UNITED FIRE GROUP INC - 10-K/A - MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS - Insurance News | InsuranceNewsNet

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March 1, 2023 Newswires
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UNITED FIRE GROUP INC – 10-K/A – MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

Edgar Glimpses

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.

FORWARD-LOOKING STATEMENTS


It is important to note that our actual results could differ materially from
those projected in any forward-looking statements in this Annual Report on Form
10-K. Please refer to "Forward-Looking Information" and Part I, Item 1A, "Risk
Factors" of this report for information concerning factors that could cause
actual results to differ materially from the forward-looking statements
contained in this Annual Report on Form 10-K.

BUSINESS OVERVIEW


Originally founded in 1946 as United Fire & Casualty Company, United Fire Group,
Inc. and its consolidated insurance company subsidiaries provide insurance
protection for individuals and businesses through several regional companies.
Our property and casualty insurance company subsidiaries are licensed in 50
states plus the District of Columbia and are represented by approximately 1,000
independent agencies.

Reportable Segments

Our property and casualty insurance business operates and reports as one
business segment. For more information, refer to Part I, Item 1 "Business" under
"General Description."


Pooling Arrangement

All of our property and casualty insurance subsidiaries are members of an
intercompany reinsurance pooling arrangement. The Company's pooling arrangement
permits 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.

Geographic Concentration

Property and Casualty Insurance Business

For 2022, approximately 47.5 percent of our property and casualty premiums were
written in Texas, California, Iowa, Missouri, and New Jersey.









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In 2022, 2021 and 2020 the direct statutory premiums written by our property and
casualty insurance operations were distributed as follows:


                                          Years Ended December 31,                             % of Total
(In Thousands)                       2022          2021           2020            2022             2021            2020
Texas                            $  148,207    $  158,676    $   192,841              16.6  %         17.4  %         18.1  %
California                          111,037       119,171        127,168              12.4            13.1            11.9
Iowa                                 70,128        73,097         91,176               7.8             8.0             8.6
Missouri                             54,090        55,693         72,527               6.1             6.1             6.8
New Jersey                           41,030        49,468         53,406               4.6             5.4             5.0
Louisiana                            37,124        39,280         45,168               4.2             4.3             4.2
Colorado                             34,480        38,761         46,394               3.9             4.3             4.4
Minnesota                            32,659        35,697         39,501               3.7             3.9             3.7
South Dakota                         31,609        30,429         35,166               3.5             3.3             3.3
Illinois                             28,538        29,755         39,562               3.2             3.3             3.7
All Other States                    304,839       281,485        322,409              34.1            30.9            30.3
Direct Statutory Premiums
Written                          $  893,741    $  911,512    $ 1,065,318    

100.0 % 100.0 % 100.0 %

Sources of Revenue and Expense


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.

Profit Factors


Our profitability is influenced by many factors, including price, competition,
economic conditions, investment returns, interest rates, catastrophic events and
other natural disasters, man-made disasters, state regulations, court decisions,
and changes in the law. To manage these risks and uncertainties, we seek to
achieve consistent profitability through strong agency relationships,
exceptional customer service, fair and prompt claims handling, disciplined
underwriting, superior loss control services, prudent management of our
investments, appropriate matching of assets and liabilities, effective use of
ceded reinsurance and effective and efficient use of technology.

We believe our current liquidity position is sufficient to maintain our current
operations and we have the ability to draw on our credit facility if needed. See
Part II, Item 8, Note 13 "Debt" for more information. Our share repurchase
program was suspended in mid-March 2020 and restarted in the first quarter of
2021. Also, the Company maintained the payment of quarterly cash dividends
during 2021 and 2022, with the dividends paid in November 2022 marking the 219th
consecutive quarter of paying dividends since March 1968.

Stockholders' equity decreased to $740.1 million at December 31, 2022, from
$879.1 million at December 31, 2021. The decrease is primarily attributable to
the $138.1 million decrease in the net unrealized value from our fixed maturity
securities, net of tax, shareholder dividends of $15.9 million, and offset by
net income of $15.0 million.

We evaluate goodwill and other intangible assets for impairment at least on an
annual basis or whenever events or changes in circumstances indicate that it is
more likely than not that the carrying amount of goodwill and other intangible
assets may exceed their implied fair value. The Company impaired all goodwill in
2020. The latest evaluation of other intangible assets was completed as of
December 31, 2022 and no impairments were deemed necessary.

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As of December 31, 2022, we intend to keep all assets currently leased and honor
the terms of the contracts. Also, we have five lease contracts where we are the
lessor which we evaluated for impairment. As of December 31, 2022, all payments
on these contracts had been received and we fully expect to receive all future
payments on time.

The decline in certain sectors of the equity and bond markets in 2022 due to
economic conditions did have a material impact on the fair value of our
investments. The Company's investment philosophy, objectives, approach and
program have not changed. During 2022 we had a decrease in the fair value of
equity securities of $12.8 million and a decrease in value of our investments in
limited liability partnerships of $7.9 million from the values reported at
December 31, 2021.

The Company has a highly rated fixed maturity portfolio, with low credit risk.
The Company recognized an increase in unrealized losses of $138.1 million, net
of tax, at December 31, 2022 on its available-for-sale fixed maturity portfolio
due to an increase in interest rates. In addition, we adopted new accounting
guidance on January 1, 2020, which changes the measurement of credit losses for
our investment in available-for-sale fixed maturities and our mortgage loans,
and this also impacts our reinsurance receivables. The adoption of this new
guidance resulted in an immaterial allowance for credit losses to be recorded
for each of these assets on our balance sheet as of December 31, 2022. For more
information on credit losses, please refer to Part II, Item 8, Note 1 "Summary
of Significant Accounting Policies" and Note 2 "Summary of Investments" of this
Annual Report on Form 10-K.

MEASUREMENT OF RESULTS

Our consolidated financial statements are prepared on the basis of GAAP. We also
prepare financial statements for each of our insurance company subsidiaries
based on statutory accounting principles and file them with insurance regulatory
authorities in the states where they do business.

Management evaluates our operations by monitoring key measures of growth and
profitability. The following provides further explanation of the key measures
management uses to evaluate our results:

Catastrophe losses is an operational measure which utilizes the designations of
the Insurance Services Office ("ISO") and are reported with losses and loss
settlement expense amounts net of reinsurance recoverables, unless specified
otherwise. According to the ISO, a catastrophe loss is defined as a single
unpredictable incident or series of closely related incidents that result in
$25.0 million or more in U.S. industry-wide direct insured losses to property
and that affect a significant number of insureds and insurers ("ISO
catastrophe"). 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. Management, at times, may determine for
comparison purposes of our financial results that it is more meaningful to
exclude extraordinary catastrophe losses and resulting litigation. The frequency
and severity of catastrophic losses we experience in any year affect our results
of operations and financial position. In analyzing the underwriting performance
of our property and casualty insurance business, we evaluate performance both
including and excluding catastrophe losses. Portions of our catastrophe losses
may be recoverable under our catastrophe reinsurance agreements. We include a
discussion of the impact of catastrophes because we believe it is meaningful for
investors to understand the variability in our periodic earnings.

                                    Years Ended December 31,
(In Thousands)                 2022           2021          2020
ISO catastrophes            $ 73,342       $ 83,386      $ 141,425
Non-ISO catastrophes (1)         124         15,230            579
Total catastrophes          $ 73,466       $ 98,616      $ 142,004

(1) Includes international assumed losses.

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RESULTS OF OPERATIONS FOR THE YEARS ENDED DECEMBER 31, 2022, 2021 AND 2020

FINANCIAL HIGHLIGHTS

                                                           Years Ended December 31,                                    % Change
                                                                                                              2022                  2021
(In Thousands)                                  2022                2021                 2020               vs. 2021              vs. 2020
Revenues
Net premiums earned                         $ 951,541          $   962,823          $ 1,055,082                  (1.2) %               (8.7) %
Investment income, net of investment
expenses                                       44,932               55,778               39,670                 (19.4)                 40.6

Net investment gains (losses)                 (15,892)              47,383              (32,395)               (133.5)               (246.3)
Other income                                     (295)                 207                6,270                (242.5)                (96.7)
Total revenues                              $ 980,286          $ 1,066,191          $ 1,068,627                  (8.1) %               (0.2) %

Benefits, losses and expenses
Losses and loss settlement expenses         $ 637,301          $   652,155          $   869,467                  (2.3) %              (25.0) %
Amortization of deferred policy acquisition
costs                                         213,075              203,432              210,252                   4.7                  (3.2)
Other underwriting expenses                   114,645              110,574              143,332                   3.7                 (22.9)
Goodwill impairment                                 -                    -               15,091                       NM             (100.0)
Interest expense                                3,188                3,187                    -                     -                     -

Total benefits, losses and expenses $ 968,209 $ 969,348

         $ 1,238,142                  (0.1) %              (21.7) %
Income (loss) before income taxes           $  12,077          $    96,843          $  (169,515)                (87.5)               (157.1) %
Federal income tax expense (benefit)           (2,954)              16,249              (56,809)               (118.2)               (128.6) %
Net income (loss)                           $  15,031          $    80,594          $  (112,706)                (81.3)               (171.5) %

GAAP Ratios:
Net underlying loss ratio (1)                    59.2  %              64.4  %              71.2  %               (8.1) %               (9.6) %
Catastrophes - effect on net loss ratio (1)       7.7  %              10.2  %              13.5  %              (24.5) %              (24.4) %
Reserve development-effect on net loss
ratio (1)                                         0.1  %              (6.9) %              (2.2) %             (101.4) %              213.6  %
Net loss ratio (2)                               67.0  %              67.7  %              82.4  %               (1.0) %              (17.8) %
Expense ratio (3)                                34.4  %              32.6  %              33.5  %                5.5  %               (2.7) %
Combined ratio (4)                              101.4  %             100.3  %             115.9  %                1.1  %              (13.5) %


NM = not meaningful
(1) Net underlying loss ratio is defined as the net loss ratio less impacts of
catastrophes and non-catastrophe prior year reserve development.
(2) Net loss ratio is calculated by dividing the sum of losses and loss
settlement expenses by net premiums earned. 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.
(3) Expense ratio is calculated by dividing non-deferred underwriting expenses
and amortization of deferred policy acquisition costs by net premiums earned.
The expense ratio measures a company's operational efficiency in producing,
underwriting and administering its insurance business.
(4) 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.

