term of the applied lease. The collateralized discount rate used to calculate the present value of future minimum lease payments is based, where appropriate, on current industry borrowing rates for financial companies with similar ratings. The Company excludes options to extend or terminate a lease from our recognition as part of our right-of-use assets and lease liabilities until those options are known and/or executed, as the Company typically does not exercise options to purchase the underlying leased asset. As an accounting policy election, the Company has elected the practical expedient of not separating lease components from non-lease components to each major asset class. Short-term leases of 12 months or less are recorded on the Consolidated Balance Sheets and lease payments are recognized on the Consolidated Statements of Income. For more information on leases refer to Note 12 "Lease Commitments."
 Stock-Based Compensation
 We currently have two equity compensation plans. One plan allows us to grant restricted and unrestricted stock, stock appreciation rights, incentive stock options, and non-qualified stock options to employees. The other plan allows us to grant restricted and non-qualified stock options to non-employee directors.
 We utilize the Black-Scholes option pricing method to establish the fair value of non-qualified stock options granted under our equity compensation plans. Our determination of the fair value of stock options on the date of grant using this option-pricing model is affected by our stock price, as well as assumptions regarding a number of complex and subjective variables, which include the expected volatility in our stock price, the expected term of the award, the expected dividends to be paid over the term of the award and the expected risk-free interest rate. Any changes in these assumptions may materially affect the estimated fair value of the award. For our restricted and unrestricted stock awards, we utilize the fair value of our common stock on the date of grant to establish the fair value of the award. Refer to Note 9 "Stock-Based Compensation" for further discussion.
 Comprehensive Income
 We report comprehensive income (loss) in accordance with GAAP on the Consolidated Statements of Comprehensive Income. Comprehensive income includes all changes in stockholders' equity during a period except those resulting from investments by and dividends to stockholders. While total comprehensive income (loss) is largely driven by net income (loss) during the period, accumulated other comprehensive income or loss represents the cumulative balance of other comprehensive income, net of tax, as of the balance sheet date. Amounts reclassified to net income relate to the realized gains (losses) on investments and employee benefit costs which are included in

 Net investment gains (losses) and Other underwriting expenses, respectively, on the Consolidated Statements of Income.
 Subsequent Events
 In the preparation of the accompanying financial statements, the Company has evaluated all material subsequent events or transactions that occurred after the balance sheet date through the date on which the financial statements were issued for potential recognition or disclosure in the Company's financial statements.

 Beginning in early January 2025, there were a series of severe wildfires that impacted the Pacific Palisades neighborhood and Eaton Canyon area in Southern California. The Company's preliminary pre-tax estimate of catastrophe losses from these wildfires, including assessments from the California FAIR Plan, and net of estimated recoveries from reinsurance, is $ 7 million to $ 10 million. The catastrophe losses from these wildfires will be reflected in the Company's first quarter 2025 earnings.
 Recently Issued Accounting Standards
 Accounting Standards Adopted in 2024

 In November 2023, the Financial Accounting Standards Board ("FASB") issued ASU 2023-07, Segment Reporting (Topic 280): Improvements to Reportable Segment Disclosures. The amendments in this update improve reportable segment disclosure requirements, primarily through enhanced disclosures about significant segment expense categories that are regularly provided to the chief operating decision maker ("CODM") and included in each reported measure of a segment's profit or loss. In addition, the amendments enhance interim disclosure requirements that are currently required annually, clarify circumstances in which an entity can disclose multiple segment measures of profit or loss, and contain other disclosure requirements. Further, the amendments require that entities with a single reportable segment must now provide all the disclosures previously required under Topic 280. The amendments in this update are incremental to the current requirements of Topic 280 and do not change how a public entity identifies its operating segments, aggregates those operating segments, or applies the quantitative thresholds to determine its reportable segments. The enhanced segment disclosure requirements apply retrospectively to all prior periods presented in the financial statements. The significant segment expense and other segment item amounts disclosed in prior periods shall be based on the significant segment expense categories identified and disclosed in the period of adoption. The amendments in this update are effective for all public entities for fiscal years beginning after December 15, 2023, and interim periods beginning after December 15, 2024. See Note 10 "Segment Information" in the accompanying notes to the Consolidated Financial Statements for further details.

 Pronouncements Not Yet Adopted

 In December 2023, the FASB issued ASU 2023-09, Income Taxes (Topic 740): Improvements to Income Tax Disclosures. The amendments in this update enhance the transparency of the income tax disclosures by expanding on the disclosures required annually. The amendments require entities to disclose in their rate reconciliation table additional categories of information about federal, state, and foreign income taxes, in addition to providing details about the reconciling items in some categories if above a quantitative threshold. Additionally, the amendments require annual disclosure of income taxes paid (net of refunds received) disaggregated by jurisdiction based on a quantitative threshold. The amendments in this update are effective for public business entities for fiscal years beginning after December 15, 2024. Early adoption is permitted for annual financial statements that have not yet been issued or made available for issuance. The amendments should be applied on a prospective basis, and retrospective application is permitted. We do not expect to early adopt this standard and are in the process of assessing its impact on our disclosures upon adoption.

 In November 2024, the FASB issued ASU 2024-03, Income Statement-Reporting Comprehensive Income-Expense Disaggregation Disclosures (Subtopic 220-40): Disaggregation of Income Statement Expenses. This update requires public entities to disclose additional information about specific expense categories in the notes to the financial statements on an interim and annual basis. ASU 2024-03 is effective for fiscal years beginning after December 15, 2026, and for interim periods beginning after December 15, 2027. Early adoption is permitted. We do not expect to early adopt this standard and are in the process of assessing its impact on our disclosures upon adoption.

 NOTE 2. INVESTMENTS
 Fair Value of Investments

 The table that follows is a reconciliation of the amortized cost to fair value of investments in available-for-sale fixed maturity securities, presented on a consolidated basis as of December 31, 2024 and 2023.

 Amortized Cost
 Gross Unrealized Gain
 Allowance for Credit Losses
 Fair Value

 $
 126,402
 $
 $
 9,255
 $
 —
 $

 252,936
 5,084
 —

 728,662
 1,354
 40,633
 —

 623,431
 40,884
 —

 102,975
 —

 127,125
 —

 $
 853,531
 $
 2,081
 $
 41,868
 $
 —
 $
 813,744

 Total Available-for-Sale
 $
 1,961,531
 $
 3,640
 $
 96,840
 $
 —
 $

 Amortized Cost
 Gross Unrealized Gain
 Allowance for Credit Losses
 Fair Value

 $
 153,751
 $
 $
 8,977
 $
 —
 $
 145,354

 Foreign government
 —
 —
 —
 —
 —

 618,686
 1,033
 4,960
 —
 614,759

 671,618
 3,327
 44,413
 630,532

 Asset-backed:
 —

 323,592
 1,346
 32,911
 —
 292,027

 —
 —
 —
 —
 —

 3,394
 —
 3,831

 $
 326,986
 $
 1,870
 $
 32,998
 $
 —
 $
 295,858

 Total Available-for-Sale
 $
 1,771,041
 $
 6,810
 $
 91,348
 $
 $
 1,686,503

 Maturities
 The amortized cost and fair value of available-for-sale fixed maturity securities at December 31, 2024, by contractual maturity, are shown in the following table. Actual maturities may differ from contractual maturities because borrowers may have the right to call or prepay obligations with or without call or prepayment penalties. Asset-backed securities, mortgage-backed securities and collateralized mortgage obligations may be subject to prepayment risk and are therefore not categorized by contractual maturity.

 Available-For-Sale

 Amortized Cost

 Fair Value

 Due in one year or less

 $
 113,847

 $
 113,124

 Due after one year through five years

 301,844

 296,271

 Due after five years through 10 years

 390,686

 364,810

 Due after 10 years

 301,623

 280,382

 853,531
 813,744

 $
 1,961,531

 $

 Allowance for Current Expected Credit Loss

 We regularly review available-for-sale securities for declines in fair value that we determine to be credit-related. For our fixed maturity securities, we generally consider the following in determining whether our unrealized losses are credit-related, and if so, the magnitude of the credit loss:

 • The extent to which the fair value is less than the amortized cost basis;
 • The reasons for the decline in value (credit event, currency or interest-rate related, including general credit spread widening);
 • The financial condition of and near-term prospects of the issuer (including issuer's current credit rating and the probability of full recovery of principal based upon the issuer's financial strength);
 • Current delinquencies and nonperforming assets of underlying collateral;
 • Expected future default rates;
 • Collateral value by vintage, geographic region, industry concentration or property type;
 • Subordination levels or other credit enhancements as of the balance sheet date as compared to origination; and
 • Contractual and regulatory cash obligations and the issuer's plans to meet such obligations.

 We recognize an allowance for current expected credit losses on fixed maturity securities in an unrealized loss position when it is determined. Using the factors discussed above, a component of the unrealized loss is related to credit. We recognize the expected credit losses in Net investment gains (losses) in the Consolidated Statements of Income, with an offset for the amount of non-credit impairments recognized in accumulated other comprehensive income. We do not measure a credit loss allowance on accrued investment income because we write-off accrued interest through Net investment income when collectability concerns arise.

 We consider the following in determining whether write-offs of a security's amortized cost are necessary:
 • We believe amounts related to securities have become uncollectible;
 • We intend to sell a security; or
 • It is more likely than not that we will be required to sell a security prior to recovery.

 If we intend to sell a fixed maturity security or it is more likely than not that we will be required to sell the security before recovery of its amortized cost basis and the fair value of the security is below amortized cost, we will write down the security to current fair value, with a corresponding charge, net of any amount previously recognized as an allowance for expected credit loss, to Net investment gains (losses) in the Consolidated Statements of Income. If we do not intend to sell a fixed maturity security or it is more likely than not that we will not be required to sell a fixed maturity security before recovery of its amortized cost basis but believe amounts related to a security are uncollectible, an impairment is deemed to have occurred and the amortized cost is written down to the estimated recovery value with a corresponding charge, net of any amount previously recognized as an allowance for expected credit loss, to Net investment gains (losses) in the Consolidated Statements of Income. The remainder of unrealized loss is held in other comprehensive income in the Consolidated Statements of Stockholders' Equity.

 The following table contains a rollforward of the allowance for credit losses for available-for-sale fixed maturity securities at December 31, 2024:

 Beginning balance, January 1, 2024
 $

 Additions to the allowance for credit losses for which credit losses were not previously recorded
 $
 —

 Reductions for securities sold during the period (realized)
 —

 Writeoffs charged against the allowance
 —

 Recoveries of amounts previously written off
 ( 1)

 Ending balance, December 31, 2024
 $
 —

 Unrealized Gain and Loss
 Changes in unrealized gains and losses on available-for-sale fixed maturity securities do not affect net income and earnings per share but do impact comprehensive income, stockholders' equity and book value per share. A summary of changes in net unrealized investment gain (loss), net of taxes, for 2024, 2023 and 2022, is as follows:

 2024

 2023
 2022

 Change in net unrealized investment gain (loss)

 Available-for-sale fixed maturities
 $
 ( 6,675)
 $
 27,091
 $
 ( 174,858)

 1,402

 ( 5,689)
 36,720

 Total change in net unrealized investment gain (loss), net of tax
 $
 ( 5,273)

 $
 21,402
 $
 ( 138,138)

 The following tables summarize our fixed maturity securities that were in an unrealized loss position reported on a consolidated basis at December 31, 2024 and 2023. The securities are presented by the length of time they have been continuously in an unrealized loss position.

 Less than 12 months
 12 months or longer
 Total

 Number of Issues
 Fair
Value
 Gross Unrealized
Loss
 Number of Issues
 Fair
Value
 Fair
Value

 $
 16,006
 $
 $
 83,386
 $
 9,188
 $
 99,392
 $
 9,255

 92,003
 1,159
 135,350
 3,925
 227,353
 5,084

 203,142
 4,474
 370,211
 36,159
 573,352
 40,633

 Asset-backed:

 318,810
 4,549
 151,879
 36,335
 470,689
 40,884

 8,198
 —
 —
 —
 8,198

 32,645
 3,915
 36,560

 $
 359,653
 $
 5,397
 $
 155,794
 $
 36,471
 $
 515,447
 $
 41,868

 Total Available-for-Sale
 $
 670,804
 $
 11,097
 $
 744,741
 $
 85,743
 $
 1,415,544
 $
 96,840

 Less than 12 months
 12 months or longer
 Total

 Number of Issues
 Fair
Value
 Gross Unrealized
Loss
 Number of Issues
 Fair
Value
 Fair
Value

 $
 15,124
 $
 $
 84,092
 $
 8,917
 $
 99,216
 $
 8,977

 207,956
 203,946
 4,000
 411,902
 4,960

 44,381
 483,644
 43,962
 528,025
 44,413

 Asset-backed:

 17,881
 186,144
 32,774
 204,025
 32,911

 —
 —
 —
 2,962
 2,962

 $
 17,881
 $
 $
 189,106
 $
 32,861
 $
 206,987
 $
 32,998

 Total Available-for-Sale
 $
 285,342
 $
 1,608
 $
 960,788
 $
 89,740
 $
 1,246,130
 $
 91,348

 We believe that any unrealized losses on our available-for-sale fixed maturity securities at December 31, 2024 are temporary based upon our current analysis of the issuers of the securities that we hold and current market conditions. We invest in high quality assets to provide protection from future credit quality issues. Non-credit related unrealized losses are recognized as a component of other comprehensive income and represent other market movements that are not credit related, for example, interest rate changes. We have no intent to sell, and it is more likely than not that we will not be required to sell, these securities until the fair value recovers to at least equal our cost basis or the securities mature.
 Included in investments at December 31, 2024 and 2023, are securities on deposit with, or available to, various regulatory authorities as required by law and collateral for reinsurance agreements with fair values of $ 110,335 and $ 106,297 respectively.
 Mortgage Loans
 The mortgage loan portfolio consists entirely of commercial mortgage loans. The following tables present the carrying value of our commercial mortgage loans at December 31, 2024 and 2023:

 Commercial Mortgage Loans

 Loan-to-value

 Less than 65%
 $
 32,499
 36,762

 65%-75%
 8,468
 8,659

 Total mortgage loans, gross of valuation allowance
 $
 $
 45,421

 Valuation allowance
 ( 45)
 ( 55)

 Total mortgage loans, net of valuation allowance
 $
 40,922
 $
 45,366

 Mortgage Loans by Region

 Percent of Total
 Percent of Total

 U.S. Region

 East North Central
 $
 3,218
 7.9
 %
 $
 3,245
 7.1
 %

 Southern Atlantic
 17,021
 41.4
 17,217
 37.9

 East South Central
 7,257
 17.7
 7,526
 16.6

 New England
 6,588
 16.1
 6,588
 14.5

 Middle Atlantic
 2,078
 5.1
 5,979
 13.2

 Mountain
 1,992
 4.9
 1,992
 4.4

 West North Central
 2,813
 6.9
 2,874
 6.3

 Total mortgage loans at amortized cost
 $
 100.0
 %
 $
 45,421
 100.0
 %

 Mortgage Loans by Property Type

 Percent of Total
 Percent of Total

 Property Type

 Multifamily
 $
 8,362
 20.4
 %
 $
 8,507
 18.7
 %

 Office
 10,615
 25.9
 10,950
 24.1

 Industrial
 9,912
 24.2
 9,985
 22.0

 Retail
 24.4
 22.0

 Mixed use/Other
 2,078
 5.1
 5,979
 13.2

 Total mortgage loans at amortized cost
 $
 100.0
 %
 $
 45,421
 100.0
 %

 Mortgage loans are evaluated on a quarterly basis for impairment on an individual basis through a monitoring process and review of key credit indicators, such as economic trends, delinquency rates, property valuations, occupancy and rental rates and loan-to-value ratios. A loan is considered impaired when the Company believes it will not collect the contractual principal and interest set forth in the contractual terms of the loan. An internal grade is assigned to each mortgage loan, with a grade of 1 being the highest and least likely for an impairment and the lowest rating of 7 being the most likely for an impairment. An allowance for mortgage loan losses is established on each loan recognizing a loss for amounts which we believe will not be collected according to the contractual terms of the respective loan agreement.

 Amortized Cost Basis by Year of Origination and Credit Quality Indicator

 2023
 2022
 2020
 2019
 2018
 Total

 Risk Rating

 1-2 internal grade
 $
 8,134
 $
 $
 5,144
 $
 7,737
 $
 13,266
 $
 34,379

 3-4 internal grade
 —
 —
 —
 —
 6,588
 6,588

 5 internal grade
 —
 —
 —
 —
 —
 —

 6 internal grade
 —
 —
 —
 —
 —
 —

 7 internal grade
 —
 —
 —
 —
 —
 —

 Total commercial mortgage loans
 $
 8,134
 $
 $
 5,144
 $
 7,737
 $
 19,854
 $

 Current-period write-offs
 —
 —
 —
 —
 —
 —

 Current-period recoveries
 —
 —
 —
 —
 —
 —

 Current-period net write-offs
 $
 —
 $
 —
 $
 —
 $
 —
 $
 —
 $
 —

 As of December 31, 2024, all loan receivables were current, with no delinquencies. As of December 31, 2024, the Company had an allowance for mortgage loan losses of $ 45, summarized in the following rollforward:

 Beginning balance, January 1, 2024
 $

 Current-period provision for expected credit losses
 —

 Write-off charged against the allowance, if any
 —

 Recoveries of amounts previously written off, if any
 ( 10)

 Ending balance, December 31, 2024
 $

 Commercial mortgage loans carrying value excludes accrued interest of $ 157.