In 2022, the decrease in net income compared to 2021 was primarily due to lower
premiums earned, lower net investment income from a decrease in value of other
long-term assets, and net investment losses from a decrease in the fair value of
equity securities, as compared to net investment gains for the same period in
2021.

Net income reported in 2021 as compared to a net loss in 2020 was primarily due
to a decrease in losses and loss settlement expenses, a decrease in other
underwriting expenses, an increase in investment income and net investment

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gains from an increase in the fair value of equity securities, as compared to
net investment losses for the same period in 2020. These were partially offset
by a decrease in net premiums earned.

Premiums


The following table shows our premiums written and earned for 2022, 2021 and
2020:

                                                                                                                   % Change
(In Thousands)                                                                                           2022                    2021
Years ended December 31,                 2022                2021                 2020                 vs. 2021                vs. 2020
Direct premiums written              $ 893,741           $ 911,514           $ 1,065,318                     (1.9) %                (14.4) %
Assumed premiums written               190,215             130,375                34,371                     45.9                   279.3
Ceded premiums written                 (99,732)           (100,541)              (88,339)                    (0.8)                   13.8
Net premiums written(1)              $ 984,224           $ 941,348           $ 1,011,350                      4.6  %                 (6.9) %
Less: change in unearned premiums      (34,655)             25,112                40,317                   (238.0)                  (37.7)
Less: change in prepaid reinsurance
premiums                                 1,972              (3,637)                3,415                    154.2                  (206.5)
Net premiums earned                  $ 951,541           $ 962,823           $ 1,055,082                     (1.2) %                 (8.7) %


NM = not meaningful
(1) Net premiums written: Net premiums written is frequently used by industry
analysts and other recognized reporting sources to facilitate comparisons of the
performance of insurance companies. Net premiums written are the amount charged
for insurance policy contracts issued and recognized on an annualized basis at
the effective date of the policy. Management believes net premiums written are a
meaningful measure for evaluating insurance company sales performance and
geographical expansion efforts. Net premiums written for an insurance company
consists of direct premiums written and reinsurance assumed, less reinsurance
ceded. Net premiums earned is calculated on a pro rata basis over the terms of
the respective policies. Unearned premium reserves are established for the
portion of premiums written applicable to the unexpired term of insurance policy
in force. The difference between net premiums earned and net premiums written is
the change in unearned premiums and change in prepaid reinsurance premiums.

Net Premiums Written


Net premiums written comprise direct and assumed premiums written, less ceded
premiums written. Direct premiums written are the total policy premiums, net of
cancellations, associated with policies issued and underwritten by our property
and casualty insurance business. Assumed premiums written are the total premiums
associated with the insurance risk transferred to us by other insurance and
reinsurance companies pursuant to reinsurance contracts. Ceded premiums written
is the portion of direct premiums written that we cede to our reinsurers under
our reinsurance contracts. Net premiums earned are recognized ratably over the
life of a policy and differ from net premiums written, which are recognized on
the effective date of the policy.

Direct Premiums Written
Direct premiums written decreased $17.8 million in 2022 as compared to 2021
primarily due to our continued focus on improving profitability through
non-renewal of under-performing accounts in our commercial auto line of
business. Direct premiums written decreased $153.8 million in 2021 as compared
to 2020 primarily due to our focus on improving profitability through
non-renewal of under-performing accounts in our commercial auto line of business
and our exit from the personal lines business which began in September 2020.

Assumed Premiums Written


Assumed premiums written increased $59.8 million in 2022 as compared to 2021 due
to growth of our assumed book by the addition of new programs and cedant premium
growth.

Assumed premiums written increased $96.0 million in 2021 as compared to 2020 due
to growth of our assumed book by the addition of new programs and cedant premium
growth.
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Ceded Premiums Written
Direct premiums written are reduced by the ceded premiums that we pay to
reinsurers. For 2022, the ratio of ceded premiums to direct written premiums is
nearly the same as it was in 2021, and thus ceded premiums written are only down
as a reflection of decreased direct premiums written. For 2021, we ceded 13.8
percent more premiums to reinsurers related to the Fund's at Lloyd's agreement
offset by a decrease in written premium for ICAT (International Catastophe),
decrease in reinstatement premium paid for catastrophe events, and decreased
placement of facultative reinsurance.

Losses and Loss Settlement Expenses

Climate Change and Catastrophe Exposures


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 war, acts of terrorism and political instability.
Such events result in insured losses that can be, and may continue to be, a
material factor in our results of operations and financial position, as 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.
Because the level of insured losses that may occur in any one year cannot be
accurately predicted, these losses contribute to fluctuations in our
year-to-year results of operations and financial position. 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. Our property and casualty insurance business experiences some
seasonality with regard to premiums written, which are generally highest in
January and July and lowest during the fourth quarter. 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. 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 exposures in natural catastrophe exposed areas and
consider the impacts of climate change and the unpredictability of future trends
in adjusting our geographic concentrations in the United States. 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 of the United States, 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.

Overall, the models indicate increased risk estimates for our exposure to
hurricanes in the U.S., but the impact of the models on our book of business
varies significantly among the regions that we model for hurricanes. Based on
our analysis, we have implemented more targeted underwriting and rate
initiatives in some regions. We intend to continue to take underwriting actions
and/or purchase additional reinsurance as necessary to reduce our exposure.

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.

Despite our efforts to manage our catastrophe exposure, 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
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estimated amount reserved. Although we reinsure a portion of our exposure,
reinsurance may prove to be inadequate if a major catastrophic event exceeds our
reinsurance limits or if we experience a number of small catastrophic events
that individually fall below our reinsurance retention level.

Catastrophe Losses


In 2022, our pre-tax catastrophe losses were $73.5 million, a decrease of $25.1
million compared to $98.6 million in 2021 and a decrease of $68.5 million as
compared to $142.0 million in 2020. In 2022, our catastrophe losses included 45
events. Catastrophe losses in 2022 added 7.7 percentage points to the combined
ratio, which is above our historical 10-year average of 7.0 percentage points.

In 2021, our pre-tax catastrophe losses were $98.6 million, a decrease of
$43.4 million compared to $142.0 million in 2020 and an increase of $34.2
million as compared to $64.4 million in 2019. In 2021, our catastrophe losses
included 58 events. Catastrophe losses in 2021 added 10.2 percentage points to
the combined ratio, which was above our historical 10-year average of 7.3
percentage points.

Catastrophe Reinsurance


In 2022, the company entered into a pillared loss occurrence program in addition
to the Excess of Loss ("XOL") ceded reinsurance program. Our catastrophe
reinsurance retention level was $15.0 million for the XOL ceded reinsurance
treaty and $5.0 million for the pillared loss occurrence program. We did not
experience any property catastrophe events that produced a reported loss to
either program. IBNR on certain catastrophe losses in 2022 have considered these
insurance programs.

In 2021 we exceeded our catastrophe reinsurance retention level of $20.0 million
with winter storm Uri which caused widespread freezing damages across multiple
states in February. Uri was a full retention loss, with losses in excess of our
stated reinsurance retention of $20.0 million. Total losses from this storm,
including assumed reinsurance, were $28.5 million with $7 million of reinsurance
recoveries. In 2021, we also exceeded our catastrophe reinsurance retention
level of $20.0 million from further loss development from the April 2020 Midwest
hail storm. A majority of the losses occurred in 2020, with the reinsurance
retention level reached in 2021.

The majority of the Company's catastrophe reinsurance programs renewed on
January 1, 2023, including the XOL treaty, earthquake quota share and pillared
occurrence program. During the renewal period in 2022, reinsurance markets
hardened and the industry experienced increasing reinsurance pricing and lower
reinsurer capacity. The Company was able to renew previous programs and we
expect to have an increase in reinsurance costs of one to two percent of the
combined ratio, which we anticipate to offset with increases in direct premiums
written.

We use many reinsurers, both domestic and foreign, which helps us to avoid
concentrations of credit risk associated with our reinsurance. All reinsurers we
do business with must meet the following minimum criteria: capital and surplus
of at least $300.0 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-."








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The following table represents the primary reinsurers we utilize and their
financial strength ratings as of December 31, 2022:


Name of Reinsurer                         A.M. Best    S&P Rating
Everest Reinsurance Company(2)               A+            A+
General Reinsurance Corporation(2)           A++          AA+
Hannover Rueckversicherung AG (1) (2)        A+           AA-
Lloyd's                                       A            A+
Munich Re(2)                                 A+           AA-
Odyssey Re(2)                                 A            A
Partner Re(1)(2)                             A+            A+
QBE Reinsurance Corporation(1)                A            A+
R&V Versicherung AG(2)                       N/A           A+
Renaissance Re                               A+            A+
SCOR Reinsurance Company(1)(2)               A+            A+
Toa Re(1)                                     A            A
Tokio Marine Kiln                            A++           A+
Transatlantic Re(1)                          A+           AA+


(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.


Terrorism Coverage

The Terrorism Risk Insurance Program Reauthorization Act of 2019 (TRIPRA) is the
fourth reauthorization of the law, which was previously reauthorized in 2005,
2007, and 2015. TRIPRA coverage is effective through December 31, 2027 and
preserves the current industry loss trigger of $200 million per year, and
gradually increased the industry-wide retention to $37.5 billion per year.
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. Under TRIPRA, each insurer has a deductible
amount, which is 20.0 percent of the prior year's direct commercial lines earned
premiums for the applicable lines of business, and retention of 15.0 percent
above the deductible. No insurer that has met its deductible shall be liable for
the payment of any portion of that amount that exceeds the annual aggregate loss
cap specified in TRIPRA. TRIPRA provides marketplace stability. As a result,
coverage for terrorist events in both the insurance and reinsurance markets is
often available. The amount of aggregate losses necessary for an act of
terrorism to be certified by the U.S. Secretary of the Treasury, the Secretary
of State and the Attorney General was $200.0 million for 2022 and remains the
same for 2023. Our TRIPRA deductible was $132.6 million for 2022 and our TRIPRA
deductible is expected to be $124.8 million for 2023. Our catastrophe and
non-catastrophe reinsurance programs provide limited coverage for terrorism
exposure excluding nuclear, biological and chemical-related claims.