 Net Investment Gains and Losses
 Details of net investment gains (losses) reported on the accompanying Consolidated Statements of Income were as follows:

 2024

 2023
 2022

 Fixed maturity, available-for-sale securities:

 Net realized gains (losses) on fixed maturity, available-for-sale securities
 $
 ( 7,274)
 $
 ( 442)
 $
 ( 1,397)

 Change in allowance for credit losses
 ( 3)

 Equity securities:

 Net realized gains (losses) on equity securities sold
 1,362
 ( 1,767)

 Unrealized gains (losses) on equity securities still held at reporting date
 —
 1,842
 ( 12,802)

 Net gains (losses) recognized on equity securities
 1,362
 1,992
 ( 14,569)

 Net realized gains (losses) on mortgage loans
 ( 5)

 Net realized gains (losses) on other long-term assets

 ( 319)
 ( 267)

 Net realized gains (losses) on real estate
 —

 Total net investment gains (losses)
 $
 ( 5,429)
 $
 1,274
 $
 ( 15,892)

 The proceeds and gross realized gains (losses) on the sale of available-for-sale fixed maturity securities for the years ended December 31, 2024, 2023 and 2022 are as follows:

 2024

 2023
 2022

 Proceeds from sales
 $
 491,771

 $
 77,388
 $
 83,559

 Gross realized gains
 2,127

 Gross realized losses
 9,401

 1,857

 Net Investment Income
 Net investment income for the years ended December 31, 2024, 2023 and 2022, is comprised of the following:

 2024

 2023
 2022

 Investment income:

 Interest on fixed maturities
 $
 69,703
 $
 56,243
 $
 48,702

 Dividends on equity securities
 3,548
 5,163

 Income on other long-term investments

 Investment income
 6,492
 2,833
 4,742

 Change in value (1)

 1,447
 ( 2,864)
 ( 7,930)

 Interest on mortgage loans
 1,852
 1,889
 1,897

 Interest on short-term investments
 3,048
 1,068

 Interest on cash and cash equivalents
 5,045
 2,228

 Other
 5,006
 4,139

 Total investment income
 $
 92,934
 $
 69,084
 $
 54,448

 Less investment expenses
 10,948
 9,478
 9,516

 Net investment income
 $
 $
 $

 (1)Represents the change in value of our interests in limited liability partnerships that are recorded on the equity method of accounting.

 Funding Commitments
 Pursuant to agreements related to our limited liability partnership investments, we are contractually committed through 2030 to make capital contributions upon request of the partnerships. The timing of these additional contributions is unknown and based upon the timing of when investments and agreements are executed or signed compared to when the actual commitments are funded or closed. Our remaining potential contractual obligation was $ 23.1 million at December 31, 2024.

 NOTE 3. FAIR VALUE OF FINANCIAL INSTRUMENTS

 Current accounting guidance on fair value measurements includes the application of a fair value hierarchy that requires us to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. Our financial instruments that are recorded at fair value are categorized into a three-level hierarchy, which is based upon the priority of the inputs to the valuation technique. The fair value hierarchy gives the highest priority to quoted prices in active markets for identical assets (i.e., Level 1) and the lowest priority to unobservable inputs (i.e., Level 3). Financial instruments recorded at fair value are categorized in the fair value hierarchy as follows:
 • Level 1: Valuations are based on unadjusted quoted prices for identical financial instruments in active markets that we have the ability to access at the measurement date.
 • Level 2: Valuations are based on quoted prices for similar financial instruments in active markets, in markets that are not active or on inputs that are observable either directly or indirectly for the full term of the financial instrument.
 • Level 3: Valuations are based on pricing or valuation techniques that require inputs that are both unobservable and significant to the overall fair value measurement of the financial instrument. Such inputs may reflect management's own assumptions about the assumptions a market participant would use in pricing the financial instrument.
 If the inputs used to measure fair value fall within different levels of the hierarchy, the category level is based on the lowest priority level input that is significant to the fair value measurement of the financial instrument. Our assessment of the significance of a particular input to the fair value measurement in its entirety requires judgment and considers factors specific to the investment. We review our fair value hierarchy categorizations on a quarterly basis at which time the classification of certain financial instruments may change if the input observations have changed. Transfers between levels, if any, are recorded as of the beginning of the reporting period.
 When a determination is made to classify an asset or liability within Level 3 of the fair value hierarchy, the determination is based upon the significance of the unobservable inputs to the overall fair value measurement. Because certain securities trade in less liquid or illiquid markets with limited or no pricing information, the determination of fair value for these securities is inherently more difficult. In addition to the unobservable inputs, Level 3 fair value investments may include observable components, which are components that are actively quoted or can be validated to market-based sources.

 The following tables present the categorization for our financial instruments measured at fair value on a recurring basis at December 31, 2024 and 2023:

 Fair Value Measurements

 Total

 Fixed Maturity, Available-for-Sale:

 $
 $
 30,914
 $
 86,387
 $
 —

 —
 —

 —

 —
 —

 —
 —

 —

 Total Fixed Maturity, Available-for-Sale
 30,914
 1,837,417
 —

 Short-Term Investments
 —
 —

 Money Market Accounts
 23,098
 23,098
 —
 —

 Corporate-Owned Life Insurance
 13,003
 —
 13,003
 —

 Total Financial Assets Measured at Fair Value
 $
 1,904,532
 $
 54,112
 $
 1,850,420
 $
 —

 Fair Value Measurements

 Total

 Fixed Maturity, Available-for-Sale:

 $
 145,354
 $
 50,861
 $
 94,493
 $
 —

 614,759
 —
 614,759
 —

 630,532
 —
 625,640
 4,892

 292,027
 —
 287,204
 4,823

 3,831
 —
 2,962

 Total Fixed Maturity, Available-for-Sale
 1,686,503
 50,861
 1,625,058
 10,584

 Equity Securities

 Public utilities
 3,993
 3,993
 —
 —

 Energy
 9,477
 9,477
 —
 —

 Industrials
 14,164
 14,164
 —
 —

 Consumer goods and services
 11,385
 11,385
 —
 —

 Health care
 2,060
 2,060
 —
 —

 Technology, media and telecommunications
 6,405
 6,405
 —
 —

 Financial services
 7,535
 7,535
 —
 —

 Total Equity Securities
 55,019
 55,019
 —
 —

 Short-Term Investments
 —
 —

 Money Market Accounts
 20,333
 20,333
 —
 —

 Corporate-Owned Life Insurance
 11,913
 —
 11,913
 —

 Total Financial Assets Measured at Fair Value
 $
 1,773,868
 $
 126,313
 $
 1,636,971
 $
 10,584

 The Company receives updated pricing information from a third-party on a monthly basis to determine the fair value for the majority of our investments. The third party obtains pricing information from independent pricing services

 and brokers on a monthly basis and validates for reasonableness prior to use for reporting purposes. At least annually, we review the methodologies and assumptions used by our third-party and verify they are reasonable and representative of the fair value of the underlying securities held in the investment portfolio. In our opinion, the pricing information obtained as of December 31, 2024 and December 31, 2023 was reasonable.
 We use quoted market prices when available to determine the fair value of fixed maturities, equity securities and short-term investments. When quoted market prices do not exist, we base estimates of fair value on market information obtained from our third-party. Such inputs may reflect management's own assumptions about the assumptions a market participant would use in pricing the financial instrument. The most appropriate valuation methodology is selected based on the specific characteristics of the fixed maturity, equity security or short-term investment and we consistently apply the valuation methodology to measure the security's fair value.
 The fair value of securities categorized as Level 1 is based on quoted market prices that are readily and regularly available.

 We use a market-based approach for valuing all of our Level 2 securities and submit them primarily to a third-party valuation service provider. Any of these securities not valued by the third-party valuation service provider are submitted to another third-party valuation service provider. Both service providers use a market approach to find pricing of similar financial instruments. The market inputs our service providers normally use to value our securities include the following, listed in approximate order of priority: benchmark yields, reported trades, broker/dealer quotes, issuer spreads, two-sided markets, benchmark securities, bids, offers, and reference data including market research publications. The method and inputs for securities classified as Level 2 are the same regardless of industry category, credit quality, duration, geographical concentration or economic characteristics. For our mortgage-backed securities, collateralized mortgage obligations and asset-backed securities, our service providers use additional market inputs to value these securities, including the following: new issue data, periodic payment information, monthly payment information, collateral performance and real estate analysis from third parties. Our service providers prioritize inputs based on market conditions, and not all inputs listed are available for use in the valuation process for each security on any given day.
 Securities categorized as Level 3 include holdings in certain fixed maturity securities for which an active market does not currently exist. The fair value of our Level 3 securities is determined by unobservable inputs reflecting assumptions market participants would use, including assumptions about risk. There is inherent uncertainty of the fair value measurement of Level 3 securities due to the use of significant unobservable inputs. A change in significant unobservable inputs may result in a significantly higher or lower fair value measurement as of the reporting date.

 The Company formed a rabbi trust in 2014 to fund obligations under the UF&C Supplemental Executive Retirement and Deferral Plan (the "Executive Retirement Plan"). Within the rabbi trust, corporate-owned life insurance ("COLI") policies are utilized as an investment vehicle and source of funding for the Company's Executive Retirement Plan. The COLI policies invest in mutual funds, which are priced daily by independent sources. The cash surrender value of the COLI policies is equal to the fair value measured using Level 2 inputs, based on the underlying assets of the COLI policies, and is included in the "Other assets" line in the Consolidated Balance Sheets.
 For each of the twelve-month periods ended December 31, 2024 and 2023, the change in our available-for-sale securities categorized as Level 1 and Level 2 was the result of investment purchases that were made using funds held in our money market accounts, disposals, funds from debt issuance proceeds, and the change in unrealized gains.

 The fair value of financial instruments that are not carried at fair value on a recurring basis in the financial statements at December 31, 2024 and December 31, 2023 are summarized below:

 Fair Value Total
 Net Asset Value

 Financial assets:

 Cash and cash equivalents
 $
 177,851
 $
 177,851
 $
 —
 $
 —
 $
 —

 Other Long Term Investments(1)

 —
 1,277
 —
 182,464

 Mortgage Loans
 38,879
 —
 —
 38,879
 —

 Total
 $
 400,471
 $
 177,851
 $
 1,277
 $
 38,879
 $
 182,464

 Financial Liabilities:

 Long Term Debt
 108,353
 —
 108,353
 —
 —

 Total
 $
 108,353
 $
 —
 $
 108,353
 $
 —
 $
 —

 (1) As a member of Lloyd's, the Company participates in the Syndicate results which include the fair value of the investments. As of December 31, 2024, these investments are included in other long-term investments. The fair value of Lloyd's syndicate investments included in other long-term investments was $ 82.2 million as of December 31, 2024. Also included in our other long term investments on the Consolidated Balance Sheets is our interest in limited liability partnerships with a current fair value of $ 100.3 million at December 31, 2024.

 Fair Value Total
 Net Asset Value

 Financial assets:

 Cash and cash equivalents
 $
 81,713
 $
 81,713
 $
 —
 $
 —
 $
 —

 Other Long Term Investments
 99,507
 —
 1,249
 —
 98,258

 Mortgage Loans
 42,632
 —
 —
 42,632
 —

 Total
 $
 223,852
 $
 81,713
 $
 1,249
 $
 42,632
 $
 98,258

 Financial Liabilities:

 Long Term Debt
 38,413
 —
 —
 38,413
 —

 Total
 $
 38,413
 $
 —
 $
 —
 $
 38,413
 $
 —

 For cash and cash equivalents and accrued investment income, carrying value is a reasonable estimate of fair value due to the short-term nature of these financial instruments.
 Our other long-term investments consist primarily of our interests in limited liability partnerships that are recorded on the equity method of accounting. The fair value of the partnerships is obtained from the fund managers, which is based on the fair value of the underlying investments held in the partnerships. In management's opinion, these values represent a reasonable estimate of fair value. We have not adjusted the net asset value provided by the fund managers.
 The fair value of our mortgage loans is determined by modeling performed by our third-party fund manager based on the stated principal and coupon payments provided for in the loan agreements. These cash flows are then discounted using an appropriate risk-adjusted discount rate to determine the security's fair value.
 The fair value of our long-term debt is estimated using Level 2 inputs based on quoted prices for similar financial instruments. The fair value is estimated using a discounted cash flow analysis.

 The following tables summarize changes to the Company's financial instruments carried at fair value and classified within Level 3 of the fair value hierarchy for the years ended December 31, 2024 and 2023, respectively. The gains and losses below may include changes in fair value due in part to observable inputs that are a component of the valuation methodology.

 Year ended December 31, 2024

 Corporate bonds
 Total

 Beginning Balance - January 1, 2024
 $
 4,892
 $
 5,692
 $
 10,584

 Realized gains (loss) (1)

 —
 —
 —

 Unrealized gains (losses) (1)

 —
 ( 869)
 ( 869)

 Purchases
 —
 —
 —

 Disposals
 —
 —
 —

 Amortization
 —
 —
 —

 Transfers in
 —
 —
 —

 Transfers out
 ( 4,892)
 ( 4,823)
 ( 9,715)

 Ending Balance - December 31, 2024
 $
 —
 $
 —
 $
 —

 (1) Unrealized gains (losses) are recorded as a component of comprehensive income.

 Year ended December 31, 2023

 Corporate bonds
 Total

 Beginning Balance - January 1, 2023
 $
 5,675
 $
 $
 6,476

 Realized gains (losses) (1)

 —
 —
 —

 Unrealized gains (losses) (1)

 ( 783)
 ( 715)

 Purchases
 —
 —
 —

 Disposals
 —
 —
 —

 Amortization
 —
 —
 —

 Transfers in
 —
 4,823
 4,823

 Transfers out
 —
 —
 —

 Ending Balance - December 31, 2023
 $
 4,892
 $
 5,692
 $
 10,584

 (1) Unrealized gains (losses) are recorded as a component of comprehensive income.

 During the twelve-month period ended December 31, 2024 and 2023, there were two securities transferred out of Level 3 and one security transferred into Level 3, respectively.

 NOTE 4. REINSURANCE
 We account for premiums, written and earned, and losses and loss settlement expenses incurred net of reinsurance ceded. The ceding of insurance does not legally discharge us from primary liability under our policies, and we must pay the loss if the reinsurer fails to meet its obligation.
 We also assume both property and casualty insurance from other insurance or reinsurance companies. We do not engage in any reinsurance transactions classified as finite risk reinsurance.
 The effects of reinsurance on net written premiums, earned premiums and loss and loss settlement expenses are presented in the following table:

 Year ended December 31,
 2024
 2023
 2022

 Written premiums(1):

 Direct
 1,177,511
 1,061,358
 946,169

 Assumed
 217,904
 159,335
 137,786

 Ceded
 ( 163,945)
 ( 153,792)
 ( 99,732)

 Net written premiums
 1,231,470
 1,066,901
 984,223

 Earned premiums:

 Direct
 1,109,903
 1,017,917
 941,998

 Assumed
 214,043
 161,628
 111,283

 Ceded
 ( 147,196)
 ( 144,958)
 ( 101,740)

 Loss and loss settlement expenses:

 Direct
 641,410
 763,609
 655,775

 Assumed
 155,022
 102,408
 70,628

 Ceded
 ( 51,827)
 ( 96,603)
 ( 89,102)

 Net loss and loss settlement expense

 (1) See Part II, Item 7, "Management's Discussion and Analysis of Financial Condition and Results of Operations" for definition of Net written premiums.
 We periodically monitor the financial condition of our reinsurers to confirm that they are financially stable. We believe all of our reinsurers are in an acceptable financial condition and there were no reinsurance balances at December 31, 2024 for which collection is at risk that would result in a material impact on our Consolidated Financial Statements. The amount of reinsurance recoverable on paid losses totaled $ 20,811 and $ 31,725 at December 31, 2024 and 2023, respectively.
 The following table provides a roll forward of the allowance for credit losses in our reinsurance recoverable balance at December 31, 2024:

 Rollforward of Credit Loss Allowance for Reinsurance Receivable

 As of

 Beginning balance, January 1, 2024

 $

 Current-period provision for expected credit losses

 Ending balance of the allowance for reinsurance receivable, December 31, 2024

 $

 Ceded Reinsurance Programs and Retentions

 We elect to cede parts of our business into various treaties, which allows us to increase our underwriting capacity, manage our risk profile, and protect us from a single large event, series of events, or a catastrophic event. The majority of our treaties are excess of loss, meaning we retain a portion of the loss prior to ceding to reinsurers. We place some treaties on a proportional basis, meaning we cede a portion of losses beginning with the first dollar of loss. Through each of our treaties, we cede a portion of each risk in exchange for a portion of the premium on those policies. Our treaties cover us from individual risk losses as well as a loss to more than one risk.
 We generally work with reinsurance brokers to facilitate our reinsurance treaty procurement.
 We have several programs that provide reinsurance coverage. The following tables provide a summary of our primary reinsurance programs. Retention amounts reflect the accumulated retentions and co-participation of all layers within a program. Reinsurance coverage limits the risk of loss that we retain by reinsuring direct risks in excess of our retention limits. New reinsurance programs beginning in 2024 include the property semi-automatic quota share. We also transitioned our Earthquake Delegate Underwriting Authority ("DUA") quota share into an excess of loss treaty. New reinsurance programs beginning in 2023 include our marine liability quota share and our specialty variable quota share. For 2022 we decided not to renew the all lines aggregate excess loss program. In its place we added the pillared occurrence program. Another new program for 2022 was the addition of the earthquake quota share program.

 2024 Reinsurance Programs

 Type of Reinsurance
 Stated Retention
 Exhaustion Point
 Placement and Limit

 Casualty Excess of Loss
 $
 3,000
 $
 %
 of
 $
 57,000

 Property Excess of Loss
 3,000
 %
 of
 $
 22,000

 Property Semi-automatic Quota Share
 50,000
 %
 of
 $

 Surety Excess of Loss
 5,000
 50,000
 %
 of
 $
 45,000

 Marine Liability DUA Quota Share
 N/A
 %
 of
 $

 Professional Liability DUA Quota Share
 N/A
 5,000
 %
 of
 $
 5,000

 Specialty Casualty Variable Quota Share
 N/A
 %
 of
 $

 Property Catastrophe Excess of Loss
 130,000
 %
 of
 $
 110,000

 Earthquake DUA Catastrophe Excess of Loss
 170,000
 %
 of
 $
 160,000

 Cyber Quota Share
 N/A
 1,000
 %
 of
 $
 1,000

 Boiler and Machinery Quota Share
 N/A
 %
 of
 $

 Pillar Occurrence Excess of Loss
 5,000
 15,000
 %
 of
 $

 2023 Reinsurance Programs

 Type of Reinsurance
 Stated Retention
 Ground Up Limits
 Coverage

 Casualty Excess of Loss
 $
 3,000
 $
 %
 of
 $
 57,000

 Property Excess of Loss
 3,000
 %
 of
 $
 22,000

 Surety Excess of Loss
 2,000
 50,000
 %
 of
 $
 48,000

 Marine Liability DUA Quota Share
 N/A
 5,000
 %
 of
 $
 5,000

 Professional Liability DUA Quota Share
 N/A
 5,000
 %
 of
 $
 5,000

 Specialty Casualty Variable Quota Share
 N/A
 5,000
 %
 of
 $
 5,000

 Property Catastrophe Excess of Loss
 200,000
 %
 of
 $
 163,150

 Cyber Quota Share
 N/A
 1,000
 %
 of
 $
 1,000

 Boiler and Machinery Quota Share
 N/A
 %
 of
 $

 Pillar Occurrence Excess of Loss
 6,000
 16,000
 %
 of
 $

 Earthquake DUA Quota Share
 N/A
 170,000
 %
 of
 $
 56,525

 2022 Reinsurance Programs

 Type of Reinsurance
 Stated Retention
 Ground Up Limits
 Coverage

 Casualty Excess of Loss
 $
 3,000
 $
 %
 of
 $
 57,000

 Property Excess of Loss
 3,000
 %
 of
 $
 22,000

 Surety Excess of Loss
 1,500
 45,000
 %
 of
 $
 43,500

 Professional Liability DUA Quota Share
 N/A
 5,000
 %
 of
 $
 5,000

 Property Catastrophe Excess of Loss
 15,000
 180,000
 %
 of
 $
 162,075

 Cyber Quota Share
 N/A
 1,000
 %
 of
 $
 1,000

 Boiler and Machinery Quota Share
 N/A
 %
 of
 $

 Pillar Occurrence Excess of Loss
 5,000
 15,000
 66.5
 %
 of
 $

 Earthquake DUA Quota Share
 N/A
 180,000
 %
 of
 $
 72,000

 If we incur property catastrophe losses and loss settlement expenses that exceed the retention, our property catastrophe program provides one guaranteed reinstatement. In such an instance, we are required to pay the reinsurers a reinstatement premium equal to the full amount of the original premium, which will reinstate the full amount of reinsurance available under the property catastrophe program.

 NOTE 5. RESERVES FOR LOSSES AND LOSS SETTLEMENT EXPENSES
 Property insurance indemnifies an insured with an interest in physical property for loss of, or damage to, such property or the loss of its income-producing abilities. Casualty insurance is primarily concerned with losses caused by injuries to persons and legal liability imposed on the insured for such injury or for damage to property of others. In most cases, casualty insurance also obligates the insurance company to provide a defense for the insured in litigation, arising out of events covered by the policy.
 Liabilities for losses and loss settlement expenses reflect management's best estimates at a given point in time of what we expect to pay for claims that have been reported and those that have been incurred but not reported ("IBNR"), based on known facts, circumstances, and historical trends. Because property and casualty insurance reserves are estimates of the unpaid portions of incurred losses that have been reported to us, as well as losses that have been incurred but not reported, the establishment of appropriate reserves, including reserves for catastrophes, is an inherently uncertain and complex process. The ultimate cost of losses and related loss settlement expenses may vary materially from recorded amounts. We regularly update our reserve estimates as new information becomes available and as events unfold that may affect the resolution of unsettled claims. Changes in prior year reserve estimates, which may be material, are reported as a component of losses and loss settlement expenses incurred in the period such changes are determined.

 The determination of reserves (particularly those relating to liability lines of insurance that have relatively longer lag in claim reporting) requires significant estimates to reasonably project expected future claim reporting and payment patterns. If, during the course of our regular monitoring of reserves, we determine that coverages previously written are incurring higher than expected losses, we will evaluate an appropriate response that may include, among other things, increasing the related reserves. Any adjustments we make to reserves are reflected in operating results in the year in which we make those adjustments. In addition to our internal process, we engage a third-party firm to provide an independent and unbiased assessment of our reserves to assist in establishing appropriate reserves.
 On a quarterly basis, we perform a detailed review of IBNR reserves. There are two fundamental types or sources of IBNR reserves. We record IBNR reserves for "normal" types of claims and also specific IBNR reserves related to unique circumstances or events. A major hurricane is an example of an event that might necessitate establishing specific IBNR reserves because an analysis of existing historical data would not provide an appropriate estimate.
 We do not discount loss reserves based on the time value of money.

 The following table provides an analysis of changes in our property and casualty losses and loss settlement expense reserves for 2024, 2023 and 2022 (net of reinsurance amounts):

 2024
 2023
 2022

 Gross liability for losses and loss settlement expenses
 at beginning of year
 $
 $
 1,497,274
 $
 1,514,265

 Ceded losses and loss settlement expenses
 ( 191,640)
 ( 146,875)
 ( 112,900)

 Net liability for losses and loss settlement expenses
 at beginning of year
 $
 1,447,115
 $
 1,350,399
 $
 1,401,365

 Losses and loss settlement expenses incurred
 for claims occurring during

 Current year
 $
 745,813
 $
 701,664
 $
 624,411

 Prior years
 ( 1,208)
 67,750
 12,890

 Total incurred
 $
 $
 $

 Losses and loss settlement expense payments
 for claims occurring during

 Current year
 $
 186,322
 $
 191,899
 $
 215,891

 Prior years
 406,699
 480,800
 472,377

 Total paid
 $
 593,021
 $
 672,699
 $
 688,268

 Net liability for losses and loss settlement expenses
 at end of year
 $
 1,598,699
 $
 1,447,115
 $
 1,350,399

 Ceded losses and loss settlement expenses
 198,083
 191,640
 146,875

 Gross liability for losses and loss settlement expenses
 at end of year
 $
 $
 $
 1,497,274

 Generally, we base case reserves for each claim on the estimated ultimate exposure for that claim. However, due to the uncertainty associated with the ultimate claim settlement values and additional claims not yet reported, we believe that it is appropriate and reasonable to establish a best estimate for reserves within a range of reasonable estimates, especially when we are reserving for claims for bodily injury, disabilities and similar claims, for which settlements and verdicts can vary widely. We believe our approach produces recorded reserves that are consistent as to their relative position within a range of reasonable reserves from year-to-year. However, conditions and trends that have affected the reserve development for a given year do change. Therefore, such development cannot be used to project future reserve redundancies or deficiencies.

 Our IBNR methodologies and assumptions are reviewed periodically for appropriateness and reasonability. Items reviewed and revised include development factors for paid and reported loss, paid development factors for allocated LAE, expected loss and LAE ratios, as well as selected frequency and severity trend factors.

 Because of the type of property coverage we write, we have potential exposure to environmental pollution, mold and asbestos claims. Our underwriters are aware of these exposures and use riders or endorsements to limit exposure. We are not aware of any significant contingent liabilities related to environmental issues.

 Reserve Development

 Prior year development improved over 2023 with neutral development recorded in 2024 as favorable results in several lines were offset by increases in other liability reserves exposed to potential future uncertainty associated with social inflation influences prevalent across the industry. The adverse prior year development for the twelve-month period ended December 31, 2023 included a significant contribution to reserves in second quarter related to excess casualty exposures and other liability lines.

 The significant drivers of the adverse reserve development in 2023 were the commercial other liability and commercial automobile lines of business. The adverse development in commercial other liability was primarily in our excess and surplus lines excess casualty book along with some adverse development in standard umbrella and construction defect due to increasing severity pressures. The increases on these longer tailed lines, especially in accident years 2016-2019, related to social and economic inflation. The commercial automobile line of business also experienced adverse development related to increasing severity largely in post-COVID-19 accident years. The remaining lines experienced small amounts of reserve development.

 The significant drivers of the adverse reserve development in 2022 were commercial other liability and commercial fire and allied lines. This was offset partially by favorable development in commercial automobile, workers' compensation and fidelity and surety. Commercial other liability experienced adverse development as emerging claim experience and deeper data insights during 2022 pointed to an increase in loss exposure on these longer tailed businesses driven in part by social and economic inflation. Commercial fire and allied developed adversely driven by catastrophe losses and increased severity on non-catastrophe claims. The favorable development for commercial automobile was from both loss and LAE where reductions of reserves for unpaid liabilities were more than sufficient to offset actual paid loss and paid LAE reductions in reserves for IBNR claims also contributed favorable development in addition to LAE where reductions in reserves were more than sufficient to offset payments.

 The following tables provide information about incurred and paid losses and loss settlement expense development as of December 31, 2024, net of reinsurance, as well as cumulative development, cumulative claim frequency and IBNR liabilities.
 The cumulative number of reported claims, for calendar years 2024, 2023 and 2022, are counted for all lines of business on a per claimant per coverage basis and a single event may result in multiple claims due to the involvement of multiple individual claimants and/or multiple independent coverages. Claim counts for calendar years 2016 and prior are counted on a per claim and per coverage basis. Claim counts include open claims, claims that have been paid and closed, and reported claims that have been closed without the need for any payment.

 Line of business: Commercial other liability

 Total of incurred but not reported liabilities plus expected development on reported claims

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 137,385
 $
 125,307
 $
 120,005
 $
 127,091
 $
 129,945
 $
 131,325
 $
 132,694
 $
 136,161
 $
 137,040
 $
 138,091
 $
 5,018
 8,130

 2016
 139,144
 130,041
 136,275
 142,397
 140,784
 148,324
 153,490
 159,284
 164,989
 9,335
 25,845
 10,013

 2017
 139,602
 139,032
 152,547
 156,369
 159,653
 173,091
 174,013
 176,073
 13,194
 36,471
 9,482

 2018
 163,059
 172,894
 176,496
 187,841
 197,696
 207,501
 213,536
 21,040
 50,477
 9,293

 2019
 149,173
 169,344
 183,918
 179,667
 186,205
 187,539
 26,006
 38,366
 8,745

 2020
 171,013
 158,022
 162,471
 179,080
 181,687
 38,560
 10,674
 6,579

 2021
 145,822
 162,359
 162,879
 176,770
 53,324
 30,949
 3,646

 2022
 161,826
 175,579
 181,924
 64,502
 20,097
 3,232

 2023
 172,398
 173,529
 84,919
 1,132
 2,671

 2024
 215,235
 173,740
 1,722

 Total
 $
 1,809,372

 Line of business: Commercial other liability

 Cumulative paid losses and allocated loss settlement expenses, net of reinsurance

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 11,185
 $
 27,182
 $
 53,901
 $
 74,292
 $
 96,339
 $
 104,472
 $
 109,540
 $
 117,734
 $
 126,364
 $
 129,638

 2016
 13,782
 38,184
 63,526
 88,885
 102,757
 115,107
 126,561
 136,400
 141,445

 2017
 17,716
 43,172
 70,500
 91,984
 111,085
 128,430
 138,127
 148,295

 2018
 16,200
 44,772
 79,168
 105,515
 130,942
 158,851
 179,469

 2019
 18,221
 46,986
 72,179
 102,510
 127,650
 138,236

 2020
 17,011
 43,596
 60,114
 98,592
 110,931

 2021
 12,434
 33,642
 59,278
 90,607

 2022
 10,468
 42,168
 69,896

 2023
 9,335
 41,847

 2024
 10,732

 Total
 $
 1,061,095

 All outstanding liabilities for unpaid losses and loss settlement expenses before 2015, net of reinsurance
 16,838

 $
 765,115

 Line of business: Commercial fire and allied

 Total of incurred but not reported liabilities plus expected development on reported claims

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 103,177
 $
 108,293
 $
 110,633
 $
 108,235
 $
 105,218
 $
 104,646
 $
 105,043
 $
 104,978
 $
 105,385
 $
 105,451
 $
 2,274
 7,603

 2016
 147,473
 144,208
 143,721
 143,724
 143,108
 144,109
 145,351
 142,644
 142,814
 ( 4,659)
 9,883

 2017
 155,139
 160,240
 160,945
 161,693
 161,232
 161,456
 161,611
 161,051
 5,912
 13,533

 2018
 143,280
 146,950
 146,378
 146,010
 147,356
 147,058
 147,085
 3,805
 10,799

 2019
 164,030
 155,482
 158,475
 157,667
 155,850
 155,114
 ( 8,916)
 11,233

 2020
 207,207
 201,391
 202,929
 207,256
 209,588
 1,710
 2,381
 14,666

 2021
 156,794
 169,669
 157,905
 157,534
 ( 15,185)
 5,367

 2022
 161,776
 170,594
 171,958
 12,470
 10,182
 4,294

 2023
 164,526
 147,904
 22,624
 ( 16,622)
 3,569

 2024
 124,467
 49,233
 2,499

 Total
 $
 1,522,966

 Line of business: Commercial fire and allied

 Cumulative paid losses and allocated loss settlement expenses, net of reinsurance

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 67,217
 $
 90,454
 $
 95,515
 $
 101,367
 $
 104,115
 $
 103,975
 $
 104,127
 $
 104,339
 $
 104,638
 $
 104,699

 2016
 92,895
 125,962
 132,429
 137,907
 139,353
 141,104
 142,248
 141,008
 142,038

 2017
 99,484
 137,058
 145,900
 152,219
 157,512
 159,286
 159,456
 160,487

 2018
 92,770
 123,559
 133,703
 137,794
 141,841
 145,021
 145,954

 2019
 100,980
 136,084
 142,342
 150,196
 151,739
 153,893

 2020
 128,704
 173,055
 192,902
 197,602
 205,357

 2021
 97,451
 140,406
 154,242
 161,705

 2022
 96,160
 138,479
 150,710

 2023
 75,304
 106,083

 2024
 58,228

 Total
 $
 1,389,153

 All outstanding liabilities for unpaid losses and loss settlement expenses before 2015, net of reinsurance
 1,439

 $
 135,251

 Line of business: Commercial automobile

 Total of incurred but not reported liabilities plus expected development on reported claims

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 125,506
 $
 129,816
 $
 132,206
 $
 138,987
 $
 137,395
 $
 137,335
 $
 136,826
 $
 137,240
 $
 137,934
 $
 137,390
 $
 ( 2)
 11,884
 20,091

 2016
 174,018
 175,357
 174,337
 175,655
 173,823
 174,588
 175,016
 175,387
 173,858
 ( 160)
 27,310

 2017
 227,919
 224,553
 235,110
 233,159
 233,007
 233,535
 234,229
 231,093
 3,174
 32,910

 2018
 236,629
 245,173
 253,045
 255,017
 255,409
 255,198
 252,642
 1,570
 16,013
 34,495

 2019
 279,229
 291,139
 289,929
 282,155
 282,680
 276,095
 2,143
 ( 3,134)
 34,773

 2020
 243,360
 216,951
 196,412
 194,162
 188,556
 2,396
 ( 54,804)
 24,218

 2021
 179,880
 172,599
 173,708
 169,172
 4,856
 ( 10,708)
 12,371

 2022
 157,165
 161,672
 160,303
 14,521
 3,138
 10,220

 2023
 153,502
 146,433
 22,329
 ( 7,069)
 9,478

 2024
 156,028
 51,335
 7,871

 Total
 $
 1,891,571

 Line of business: Commercial automobile

 Cumulative paid losses and allocated loss settlement expenses, net of reinsurance

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 50,782
 $
 78,225
 $
 99,201
 $
 118,395
 $
 129,317
 $
 134,100
 $
 135,462
 $
 137,075
 $
 137,085
 $
 137,116

 2016
 66,013
 103,528
 128,156
 148,224
 164,341
 168,950
 171,380
 172,928
 173,661

 2017
 81,311
 126,644
 166,170
 197,893
 212,947
 223,076
 228,749
 228,129

 2018
 81,572
 138,092
 187,405
 211,123
 235,519
 244,284
 249,009

 2019
 91,919
 153,244
 205,614
 246,800
 264,151
 268,355

 2020
 67,660
 109,686
 138,158
 161,798
 174,175

 2021
 64,381
 99,116
 128,283
 146,436

 2022
 62,477
 95,785
 124,853

 2023
 56,175
 85,483

 2024
 51,283

 Total
 $
 1,638,501

 All outstanding liabilities for unpaid losses and loss settlement expenses before 2015, net of reinsurance

 $
 253,119

 Line of business: Workers' compensation

 Total of incurred but not reported liabilities plus expected development on reported claims

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 53,788
 $
 55,578
 $
 51,003
 $
 46,682
 $
 46,019
 $
 44,706
 $
 43,751
 $
 43,209
 $
 43,654
 $
 43,781
 $
 1,181
 ( 10,007)
 5,686

 2016
 70,419
 66,575
 61,648
 55,168
 53,964
 52,870
 53,090
 53,617
 53,574
 1,117
 ( 16,845)
 7,988

 2017
 76,184
 69,528
 55,982
 51,874
 49,362
 47,801
 48,074
 47,943
 1,398
 ( 28,241)
 8,226

 2018
 71,972
 67,883
 59,192
 56,109
 53,812
 54,783
 54,238
 1,438
 ( 17,734)
 8,068