2022 Results


In 2022, our losses and loss settlement expenses were 2.3 percent lower than
2021 and our net loss ratio decreased 0.7 points. The primary driver for the
decline is a reduction of 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 the
prior year. Our commercial lines were down slightly and will be discussed in
more detail in Net Loss Ratios by Line. In 2022, catastrophe losses were $73.5
million in both our direct business and assumed reinsurance business as compared
to $98.6 million in 2021.


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2021 Results


In 2021, our losses and loss settlement expenses were 25.0 percent lower than
2020 and our net loss ratio decreased 14.7 points. The decrease in losses and
loss settlement expenses was primarily due to a decrease in frequency and
severity of commercial auto liability losses and comparatively lower catastrophe
losses. In 2021, catastrophe losses were $98.6 million in both our direct
business and assumed reinsurance business as compared to $142.0 million in 2020.

Reserve Development


For many liability claims, significant periods of time, ranging up to several
years, and for certain construction defect claims, more than a decade, may
elapse between the occurrence of the loss, the reporting of the loss to us and
the settlement or other disposition 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. Reserves for these long-tail coverages represent a
significant portion of our overall carried reserves.


When establishing reserves and monitoring reserve adequacy, we analyze
historical data and consider the potential impact of various loss development
factors and trends including historical loss experience, legislative enactments,
judicial decisions, legal developments in imposition of damages, experience with
alternative dispute resolution, results of our medical bill review process and
changes and trends in general economic conditions, including the effects of
inflation. All of these factors influence our estimates of required reserves and
for long-tail lines these factors can change over the course of the settlement
of the claim. However, there is no precise method for evaluating the specific
dollar impact of any individual factor on the development of reserves.

Our reserving philosophy is to reserve claims to their ultimate expected loss
amount as soon as practicable after information about a claim becomes available.
This approach tends to produce, on average, conservative case reserves, which we
expect to result in some level of favorable development over the course of
settlement.

2022 Development


The property and casualty insurance business experienced $12.9 million of
unfavorable development in our net reserves for prior accident years for the
twelve-month period ended December 31, 2022. The two lines that contributed to
the majority of the unfavorable development were commercial other liability with
$47.8 million and commercial fire and allied with $24.8 million unfavorable
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.

2021 Development


The property and casualty insurance business experienced $48.9 million of
favorable development in our net reserves for prior accident years for the
twelve-month period ended December 31, 2021. Two lines contributed the majority
of favorable development with the largest contribution coming from commercial
automobile which had $43.3 million favorable development, followed by workers'
compensation which had $10.9 million favorable development. All other individual
lines, with the exception of commercial other liability, experienced favorable
development. Commercial other liability experienced $20.7 million of unfavorable
development. The favorable
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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. The favorable development for workers'
compensation was from both loss and LAE and for loss the reductions in reserves
for reported claims were more than sufficient to offset paid loss; 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.
Commercial other liability experienced unfavorable development due to paid loss
which was greater than reductions in reserves for unpaid loss; LAE developed
favorably and partially offset the unfavorable loss development.

2020 Development


The property and casualty insurance business experienced $17.7 million of
favorable development in our net reserves for prior accident years for the
twelve-month period ended December 31, 2020. Four lines contributed the majority
of favorable development with the largest contribution coming from workers'
compensation which had $25.4 million favorable development followed by
commercial fire and allied lines which had $10.7 million favorable development.
The two other lines which experienced favorable development were fidelity and
surety with $2.1 million favorable development and personal automobile with $1.9
million favorable development. The favorable development for workers'
compensation was primarily from reductions in reserves for reported claims which
were more than sufficient to offset paid loss. 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. Commercial
fire and allied lines developed favorably because reductions in reserves for
reported claims combined with reductions in reserves for IBNR claims were more
than sufficient to offset paid loss; LAE also contributed favorable development
with reductions in reserves more than sufficient to offset payments. Fidelity
and surety loss developed favorably because a reduction in reserves for IBNR
claims was more than sufficient to offset both paid loss and increases in
reserves for reported claims. The personal automobile line of business developed
favorably because reductions of reserves for reported claims combined with
reductions of reserves for IBNR claims were more than sufficient to offset paid
loss; LAE also contributed favorable development with reductions in reserves
more than sufficient to offset payments. Much of the favorable development was
offset by unfavorable development from three lines with the largest contribution
coming from commercial liability which experienced $12.8 million unfavorable
development. The two other lines which experienced unfavorable development were
reinsurance assumed with $6.4 million unfavorable development and commercial
automobile with $4.0 million unfavorable development. The commercial liability
line of business experienced unfavorable development due to paid loss which was
greater than reductions in reserves for unpaid loss; LAE developed favorably and
partially offset the unfavorable loss development. The unfavorable development
for the reinsurance assumed line of business was due to paid loss which was
greater than reductions in reserves for unpaid loss. The commercial automobile
line of business experienced unfavorable development because paid loss was
greater than reductions in reserves for unpaid loss, but a portion of the
unfavorable loss development was offset by favorable development from LAE where
payments were more than offset by reductions of reserves for unpaid loss
adjustment expense. On an all lines combined basis, favorable development is
attributable to LAE which continues to benefit from additional litigation
management efforts. The lines of business not mentioned individually above
contributed an additional combined total of $0.8 million of favorable
development.

Reserve development amounts can vary significantly from year-to-year depending
on a number of factors, including the number of claims settled and the
settlement terms, and are subject to reallocation between accident years and
lines of business.

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Net Loss Ratios by Line

The following table depicts our net loss ratios for 2022, 2021 and 2020:


Years ended December 31,                                   2022                                                               2021                                                               2020
                                                     Net Losses and                                                     Net Losses and                                                      Net Losses and
                                Net Premiums         Loss Settlement                               Net Premiums         Loss Settlement                               Net Premiums          Loss Settlement
(In Thousands)                     Earned           Expenses Incurred       Net Loss Ratio            Earned           Expenses Incurred       Net Loss Ratio            Earned            Expenses Incurred       Net Loss Ratio
Commercial lines
Other liability                    302,446          $      231,587                  76.6  %       $   299,961          $      184,794                  61.6  %       $    316,098          $      200,280                  63.4  %
Fire and allied lines              232,156                 204,278                  88.0              238,881                 177,136                  74.2               245,454                 228,305                  93.0
Automobile                         208,398                 114,296                  54.8              248,135                 181,119                  73.0               296,444                 290,891                  98.1
Workers' compensation               56,015                  27,545                  49.2               61,690                  43,790                  71.0                75,953                  29,463                  38.8
Fidelity and surety                 37,975                   6,790                  17.9               30,989                   2,913                   9.4                28,001                     707                   2.5
Other                                1,081                     821                  75.9                1,313                     251                  19.1                 1,530                     261                  17.1
Total commercial lines             838,071          $      585,317                  69.8  %       $   880,969          $      590,003                  67.0  %       $    963,480          $      749,907                  77.8  %

Personal lines
Fire and allied lines          $     4,957          $        2,959                  59.7  %       $    14,604          $       20,215                 138.4  %       $     32,061          $       66,815                 208.4  %
Automobile                               1                  (3,123)                      NM             7,144                   5,784                  81.0                27,976                  21,535                  77.0
Other                                   50                  (1,009)                      NM               361                    (216)                      NM              1,148                   3,741                 325.9
Total personal lines           $     5,008          $       (1,173)                (23.4) %       $    22,109          $       25,783                 116.6  %       $     61,185          $       92,091                 150.5  %
Reinsurance assumed            $   108,462          $       53,157                  49.0  %       $    59,745          $       36,369                  60.9  %       $     30,417          $       27,469                  90.3  %
Total                          $   951,541          $      637,301                  67.0  %       $   962,823          $      652,155                  67.7  %       $  1,055,082          $      869,467                  82.4  %







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Commercial Lines
The net loss ratio in our commercial lines of business, excluding assumed
reinsurance, was 69.8 percent in 2022 compared to 67.0 percent in 2021 and 77.8
percent in 2020. The net loss dollars for 2022 compared to 2021 are lower by 0.8
percent but the loss ratio increased due to the contraction of premiums in 2022.
The net loss ratio in 2021 decreased compared to 2020 primarily due to
comparatively lower catastrophe losses and a decrease in frequency and severity
of commercial auto liability losses.

Other Liability


Other liability is business insurance covering bodily injury and property damage
arising from general business operations, accidents on the insured's premises
and products manufactured or sold. Because of the long-tail nature of 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.


The net loss ratio deteriorated 15.0 percentage points in 2022 compared to 2021.
The increase in the loss ratio is related to an increase in severity. During
2022, a combination of deeper analytical insights and emerging claim experience
has increased our view of potential exposure within this line which has led to
reserve strengthening.

Construction Defect Losses

At December 31, 2022, we had $103.8 million in construction defect loss and loss
settlement expense reserves (excluding IBNR reserves which are calculated at the
overall other liability commercial line), which consisted of 5,338 claims. In
comparison, at December 31, 2021, we had reserves of $86.8 million, excluding
IBNR reserves, consisting of 4,496 claims. Our West Coast region continues to be
the origin of the majority of the construction defect claim activity.

Construction defect claims generally relate to allegedly defective work
performed in the construction of structures such as apartments, condominiums,
single family dwellings or other housing, as well as the sale of defective
building materials. Such claims seek recovery due to damage caused by alleged
deficient construction techniques or workmanship. The reporting of such claims
can be quite delayed due to an extended statute of limitations, sometimes up to
ten years. Court decisions have expanded insurers' exposure to construction
defect claims as well. 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.

We have exposure to construction defect liabilities in Texas, Colorado and
surrounding states. We have historically insured small- to medium-sized
contractors in this geographic area. In an effort to limit the number of future
claims from multi-unit buildings, we implemented policy exclusions in 2009,
later revised in 2010, that exclude liability coverage for contractors
performing "residential structural" operations on any building project with more
than 12 units or on single family homes in any subdivision where the contractor
is working on more than 15 homes. The exclusions do not apply to remodeling or
repair of an existing structure. We also changed our underwriting guidelines to
add a professional liability exclusion when contractors prepare their own design
work or blueprints and implemented the multi-family exclusion and tract home
building limitation form for the state of Colorado and our other western states
as a means to reduce our exposure in future years. When offering commercial
umbrella coverage for structural residential contractors, limits of liability
are typically limited to a maximum of $2.0 million per occurrence. Requests to
provide additional insured status for "developers" are declined.

As a result of our acquisition of Mercer Insurance Group, Inc. in 2011, we added
construction defect exposure in the states of California, Nevada and
Arizona. Mercer Insurance Group, Inc. has been writing in these states for more
than 20 years. In order to minimize our exposure to construction defect claims
in this region, we continually review the coverage we offer and our pricing
models. In an effort to limit our exposure from residential multi-unit
buildings, we started including condominium and townhouse construction policy
exclusions in 2012 for our contracting policies in this region. For the majority
of our residential contractors we limit the size of any tracts the contractor is
working on to 25 homes or less and do not include a continuous trigger with our
designated work exclusion. In a majority of the policies in our small service,
repair and remodel contractors program, we have a
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favorable new residential construction exclusion. We also apply strict
guidelines when additional insured forms are required and changed our
underwriting guidelines to limit our exposure to large, multi-party construction
defect claims.

Commercial Fire and Allied Lines


Commercial fire and allied lines include fire, allied lines, commercial multiple
peril and inland marine. The insurance covers losses to an insured's property,
including its contents, from weather, fire, theft or other causes. We provide
this coverage through a variety of business policies.

The net loss ratio deteriorated 13.8 percentage points in 2022 compared to 2021.
The deterioration in 2022 is related to an increase in severity of
non-catastrophe claims.

Commercial Automobile


Our commercial automobile insurance covers 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.

The net loss ratio improved 18.2 percentage points in 2022 compared to 2021. The
improvement is attributable to a decrease in frequency and severity of
commercial auto losses, which is the direct result of our continued focus to
increase the quality of our commercial auto book of business through non
renewing underperforming accounts and rate increases.

Workers' Compensation


We consider our workers' compensation business to be a companion product; we
rarely write stand-alone workers' compensation policies. Our workers'
compensation insurance covers primarily small- to mid-size accounts. The net
loss ratio improved 21.8 percentage points in 2022 compared to 2021. This line
experienced improvement with lower frequency of losses, a decline in severity
and favorable prior accident year reserve development.

Fidelity and Surety


Our surety products guarantee performance and payment by our bonded principals.
Our contract bonds protect owners from failure to perform on the part of our
principals. In addition, our surety bonds protect material suppliers and
subcontractors from nonpayment by our contractors. 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.

The net loss ratio deteriorated 8.5 percentage points in 2022 compared to 2021.
This line continues to perform well with a low loss ratio of 17.9 percent as we
expand this book of business. The deterioration is due to an increase in
severity of losses in 2022 as compared to 2021.

Personal Lines
Our personal lines consist primarily of fire and allied lines (including
homeowners) and automobile lines. The negative loss ratio is due to reserves
developing favorably after our independent insurance agents transferred their
personal lines policies to Nationwide Mutual Insurance Company.

Assumed Reinsurance


Our assumed reinsurance portfolio is comprised of contracts that provide
reinsurance protection to insurance companies. We only reinsure companies with
attractive expected profitability, relevant materiality, and strong reputation.
Our reinsurance business focuses on long-term relationships.
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Net earned premium grew to $108.5 million in 2022 compared to $59.7 million in
2021. The net loss ratio improved 11.9 percentage points in 2022 compared to
2021. Results benefited from hardened reinsurance rates, as well as our
disciplined approach to underwriting.

Underwriting Expense Ratio


Our underwriting expense ratio, which is a percentage of amortization of
deferred policy acquisition costs and other underwriting expenses over net
premiums earned, was 34.4 percent, 32.6 percent and 33.5 percent for 2022, 2021,
and 2020, respectively. The increase in expense ratio in 2022 as compared to
2021 was primarily driven by the non-recurring benefit in 2021 resulting from
the change in design of our employee post-retirement benefit plans. The decrease
in the expense ratio in 2021 as compared to 2020 was primarily due to the change
in the design of our employee post-retirement benefit plans and a decrease in
the acceleration of the amortization of our deferred acquisition costs due to
improved profitability in our commercial auto line of business.

Federal Income Taxes


We reported a federal income tax benefit on a consolidated basis of $3.0 million
or (24.5) percent of pre-tax income in 2022. For 2022, the effective tax rate
varied from the statutory federal income tax expense rate at 21.0 percent, due
primarily to our portfolio of tax-exempt securities and general business tax
credits. In 2021, federal income tax expense on a consolidated basis was $16.2
million or 16.8 percent of pre-tax income and federal income tax benefit on a
consolidated basis was $56.8 million or 33.5 percent of pre-tax loss in 2020.

Deferred tax assets are reduced by a valuation allowance when management
believes it is more likely than not that some, or all, of the deferred taxes
will not be realized. After considering all positive and negative evidence of
taxable income in the carryback and carryforward periods and our tax planning
strategy of holding debt securities with unrealized losses to maturity or
recovery, we believe it is more likely than not that all the deferred assets
will be realized. As a result, we have no valuation allowance at December 31,
2022 and 2021.

As of December 31, 2022, we had no alternative minimum tax credit carryforwards.


INVESTMENTS

Investment Environment

Following a very successful 2021, most investors experienced a difficult year in
2022. Stock prices plummeted and U.S. bonds suffered their worst selloff ever,
the combination of which had a chilling effect on capital markets more broadly.
The IPO market endured a year of record low issuance, mergers and acquisition
activity was relatively subdued, and most saw the value of their 401(k) account
drop significantly.

The S&P 500 fell 19.4% for the year, while the Dow Jones Industrial Average
dropped 8.8%. The Nasdaq Composite Index plunged 33.1% as Technology shares felt
the adverse effects of higher interest rates and prospects of a slowing economy.
All three U.S. indices logged their worst annual performance since 2008. The
closing yield on 10-year U.S. Treasuries climbed from 1.512% at the end of 2021
to as high as 4.244% in October before settling at 3.877% at year-end. Most
major bond indices were down 15-20% for the year.

There were many factors contributing to the narrative, but at the heart of
2022's performance was consumer and producer price inflation not seen in over
forty years. What was originally believed to be "transitory" pricing pressures
turned into a significant challenge for policy makers, which required
extraordinary measures in response. Making matters more difficult was Russia's
invasion of Ukraine, which sent energy prices soaring in the first quarter and
disrupted food and energy supply chains globally. However, even as oil and gas
prices moderated and supply chains came into line, inflation remained stubbornly
high. In response, the Federal Reserve initiated its most aggressive interest
rate increases since the 1980s. By the end of 2022, policymakers had lifted the
Fed Funds rate from 0% to 4.50%, with four consecutive 75 basis point increases
from June to November.

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Tighter financial conditions led portfolio managers to flee the most popular
investments from prior years. In a period of zero interest rates, which was the
decade or so following the financial crisis of 2008, it cost very little to
invest in growth stocks regardless of whether those companies were profitable.
With short-term bonds and other cash-like investments now delivering yields not
seen in several years, portfolio managers chose to rotate away from risky
investments with uncertain prospects. Commodities were the big winner in 2022,
with the Energy Sector of the S&P 500 returning 65.8%. Utilities placed a
distant second, delivering 1.41% total return for the year.

Fed officials have been steadfast in saying their work is far from over, but
markets are positioning for a more dovish future state. Although wages have been
increasing, they are not currently keeping pace with the overall level of
inflation. Therefore, the consumer's true purchasing power is deteriorating, and
this is one of the primary issues monetary policy is attempting to cure. Signs
the economy is cooling began to appear in the fourth quarter. As we closed-out
the year, yields on short- and long-term Treasuries seemed to be pricing for a
less restrictive Fed, and not a central bank intent on keeping monetary policy
tight for the foreseeable future. The economy and financial markets are set-up
for a pivotal year in 2023, with a meaningful lack of clarity on the future path
forward for investors. That said, there are reasonable scenarios to consider in
the year ahead to both downside risk and upside opportunity.

Investment Philosophy


The Company's assets are invested to preserve capital and maximize after-tax
returns while maintaining an appropriate balance of risk. The 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. Our
general investment philosophy is to purchase financial instruments with the
expectation that we will hold them to their maturity. However, active management
of our portfolio is considered necessary to appropriately manage risk, achieve
portfolio objectives and maximize investment income as market conditions
change.

Each of our insurance company subsidiaries develops an appropriate investment
strategy that aligns with its business needs and supports United Fire's
strategic plan and risk appetite. The portfolio is structured to be in
compliance with state insurance laws that prescribe the quality, concentration
and type of investments that may be made by insurance companies.

Investment Portfolio


Our invested assets at December 31, 2022 totaled $1,844.9 million, compared to
$2,064.7 million at December 31, 2021, a decrease of $219.8 million. At
December 31, 2022, fixed maturity securities and equity securities comprised
84.1 percent and 9.2 percent of our investment portfolio, respectively. Because
the primary purpose of the investment portfolio is to fund future claims
payments, 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. Our overall investment strategy is to stay fully invested
(i.e., minimize cash balances). If additional cash is needed, we have the
ability to borrow funds available under our revolving credit facility.

Composition


We develop our investment strategies based on a number of factors, including
estimated duration of reserve liabilities, short- and long-term liquidity needs,
projected tax status, general economic conditions, expected rates of inflation
and regulatory requirements. 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 composition of our investment portfolio at December 31, 2022 is presented at
carrying value in the following table:

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                                                 Percent
(In Thousands)                                   of Total
Fixed maturities:
Available-for-sale            $ 1,551,336          84.0  %
Trading securities                                    -
Equity securities                 169,106           9.2
Mortgage loans                     37,898           2.1
Other long-term investments        86,276           4.7
Short-term investments                275             -
Total                         $ 1,844,891         100.0  %



At December 31, 2022 and December 31, 2021, our fixed maturities portfolio is
classified as available-for-sale. Available-for-sale fixed maturity securities
are carried at fair value, with changes in fair value recognized as a component
of accumulated other comprehensive income in stockholders' equity. We record
convertible redeemable preferred debt securities and equity securities at fair
value, with any changes in fair value recognized in earnings.