 2019
 52,136
 49,189
 49,336
 48,945
 49,084
 49,807
 ( 611)
 ( 2,329)
 7,426

 2020
 45,365
 46,612
 43,724
 46,624
 45,524
 ( 329)
 4,603

 2021
 45,177
 42,283
 39,649
 40,287
 ( 1,050)
 ( 4,890)
 1,897

 2022
 29,597
 26,721
 27,398
 1,794
 ( 2,199)
 1,385

 2023
 29,262
 28,742
 3,302
 ( 520)
 1,174

 2024
 32,202
 6,981
 1,233

 Total
 $
 423,496

 Line of business: Workers' compensation

 Cumulative paid losses and allocated loss settlement expenses, net of reinsurance

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 12,063
 $
 27,304
 $
 35,229
 $
 38,424
 $
 39,305
 $
 40,034
 $
 41,006
 $
 41,211
 $
 41,865
 $
 41,978

 2016
 14,413
 32,345
 40,680
 45,743
 47,082
 48,277
 50,127
 51,023
 51,126

 2017
 14,647
 31,309
 38,083
 41,672
 43,833
 45,508
 45,742
 46,154

 2018
 16,949
 35,369
 43,189
 47,173
 48,807
 49,964
 50,031

 2019
 13,582
 29,668
 38,382
 43,044
 46,101
 47,308

 2020
 17,603
 29,605
 35,542
 39,479
 42,052

 2021
 17,949
 29,453
 34,074
 36,512

 2022
 9,434
 17,851
 21,033

 2023
 10,227
 18,085

 2024
 10,277

 Total
 $
 364,556

 All outstanding liabilities for unpaid losses and loss settlement expenses before 2015, net of reinsurance
 15,978

 $
 74,918

 Line of business: Personal

 Total of incurred but not reported liabilities plus expected development on reported claims

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 42,847
 $
 41,088
 $
 40,336
 $
 40,368
 $
 40,220
 $
 40,194
 $
 40,189
 $
 40,190
 $
 40,191
 $
 40,058
 $
 ( 2,789)
 9,553

 2016
 48,072
 45,840
 45,379
 45,961
 45,113
 45,297
 45,199
 45,179
 45,185
 ( 2,887)
 11,905

 2017
 60,330
 59,342
 58,695
 58,544
 59,023
 58,790
 58,863
 58,788
 ( 1,542)
 14,717

 2018
 51,639
 51,721
 52,715
 52,062
 51,457
 51,115
 51,216
 ( 423)
 13,691

 2019
 59,548
 58,378
 58,745
 57,929
 57,630
 57,559
 ( 1,989)
 13,613

 2020
 81,206
 73,761
 73,204
 72,531
 72,174
 ( 9,032)
 17,123

 2021
 28,537
 26,489
 26,372
 26,338
 ( 2,199)
 2,592

 2022
 1,493
 2,287
 3,127
 1,634

 2023
 2,391
 2,374
 ( 1,535)
 ( 17)

 2024
 8,648
 7,452

 Total
 $
 365,466

 Line of business: Personal

 Cumulative paid losses and allocated loss settlement expenses, net of reinsurance

 2015
 2016
 2017
 2018
 2019
 2020
 2021
 2022
 2023
 2024

 2015
 $
 29,551
 $
 37,431
 $
 39,027
 $
 39,428
 $
 39,865
 $
 40,029
 $
 40,053
 $
 40,053
 $
 40,053
 $
 40,053

 2016
 32,999
 40,910
 42,660
 44,046
 44,618
 44,737
 44,828
 44,827
 45,159

 2017
 42,135
 53,111
 55,982
 57,169
 57,824
 58,206
 58,377
 58,597

 2018
 37,410
 47,433
 49,464
 50,185
 50,661
 50,852
 51,101

 2019
 40,544
 52,390
 54,935
 56,658
 56,852
 56,971

 2020
 54,181
 68,124
 70,543
 71,416
 71,394

 2021
 20,298
 23,829
 24,889
 25,764

 2022
 2,128
 2,792

 2023
 3,089

 2024

 Total
 $
 355,538

 All outstanding liabilities for unpaid losses and loss settlement expenses before 2015, net of reinsurance

 $
 10,165

 The reconciliation of the net incurred and loss development tables to the liability for unpaid losses and loss settlement expenses in the consolidated statement of financial position is as follows:

 Net outstanding liabilities for unpaid losses and allocated loss settlement expenses:

 Commercial other liability
 $
 765,115

 Commercial fire and allied
 135,251

 Commercial automobile
 253,119

 Commercial workers' compensation
 74,918

 Personal
 10,165

 All other lines
 261,971

 Net outstanding liabilities for unpaid losses and allocated loss settlement expenses
 1,500,539

 Net outstanding liabilities for unpaid unallocated loss settlement expenses
 97,960

 Fair value adjustment (purchase accounting adjustment for Mercer acquisition)

 1,598,699

 Reinsurance recoverable on unpaid losses and allocated loss settlement expenses:

 Commercial other liability
 91,561

 Commercial fire and allied
 5,706

 Commercial automobile

 Commercial workers' compensation
 30,124

 Personal

 All other lines
 70,755

 Reinsurance recoverable on unpaid losses and allocated loss settlement expenses
 198,275

 Reinsurance fair value amortization (purchase accounting adjustment for Mercer acquisition)
 ( 192)

 Total reinsurance recoverable on unpaid losses and loss settlement expenses
 198,083

 Total gross liability for unpaid losses and loss settlement expenses
 $

 The following is supplementary information about average historical claims duration as of December 31, 2024.

 Average annual percentage payout of incurred claims by age, net of reinsurance

 Year 1
 Year 2
 Year 3
 Year 4
 Year 5
 Year 6
 Year 7
 Year 8
 Year 9
 Year 10

 Commercial other liability
 7.6
 %
 14.7
 %
 14.8
 %
 15.7
 %
 11.2
 %
 8.4
 %
 6.4
 %
 5.9
 %
 4.7
 %
 2.4
 %

 Commercial fire and allied
 59.6
 %
 22.9
 %
 6.4
 %
 4.0
 %
 2.4
 %
 1.1
 %
 0.4
 %
 —
 %
 0.5
 %
 0.1
 %

 Commercial automobile
 36.0
 %
 21.0
 %
 16.9
 %
 12.4
 %
 7.7
 %
 3.1
 %
 1.7
 %
 0.6
 %
 0.2
 %
 —
 %

 Commercial workers' compensation
 32.9
 %
 31.4
 %
 14.5
 %
 7.9
 %
 4.0
 %
 2.4
 %
 1.6
 %
 1.0
 %
 0.8
 %
 0.3
 %

 Personal
 55.1
 %
 33.0
 %
 6.2
 %
 2.1
 %
 0.8
 %
 0.4
 %
 0.3
 %
 0.1
 %
 0.4
 %
 —
 %

 NOTE 6. STATUTORY REPORTING, CAPITAL REQUIREMENTS AND DIVIDENDS AND RETAINED EARNINGS RESTRICTIONS
 Our insurance subsidiaries file statutory-basis financial statements with state insurance regulatory authorities prepared in accordance with Statutory Accounting Principles ("SAP") prescribed or permitted by such authorities, which may vary materially from GAAP. Prescribed SAP includes the Accounting Practices and Procedures Manual of the National Association of Insurance Commissioners ("NAIC") as well as state laws, regulations and administrative rules. Permitted SAP encompasses all accounting practices not so prescribed. The principal differences between SAP financial statements and financial statements prepared in accordance with GAAP in that policy acquisition costs are charged to expense as incurred, goodwill is amortized, and the values reported for investments, pension obligations and deferred taxes are established on a different basis. Accordingly, SAP operating results and SAP capital and surplus may differ substantially from amounts reported in the GAAP basis financial statements for comparable items.
 No material permitted accounting practices were used to prepare our statutory-basis financial statements during the years ended December 31, 2024, 2023 and 2022.
 We are directed by the state insurance departments' solvency regulations to calculate a required minimum level of statutory capital and surplus based on insurance risk factors. The risk-based capital results are used by the NAIC and state insurance departments to identify companies that merit regulatory attention or the initiation of regulatory action. Statutory capital and surplus in regards to policyholders at December 31, 2024, 2023 and 2022 and statutory net income (loss) for the years then ended are as follows:

 2024
 2023
 2022

 Statutory Capital and Surplus
 $
 723,366
 $
 635,474
 $
 717,709

 Statutory Net Income (Loss)
 $
 49,491
 $
 ( 13,251)
 $
 43,111

 UF&C and its property and casualty insurance subsidiaries had statutory capital and surplus in regards to policyholders in excess of their required levels at December 31, 2024.
 State laws and regulations generally limit the amount of funds that an insurance company may distribute to a parent as a dividend without commissioner approval. As a holding company with no independent operations of its own, United Fire Group, Inc. relies on dividends received from its insurance company subsidiaries in order to pay dividends to its common shareholders. Dividends payable by our insurance subsidiaries are governed by the laws in the states in which they are domiciled. In all cases, these state laws permit the payment of dividends only from earned surplus arising from business operations. For example, under Iowa law, the maximum dividend or distribution that may be paid within a 12-month period without prior approval of the Iowa Insurance Commissioner is generally restricted to the greater of 10 percent of statutory surplus as of the preceding December 31 less any dividends paid in the previous 12 months, or net income of the preceding calendar year on a statutory basis less any dividends paid in the previous 12 months, not greater than earned statutory surplus. Other states in which our insurance company subsidiaries are domiciled may impose similar restrictions on dividends and distributions. Based on these restrictions, at December 31, 2024, our insurance company subsidiary, UF&C, is able to make a maximum of $ 40.7 million in dividend payments without prior regulatory approval. At December 31, 2024, we were in compliance with applicable state laws and regulations.
 State insurance holding company laws and regulations generally require approval from the insurer's domicile state insurance commissioner for any material transaction. For property and casualty insurers, a material transaction is defined as any sale, loan, exchange, transfer or guarantee with an affiliate where the aggregate value of the transaction exceeds 25 percent of the insurer's policyholders' surplus or three percent of its admitted assets (measured at December 31 of the preceding year), whichever is less.
 In 2024, 2023 and 2022, UF&C paid dividends to UFG totaling $ 22,800, $ 13,200 and $ 12,000, respectively.

 NOTE 7. INCOME TAX
 Income tax expense (benefit) is composed of the following:

 2024
 2023
 2022

 Current
 $
 23,468
 $
 ( 2,217)
 $
 1,627

 Deferred
 ( 8,391)
 ( 7,803)
 ( 4,581)

 $
 $
 ( 10,021)
 $
 ( 2,954)

 A reconciliation of income tax expense (benefit) computed at the applicable federal tax rate of 21.0 percent in 2024, 2023 and 2022 to the amount recorded in the accompanying Consolidated Statements of Income is as follows:

 2024
 2023
 2022

 Income (loss) before taxes
 $
 77,034
 $
 ( 39,721)
 $
 12,077

 Federal statutory rate
 %
 %
 %

 Expected income tax expense (benefit)
 $
 16,177
 $
 ( 8,339)
 $
 2,536

 Tax-exempt municipal bond interest income
 ( 1,881)
 ( 2,763)
 ( 3,115)

 Nontaxable dividend income
 ( 27)
 ( 269)
 ( 378)

 Compensation
 1,228

 Research & development credit
 ( 16)
 ( 1,591)

 Other, net
 ( 404)
 ( 988)

 $
 $
 ( 10,021)
 $
 ( 2,954)

 We measure certain deferred tax assets and liabilities based on the rates at which they are expected to reverse in the future, which is 21.0 percent. The significant components of deferred tax assets and liabilities consist of the following at December 31, 2024 and 2023:

 2024
 2023

 Deferred tax assets

 Financial statement reserves in excess of income tax reserves
 $
 23,203
 $
 20,414

 Unearned premium adjustment
 22,700
 20,618

 Employee profit sharing
 3,112
 1,623

 Other-than-temporary impairment of investments

 Compensation expense related to stock options
 1,410
 1,760

 Nonqualified deferred compensation
 2,400
 2,493

 Net unrealized gain (loss) - all other securities
 19,572
 17,753

 Revaluation of investment basis (1)
 —

 Other
 3,639
 3,067

 Gross deferred tax asset
 76,050
 68,202

 Valuation allowance
 —
 —

 Deferred tax asset
 76,050
 68,202

 Deferred tax liabilities

 Net unrealized gain (loss) on Equity securities
 —
 5,414

 Deferred policy acquisition costs
 30,459
 26,572

 Investments in partnerships
 1,938
 1,713

 Over funded pension benefit
 4,694
 4,256

 Prepaid pension cost
 8,086
 7,090

 Net bond discount accretion

 Depreciation
 3,085
 3,637

 Identifiable intangible assets (1)

 Capitalized Software
 2,310

 Other
 2,586
 2,432

 Gross deferred tax liability
 53,032
 54,581

 Net deferred tax asset (liability)
 $
 23,018
 $
 13,621

 (1) Related to our acquisition of Mercer Insurance Group, Inc.

 As of December 31, 2024 and 2023, the Company has recorded no valuation allowance as we believe it is more likely than not that all the deferred assets will be realized. Our determination was based on evidence of taxable income in the carryback and carryforward periods and our tax planning strategy of holding debt securities with unrealized losses to recovery.

 In 2024, 2023, and 2022, we made cash payments for income taxes of $ 16,112, $ 1,348 and $ 21,548, respectively. We made no interest payments in 2024, 2023 and 2022.

 In 2024, 2023 and 2022 we received federal tax refunds of $ 0, $ 14,017 and $ 20,789, respectively, which resulted from the utilization of our net operating losses and net capital loss carryforwards and carrybacks. We have no loss carryforwards and no tax credit carryforwards.

 As of December 31, 2024, we had no alternative minimum tax credit carryforwards.

 We file a consolidated federal income tax return and file income tax returns in various state jurisdictions. The U.S. Federal income tax returns of the Company for years prior to 2018 are no longer subject to examination by the taxing authorities. The Company does not have any unrecognized tax benefits ("UTBs") at December 31, 2024 or December 31, 2023. In the event the Company has UTBs, interest and penalties related to uncertain tax positions would be recorded as part of income tax expense in the financial statements. The Company regularly assesses the

 likelihood of additional tax assessments by jurisdiction and, if necessary, adjusts its tax reserves based on new information or developments.

 NOTE 8. EMPLOYEE BENEFITS
 We offer various benefits to our employees including a non-contributory cash balance pension plan and an employee health and dental benefit plan.
 In 2023, we offered an Early Retirement Package ("ERP") as a voluntary program for a select group of eligible employees to consider retiring earlier than planned. Employees that accepted the offering received a one-time separation package. At the same time, we announced a change to our paid time off ("PTO") policy to a discretionary time off policy as of December 31, 2023. As a result, the Company will no longer maintain an accrued liability on the balance sheet for PTO. The expense of the severance benefits offered with the ERP largely offset the benefit of the liability released with the change in time off policy in the financial statements. A partial plan curtailment was triggered during the period due to the reduction in active lives resulting from the ERP reduction in force, providing the benefit shown in the table for the Net Periodic Benefit Cost below.
 Pension and Post-Retirement Benefit Plans
 We offer a non-contributory cash balance pension plan in which all of our employees are eligible to participate after they have completed one year of service, attained 21 years of age and have met the hourly service requirements. Retirement benefits under our cash balance pension plan are based on the number of years of service and level of compensation. Our policy to fund the pension plan on a current basis to not less than the minimum amounts required by the Employee Retirement Income Security Act of 1974, as amended, and the Internal Revenue Code of 1986, as amended, is designed to ensure that plan assets will be adequate to provide retirement benefits. We are not required to make a contribution to the pension plan in 2025.
 As a result of the ERP offered in 2023, any retiree or terminated employees were offered the opportunity to take a lump sum distribution out of the plan post retirement. About 25 % of retirees elected to take a lump sum payment, which in total was $ 17.8 million, and as a result, a settlement gain of $ 0.5 million was recorded in the fourth quarter of 2024.
 We also offer health and dental benefit plans to all of our eligible employees that are self-funded. We previously offered a fully-funded (post-65) retiree health and dental plan (the "post-retirement benefit plan"). In January 2021, the Company changed the post-retirement benefit plan to a voluntary plan funded exclusively by participants, commencing at the start of 2023. As of December 31, 2024, the post-retirement benefit obligation was $ 0.
 Investment Policies and Strategies
 The investment objective of the plan is to seek the highest rate of return consistent with its asset mix. The plan seeks to ensure reasonable costs and places a high priority on benefit security and satisfying its benefit obligations. The plan's investment objectives include, but are not limited to: maximization of return within reasonable and prudent levels of risk; provision of returns comparable to returns for similar investment options; control administrative and management costs; provision of appropriate diversification within investment vehicles. The plan's investment strategy will utilize several different asset classes with varying risk/return characteristics. The returns of the asset classes are not expected to move in tandem, which will allow the plan to take part in different parts of the global economic cycle.
 We have an internal retirement committee, which includes our Chief Executive Officer, Chief Financial Officer, Chief Operating Officer, Chief Human Resources Officer, Chief Legal Officer, and Chief Claims Officer, all of whom periodically receive information on the value of the pension plan assets and their performance. Quarterly, the retirement committee meets to review and discuss the performance of the pension plan assets as well as the allocation of investments within the pension plan in accordance with the Investment Policy.

 In 2023, the retirement committee changed the investment strategy to a liability driven investment ("LDI") approach to better match the timing of cash flows between payouts from the plan with cash flows from the asset portfolio, as well as hedge interest rate risk between assets and liabilities. Changing to this approach while the plan was overfunded was expected to reduce the likelihood of necessary contributions to the plan in the future.
 The LDI investment strategy has shifted the allocation of pension plan assets from prior periods. The portfolio includes a hedge portfolio, targeting 80.0 percent of the pension plan asset balance, largely comprised of highly rated fixed maturity securities and designed to match the assets and liabilities and maintain a fully funded position while hedging interest rate, yield curve and credit spread risks. The remaining 20.0 percent target of the asset balance is return seeking, with the objective to account for liability growth and to maintain a healthy surplus position. The largest fund in the return seeking portfolio is the LargeCap S&P 500 Index Separate Account fund, comprising 67 % of the return seeking portfolio and 13.3 % of the overall portfolio. We have not identified any significant concentrations of risk as a result of the LDI investment strategy.
 The investments held by the pension plan at December 31, 2024 include the following asset categories:
 • Fixed maturity securities, which are income-oriented investments including low, medium, and high quality bond funds with short, intermediate, and/or long term durations;
 • Equity securities, which may include various types of stock (foreign and domestic), such as large-cap, mid-cap, small-cap, with value, blend, and growth investment objectives;
 • Alternatives/other investments, which include commingled trusts, insurance company separate accounts through a group annuity contract, and mutual funds;
 • Pooled separate accounts, which includes seven separate funds, including three S&P index separate accounts, an international equity index separate account, a short-term income separate account, a liquid assets separate account, and a US property separate account;
 • Cash and cash equivalents, which include money market funds, stable value, and guaranteed interest accounts.
 As a result of the shift in investment strategy, we have reduced the number of external investment managers to one as of December 31, 2024.

 The following is a summary of the pension plan's actual and target asset allocations at December 31, 2024 and 2023 by asset category:

 Target

 Pension Plan Assets
 2024
 2023
 Allocation

 Hedge portfolio:
 %

 Fixed Maturity Securities:

 Corporate bonds
 $
 147,336
 61.1
 %
 $
 166,063
 62.9
 %

 Foreign Bonds
 15,960
 6.6
 —
 —

 Federal Agency
 5,185
 2.1
 —
 —

 Private Placement
 3,319
 1.4
 —
 —

 Mortgage/Asset Backed Securities
 0.3
 —
 —

 Money Market Funds
 0.2
 0.3

 Pooled separate accounts:

 Liquid assets separate account fund
 8,872
 3.7
 4,475
 1.7

 Short-term income separate account fund
 5,169
 2.1
 —
 —

 Return seeking portfolio:
 %

 Equity Securities
 —
 —
 53,981
 20.5

 Pooled separate accounts:

 6,688
 2.8
 9.6

 LargeCap S&P 500 index
 31,968
 13.3

 MidCap S&P 400 index
 6,227
 2.6

 SmallCap S&P 600 index
 4,163
 1.7

 International equity index
 5,017
 2.1

 United Life annuity
 —
 —
 13,195
 5.0

 Total plan assets
 $
 241,182
 100.0
 %
 $
 263,906
 100.0
 %
 100.0
 %

 Assets held in cash and cash equivalents enable the pension plan to mitigate market risk associated with other types of investments and allows the pension plan to maintain liquidity both for the purpose of making future benefit payments to participants and their beneficiaries and for future investment opportunities.
 Valuation of Investments and Fair Value Measurement
 Fair value measurement for the plan, including the application of the fair value hierarchy, is consistent with the methodology outlined in Part II, Item 8, Note 3 "Fair Value of Financial Instruments".

 The following tables present the categorization of the pension plan's assets measured at fair value on a recurring basis at December 31, 2024 and 2023:

 Fair Value Measurements

 Fixed maturity securities

 Corporate bonds
 $
 147,336
 $
 —
 $
 147,336
 $
 —

 Foreign Bonds
 15,960
 —
 15,960
 —

 Federal Agency
 5,185
 —
 5,185
 —

 Private Placement
 3,319
 —
 3,319
 —

 Mortgage/Asset Backed Securities
 —
 —

 Money Market Funds
 —
 —

 Pooled separate accounts:

 Liquid assets separate account fund
 8,872
 —
 8,872
 —

 Short-term income separate account fund
 5,169
 5,169
 —
 —

 6,688
 —
 —
 6,688

 LargeCap S&P 500 index
 31,968
 31,968
 —
 —

 MidCap S&P 400 index
 6,227
 6,227
 —
 —

 SmallCap S&P 600 index
 4,163
 4,163
 —
 —

 International equity index
 5,017
 5,017
 —
 —

 Total assets measured at fair value
 $
 241,182
 $
 53,090
 $
 181,404
 $
 6,688

 Fair Value Measurements

 Fixed maturity securities
 $
 166,063
 $
 —
 $
 166,063
 $
 —

 Equity securities
 53,981
 53,981
 —
 —

 Pooled separate accounts

 Liquid assets separate account fund
 4,475

 4,475
 —

 —
 —

 Money market funds
 —
 —

 Total assets measured at fair value
 $
 250,698
 $
 54,753
 $
 170,538
 $

 The fair value of the majority of the Plan's investments is determined based on prices obtained from the Plan's investment managers who obtain prices from independent pricing services. One price is obtained for each security, which is evaluated for reasonableness prior to its use for reporting purposes.
 Fixed Maturity Securities ("LDI Portfolio")
 The LDI portfolio is comprised of individual investments in cash equivalents, bonds and notes, and options and contracts.
 Cash and cash equivalents within the portfolio consist of interest-bearing cash and money market funds. The fair value of money market funds approximates their cost basis due to their liquidity and short-term nature and are classified within Level 1 of the fair value hierarchy.
 Bonds and notes consists of corporate bonds (domestic and foreign), private placement debt instruments, government bonds, and mortgage backed obligations. Valuation is determined by the fund administrator's investment managers primarily utilizing Intercontinental Exchange ("ICE") institutional bond pricing and ICE CMO pricing applications and models. For government bonds, evaluators may also utilize yield curves constructed from

 dealer contracts and live data sources. For CMOs, evaluators may apply a volatility-driven, multi-dimensional single cash flow stream model or option-adjusted spread model. For ABS and CMBS issuances, a single cash flow stream model is utilized. Input information is from market and dealer sources, integrated with credit information, observed market movements, and other sector news. Market sources generally includes public information about the issuer of the bond. Credit information pertains to information on how well the issuing company pays debts. Observed market movements relates to information about the issuer's publicly traded stock. Sector news includes other public information about corporations similar to the issuer. As the inputs utilized are either directly or indirectly observable, bonds and notes are classified within Level 2 of the fair value hierarchy.
 Options and contracts consist of futures contracts which utilize pricing provided by issuers, investment managers, fund accountants, clients, and others. Default pricing may also be used if not provided. As there are significant unobservable inputs utilized for these holdings, they are classified within Level 3 of the fair value hierarchy.
 Pooled Separate Accounts
 The pension plan invests in seven pooled separate account funds: (1) Large Cap S&P 500 Index separate account; (2) Mid Cap S&P 400 Index separate account; (3) Small Cap S&P 600 Index separate account; (4) International Equity Index separate account; (5) Short-Term Income separate account; (6) Liquid Assets separate account; and (7) US Property separate account.
 The Large Cap S&P 500 Index, MidCap S&P 400 Index, and SmallCap S&P 600 Index separate account funds are stated at fair value as provided by the fund administrator based on the fair value of the underlying holdings of the funds. These pooled separate accounts invest mainly in domestic stocks composing the S&P 500 Index, S&P MidCap 400 Index, and S&P SmallCap 600 Index, respectively, which have observable Level 1 quoted pricing inputs. The NAV of each fund is the basis for current transactions and the pooled separate accounts can be redeemed at NAV as of the measurement date. Most of the security prices were obtained from a pricing service, Interactive Data Corporation (IDC), for each fund. The fair value measurement for each fund is classified within Level 1 of the fair value hierarchy as the inputs reflect observable market data and quoted prices.
 The International Equity Index separate account fund is stated at fair value as provided by the fund administrator based on the fair value of the underlying holdings of the fund. This pooled separate account invests in a single mutual fund (ticker PFIEX) with underlying holdings primary in non-US stocks. The fair value of the mutual fund is a publicly quoted pricing input used in determining the NAV of the pooled separate account. The NAV of the pooled separate account is not publicly quoted but is available to current investors. The fair value of the underlying mutual fund is based on third-party pricing vendors and utilizes observable market information. The NAV is the basis for current transactions and the pooled separate account can be redeemed at NAV as of the measurement date. The fair value measurement is classified within Level 1 of the fair value hierarchy as the underlying inputs reflect observable public market data from an active market.
 The Short-Term Income separate account fund is stated at fair value as provided by the fund administrator based on the fair value of the underlying holdings of the fund. The fund invests in a single mutual fund (ticker PSHIX). The underlying investments of this mutual fund are primarily in high quality short-term bonds and other fixed-income securities that, at the time of purchase, are rated BBB- or higher by S&P Global or Baa3 or higher by Moody's. The fair value of the mutual fund is a publicly quoted pricing input used in determining the NAV of the pooled separate account. The NAV of the pooled separate account is not publicly quoted but is available to current investors. The fair value of the underlying mutual fund is based on third-party pricing vendors and utilizes observable market information. The NAV is the basis for current transactions and the pooled separate account can be redeemed at NAV as of the measurement date. The fair value measurement is classified within Level 1 of the fair value hierarchy as the underlying inputs reflect observable public market data from an active market.
 Investments in the liquid assets separate account fund are stated at fair value as provided by the administrator of the fund based on the fair value of the underlying assets owned by the fund. This pooled separate account invests mainly in short term securities such as commercial paper. The majority of the underlying securities have observable Level 1 or Level 2 pricing inputs, including quoted prices for similar assets in active or non-active markets. Most of the security prices were obtained from a pricing service, IDC. The NAV is the basis for current transactions and the

 pooled separate account can be redeemed at NAV as of the measurement date. The fair value measurement is classified within Level 2 of the fair value hierarchy as the inputs reflect observable market data and quoted prices for similar assets, but in some instances, quoted prices are in markets that are not active.
 The fair value of the investments in the U.S. property separate account fund is provided by the administrator of the fund based on the NAV of the fund. The NAV is based on the fair value of the underlying properties included in the fund as this pooled separate account invests mainly in commercial real estate and includes mortgage loans which are backed by the associated properties. The fair value of the underlying real estate is estimated using discounted cash flow valuation models that utilize public real estate market data inputs such as transaction prices, market rents and growth rates, vacancy levels, leasing absorption, loan-to-value ratios, market cap rates, market interest rates, and discount rates. In addition, each property is appraised annually by an independent appraiser. The NAV is the basis for current transactions and the pooled separate account can be redeemed at net asset value as of the measurement date. The fair value measurement is classified within Level 3 of the fair value hierarchy given the inputs reflect significant unobservable inputs. There are no restrictions as to the plan's ability to redeem its investment at the net asset value of the fund as of the reported date. The net asset value provided by the custodian has not been adjusted.
 Fixed Maturity and Equity Securities
 Investments in equity securities are stated at fair value based upon quoted market prices reported on recognized securities exchanges on the last business day of the year. Purchases and sales of securities are recorded as of the trade date. As such, these securities are categorized as Level 1.
 The fair value of fixed maturity securities categorized as Level 2 is determined by management based on fair value information reported in the custodial statements received from the plan's investment managers, which is derived from recent trading activity of the underlying security in the financial markets. An evaluation of interest rates and yield curves observable at commonly quoted intervals, volatility, prepayment speeds, credit risks, and default rates may also be performed.
 United Life Annuity
 The United Life group annuity contract, which is a deposit administration contract, is stated at contract value as determined by United Life. Under the group annuity contract, the plan's investment account is credited with compound interest on the average account balance for the year. The interest rate is equivalent to the ratio of net investment income to mean assets of United Life, net of investment expenses. As a result, the fair value amount shown is equal to the contract value and is classified as Level 3. This investment was liquidated during 2024 and is not held at period end.
 Money Market Funds
 Money market funds are highly liquid and short-term investments held with various financial institutions. Interest is earned on a daily basis. The fair value of these funds approximates their cost basis due to their liquidity and short-term nature.

 The following tables provide a summary of the changes in fair value of the pension plan's Level 3 securities:

 Balance at January 1, 2024
 $

 Unrealized losses
 ( 564)

 Expenses
 ( 54)

 Transfers out
 ( 18,101)

 Balance at December 31, 2024
 $
 6,688

 Balance at January 1, 2023
 $
 28,468

 Unrealized losses
 ( 3,061)

 Balance at December 31, 2023
 $

 Estimates and Assumptions
 The preparation of financial statements in conformity with GAAP requires us to make various estimates and assumptions that affect the reporting of net periodic benefit cost, plan assets and plan obligations for each plan at the date of the financial statements. Actual results could differ from these estimates. One significant estimate relates to the calculation of the benefit obligation for each plan. The discount rate assumption uses a published discount yield curve ("Discount Yield Curve") and reflects the expected future benefit discounted cash flows to determine the present value of the plan benefit obligations as of December 31. The Discount Yield Curve uses pricing and yield information for high quality corporate bonds. We have reviewed the updated curve and materials provided by our external actuaries with regard to the assumptions used in the curve. We will continue to monitor this curve and intend to make changes as appropriate.
 The Society of Actuaries ("SOA") is an actuarial organization that periodically reviews mortality data and publishes mortality tables and improvement scales. The mortality assumptions are based on the SOA's Pri-2012 white collar base rate mortality projected generationally using a published mortality improvement scale ("2024 MI"). The 2024 MI scale is based on latest mortality improvement release, the MIM-2021-v4 application tool issued by SOA in October 2023 with a few user-selected assumptions: 2030 as the ultimate year for age/cohort transition and long-term rate assumptions using sex-distinct and age based rated developed from the latest Social Security Trustee Reports. We have reviewed these updated tables and have updated the mortality assumptions based on this information and also based on research provided by our external actuaries. We will continue to monitor mortality assumptions and intend to make changes as appropriate to reflect additional research and our resulting best estimate of future mortality rates.
 Assumptions Used to Determine Benefit Obligations
 The following actuarial assumptions were used to determine the reported plan benefit obligations at December 31:

 Weighted-average assumptions as of
 Pension Benefits
 Post-retirement Benefits

 2024
 2023
 2024
 2023

 Discount rate
 5.54
 %
 4.93
 %
 N/A
 N/A

 Interest crediting rate
 4.00
 4.00
 N/A
 N/A

 Rate of compensation increase
 4.00
 4.00
 N/A
 N/A

 Rising interest rates resulted in an increase in the discount rates we use to value our respective plan's benefit obligations at December 31, 2024 compared to December 31, 2023.

 Assumptions Used to Determine Net Periodic Benefit Cost
 The following actuarial assumptions were used at January 1 to determine our reported net periodic benefit costs for the year ended December 31:

 Weighted-average assumptions as of
 Pension Benefits
 Post-retirement Benefits

 January 1,
 2024
 2023
 2022
 2024
 2023
 2022

 Discount rate
 4.93
 %
 5.15
 %
 2.84
 %
 N/A
 N/A
 0.48
 %

 Expected long-term rate of return on plan assets
 5.70
 6.70
 6.70
 N/A
 N/A
 N/A

 Rate of compensation increase
 4.00
 3.00
 3.00
 N/A
 N/A
 N/A

 Benefit Obligation and Funded Status
 The following table provides a reconciliation of benefit obligations, plan assets and funded status of our plans:

 Pension Benefits
 Post-retirement Benefits

 2024
 2023
 2024
 2023

 Reconciliation of benefit obligation

 Benefit obligation at beginning of year (2)

 $
 209,867
 $
 201,676
 $
 —
 $
 —

 Service cost
 3,287
 3,817
 —
 —

 Interest cost
 9,913
 10,106
 —
 —

 Actuarial loss (gain)
 ( 15,634)
 3,112
 —
 —

 Benefit payments
 ( 9,350)
 ( 8,831)
 —
 —

 Settlement - lump sums paid
 ( 17,759)
 —

 Benefit obligation at end of year (1)

 $
 180,324
 $
 209,880
 $
 —
 $
 —

 Reconciliation of fair value of plan assets

 Fair value of plan assets at beginning of year (2)

 $
 263,893
 $
 229,701
 $
 —
 $
 —

 Actual return on plan assets
 4,398
 43,036
 —

 Benefit payments
 ( 9,350)
 ( 8,831)
 —
 —

 Settlement - lump sums paid
 ( 17,759)
 —
 —
 —

 Fair value of plan assets at end of year
 $
 241,182
 $
 263,906
 $
 —
 $
 —

 Funded status at end of year
 $
 60,858
 $
 54,026
 $
 —
 $
 —

 (1)For the pension plan, the benefit obligation is the projected benefit obligation. For the post-retirement benefit plan, the benefit obligation is the accumulated post-retirement benefit obligation.
 (2)For end of year 2023 benefit obligation and fair value, an adjustment of 13 (thousand) was made reflecting an estimate provided to the current sole-custodian of the fund assets from a separate third-party managed custodian. The beginning of year 2024 balances were updated to reflect actual valuation as there is now only one custodian of fund assets.
 Our accumulated pension benefit obligation was $ 180,324 and $ 209,867 at December 31, 2024 and 2023, respectively. Actuarial gain during 2024 was driven by actuarial assumption changes, primarily an increase in discount rate, and participant experience.

 The following table displays the effect that the unrecognized prior service cost and unrecognized actuarial loss of our plans had on accumulated other comprehensive income ("AOCI"), as reported in the accompanying Consolidated Balance Sheets:

 Pension Benefits
 Post-retirement Benefits

 Years Ended December 31
 2024
 2023
 2024
 2023

 Amounts recognized in AOCI

 Unrecognized prior service cost
 $
 ( 17,224)
 $
 ( 20,119)
 $
 —
 $
 —

 Unrecognized actuarial (gain) loss
 ( 5,131)
 ( 146)
 —
 —

 Total amounts recognized in AOCI
 $
 ( 22,354)
 $
 ( 20,265)
 $
 —
 $
 —

 We anticipate amortization of the net actuarial losses for our pension plan in 2025 to be $ 15,635.