As of December 31, 2022 and 2021, we did not have direct exposure to investments
in subprime mortgages or other credit enhancement vehicles.

Credit Quality


The following table shows the composition of fixed maturity securities held in
our available-for-sale security portfolios by credit rating at December 31, 2022
and 2021. Information contained in the table is generally based upon the issue
credit ratings provided by Moody's, unless the rating is unavailable, in which
case we obtain it from Standard & Poor's.

(In Thousands)             December 31, 2022                        December 31, 2021
Rating                 Carrying Value      % of Total        Carrying Value         % of Total
AAA               $         540,485            34.8  %     $         670,222            39.0  %
AA                          482,369            31.1                  586,426            34.1
A                           232,668            15.0                  209,076            12.2
Baa/BBB                     278,247            17.9                  241,547            14.0
Other/Not Rated              17,567             1.1                   12,519             0.7
                  $       1,551,336           100.0  %     $       1,719,790           100.0  %



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. If our invested assets and reserve liabilities have similar
durations, then any change in interest rates will have an equal effect on these
accounts. The primary purpose for matching invested assets and reserve
liabilities is liquidity. 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.

The weighted average effective duration of our portfolio of fixed maturity
securities was 4.3 years at December 31, 2022 compared to 3.9 years at
December 31, 2021.


The amortized cost and fair value of available-for-sale and trading fixed
maturity securities at December 31, 2022, 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.
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(In Thousands)                                      Available-For-Sale
                                                               Amortized          Fair
December 31, 2022                                                Cost             Value
Due in one year or less                                      $    35,745      $    35,549
Due after one year through five years                            461,716    

448,758

Due after five years through 10 years                            539,189          501,171
Due after 10 years                                               361,171          335,136
Asset-backed securities                                            3,932            4,254
Mortgage-backed securities                                        20,450           17,700
Collateralized mortgage obligations                              240,477          208,771
                                                             $ 1,662,680      $ 1,551,339



Investment Results

We invest the premiums received from our policyholders in order to generate
investment income, which is an important component of our revenues and
profitability. The amount of investment income that we are able to generate is
affected by many factors, some of which are beyond our control. Some of these
factors are volatility in the financial markets, economic growth, inflation,
changes in interest rates, world political conditions, terrorist attacks or
threats of terrorism, adverse events affecting other companies in our industry
or the industries in which we invest and other unpredictable national or world
events. Net investment income decreased 19.4 percent in 2022, compared with the
same period of 2021 and was primarily due to the change in the fair value of our
investments in limited liability partnerships. The valuation of our investments
in limited liability partnerships varies from period to period due to current
equity market conditions. We expect to maintain our investment philosophy of
purchasing quality investments rated investment grade or better.

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. The following table contains a rollforward of the
allowance for credit losses for available-for-sale fixed maturity securities at
December 31, 2022:

Rollforward of allowance for credit losses for available-for-sale fixed maturity securities:

                                                                                             As of
                                                                                       December 31, 2022
Beginning balance, January 1, 2022                                                  $                  -

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

                                                                                       3

Ending balance, December 31, 2022                                                   $                  3


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. We believe
that any unrealized losses on our available-for-sale fixed maturity securities
at December 31, 2022 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 gains and 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.



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Net Investment Income

In 2022, our investment income, net of investment expenses, decreased
$10.8 million to $44.9 million as compared to 2021, primarily due to the change
in the fair value of our investments in limited liability partnerships.

In 2021, our investment income, net of investment expenses, increased
$16.1 million to $55.8 million as compared to 2020, primarily due to the change
in the fair value of our investments in limited liability partnerships.

The following table summarizes the components of net investment income:


(In Thousands)
Years Ended December 31,                     2022          2021          

2020

Investment income from operations:
Interest on fixed maturities              $ 48,702      $ 43,224      $ 

46,478

Dividends on equity securities               5,163         5,031         

6,368

Income on other long-term investments            -               0             0
Interest                                     4,742         4,481         1,890
Change in value (1)                         (7,930)        9,699        (9,633)
Interest on mortgage loans                   1,897         1,995         1,949
Interest on short-term investments             354            18           

107

Interest on cash and cash equivalents          740           252           

763

Other                                          780           152           

205

Total investment income from operations   $ 54,448      $ 64,852      $ 48,127
Less investment expenses                     9,516         9,074         8,457
Net investment income                     $ 44,932      $ 55,778      $ 39,670

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


In 2022, 89.4 percent of our gross investment income originated from interest on
fixed maturities, compared to 66.7 percent and 96.6 percent in 2021 and 2020,
respectively.

The following table details our annualized yield on average invested assets for
2022 , 2021, and 2020, which is based on our invested assets (including money
market accounts) at the beginning and end of the year divided by net investment
income:

(In Thousands)
                                Average            Investment         Annualized Yield on
Years ended December 31,    Invested Assets       Income, Net       Average Invested Assets
2022                       $      1,992,108      $     44,932                         2.3  %
2021                              2,141,022            55,778                         2.6  %
2020                              2,169,220            39,670                         1.8  %








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Net Investment Gains and Losses


The following table summarizes the components of our net investment gains or
losses:

(In Thousands)
Years Ended December 31,                        2022           2021          2020
Net investment gains (losses):
Net gains (losses):
Fixed maturities:
Available-for-sale                           $  (1,397)     $   (277)     $   1,787
Allowance for credit losses                         (3)            5             (5)
Trading securities
Change in fair value                                 -             -         (3,314)
Sales                                                -             -          2,950
Equity securities
Available-for-sale
Trading securities
Change in fair value                           (12,802)       30,682         (6,875)
Sales                                           (1,767)       14,444        (26,906)
Mortgage loans                                     109             5             (4)
Other long-term investments                       (267)        2,780              -
Short-term investments                               -             -              -
Other-than-temporary-impairment charges:
Fixed maturities                                     -             -              -
Equity securities                                    -             -              -
Cash equivalents                                     -             -              -
  Real Estate                                      235          (256)     $     (28)

Total net investment gains (losses) $ (15,892) $ 47,383 $ (32,395)

Net Unrealized Investment Gains and Losses


As of December 31, 2022, net unrealized investment losses, after tax, totaled
$88.4 million compared to unrealized gains of $49.8 million and unrealized gains
of $83.1 million as of December 31, 2021 and 2020, respectively. The net
unrealized investment losses in 2022 was primarily the result of a change in the
value of the fixed maturity portfolio due to higher interest rates during 2022.

The decrease in net unrealized investment gains in 2021 was primarily the result
of a decrease in fixed maturity securities held and a change in the value of the
fixed maturity portfolio due to higher interest rates during 2021. The increase
in net unrealized investment gains in 2020 was primarily the result of an
increase in the
value of the fixed maturity portfolio due to lower interest rates during 2020.

The following table summarizes the change in our net unrealized investment gains
(losses):

(In Thousands)
Years Ended December 31,                                   2022                2021                 2020

Changes in net unrealized investment gains (losses):
Available-for-sale fixed maturity securities

           $ (174,858)         $  (42,159)         $    45,305

Income tax effect                                          36,720               8,858               (9,514)

Total change in net unrealized investment gains
(losses), net of tax                                   $ (138,138)         $  (33,301)         $    35,791




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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 in specific issuers,
sectors or the economy as a whole, and an unforeseen decrease in the liquidity
of securities we hold.

Interest Rate Risk

Interest rate risk is the price sensitivity of a fixed income 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 income/maturity security. Plainly stated, if interest
rates go up (down), bond prices go down (up). A vast majority of our holdings
are fixed income maturity and other interest rate sensitive securities that will
decrease (increase) in value as interest rates increase (decrease). While it is
generally our intent to hold our investments in fixed maturity securities to
maturity or recovery, we have classified a majority of our fixed maturity
portfolio as available-for-sale. Available-for-sale fixed income 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 income/maturity
securities, and by extension, our overall book value.

Market Risk and Duration


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 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.

Impact of Interest Rate Changes


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, 2022. 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.
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December 31, 2022                              -200 Basis           -100 Basis                                +100 Basis          + 200 Basis
(In Thousands)                                   Points               Points                Base                Points               Points

AVAILABLE-FOR-SALE
Fixed maturities
Bonds
U.S. Treasury                                $    15,419          $    15,041          $    14,675          $    14,320          $    13,976
U.S. government agency                            92,883               89,103               84,406               79,261               74,123
States, municipalities and political
subdivisions
 General obligations:
   Midwest                                        62,705               61,957               61,113               59,630               57,536
   Northeast                                      15,891               15,685               15,463               15,130               14,637
   South                                          67,346               65,756               63,981               61,618               58,810
   West                                           90,435               88,570               86,545               83,887               80,424
  Special revenue:
   Midwest                                       108,418              105,531              102,266               97,596               91,568
   Northeast                                      57,837               56,113               54,220               51,762               48,699
   South                                         193,546              187,618              180,857              171,973              161,370
   West                                          119,774              116,267              112,212              106,680              100,007
Foreign bonds                                     35,317               33,418               31,649               30,003               28,473
Public utilities                                 139,541              132,238              125,411              119,036              113,092
Corporate bonds
Energy                                            36,141               34,640               33,209               31,845               30,551
Industrials                                       59,018               55,792               52,842               50,141               47,667
Consumer goods and services                      101,099               95,282               89,941               85,031               80,515
Health care                                       32,286               29,812               27,592               25,597               23,802
Technology, media and telecommunications          66,701               63,160               59,940               56,998               54,301
Financial services                               134,083              129,141              124,292              119,588              115,087
Mortgage backed securities                        19,212               18,516               17,700               16,853               16,056
Collateralized mortgage obligations
Government national mortgage association          93,704               89,286               84,548               79,822               75,352
Federal home loan mortgage corporation            86,861               83,050               78,838               74,554               70,501
Federal national mortgage association             48,775               47,231               45,386               43,451               41,550
Asset-backed securities                            5,283                4,690                4,253                3,927                3,677

Total Available-For-Sale Fixed Maturities $ 1,682,275 $ 1,617,897 $ 1,551,339 $ 1,478,703 $ 1,401,774



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.