 Net Periodic Benefit Cost

 The components of the net periodic benefit cost for our pension and post-retirement benefit plans are as follows:

 Pension Plan
 Post-retirement Benefit Plan

 2024
 2023
 2022
 2024
 2023
 2022

 Net periodic benefit cost

 Service cost
 $
 3,287
 $
 3,817
 $
 4,481
 $
 —
 $
 —
 $
 —

 Interest cost
 9,913
 10,106
 7,730
 —
 —

 Expected return on plan assets
 ( 14,541)
 ( 15,025)
 ( 18,891)
 —
 —
 —

 Amortization of prior service cost
 ( 2,896)
 ( 3,280)
 ( 3,280)
 —
 —
 ( 15,085)

 Effect of partial curtailment
 ( 506)
 ( 2,666)
 —
 —
 —
 ( 26)

 Amortization of net loss
 —
 —
 —
 2,824

 Net periodic benefit cost
 $
 ( 4,743)
 $
 ( 6,841)
 $
 ( 9,183)
 $
 —
 $
 —
 $
 ( 12,285)

 The expected long-term return on plan assets is determined using a calculated value. The expected long-term return on plan assets assumption was developed as a weighted average rate based on the target asset allocation of the plan and the Long-Term Capital Market Assumptions ("CMA") November 2023. The capital market assumptions were developed with a primary focus on forward-looking valuation models and market indicators. The key fundamental economic inputs for these models are future inflation, economic growth, and interest rate environment. Due to the long-term nature of the pension obligations, the investment horizon for the CMA is 20 years. In addition to forward-looking models, historical analysis of market data and trends was reflected, as well as the outlook of recognized economists, organizations and consensus CMA from other credible studies.
 The Corridor Approach is used to amortize actuarial gains and losses. An allowable 10% corridor is utilized under this approach. The period of amortization of such gains and losses is the average future service of members expected to receive benefits. A portion of the prior service cost component of net periodic pension and postretirement benefit costs are capitalized and amortized straight-line as part of deferred acquisition costs and is included in Amortization of deferred policy acquisition costs within the Consolidated Statements of Income. The portion not related to the compensation and the other components of net periodic pension and postretirement benefit costs are included in Other underwriting expenses within the Consolidated Statements of Income.
 Projected Benefit Payments
 The following table summarizes the expected benefits to be paid from our plans over the next 10 years:

 2025
 2026
 2027
 2028
 2029
 2030-2034

 Pension benefits
 $
 14,600
 $
 13,000
 $
 13,540
 $
 13,830
 $
 14,200
 $
 75,300

 NOTE 9. STOCK-BASED COMPENSATION
 Non-Qualified Employee Stock Award Plan
 The United Fire Group, Inc. 2021 Stock Plan (the "Stock Plan") authorized the issuance of restricted and unrestricted stock awards, stock appreciation rights, incentive stock options, and non-qualified stock options for up to 4,050,000 shares of UFG common stock to employees. At December 31, 2024, there were 1,335,589 authorized shares remaining available for future issuance. The Stock Plan is administered by the Board of Directors, which determines those employees who will receive awards, when awards will be granted, and the terms and conditions of the awards. The Board of Directors may also take any action it deems necessary and appropriate for the administration of the Stock Plan. Pursuant to the Stock Plan, the Board of Directors may, at its sole discretion, grant awards to our employees who are in positions of substantial responsibility with UFG. Further, the Board of Directors, in its discretion, has delegated authority to grant a limited number of restricted stock units in situations where the Company is seeking to recruit or retain an individual.
 Options granted pursuant to the Stock Plan are granted to buy shares of UFG's common stock at the market value of the stock on the date of grant. Options granted prior to March 2017 vest and are exercisable in installments of 20.0 percent of the number of shares covered by the option award each year from the grant date, unless the Board of Directors authorizes the acceleration of vesting. Options granted after March 2017 vest and are exercisable in installments of 33.3 percent of the number of shares covered by the option award each year from the grant date, unless the Board of Directors authorizes the acceleration of vesting. To the extent not exercised, vested option awards accumulate and are exercisable by the awardee, in whole or in part, in any subsequent year included in the option period, but not later than 10 years from the grant date. Restricted and unrestricted stock awards granted pursuant to the Stock Plan are granted at the market value of our common stock on the date of the grant. Restricted stock awards fully vest after three years or five years from the date of issuance, unless accelerated upon the approval of the Board of Directors, at which time UFG common stock will be issued to the awardee. All awards are generally granted free of charge to the eligible employees of UFG as designated by the Board of Directors. Forfeitures of awards under the plan are recognized as they occur.
 The activity in the Stock Plan is displayed in the following table:

 Year Ended

 From Inception to

 Authorized Shares Available for Future Award Grants

 Beginning balance
 1,150,834

 1,900,000

 Additional shares authorized
 —
 2,150,000

 Number of awards granted
 ( 413,679)

 ( 4,387,536)

 Number of awards forfeited or expired
 598,434

 1,673,125

 Ending balance
 1,335,589

 1,335,589

 Number of option awards exercised
 27,584

 1,564,920

 Number of unrestricted stock awards granted
 —
 10,090

 Number of restricted stock awards vested
 52,672

 353,108

 Non-Qualified Non-Employee Director Stock Option and Restricted Stock Plan
 The United Fire Group, Inc. Non-Employee Director Stock Plan (the "Director Stock Plan") authorizes the issuance of restricted stock awards and non-qualified stock options to purchase shares of UFG's common stock to non-employee directors. The total number of shares available under the Director Stock Plan is 450,000 and the expiration date is December 31, 2029. At December 31, 2024, the Company had 71,410 authorized shares available for future issuance.
 The Board of Directors has the authority to determine which non-employee directors receive awards, when options and restricted stock shall be granted, the option price, the option expiration date, the date of grant, the vesting schedule of options or whether the options shall be immediately vested, the terms and conditions of options and restricted stock (other than those terms and conditions set forth in the plan) and the number of shares of common stock to be issued pursuant to an option agreement or restricted stock agreement (subject to limits set forth in the

 plan). The Board of Directors may also take any action it deems necessary and appropriate for the administration of the Director Stock Plan. Forfeitures of awards under the plan are recognized as they occur.
 The activity in the Director Stock Plan is displayed in the following table:

 Year Ended
 From Inception to

 Authorized Shares Available for Future Award Grants

 Beginning balance
 103,600

 300,000

 Additional authorization
 —
 150,000

 Number of awards granted
 ( 32,190)

 ( 418,808)

 Number of awards forfeited or expired
 —

 40,218

 Ending balance
 71,410

 71,410

 Number of option awards exercised
 —

 152,336

 Number of restricted stock awards vested
 31,380
 169,336

 Stock-Based Compensation Expense
 In 2024, 2023 and 2022, the Company recognized stock-based compensation expense of $ 5,517, $ 3,246 and $ 2,827, respectively. Stock-based compensation expense is recognized over the vesting period of the stock options.
 As of December 31, 2024, we had $ 8,592 in stock-based compensation expense that has yet to be recognized through our results of operations. We expect this compensation to be recognized in subsequent years according to the following table, except with respect to awards that are accelerated by the Board of Directors, in which case we will recognize any remaining compensation expense in the period in which the awards are accelerated.

 2025
 $
 4,838

 2026
 3,097

 2027

 2028
 —

 Total
 $
 8,592

 Analysis of Award Activity
 The analysis below details the option award activity for 2024 and the awards outstanding at December 31, 2024, for both of our plans and ad hoc options, which were granted prior to the adoption of the other plans:

 Options
 Shares
 Weighted-Average Exercise Price
 Weighted-Average Remaining Life (in years)

 Aggregate Intrinsic Value

 Outstanding at January 1, 2024
 795,676
 $
 35.55

 Granted
 —
 —

 Exercised
 ( 27,584)
 29.28

 Cancelled/Forfeited
 ( 96,914)
 36.32

 Expired
 ( 445,051)
 37.12

 Outstanding at December 31, 2024
 226,127
 $
 32.91
 5.96
 $
 —

 Exercisable at December 31, 2024
 148,608
 $
 35.33
 4.83
 $
 —

 Intrinsic value is the difference between our share price on the last day of trading (i.e., December 31, 2024) and the price of the options when granted and represents the value that would have been received by option holders had they exercised their options on that date. These values change based on the fair market value of our shares. The intrinsic value of options exercised totaled $ 28, $ 18 and $ 261 in 2024, 2023 and 2022, respectively.

 The analysis below details the award activity for the restricted stock and restricted stock unit awards outstanding at December 31, 2024:

 Restricted stock awards
 Shares
 Weighted-Average Grant Date Fair Value

 Non-vested at January 1, 2024
 291,439
 $
 27.42

 Granted
 445,869
 22.03

 Vested
 ( 108,636)
 25.58

 Forfeited
 ( 43,100)
 27.90

 PSU projected performance adjustment
 11,215
 23.02

 Non-vested at December 31, 2024
 596,787
 $
 23.67

 In 2024, 2023 and 2022 we recognized $ 4,992, $ 2,637 and $ 2,048, respectively, in compensation expense related to the restricted stock and restricted stock unit awards. At December 31, 2024, we had $ 8,157 in compensation expense that has yet to be recognized through our results of operations related to the restricted stock and restricted stock unit awards. The intrinsic value of the non-vested restricted stock and restricted stock unit awards outstanding totaled $ 16,931 and $ 5,864 at December 31, 2024 and 2023, respectively.
 Assumptions
 The weighted-average grant-date fair value of the options granted under our plans has been estimated using the Black-Scholes option pricing model with the following weighted-average assumptions. There were no option grants during 2024.

 2024
 2023
 2022

 Risk-free interest rate
 NA
 4.09
 %
 2.18
 %

 Expected volatility (historical)

 NA
 41.85
 %
 40.56
 %

 Expected option life (in years)

 NA

 Expected dividends (in dollars)

 NA
 $
 0.64
 $
 0.61

 Weighted-average grant-date fair value of options granted during the year (in dollars)

 NA
 $
 10.95
 $
 10.49

 The following table summarizes information regarding the stock options outstanding and exercisable at December 31, 2024:

 Options Outstanding
 Options Exercisable

 Range of Exercise Prices
 Number Outstanding (in shares)

 Weighted-Average Remaining Contractual Life (in years)

 Weighted-Average Exercise Price
 Number Exercisable (in shares)

 Weighted-Average Exercise Price

 $
 20.24
 27.54
 12,853
 7.18
 $
 24.87
 7,847
 $
 25.69

 27.55
 28.76
 90,440
 8.15
 28.39
 30,142
 28.39

 28.77
 29.48
 33,139
 4.28
 29.32
 29,893
 29.30

 29.49
 40.61
 41,106
 4.91
 33.42
 32,137
 34.50

 40.62
 54.26
 48,589
 3.61
 45.45
 48,589
 45.45

 $
 20.24
 54.26
 226,127
 5.96
 $
 32.91
 148,608
 $
 35.33

 NOTE 10. SEGMENT INFORMATION
 The Company operates as one operating segment. The Company's CODM is its CEO, who reviews financial information presented on a consolidated basis. The CODM uses consolidated net income to assess financial performance and allocate resources. This financial metric is used by the CODM to make key operating decisions, such as determination of which products to market and sell; determination of distribution networks with insurance agents; and allocation of budgets between sales and marketing, technology, and general and administrative expenses.
 See the Consolidated Financial Statements for financial information regarding the Company's operating segment.
 Revenues from external customers, with the exception of Lloyd's, are fully attributed to the Company's country of domicile. Lloyd's syndicate business is concluded in the United Kingdom as part of Lloyd's insurance market. Risks can be attributed to the United Kingdom or be globally underwritten using Lloyd's licenses in different countries. As a result, it is impracticable for the Company to accurately report specific geographic concentration of global revenues for Lloyd's business.
 All long-lived assets are attributed to the Company's country of domicile.
 The Company does not have revenue from transactions with a single customer amounting to 10 percent or more of its revenues.

 NOTE 11. EARNINGS PER COMMON SHARE
 The following table sets forth the computation of basic and diluted earnings per share:

 2024
 2023
 2022

 (In Thousands Except Share and Per Share Data)
 Basic
 Basic
 Basic

 $
 $
 $
 $
 $
 $

 Weighted-average common shares outstanding
 25,319,973
 25,319,973
 25,160,809
 25,160,809

 Add dilutive effect of restricted stock awards
 —
 597,787
 —
 —
 —
 157,387

 Add dilutive effect of stock options
 —
 —
 —
 —
 —
 —

 Weighted-average common shares
 25,319,973
 25,917,760
 25,160,809
 25,318,196

 Earnings (loss) per common share
 $
 2.45
 $
 2.39
 $
 ( 1.18)
 $
 ( 1.18)
 $
 0.60
 $
 0.59

 Awards excluded from diluted calculation(1)

 —
 222,186
 —
 791,735
 —
 585,853

 (1)Outstanding awards that are not "in-the-money" are excluded from the diluted earnings per share calculation because the effect of including them would have been anti-dilutive.
 Basic earnings per share is computed by dividing net income by the weighted-average number of common shares outstanding during the reporting period. Diluted earnings per share gives effect to all dilutive common shares outstanding during the reporting period. The dilutive shares we consider in our diluted earnings per share calculation relate to our outstanding stock options and restricted stock awards.
 We determine the dilutive effect of our outstanding stock options using the "treasury stock" method. Under this method, we assume the exercise of all of the outstanding stock options whose exercise price is less than the weighted-average market value of our common stock during the reporting period. This method also assumes that the proceeds from the hypothetical stock option exercises are used to repurchase shares of our common stock at the weighted-average market value of the stock during the reporting period. The net of the assumed stock options

 exercised and assumed common shares repurchased represents the number of dilutive common shares, which we add to the denominator of the earnings per share calculation.
 Under applicable accounting guidance, companies in a loss position are required to use basic weighted-average common shares outstanding in the calculation of diluted loss per share. Therefore, as a result of our net loss for the year ended December 31, 2023, we were required to use basic weighted-average common shares outstanding in the calculation of diluted loss per share, as the inclusion of 282,515 restricted shares would have been antidilutive to the calculation. If we had not incurred a net loss for the year ended December 31, 2023, diluted weighted-average common shares would have been 25,531,784.

 NOTE 12. LEASE COMMITMENTS

 The Company has operating leases consisting of office space, vehicle leases, computer equipment, and office equipment. Lease terms and options vary in the Company's operating leases dependent upon the underlying leased asset. As of December 31, 2024, the Company has leases with remaining terms of one year to six years, some of which may include no options for renewal and others with options to extend the lease terms from six months to five years.
 As of December 31, 2024, the Company is the lessor for five lease agreements related to office space and parking. This is a decrease of one lease agreement from the year ended December 31, 2023 as the Company allowed the lease term to expire. The terms of the leases vary depending on the property and range from two years to nine years, which may include options for renewal or to extend lease terms or no options for renewal. Lessor income and sublease income are included in net income in the statement of comprehensive income.
 The components of our operating leases were as follows:

 As of December 31, 2023

 Components of lease expense:

 Operating lease expense
 $
 9,436
 $
 9,187

 Less: Lessor income

 Less: Sublease income

 Net lease expense
 $
 8,323
 $
 8,148

 Cash flows information related to leases:

 Operating cash outflow from operating leases
 $
 8,365
 $
 8,219

 The following table provides supplemental information regarding our operating leases:

 As of December 31, 2023

 Operating lease right-of-use assets (Other assets on Consolidated Balance Sheets)
 $
 21,412
 $
 29,184

 Operating lease liabilities (Accrued expenses and other liabilities on Consolidated Balance Sheets)
 $
 21,867
 $
 29,668

 Right-of-use assets obtained in exchange for new operating lease liabilities
 $
 $
 9,336

 Weighted average remaining lease term
 2.98 years
 3.77 years

 Weighted average discount rate
 4.37
 %
 4.17
 %

 The maturities of our lease liabilities:

 As of December 31, 2023

 2024
 $
 —
 $
 9,361

 2025
 9,168
 9,029

 2026
 7,919
 7,748

 2027
 3,765
 3,617

 2028
 1,800
 1,696

 2029

 Thereafter

 Total lease payments
 23,497
 32,262

 Less: Imputed interest
 ( 1,630)
 ( 2,594)

 Lease liability
 $
 21,867
 $
 29,668

 The maturities of our lease receivables:

 As of December 31, 2023

 2024
 $
 —
 $
 1,051

 2025
 1,066
 1,066

 2026
 1,124
 1,124

 2027
 1,092
 1,092

 2028

 2029

 Thereafter
 2,109
 2,109

 Total lease payments receivable
 $
 6,557
 $
 7,608

 There have been no allowances for credit losses recorded or write-offs against our receivables related to our lessor agreements because, due to the nature of the operating leases and history of collectability, there is no expectation of credit quality concerns.

 NOTE 13. DEBT
 Long Term Debt
 December 2020 Private Placement
 On December 15, 2020, UF&C issued $ 50 million of notes due 2040 ("UF&C Notes") at par value. The UF&C Notes are senior, unsecured unsubordinated obligations of UF&C and are fully and unconditionally guaranteed on an unsecured, unsubordinated basis by each of UF&C's subsidiaries. The UF&C Notes mature on December 15, 2040. The UF&C Notes may be redeemed by UF&C, in whole or in part, at par, at any time following the tenth (10th) anniversary of the issuance date, but subject to the payment restrictions, including the prior approval of the Iowa Insurance Commissioner.

 Interest payments will be paid quarterly on March 15, June 15, September 15 and December 15 of each year (each such date, an "Interest Payment Date"). The interest rate will equal the rate that corresponds to the A.M. Best Co. (or its successor's) financial strength rating for members of the UF&C Pooled Group as of the applicable Interest Payment Date, as set forth in the table below. For the twelve-month period ended December 31, 2024, interest expense totaled $ 3,438. Payment of interest is subject to approval by the Iowa Insurance Division.

 A.M. Best Co. Financial Strength Rating
 Applicable Interest Rate

 A+
 5.875 %

 A
 6.375 %

 A-
 6.875 %

 B++ (or lower)
 7.375 %

 May 2024 Private Placement
 On May 31, 2024, the Company issued $ 70,000 aggregate principal of its 9 % senior unsecured notes due 2039 ("UFG Notes") at par value. The UFG Notes mature on May 31, 2039. The UFG Notes may be redeemed by the Company, in whole or in part, at par, at any time following the tenth (10th) anniversary of the issuance date. Prior to the tenth (10th) anniversary, the UFG Notes may not be redeemed except for a change in control offer or upon an event of default.

 Interest payments will be paid quarterly on February 28, May 31, August 31 and November 30 of each year. Costs incurred in the issuance of debt of $ 3,050 were capitalized and will be amortized over the life of the non-cancellable period of the debt. The capitalization of such debt issuance costs are included as an offset to the "Long Term Debt" in the Consolidated Balance Sheets and the related amortization is included in "Interest expense" in the Consolidated Statements of Income. For the twelve-month period ended December 31, 2024, interest expense totaled $ 3,784.
 The Company is required to maintain a rating for each series of the UFG Notes from a rating agency. The UFG Notes also require and impose certain operating and financial restrictions, including financial covenants, on the Company including:
 • incur or assume additional indebtedness, including guarantees;
 • incur or assume liens;
 • engage in mergers or consolidations;
 • convey, transfer, lease or dispose of assets;
 • make certain investments
 • enter into transactions with affiliates;
 • declare or make dividend payments or distributions or repurchase capital stock or other equity interests;
 • change the nature of our business materially; and

 • make changes in accounting treatment or reporting practices that affect the calculation of financial covenants, or change our fiscal year.
 As of December 31, 2024, we were in compliance with all covenants.
 Credit Facilities
 In December 2023, UF&C became a member of the Federal Home Loan Bank of Des Moines ("FHLB Des Moines"). As part of the FHLB Des Moines application process and in connection with its membership in FHLB Des Moines, UF&C entered into FHLB Des Moines' standard Advances, Pledge and Security Agreement (the "Advances Agreement"). The Advances Agreement governs the terms and conditions under which UF&C may borrow and FHLB Des Moines may make loans or advances from time to time. The Advances Agreement requires UF&C to pledge certain collateral, including the capital stock in FHLB Des Moines owned by UF&C and such other assets (including mortgage-related securities, loans, and stock in UF&C) as agreed by UF&C and FHLB Des Moines in connection with any such loans or advances.
 Membership in FHLB Des Moines provides UF&C with access to FHLB Des Moines' product line of financial services, including funding agreements, general asset/liability management, and collateralized advances that can be used for liquidity management. As a member, UF&C has an aggregate borrowing capacity of up to 20.0 percent of total assets. As of December 31, 2024, UF&C has FHLB Des Moines borrowing capacity up to $ 463,492 if an immediate liquidity need would arise. UF&C had no outstanding balance as of December 31, 2024 and 2023 related to these lines of credit.

 NOTE 14. INTANGIBLE ASSETS
 Our major classes of intangible assets are presented in the following table:

 Year Ended December 31,

 2024
 2023

 Agency relationships, cost
 $
 10,338
 $
 10,338

 Accumulated amortization
 ( 9,617)
 ( 9,040)

 Agency relationships, carrying value
 $
 $
 1,298

 Trade names, cost
 $
 1,978
 $
 1,978

 Accumulated amortization
 ( 1,813)
 ( 1,681)

 Trade names, carrying value
 $
 $

 State insurance licenses(1)

 $
 3,020
 $
 3,020

 Net intangible assets
 $
 3,906
 $
 4,615

 (1) The intangible asset for licenses has an indefinite life and therefore is not amortized.
 The estimated useful lives assigned to our major classes of amortizable intangible assets are as follows:

 Useful Life

 Agency relationships
 Fifteen years

 Trade names
 Fifteen years

 Aggregate amortization expense for intangible assets totaled $ 709 for each of the years ended December 31, 2024 2023, and 2022. Our estimated aggregate amortization expense for each of the next five years is as follows:

 2025
 $

 2026

 2027
 –

 2028
 –

 2029
 –

 There have been no impairment losses recorded relating to intangible assets for the years ended December 31, 2024 and 2023. There is no expected significant residual value relating to our intangible assets.

 NOTE 15. ACCUMULATED OTHER COMPREHENSIVE INCOME

 The following table shows the changes in the components of our accumulated other comprehensive income (loss), net of tax, for the years ended December 31, 2024, 2023 and 2022:

 Net benefit
 Foreign

 Net unrealized
 plan assets
 currency

 gain (loss)
 and
 translation

 on investments
 obligations
 adjustment
 Total

 Balance as of January 1, 2022
 $
 49,769
 $
 4,568
 $
 —
 $
 54,337

 Change in accumulated other comprehensive income before reclassifications
 ( 139,183)
 ( 6,540)
 —
 ( 145,723)

 Reclassification adjustments from accumulated other comprehensive income (loss)
 1,045
 2,845
 —
 3,890

 Balance as of December 31, 2022
 $
 ( 88,369)
 $
 $
 —
 $
 ( 87,496)

 Change in accumulated other comprehensive income before reclassifications
 20,835
 14,973
 —
 35,808

 Reclassification adjustments from accumulated other comprehensive income
 —

 Balance as of December 31, 2023
 $
 ( 66,967)
 $
 16,010
 $
 —
 $

 Change in accumulated other comprehensive income before reclassifications
 ( 10,639)
 1,650
 ( 200)
 ( 9,189)

 Reclassification adjustments from accumulated other comprehensive income
 5,365
 —
 —
 5,365

 Balance as of December 31, 2024
 $
 ( 72,241)
 $
 17,660
 $
 ( 200)
 $
 ( 54,781)

 Income tax effects are released from accumulated other comprehensive income (loss) for unrealized gains or losses when the gains or losses are realized.

 NOTE 16. PROPERTY AND EQUIPMENT
 The following table is a summary of the components of the property and equipment that are reported in the accompanying Consolidated Financial Statements.

 2024
 2023

 Real estate:

 Land
 $
 76,420
 $
 78,683

 Buildings
 1,202
 1,203

 Furniture and fixtures
 3,555
 4,451

 Internally developed software
 54,377
 48,787

 Other computer equipment and software
 1,123

 Total property and equipment
 $
 136,021
 $
 134,247

 Depreciation is computed primarily by the straight-line method over the following estimated useful lives:

 Useful Life

 Computer equipment and software
 Three years

 Furniture and fixtures
 Seven years

 Internally developed software
 Ten years

 Leasehold improvements
 Shorter of the lease term or useful life of the asset

 Real estate
 Seven years to thirty-nine years

 Depreciation expense totaled $ 10,086, $ 9,799 and $ 6,961 for 2024, 2023 and 2022, respectively.

 Report of Independent Registered Public Accounting Firm

 To the Stockholders and the Board of Directors of United Fire Group, Inc.

 Opinion on the Financial Statements

 We have audited the accompanying consolidated balance sheets of United Fire Group, Inc. (the Company) as of December 31, 2024 and 2023, the related consolidated statements of income, comprehensive income, stockholders' equity and cash flows for each of the three years in the period ended December 31, 2024, and the related notes and financial statement schedules listed in the Index at Item 15(a)2 (collectively referred to as the "consolidated financial statements"). In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company at December 31, 2024 and 2023, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2024, 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, 2024, based on criteria established in Internal Control-Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework), and our report dated February 26, 2025 expressed an unqualified opinion thereon.

 Basis for Opinion

 These financial statements are the responsibility of the Company's management. Our responsibility is to express an opinion on the Company's 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 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 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 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 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 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 financial statements and (2) involved our especially challenging, subjective or complex judgments. The communication of the 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 account or disclosure to which it relates.

 Valuation of reserves for property and casualty loss and loss settlement expenses

 Description of the Matter
 At December 31, 2024, the Company's reserves for losses and loss settlement expenses was $1.8 billion, of which $822.6 million related to Incurred But Not Reported (IBNR) reserves. As described in Note 5 to the consolidated financial statements, liability for losses and loss settlement expenses reflect management's best estimates at a given point in time of what is expected to be paid for claims that have been reported and those that have been incurred but not reported, based on known facts, circumstances, and historical trends. There is significant uncertainty and subjectivity inherent in determining management's best estimates of the ultimate cost of losses, which is used to determine IBNR reserves.

 Auditing management's estimate of IBNR reserves was complex due to the highly judgmental nature of management's selection of methods and assumptions used to develop those estimates. In particular, the estimates are sensitive to assumptions and the weighting of methodologies that are used to project the ultimate cost of losses.

 How We Addressed the Matter in Our Audit
 We obtained an understanding, evaluated the design and tested the operating effectiveness of controls over the reserving process, including, among others, the review and approval processes that management has in place for the methods and assumptions used in estimating the reserves.

 To test the estimated IBNR reserves we, including our actuarial specialists, performed audit procedures that included, among others, evaluating management's selection and weighting of actuarial methods and assumptions by comparing to those used in prior periods and those used in the industry. We compared management's best estimate of reserves to our independently calculated range of reasonable reserve estimates and assessed the development of prior year reserves.

 /s/ Ernst & Young LLP

 Ernst & Young LLP

 We have served as the Company's auditor since 2002.

 Des Moines, Iowa
 February 26, 2025

 ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE
 None.

 ITEM 9A. CONTROLS AND PROCEDURES
 EVALUATION OF DISCLOSURE 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 Exchange Act) as of the end of the period covered by this report. Based on that evaluation, the Chief Executive Officer and Chief Financial Officer concluded that our disclosure controls and procedures, as of the end of the period covered by this report, were designed and functioning effectively to provide reasonable assurance that the information required to be disclosed by us in reports filed or submitted under the Exchange Act are recorded, processed, summarized and reported within the time periods specified in the SEC's rules and forms. We believe that a control system, no matter how well designed and operated, cannot provide absolute assurance that the objectives of the control system are met, and no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within a company have been detected.
 MANAGEMENT'S ANNUAL REPORT ON INTERNAL CONTROL OVER FINANCIAL REPORTING
 The management of United Fire Group, Inc. is responsible for establishing and maintaining adequate internal control over financial reporting. United Fire Group, Inc.'s internal control over financial reporting is a process designed under the supervision of its Chief Executive Officer and Chief Financial Officer to provide reasonable assurance regarding the reliability of financial reporting and the preparation of its Consolidated Financial Statements for external purposes in accordance with U.S. generally accepted accounting principles.
 As of December 31, 2024, United Fire Group, Inc.'s management assessed the effectiveness of United Fire Group Inc.'s internal control over financial reporting based on the criteria for effective internal control over financial reporting established in "Internal Control — Integrated Framework," issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on the assessment, United Fire Group, Inc.'s management determined that effective internal control over financial reporting was maintained as of December 31, 2024, based on those criteria.
 Ernst & Young LLP, the independent registered public accounting firm that audited the Consolidated Financial Statements of United Fire Group, Inc. included in this Annual Report on Form 10-K, has audited the effectiveness of internal control over financial reporting as of December 31, 2024. Their attestation report, which expresses an unqualified opinion on the effectiveness of United Fire Group, Inc.'s internal control over financial reporting as of December 31, 2024, is included in this Item under the heading "Report of Independent Registered Public Accounting Firm."
 CHANGES IN INTERNAL CONTROL OVER FINANCIAL REPORTING
 Our management, including our Chief Executive Officer and Chief Financial Officer, has evaluated our internal control over financial reporting to determine whether any changes occurred during the fiscal year to which this report relates that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. We believe our operational processes, internal controls over financial reporting and disclosures, and financial reporting systems are operating effectively in the present environment.

 Based on our evaluation, there have been no changes in our internal control over financial reporting (as defined in Exchange Act Rules 13a-15 and 15d-15) that occurred during the fiscal quarter ended December 31, 2024 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.

 Report of Independent Registered Public Accounting Firm
 To the Stockholders and the Board of Directors of United Fire Group, Inc.

 Opinion on Internal Control over Financial Reporting

 We have audited United Fire Group, Inc.'s internal control over financial reporting as of December 31, 2024, based on criteria established in Internal Control—Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework) (the COSO criteria). In our opinion, United Fire Group, Inc. (the Company) maintained, in all material respects, effective internal control over financial reporting as of December 31, 2024, based on the COSO criteria.

 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, 2024 and 2023, the related consolidated statements of income, comprehensive income, stockholders' equity and cash flows for each of the three years in the period ended December 31, 2024 and the related notes and financial statements schedules listed in the Index at Item 15(a)2 and our report dated February 26, 2025 expressed an unqualified opinion thereon.

 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 Annual 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 included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and 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.

 /s/ Ernst & Young LLP

 Ernst & Young LLP

 Des Moines, Iowa

 February 26, 2025

 ITEM 9B. OTHER INFORMATION
 None.

 ITEM 9C. DISCLOSURE REGARDING FOREIGN JURISDICTIONS THAT PREVENT INSPECTIONS
 None.

 PART III.

 ITEM 10. DIRECTORS, EXECUTIVE OFFICERS AND CORPORATE GOVERNANCE
 The information required by Item 10 regarding the Company's executive officers is included in "Information About Our Executive Officers" under Part I, Item 1 "Business" of this report.
 The information required by this Item regarding our directors and corporate governance matters is included under the captions "Board of Directors," subheading "Corporate Governance" and "Proposal One-Election of Directors," in our definitive proxy statement for our annual meeting of shareholders to be held on May 21, 2025 (the "2025 Proxy Statement") and is incorporated herein by reference.
 The information regarding our Code of Ethics is included under the caption "Board of Directors," subheading "Corporate Governance," subpart "Code of Ethics" in our 2025 Proxy Statement and is incorporated herein by reference.
 The information required by this Item regarding compliance with Section 16(a) of the Exchange Act is included under the caption "Delinquent Section 16(a) Reports" in our 2025 Proxy Statement and is incorporated herein by reference.

 We have adopted an Insider Trading Policy governing the purchase, sale, and/or other dispositions of our securities by our directors, officers, and employees, and have implemented processes for the Company, that we believe are reasonably designed to promote compliance with insider trading laws, rules and regulations, and applicable listing standards of The Nasdaq Stock Market LLC. A copy of our Insider Trading Policy is filed with this Annual Report on Form 10-K as Exhibit 19.

 ITEM 11. EXECUTIVE COMPENSATION
 The information required under this Item regarding our executive compensation and our Compensation Committee Report is included under the caption "Executive Compensation" in our 2025 Proxy Statement and is incorporated herein by reference. The information required by this Item regarding Compensation Committee interlocks and insider participation is included under the caption "Board of Directors," subheading "Committees of the Board," subheading "Compensation Committee," subpart "Compensation Committee Interlocks and Insider Participation" in our 2025 Proxy Statement and is incorporated herein by reference.

 ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED STOCKHOLDER MATTERS
 The information required under this Item is included under the captions "Security Ownership of Certain Beneficial Owners," "Security Ownership of Management" and "Equity Compensation Plan Information" in our 2025 Proxy Statement and is incorporated herein by reference.

 ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS, AND DIRECTOR INDEPENDENCE
 The information required under this Item is included under the captions "Board of Directors" and "Transactions with Related Persons" in our 2025 Proxy Statement and is incorporated herein by reference.

 ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES

 The information required under this Item is included under the caption "Proposal Two - Ratification of the Audit Committee's Appointment of Independent Registered Public Accounting Firm," subheading "Information About Our Independent Registered Public Accounting Firm" in our 2025 Proxy Statement and is incorporated herein by reference.

 PART IV.

 ITEM 15. EXHIBITS AND FINANCIAL STATEMENT SCHEDULES
 We have filed the following documents as part of this Annual Report on Form 10-K:

 Page

 (a) 1. Financial Statements

 Consolidated Balance Sheets at December 31, 2024 and 2023

 Consolidated Statements of Income for the three years ended December 31, 2024

 Consolidated Statements of Comprehensive Income for the three years ended December 31, 2024

 Consolidated Statement of Stockholders' Equity for the three years ended December 31, 2024

 Consolidated Statements of Cash Flows for the three years ended December 31, 2024

 Notes to Consolidated Financial Statements

 (a) 2. Financial Statement Schedules required to be filed by Item 8 of this Form:

 Schedule I. Summary of Investments — Other than Investments in Related Parties

 Schedule II. Condensed Financial Statements of Parent Company

 Schedule III: Supplementary Insurance Information

 Schedule IV: Reinsurance

 Schedule V: Valuation and Qualifying Accounts

 Schedule VI: Supplemental Information Concerning Property and Casualty Insurance Operations

 All other schedules have been omitted as not required, not applicable, not deemed material or because the information is included in the Consolidated Financial Statements.

 (a) 3. Exhibit Index:

 Incorporated by reference

 Exhibit number
 Exhibit description
 Filed herewith
 Form
 Period ended
 Exhibit
 Filing date

 2.1
 Stock Purchase Agreement, dated as of September 18, 2017, between United Fire & Casualty Company and Kuvare US Holdings, Inc.

 2.1
 9/19/2017

 3.1

 Articles of Incorporation of United Fire Group, Inc.