Equity Price Risk


Equity price risk is the potential loss arising from changes in the fair value
(i.e., market price) of equity securities held in our portfolio. Changes in the
price of an equity security may be due to a change in the future earnings
capacity or strategic outlook of the security issuer, and what investors are
willing to pay for those future earnings and related strategy. The carrying
values of our equity securities are based on quoted market prices, from an
independent source, as of the balance sheet date. Market prices of equity
securities, in general, are subject to fluctuations that could cause the amount
to be realized upon the future sale of the securities to differ significantly
from the current reported value. The fluctuations may result from perceived
changes in the underlying economic characteristics of the security issuer, the
relative price of alternative investments, general market conditions, and
supply/demand factors related to a particular security.




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Impact of Price Change

The following table details the effect on the fair value of our investments in
equity securities for a positive and negative 10 percent price change at
December 31, 2022:


(In Thousands)                                     -10%           Base      

+10%

Estimated fair value of equity securities $ 186,017 $ 169,106

$ 152,195

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 FAL. We consider this risk to be immaterial to our operations.

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 the
earnings of UFG. Given the vast majority of our holdings are fixed income
maturity securities, we view credit risk as our primary investment risk. Our
internal Investment Department has developed and maintains a rigorous
underwriting process to analyze and measure the expected frequency and severity
of loss (i.e., credit quality) for government, agency, municipal, structured
security, and corporate bond issuers. The objective is to maintain the
appropriate balance of risk in our portfolio, consistent with our Investment
Policy Statement and conservative investment style, 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 insured municipal securities in our investment
portfolio, 98.7 percent and 99.6 percent were rated "A" or above, and 95.2
percent and 96.0 percent were rated "AA" or above at December 31, 2022 and 2021,
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
largest indirect exposure with a single guarantor totaled $7.7 million or
29.1 percent of our insured municipal securities at December 31, 2022, as
compared to $9.4 million or 29.8 percent at December 31, 2021. Our five largest
indirect exposures to financial guarantors accounted for $28.7 million and $35.6
million of our municipal securities at December 31, 2022 and 2021, respectively.

LIQUIDITY AND CAPITAL RESOURCES


Liquidity measures our ability to generate sufficient cash flows to meet our
short- 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 in
recent years, common stock repurchases.

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.
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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.

Historically, we have generated substantial cash inflows from operations. It is
our policy to invest the cash generated from operations in securities with
maturities that, in the aggregate, correlate to the anticipated timing of
payments for losses and loss settlement expenses. The majority of our assets are
invested in available-for-sale fixed maturity securities.

The following table displays a summary of cash sources and uses in 2022, 2021
and 2020:

Cash Flow Summary                                               Years Ended December 31,
(In Thousands)                                        2022                2021                2020
Cash provided by (used in)
Operating activities                              $  (1,251)          $  29,917           $   41,435
Investing activities                                (19,171)             31,731              (92,871)
Financing activities                                (15,032)            (17,492)              18,662
Net increase (decrease) in cash and cash
equivalents                                       $ (35,454)          $  44,156           $  (32,774)



Our cash flows were sufficient to meet our current liquidity needs for the
full-year periods ended December 31, 2022, 2021 and 2020 and we anticipate they
will be sufficient to meet our future liquidity needs. We also have the ability
to draw on our credit facility if needed. See Part II, Item 8, Note 13 "Debt"
for more information.

Operating Activities

Net cash flows used in operating activities totaled $1.3 million in 2022, and
provided by operating activities totaled $29.9 million and $41.4 million in 2021
and 2020, respectively. Our cash flows from operating activities were sufficient
to meet our liquidity needs for 2022, 2021 and 2020.

Investing Activities


Cash in excess of operating requirements is generally invested in fixed maturity
securities and equity securities. Fixed maturity securities provide regular
interest payments and allow us to match the duration of our liabilities. Equity
securities provide dividend income, potential dividend income growth and
potential appreciation. For further discussion of our investments, including our
philosophy and portfolio, see the "Investment Portfolio" section contained in
this Item.

In addition to investment income, possible 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 32.16% of our fixed
maturity portfolio will mature.


We invest funds required for short-term cash needs primarily in money market
accounts, which are classified as cash equivalents. At December 31, 2022, our
cash and cash equivalents included $31.3 million related to these money market
accounts, compared to $43.4 million at December 31, 2021.

Net cash flows used in investing activities totaled $19.2 million in 2022 and
net cash flows provided by investing activities totaled $31.7 million in 2021.
Net cash flows used in investing activities totaled $92.9 million in 2020. In
2022, we had cash inflows from scheduled and unscheduled investment maturities,
redemptions, prepayments, and sales of investments that totaled $280.4 million
compared to $451.1 million and $376.2 million for the same period in 2021 and
2020, respectively.

Our cash outflows for investment purchases totaled $297.5 million in 2022,
compared to $405.4 million and $450.2 million for the same period in 2021 and
2020, respectively.

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Financing Activities


Net cash flows used in financing activities totaled $15.0 million in 2022 and
$17.5 million in 2021. Net cash flow provided by financing activities totaled
$18.7 million in 2020. The net cash flows used in financing activities in 2022
is primarily the payment of cash dividends of $15.0 million. The net cash flows
used in financing activities in 2021 is primarily the payment of cash dividends
of $15.1 million and share repurchases of $2.0 million. The net cash flows
provided by financing activities in 2020 is primarily from borrowings of long
term debt of $50.0 million offset by the payment of cash dividends of $28.5
million.

Contractual Obligations and Commitments


The following table shows our contractual obligations and commitments, including
our estimated payments due by period at December 31, 2022. Time periods of less
than one year are considered short-term cash obligations and time periods
greater than one year are considered long-term cash obligations.

(In Thousands)                                                       Payments Due By Period
                                                       Less Than             One to              Three to            More Than
Contractual Obligations              Total              One Year          

Three Years Five Years Five Years


Loss and loss settlement expense
reserves                         $ 1,497,274          $ 515,326          $    544,605          $  199,556          $  237,787
Long term debt                       107,378              3,188                 6,376               6,376              91,438
Operating leases                      28,353              8,452                13,445               6,456                   -
Profit-sharing commissions            13,701             13,701                     -                   -                   -

Total                            $ 1,646,706          $ 540,667          $    564,426          $  212,388          $  329,225

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
Policies - Losses and Loss Settlement Expenses" in this section for further
discussion.

Long term debt


The Company executed a private placement debt transaction on December 15, 2020
between United Fire & Casualty Company, Federated Mutual Insurance Company, a
mutual insurance company domiciled in Minnesota ("Federated Mutual"), and
Federated Life Insurance Company, an insurance company domiciled in Minnesota
("Federated Life and together with Federated Mutual, the "Note Purchasers").

UFG sold an aggregate $50.0 million of notes due 2040 to the Note Purchasers.
One note with a principal amount of $35.0 million was issued to Federated Mutual
and one note with a principal amount of $15.0 million was issued to Federated
Life.

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 United Fire & Casualty
Pooled Group as of the applicable Interest Payment Date. Interest expense
totaled $3,188 for the year ended December 31, 2022. Payment of interest is
subject to approval by the Iowa Insurance Division.

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."
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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 2022, property and casualty agencies expect to
receive profit-sharing payments of $13.7 million in 2023.

Commitments for Capital Expenditures

Dividends

Dividends paid to shareholders totaled $15.9 million, $15.1 million and
$28.5 million in 2022, 2021 and 2020, 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, or net income of the preceding calendar year on a statutory basis,
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, 2022, our
insurance company subsidiary, United Fire & Casualty, is able to make a maximum
of $70.4 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, first announced in August 2007, 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, economic and general market conditions, and corporate and
regulatory requirements. Our share repurchase program may be modified or
discontinued at any time.

During 2022, 2021 and 2020, pursuant to authorization by our Board of Directors,
we repurchased 0, 67,651, and 70,467 shares of our common stock, respectively,
which used cash totaling $0.0 million in 2022, $2.0 million in 2021 and
$2.7 million in 2020. The Board of Directors reauthorized the share repurchase
program in November 2022 through August 2024. At December 31, 2022, we were
authorized to purchase an additional 1,719,326 shares of our common stock.

Credit Facilities


Information specific to our credit facilities is incorporated by reference from
Note 13 "Debt" contained in Part II, Item 8. As of December 31, 2022, we were in
compliance with all financial covenants of the Credit Agreement (the "Credit
Agreement") with Wells Fargo Bank, National Association ("Wells Fargo"), as
administrative agent (the "Administrative Agent"), issuing lender, swing-line
lender and lender, and the other lenders from time to time party thereto
(collectively with Wells Fargo, the "Lenders").



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Stockholders' Equity


Stockholders' equity decreased 15.8 percent to $740.1 million at December 31,
2022, from $879.1 million at December 31, 2021. The decrease is primarily
attributed to a decrease in net unrealized value from our fixed maturity
securities, net of tax, of $138.1 million, stockholder dividends of
$15.9 million, and offset by net income of $15.0 million. As of December 31,
2022, the book value per share of our common stock was $29.36, compared to
$35.05 at December 31, 2021.

Risk-Based Capital


The NAIC adopted risk-based capital requirements, which requires 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,
2022, all of our insurance companies had capital well in excess of required
levels.

Funding Commitments


We hold investments in limited liability partnerships as part of our investment
strategy. Pursuant to agreements with our limited liability partnership
investments, we are contractually committed through July 10, 2030 to make
capital contributions upon request of the partnerships. Our remaining potential
contractual obligation was $40.1 million at December 31, 2022.

In addition, the Company invested $25,000 in December 2019 in a limited
liability partnership investment fund which is subject to a 3-year lockup with a
60-day minimum notice, with four possible repurchase dates per year, after the
3-year lockup period is met. The fair value of the investment at December 31,
2022 was $25,187 and there are no remaining capital contributions with this
investment.

These partnerships are included in our other long term investments on the
Consolidated Balance Sheets with a current fair value of $86.3 million, or 4.7
percent of our total invested assets, at December 31, 2022.

CRITICAL ACCOUNTING POLICIES


Critical accounting policies are defined as those that are representative of
significant judgments and uncertainties and that may potentially result in
materially different results under different assumptions and conditions. We base
our discussion and analysis of our results of operations and financial condition
on the amounts reported in our Consolidated Financial Statements, which we have
prepared in accordance with GAAP. As we prepare these Consolidated Financial
Statements, we must make estimates and assumptions that affect the reported
amounts of assets and liabilities, the disclosure of contingent assets and
liabilities at the date of the financial statements, and the reported amounts of
revenues and expenses for the reporting period. We evaluate our estimates on an
ongoing basis. We base our estimates on historical experience and on other
assumptions we believe to be reasonable under the circumstances. Actual results
could differ from those estimates. We believe our most critical accounting
policies are as follows.

Investment Valuation


Upon acquisition, we classify investments in marketable securities as
held-to-maturity, available-for-sale, or trading. We record investments in
available-for-sale and trading fixed maturity securities 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
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investments in trading securities and 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.

Deferred Policy Acquisition Costs ("DAC")


We record an asset for certain costs of underwriting new business, primarily
commissions, premium taxes and variable underwriting and policy issue expenses
that have been deferred. The amount of underwriting compensation expense
eligible for deferral is based on time studies and a ratio of success in policy
placement. At December 31, 2022 and 2021, our DAC asset was $104.2 million and
$91.4 million, respectively.

The DAC asset is amortized over the life of the policies written, generally one
year. We assess the recoverability of DAC on a quarterly basis by line of
business. This assessment is performed by comparing recorded unearned premium to
the sum of unamortized DAC and estimates of expected losses and loss settlement
expenses. If the sum of these costs exceeds the amount of recorded unearned
premium (i.e., the line of business is expected to generate an operating loss),
the excess is recognized in current period other underwriting expenses as an
offset against the established DAC asset. We refer to this offset as a premium
deficiency charge.

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. This calculation is
performed on a quarterly basis and developed in conjunction with our quarterly
reserving process. The expected loss and loss settlement expense ratios are the
only assumptions we utilize in our premium deficiency calculation. Changes in
these assumptions can have a significant impact on the amount of premium
deficiency charge recognized for a 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.

The following table illustrates the hypothetical impact on the premium
deficiency charge recorded for the quarter ended December 31, 2022, of
reasonably likely changes in the assumed loss and loss settlement expense ratios
utilized for purposes of this calculation. The entire impact of these changes
would be recognized through income as other underwriting expenses. The following
table illustrates the impact of potential changes in the expected loss and loss
settlement expense ratios for all lines of business on the premium deficiency
charge. The base amount indicated below is the actual premium deficiency charge
recorded as an offset against the DAC asset established as of the quarter ended
December 31, 2022:

Sensitivity Analysis - Impact of Changes in Projected Loss and Loss Settlement Expense Ratios
(In Thousands)

                          -10%               -5%              Base               +5%              +10%

Premium deficiency charge estimated $ - $ - $

889 $ 5,699 $ 13,801



Actual future results could differ materially from our assumptions used to
calculate the recorded DAC asset. Changes in our assumed loss and loss
settlement expense ratios in the future would impact the amount of deferred
costs in the period such changes in assumptions are made. The premium deficiency
charge calculated for the quarter ended December 31, 2022 was $0.9 million
compared to the premium deficiency charge of $2.9 million calculated for the
same period of 2021.

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 $1,497.3 million and $1,514.3 million at
December 31, 2022 and 2021, respectively. We purchase reinsurance to mitigate
the impact of large losses and catastrophic events. Loss and loss
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settlement expense reserves ceded to reinsurers were $146.9 million for 2022 and
$112.9 million for 2021. Our reserves, before credit for reinsurance
recoverables, by line of business as of December 31, 2022, were as follows:

                                                            Loss
                                                         Settlement
(In Thousands)            Case Basis        IBNR          Expense        Total Reserves
Commercial lines
Fire and allied lines    $   91,386      $  44,211      $   20,773      $       156,370
Other liability             363,143        221,303         173,082              757,528
Automobile                  245,140         35,021          32,233              312,394
Workers' compensation       113,652          8,765          16,497              138,914
Fidelity and surety          10,036            853             392               11,281
Miscellaneous                 1,225            540             210                1,975
Total commercial lines   $  824,582      $ 310,693      $  243,187      $     1,378,462
Personal lines
Automobile               $    4,104      $      22      $      415      $         4,541
Fire and allied lines         4,699          1,488             604                6,791
Miscellaneous                    76            415              96                  587
Total personal lines     $    8,879      $   1,925      $    1,115      $        11,919
Reinsurance assumed          45,518         60,787             588              106,893
Total                    $  878,979      $ 373,405      $  244,890      $     1,497,274


Case-Basis Reserves

For each of our lines of business, with respect to reported claims, we establish
reserves on a case-by-case basis. Our experienced claims personnel estimate
these case-basis reserves using adjusting guidelines established by management.
Our goal is to set the case-basis reserves at the ultimate expected loss amount
as soon as possible after information about the claim becomes available.

Establishing the case reserve for an individual claim is subjective and complex,
requiring us to estimate future payments and values that will be sufficient to
settle an individual 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. 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 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 and subrogation claims being
resolved.

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. For example, some liability claims for construction
defect coverage are reported 10 years or more after the policy period, and the
workers' compensation coverage provided by our policies pays unlimited medical
benefits for the duration of the claimant's injury up to the lifetime of the
claimant. In addition, final settlement of certain claims can be delayed for
years due to litigation or other reasons. Reserves for these claims require us
to estimate future costs, including the effect of judicial actions, litigation
trends and medical cost inflation, among others. Reserve development can occur
over time as conditions and circumstances change many years after the policy was
issued and/or the loss occurred.

Our loss reserves include amounts related to both short-tail and long-tail lines
of business. "Tail" refers to the time period between the occurrence of a loss
and the ultimate settlement of the claim. A short-tail insurance product is one
where ultimate losses are known and settled comparatively quickly. Ultimate
losses under a long-tail insurance
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product are sometimes not known and settled for many years. The longer the time
span between the incidence of a loss and the settlement of the claim, the more
the ultimate settlement amount 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, homeowners,
commercial property, auto 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).

For short-tail lines of business, the estimation of case-basis loss reserves is
less complex than for long-tail lines because the claims relate to tangible
property. Because of the relatively short time from claim occurrence to
settlement, actual losses typically do not vary significantly from reserve
estimates.


Our long-tail lines of business include workers' compensation and other
liability. In addition, certain product lines such as commercial auto,
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 depends upon various factors, including individual
claim facts (including type of coverage, severity of loss and underlying policy
limits), company historical loss experience, changes in underwriting practice,
legislative enactments, judicial decisions, legal developments in the awarding
of damages, changes in political attitudes and trends in general economic
conditions, including 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


On a quarterly basis, the Company's actuarial staff and consultants perform a
detailed analysis of IBNR reserves. This analysis uses various loss projection
methods to provide several estimates of ultimate loss (or LAE) for each
individual year and line of business. The loss projection methods include paid
loss development; reported loss development; expected loss emergence based on
paid losses; and expected loss emergence based on reported losses. The two
methods utilized by our actuarial team to project loss settlement expenses are
paid expenses development and development of the ratio of paid expense versus
paid loss. Results of the projection methods are compared and a point estimate
of ultimate loss (or LAE) is established for each individual 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 year. Results of these methods are usually averaged together to provide a
final point estimate. Given that there are several inputs depending on the line
of business, the methods may be averaged and modified based on changes known to
management or trends in the market. IBNR estimates are derived by subtracting
reported loss from the final point estimate loss.

Senior management meets with our actuarial team and controller quarterly to
review the adequacy of carried IBNR reserves based on results from this
actuarial analysis and makes adjustments for changes in business and other
factors not completely captured by the data within the actuarial analysis. There
are two fundamental types or sources of IBNR reserves. We record IBNR for
"normal" types of claims and also specific IBNR reserves related to unique

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circumstances or events. A major hurricane is an example of an event that might
necessitate specific IBNR reserves because an analysis of existing historical
data would not provide an appropriate estimate. 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 loss, the reporting of the loss to us, and the ultimate
settlement of the claim.

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 loss settlement expense reserves on a claim-by-claim
basis. Instead, on a quarterly basis, our internal actuary performs a detailed
statistical analysis (using historical data) to estimate the required reserve
for unpaid loss settlement expenses. On a monthly basis, the required reserve
estimate is adjusted to reflect additional earned exposure and expense payments
that have occurred subsequent to completion of the quarterly analysis.

LAE is composed of two distinct kinds of expenses which are allocated LAE
("ALAE") and unallocated LAE ("ULAE"). These two expense types have different
purposes and characteristics which necessitates different estimation methods in
order to provide a valid quarterly estimate of the required reserve for unpaid
expense which is generally referred to as an LAE IBNR reserve.

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

Reserves for unpaid ULAE 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 evaluated and established on an annual basis using
year-end data. The percentage factor is evaluated and selected after reviewing
the ratio of paid ULAE to paid loss using calendar year data for the most recent
five years.

Generally, the loss settlement expense reserves for long-tail lines of business
are a greater portion of the overall reserves, as there are often substantial
legal fees and other costs associated with the complex liability claims that are
associated with long-tail coverages. Because short-tail lines of business settle
much more quickly and the costs are easier to determine, loss settlement expense
reserves for such claims constitute a smaller portion of the total reserves.

Reinsurance Reserves


The estimation of assumed and ceded reinsurance loss and loss settlement expense
reserves is subject to the same factors as the estimation of loss and loss
settlement expense reserves. In addition to those factors, which give rise to
inherent uncertainties in establishing loss 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

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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.


There are three distinct types of reserves ceded to reinsurers: (1) reported
claim reserves, (2) loss IBNR, and (3) LAE IBNR. Ceded reserves for reported
claims are calculated by subtracting the primary retention from the claim value
established by our claim adjuster. Ceded loss IBNR originates from our boiler
and machinery business which is 100 percent reinsured. For this business ceded
loss IBNR is equal to direct loss IBNR. Boiler and machinery business is
included in our commercial fire and allied line of business. We will cede some
LAE expenses when we cede loss. Our ceded LAE IBNR is estimated based on our
ceded unpaid loss reserves and the general relation, by line of business,
between LAE and loss. Our primary retention was $2.0 million for 2012 through
2015, increased to $2.5 million from 2016 through 2021, and increased again to
$3.0 million beginning in 2022.