 S-4
 Annex II
 5/25/2011

 3.2
 Articles of Amendment to Articles of Incorporation of United Fire Group, Inc.

 8-K/A
 3.1
 5/26/2015

 3.3
 Amended and Restated Bylaws of United Fire Group, Inc.

 3.1
 2/23/2024

 4.1
 Description of the Registrant's Securities Registered Pursuant to Section 12 of the Securities Exchange Act of 1934

 12/31/2019
 4.1
 2/28/2020

 10.1
 *
 United Fire & Casualty Company Employee Stock Purchase Plan, Amended and Restated as of November 16, 2007

 12/31/2007
 10.2
 2/27/2008

 10.2
 *
 United Fire & Casualty Company Non-Employee Director Stock Plan

 10.1
 5/22/2020

 10.3
 *
 United Fire Group, Inc. Amended and Restated Annual Incentive Plan

 12/31/2011
 10.4
 3/15/2012

 10.4
 *
 United Fire & Casualty Company Non-qualified Deferred Compensation Plan

 9/30/2007
 10.3
 10/25/2007

 10.5
 *
 United Fire Group, Inc. 2021 Stock and Incentive Plan (the "Stock Plan")

 10.1
 5/21/2021

 10.6
 *
 Form of Non-qualified Stock Option Agreement pursuant to the United Fire & Casualty Company, Inc. Nonqualified Employee Stock Option Plan

 12/31/2007
 10.7
 2/27/2008

 10.7
 *
 Form of Stock Option Issued Pursuant to the 2005 Non-Qualified Non-Employee Director Stock Option and Restricted Stock Plan

 12/31/2007
 10.8
 2/27/2008

 10.8
 *
 Form of Stock Award Agreement Under the Stock Plan

 99.2
 5/22/2008

 10.9
 *
 Form of Non-Qualified Stock Option Agreement for the Purchase of Stock under the Stock Plan

 99.3
 5/22/2008

 10.10
 *
 Form of Incentive Stock Option Agreement for the Purchase of Stock under the Stock Plan

 99.4
 5/22/2008

 10.11
 *
 Amendment to Non-qualified Stock Option Agreements for John A. Rife pursuant to the Stock Plan

 8-K/A

 99.1
 2/24/2009

 10.12
 *
 Form of United Fire Group, Inc. Restricted Stock Agreement Under the 2005 Non-Qualified Non-Employee Director Stock Option Plan

 12/31/2011
 10.14
 3/15/2012

 10.13
 *
 Form of United Fire Group, Inc. Restricted Stock Agreement Under the 2005 Non-Qualified Non-Employee Director Stock Option Plan

 6/30/2016
 10.1
 8/3/2016

 10.14
 *
 United Fire Group, Inc. Plan for Allocation of Equity Compensation to Management Team

 12/31/2011
 10.15
 3/15/2012

 10.15
 *
 Deferred Compensation Plan for United Fire Group, Inc. Non-Employee Directors

 10.1
 11/19/2012

 (a) 3. Exhibit Index (continued):

 Incorporated by reference

 Exhibit number
 Exhibit description
 Filed herewith
 Form
 Period ended
 Exhibit
 Filing date

 10.16
 *
 Executive Nonqualified Excess Plan

 10.1

 10.17
 *
 Executive Nonqualified "Excess Plan" Adoption Agreement

 10.2

 10.18
 *
 United Fire & Casualty Company Rabbi Directed Trust Agreement

 10.3

 10.19
 *
 Form of United Fire Group, Inc. Change in Control Severance Agreement

 10.4

 10.20
 *
 Amendment Number One to United Fire & Casualty Company Nonqualified Deferred Compensation Plan

 10.5

 10.21
 *
 Form of Non-Qualified Employee Stock Option Agreement for Purchase of Stock Under the United Fire Group, Inc. 2008 Stock Plan

 6/30/14
 10.7
 8/5/2014

 10.22
 *
 Form of Stock Award Agreement under the United Fire Group, Inc. Stock Plan

 6/30/14
 10.8
 8/5/2014

 10.23
 *
 Form of Stock Award Agreement (Restricted Stock Units-Performance Units) Under the Stock Plan

 3/31/17
 10.1
 5/3/2017

 10.24
 *
 Form of Stock Award Agreement (Restricted Stock Units) under the United Fire, Group, Inc. Non-Employee Director Stock Plan

 6/30/2020
 10.2
 8/5/2020

 10.25
 *
 United Fire Group, Inc. 2021 Stock and Incentive Plan Performance-Based Restricted Stock Unit Award Notice

 9/30/2021
 10.1
 11/4/2021

 10.26
 *
 United Fire Group, Inc. 2021 Stock and Incentive Plan Option Award Notice

 9/30/2021
 10.2
 11/4/2021

 10.27
 *
 United Fire Group, Inc. 2021 Stock and Incentive Plan Restricted Stock Unit Award Notice

 9/30/2021
 10.3
 11/4/2021

 10.28
 *
 Executive Employment Offer Letter, dated January 5, 2023, between United Fire Group, Inc and Julie Stephenson (incorporated by reference to Exhibit 10.1 to the Company's Current Report on Form 8-K filed on January 5, 2023 8-K)

 10.1
 1/5/2023

 10.29
 *
 Amended Executive Employment Offer Letter, dated March 1, 2023, between United Fire Group, Inc. and Julie Stephenson

 3/31/2023
 10.1
 5/9/2023

 10.30
 *
 Amended Form of Restricted Stock Unit Agreement and Award Notice pursuant to the Company's 2021 Stock and Incentive Plan

 X

 10.31
 *
 Investment Management Agreement, dated January 31, 2024 by and between United Fire Group, Inc. and New England Asset Management

 10.1
 2/1/2024

 10.32

 *
 Master Note Purchase Agreement, dated as of May 31, 2024, by and among the Company and the Purchasers

 10.1
 6/6/2024

 United Fire Group, Inc. Insider Trading Policy

 X

 (a) 3. Exhibit Index (continued):

 Incorporated by reference

 Exhibit number
 Exhibit description
 Filed herewith
 Form
 Period ended
 Exhibit
 Filing date

 21.0
 Subsidiaries of the Registrant

 X

 23.1
 Consent of Ernst & Young LLP, Independent Registered Public Accounting Firm

 X

 31.1
 Certification of Kevin Leidwinger Pursuant to Section 302 of the Sarbanes-Oxley Act of 2002

 X

 31.2
 Certification of Eric J. Martin Pursuant to Section 302 of the Sarbanes-Oxley Act of 2002

 X

 32.1
 Certification of Kevin Leidwinger Pursuant to 18 U.S.C. Section 1350, as Adopted Pursuant to Section 906 of the Sarbanes-Oxley Act of 2002

 X

 32.2
 Certification of Eric J. Martin Pursuant to 18 U.S.C. Section 1350, as Adopted Pursuant to Section 906 of the Sarbanes-Oxley Act of 2002

 X

 97.0
 United Fire Group, Inc. Clawback Policy

 12/31/2023
 97.0
 2/29/2024

 101.1

 X

 104.1

 *Indicates a management contract or compensatory plan or arrangement.
 The schedules to this Exhibit have been omitted in accordance with Regulation S-K Item 601(b)(2). The registrant agrees to furnish a copy of all omitted schedules to the SEC upon its request.

 Certain instruments defining the rights of holders of long-term debt securities of the Company are omitted pursuant to Item 601(b)(4)(iii) of
 Regulation S-K. The Company hereby undertakes to furnish to the SEC, upon request, copies of any such instruments.

 Schedule I. Summary of Investments — Other than Investments in Related Parties

 Cost or Amortized Cost
 Amounts at Which Shown in Balance Sheet

 Fair Value

 Fixed maturities

 Bonds

 United States Government and government agencies and authorities
 $
 126,402
 $
 $

 252,936

 Public utilities
 131,165
 120,358
 120,358

 All other bonds
 1,451,028
 1,382,768
 1,382,768

 Total fixed maturities
 $
 1,961,531
 $
 $

 Mortgage loans on real estate
 $
 $
 38,879
 $
 40,922

 Other long-term investments

 Short-term investments

 Total investments
 $
 2,186,339
 $
 2,091,051
 $
 2,093,094

 Schedule II. Condensed Financial Statements of Parent Company

 United Fire Group, Inc. (parent company only)
 Condensed Balance Sheets

 (In thousands, except share data)
 2024
 2023

 Assets

 Investment in consolidated subsidiaries
 844,638
 733,152

 Cash and cash equivalents
 3,822

 Other assets

 Total assets
 $
 848,595
 $
 733,904

 Liabilities and stockholders' equity

 Note payable
 $
 67,059
 $
 —

 Accrued interest payable
 —

 Other liabilities
 ( 520)

 Total Liabilities
 $
 67,064
 $

 Stockholders' equity

 Common stock, $ 0.001 par value, authorized 75,000,000 shares 25,378,291 and 25,269,842 issued and outstanding in 2024 and 2023, respectively

 $
 $

 Additional paid-in capital
 215,851
 209,986

 Retained earnings
 620,436
 574,691

 Accumulated other comprehensive income, net of tax
 ( 54,781)

 Total stockholders' equity
 $
 781,531
 $
 733,745

 Total liabilities and stockholders' equity
 $
 848,595
 $
 733,904

 This condensed financial information should be read in conjunction with the Consolidated Financial Statements and Notes included in Part II, Item 8 of this Annual Report on Form 10-K.

 Schedule II. Condensed Financial Statements of Parent Company (continued)

 United Fire Group, Inc. (parent company only)
 Condensed Statements of Income and Comprehensive Income

 2024
 2023
 2022

 Revenues

 Investment income
 $
 $
 $

 Total revenues

 Expenses

 Interest expense
 3,844
 —
 —

 Total expenses
 3,844
 —
 —

 Income before income taxes and equity in net income of subsidiary
 ( 3,621)

 ( 760)

 Net income before equity in net income (loss) of subsidiary
 $
 ( 2,861)
 $
 $

 Equity in net income (loss) of subsidiary
 64,818
 ( 29,778)
 14,964

 $
 $
 $

 Other comprehensive income (loss)

 Change in unrealized gain (loss) on investments held by subsidiary
 $
 ( 13,466)
 $
 26,373
 $
 ( 176,183)

 Change in liability for underfunded employee benefit plans of subsidiary
 2,089
 18,953
 ( 8,277)

 Other comprehensive income (loss), before tax and reclassification adjustments
 $
 ( 11,377)
 $
 45,326
 $
 ( 184,460)

 2,388
 ( 9,518)
 38,736

 Other comprehensive income (loss), after tax, before reclassification adjustments
 $
 ( 8,989)
 $
 35,808
 $
 ( 145,724)

 Reclassification adjustment for net realized gains of the subsidiary included in income
 6,791
 1,323

 Reclassification adjustment for employee benefit costs of the subsidiary included in expense
 —
 3,601

 Total reclassification adjustments, before tax
 $
 6,791
 $
 $
 4,924

 ( 1,426)
 ( 194)
 ( 1,034)

 Total reclassification adjustments, after tax
 $
 5,365
 $
 $
 3,890

 Comprehensive income (loss)
 $
 58,333
 $
 6,839
 $
 ( 126,803)

 United Fire Group, Inc. and its subsidiaries file a consolidated federal income tax return. The federal income tax provision represents an allocation under its tax allocation agreements.

 This condensed financial information should be read in conjunction with the Consolidated Financial Statements and Notes included in Part II, Item 8 of this Annual Report on Form 10-K.

 Schedule II. Condensed Financial Statements of Parent Company (continued)

 United Fire Group, Inc. (parent company only)
 Condensed Statements of Cash Flows

 2024
 2023
 2022

 Cash flows from operating activities

 $
 $
 $

 Adjustments to reconcile net income to net cash provided by operating activities

 Equity in net income of subsidiary
 ( 64,818)
 29,778
 ( 14,964)

 Dividends received from subsidiary
 22,800
 13,200
 12,000

 Other, net
 2,245
 1,691
 2,845

 Net cash provided by (used in) operating activities
 $
 22,184
 $
 14,969
 $
 14,912

 Cash flows from investing activities

 Capital contributions to subsidiaries
 ( 70,000)
 —
 —

 Net cash provided by (used in) investing activities
 $
 ( 70,000)
 $
 —
 $
 —

 Cash flows from financing activities

 Payment of cash dividends
 $
 ( 16,213)
 $
 ( 16,164)
 $
 ( 15,860)

 Issuance of common stock
 ( 290)

 Debt note issuance
 70,000
 —
 —

 Debt note issuance costs
 ( 3,050)
 —
 —

 Net cash provided by (used in) financing activities
 $
 51,085
 $
 ( 16,454)
 $
 ( 15,032)

 Net change in cash and cash equivalents
 $
 3,269
 $
 ( 1,485)
 $
 ( 120)

 Cash and cash equivalents at beginning of period
 2,038
 2,158

 Cash and cash equivalents at end of year
 $
 3,822
 $
 $
 2,038

 This condensed financial information should be read in conjunction with the Consolidated Financial Statements and Notes included in Part II, Item 8 of this Annual Report on Form 10-K.

 Schedule III. Supplementary Insurance Information

 Deferred Policy Acquisition Costs
 Future Policy Benefits, Losses, Claims and Loss Expenses
 Unearned Premiums
 Earned Premium Revenue
 Investment Income, Net
 Benefits, Claims, Losses and Settlement Expenses
 Amortization of Deferred Policy Acquisition Costs
 Other Underwriting Expenses
 Written Premiums

 Year Ended December 31, 2024
 $
 147,224
 $
 $
 621,448
 $
 $
 $
 $
 $
 140,942
 $
 1,231,470

 Year Ended December 31, 2023
 $
 $
 $
 549,384
 $
 $
 $
 $
 $
 115,800
 $
 1,066,901

 Year Ended December 31, 2022
 $
 104,225
 $
 1,497,274
 $
 474,388
 $
 $
 $
 $
 $
 114,645
 $
 984,223

 Schedule IV. Reinsurance

 Gross Amount
 Ceded to Other Companies
 Assumed From Other Companies
 Net Amount
 Percentage of Amount Assumed to Net Earned

 Year Ended December 31, 2024

 Earned premiums
 $
 1,109,903
 $
 147,196
 $
 214,043
 $
 18.19
 %

 Year Ended December 31, 2023

 Earned premiums
 $
 1,017,917
 $
 144,958
 $
 161,628
 $
 15.62
 %

 Year Ended December 31, 2022

 Earned premiums
 $
 941,998
 $
 101,740
 $
 111,283
 $
 11.70
 %

 Schedule V. Valuation And Qualifying Accounts

 Balance at beginning of period
 Charged to costs and expenses
 Deductions
 Balance at end of period

 Allowance for bad debts

 Year Ended December 31, 2024
 $
 1,794
 $
 —
 $
 $
 1,603

 Year Ended December 31, 2023
 1,575
 —
 1,794

 Year Ended December 31, 2022
 —
 1,575

 Deferred tax asset valuation allowance

 Year Ended December 31, 2024
 $
 —
 $
 —

 $
 —

 Year Ended December 31, 2023
 —
 —
 —
 —

 Year Ended December 31, 2022
 —
 —
 —
 —

 Schedule VI. Supplemental Information Concerning Property and Casualty Insurance Operations

 Affiliation with Registrant: United Fire & Casualty Company and consolidated property and casualty subsidiaries

 Claims and Claim Adjustment Expenses Incurred Related to:
 Amortization of Deferred Policy Acquisition Costs

 Reserves for Unpaid Claims and Claim Adjustment Expenses

 Net Realized Investment Gains (Losses)

 Deferred Policy Acquisition Costs
 Net Investment Income
 Paid Claims and Claim Adjustment Expenses

 Unearned Premiums
 Earned Premiums
 Current Year
 Prior Years
 Written Premiums

 2024
 $
 147,224
 $
 $
 621,448
 $
 $
 ( 5,429)
 $
 $
 745,813
 $
 ( 1,208)
 $
 $
 593,021
 $
 1,231,470

 2023
 $
 $
 $
 549,384
 $
 $
 1,274
 $
 $
 701,664
 $
 67,750
 $
 $
 672,699
 $
 1,066,901

 2022
 $
 104,225
 $
 1,497,274
 $
 474,388
 $
 $
 ( 15,892)
 $
 $
 624,411
 $
 12,890
 $
 $
 688,268
 $
 984,223

 ITEM 16. FORM 10-K SUMMARY
 None.

 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.
 UNITED FIRE GROUP, INC.

 By:
 /s/ Kevin Leidwinger

 Kevin Leidwinger, President, Chief Executive Officer, Director and Principal Executive Officer

 Date:

 By:
 /s/ Eric J. Martin

 Eric J. Martin, Executive Vice President, Chief Financial Officer, Principal Financial Officer and Principal Accounting Officer

 Date:

 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 dates indicated.

 By
 /s/ Kevin Leidwinger
 By
 /s/ Eric J. Martin

 Kevin Leidwinger, President, Chief Executive Officer, Director and Principal Executive Officer
 Eric J. Martin, Executive Vice President, Chief Financial Officer, Principal Financial Officer and Principal Accounting Officer

 Date
 Date

 By
 /s/ James W. Noyce

 By
 /s/ John Paul E. Besong

 James W. Noyce, Chairman and Director

 John Paul E. Besong, Director

 Date

 Date

 By
 /s/ Scott L. Carlton
 By
 /s/ Brenda K. Clancy

 Scott L. Carlton, Director
 Brenda K. Clancy, Director

 Date
 Date

 By
 /s/ Christopher R. Drahozal

 By:
 /s/ Matthew R. Foran

 Christopher R. Drahozal, Director

 Matthew R. Foran, Director

 Date

 Date

 By
 /s/ Mark A. Green
 By:
 /s/ Lura McBride

 Mark A. Green, Director
 Lura McBride, Director

 Date
 Date

 By
 /s/ George D. Milligan

 By
 /s/ Susan E. Voss

 George D. Milligan, Director

 Susan E. Voss, Director

 Date

 Date