Key Assumptions


Our internal and external actuaries and management use a number of key
assumptions in establishing an estimate of loss and loss settlement expense
reserves, including the following assumptions: future loss settlement expenses
can be estimated based on the Company's historical ratios of loss settlement
expenses paid to losses; the Company's case-basis reserves reflect the most
up-to-date information available about the unique circumstances of each
individual claim; no new judicial decisions or regulatory actions will increase
our case-basis obligations; historical aggregate claim reporting and payment
patterns will continue into the future consistent with the observable past;
significant unique and unusual claim events have been identified and appropriate
adjustments have been made; and, to the best of our knowledge, there are no new
latent trends that would impact our case-basis reserves.

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 continue to be valid. 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 that are either significantly above or below the actual amount
for which the related claims will eventually settle.

As an example, if our loss and loss settlement expense reserves of
$1,497.3 million as of December 31, 2022, is 10.0 percent inadequate, we would
experience a reduction in future pre-tax earnings of up to $149.7 million. This
reduction could be recorded in one year or multiple years, depending on when we
identify the deficiency. The deficiency would also affect our financial position
in that our equity would be reduced by an amount equivalent to the reduction in
net income. 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
reserving philosophy, coupled with what we believe to be aggressive and
successful claims management and loss settlement practices, has resulted in
year-to-year redundancies in reserves. 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.

We are unable to reasonably quantify the impact of changes in our key
assumptions utilized to establish individual case-basis reserves on our total
reported reserves because the impact of these changes would be unique to each
specific case-basis reserve established. However, based on historical
experience, we believe that aggregate case-basis reserve volatility levels of
5.0 percent and 10.0 percent can be attributed to the ultimate development of
our net case-basis reserves. The impact to pre-tax earnings would be a decrease
if the reserves were to be adjusted upwards and an increase if the reserves were
to be adjusted downwards. The table below details the impact of this development
volatility on our reported net case-basis reserves at December 31, 2022:

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(In Thousands)
Change in level of net case-basis reserve development        5%           10%
Impact on reported net case-basis reserves               $ 39,399      $ 

78,797




Due to the formula-based nature of our IBNR and loss settlement expense reserve
calculations, changes in the key assumptions utilized to generate these reserves
can impact our reported results. It is not possible to isolate and measure the
potential impact of just one of these factors, and future loss trends could be
partially impacted by all factors concurrently. Nevertheless, it is meaningful
to view the sensitivity of the reserves to potential changes in these variables
such as claim frequency and severity. To demonstrate the sensitivity of reserves
to changes in significant assumptions, the following example is presented. The
amounts reflect the pre-tax impact on earnings from a hypothetical percentage
change in the calculation of IBNR and loss settlement expense reserves at
December 31, 2022. The impact to pre-tax earnings would be a decrease if the
reserves were to be adjusted upwards and an increase if the reserves were to be
adjusted downwards. We believe that the changes presented are reasonably likely
based upon an analysis of our historical IBNR and loss settlement expense
reserve experience.

(In Thousands)
Change in claim frequency and claim severity assumptions        5%          

10%

Impact due to change in IBNR reserving assumptions $ 16,299 $ 32,598




(In Thousands)
Change in LAE paid to losses paid ratio                  1%           2%

Impact due to change in LAE reserving assumptions $ 2,364 $ 4,729



In 2022, we did not change the key method through which we develop our
assumptions on which we based our reserving calculations. In estimating our 2022
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 reserve 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.
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Our reserve for other liability claims at December 31, 2022 was $757.5 million
and consisted of 4,860 claims, compared with $671.0 million, consisting of 5,113
claims at December 31, 2021. Of the $757.5 million total reserve for other
liability claims, $117.0 million is identified as defense costs and
$56.1 million is identified as general overhead 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 is
a liability allegation relating to defective work performed in the construction
of structures such as commercial buildings, apartments, condominiums, single
family dwellings or other housing, as well as the sale of defective building
materials. These claims seek recovery due to damage caused by alleged deficient
construction techniques or workmanship. The reporting of such claims can be
delayed, as the statute of limitations can be up to 10 years. Court decisions in
recent years have expanded insurers' exposure to construction defect claims. As
a result, claims may be reported more than 10 years after a project has been
completed, as litigation can proceed for several years before an insurance
company is identified as a potential contributor. Claims have also emerged from
parties claiming additional insured status on policies issued to other parties,
such as contractors seeking coverage from a subcontractor's policy.

In addition to these issues, other variables also 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. These initiatives include increased care regarding
additional insured endorsements; stricter underwriting guidelines on the writing
of residential contractors; and an 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. At December 31, 2022 and 2021, we had $1.9 million and $2.5 million,
respectively, in direct and assumed asbestos and environmental loss reserves.
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. 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, because of the
significant uncertainties involved and the likelihood that these uncertainties
will not be resolved for many years.

Commercial Auto Reserves


Commercial auto claim reserves are established at exposure based on information
either known and provided or obtained through the investigation, with some
pessimism built in. Incorporated are the perspective and experience the claims
staff has acquired, which may include assumptions as to how the claim will
develop over time, and with a slightly pessimistic view. 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 imprecision in
estimating the ultimate reserve. Estimates for workers' compensation are
particularly sensitive to assumptions about medical cost inflation, which has
been steadily increasing over the past few years. Other variables that 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. Such deviations may be significant. Our reserve for
workers' compensation claims at December 31, 2022 was $138.9 million and
consisted of 1,414 claims, compared with $167.1 million, consisting of 2,028
claims, at December 31, 2021.
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Reserve Development


The following reserve development section should be read in conjunction with the
"Results of Operations for the Years Ended December 31, 2022, 2021 and 2020"
section of this Item 7.

In 2022, we recognized an unfavorable development in our net reserves for prior
accident years totaling $12.9 million and favorable $48.9 million and
$17.7 million in 2021 and 2020, respectively.


Unfavorable development in 2022 was driven by leveraging deeper data insights
and emerging claim experience on longer tailed lines where the most uncertainty
in the reserving process exists. Our actions were focused on other liability
lines, including excess umbrella business and construction defect, where
increased loss exposure in these longer tailed businesses are also subject to
social and economic inflation. This was offset by continued favorable
development in commercial auto which has seen consistent releases over the past
two years.

Other factors contributing to our development include: establishing reserves at
their ultimate expected loss amount as soon as practicable after information
becomes available, which produces, on average, conservative case reserves; using
claims negotiation to control the size of settlements; assuming that we have
liability for all claims, even though the issue of liability may, in some cases,
be resolved in our favor; promoting claims management services to encourage
return-to-work programs; case management by nurses for serious injuries and
management of medical provider services and billings; and using programs and
services to help prevent fraud and to assist in favorably resolving cases.

Based upon our comparison of carried reserves to actual claims experience over
the last several years, we believe that using our Company's historical premium
and claims data to establish reserves for losses and loss settlement expenses
results in adequate and reasonable reserves. Reserve development is discussed in
more detail under the heading "Reserve Development" in the "Results of
Operations for the Years Ended December 31, 2022, 2021 and 2020" section in this
Item 7.

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.

(In Thousands)
Hypothetical Reserve Development Volatility
Levels                                          -10%               -5%                +5%              +10%
Impact on loss and loss settlement expenses
Other liability                             $ (75,753)         $ (37,876)         $ 37,876          $ 75,753
Workers' compensation                         (13,891)            (6,946)            6,946            13,891
Automobile                                    (31,694)           (15,847)           15,847            31,694

Hypothetical Reserve Development Volatility
Levels                                          -5%                -3%                +3%               +5%
Impact on loss and loss settlement expenses
All other lines                             $ (14,195)         $  (8,517)         $  8,517          $ 14,195


Independent Actuary

We engage an independent actuarial firm to render an opinion as to the
reasonableness of the statutory reserves that are established by management.
During 2022 and 2021, we engaged the services of Regnier as our independent
actuarial firm for the property and casualty insurance business. We anticipate
that this engagement will continue in 2023.
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It is management's policy to utilize staff adjusters to develop our estimate of
case-basis loss reserves. IBNR and loss settlement expense reserves are
established through various formulae that utilize pertinent, recent Company
historical data. The calculations are supplemented with knowledge of current
trends and events that could result in adjustments to the level of IBNR and loss
settlement expense reserves. On a quarterly basis, we compare our estimate of
total reserves to the estimates prepared by Regnier by line of business to
ensure that our estimates are within the actuary's acceptable range. Regnier
performs a review of loss and loss settlement expense reserves at each year end
using generally accepted actuarial guidelines to ensure that the recorded
reserves appear reasonable. Our reserves for losses and loss settlement
expenses, net of reinsurance recoverables, as of December 31, 2022 and 2021 were
$1,350.4 million and $1,401.4 million, respectively. In 2022 and 2021, after
considering the independent actuary's range of reasonable estimates, management
believes that carried reserves were reasonable and therefore did not adjust the
recorded amount.

Regnier uses four projection methods in its actuarial analysis of our loss
reserves and uses two projection methods in its actuarial analysis of our loss
settlement expense reserves. Based on the results of the projection methods, the
actuaries select an actuarial point estimate of the reserves, which is compared
to our carried reserves to evaluate the reasonableness of the carried reserves.
The four methods utilized by Regnier to project losses are: paid loss
development; reported loss development; expected loss emergence based on paid
losses; and expected loss emergence based on reported losses. The two methods
utilized by Regnier to project loss expenses are: paid expenses-to-paid loss and
paid expense-to-ultimate loss.

Pension and Post-Retirement Benefit Obligations


The process of estimating our pension and post-retirement benefit obligations
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 benefit
obligations are: estimated mortality of the employees and retirees eligible for
benefits; estimated expected long-term rates of return on investments; estimated
compensation increases; estimated employee turnover; estimated medical expense
trend rate; and estimated rate used to discount the ultimate estimated liability
to a present value. We engage a consulting actuary from Principal Financial
Group, an independent firm, to assist in evaluating and establishing assumptions
used in the valuation of our 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,
2022 by $28.2 million while a 100 basis point increase in the rate would
decrease the benefit obligation $22.9 million.

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,
2022 by $2.2 million, while a 100 basis point increase in the rate would
decrease benefit expense by $2.2 million, for the same period.

The post-retirement benefit obligation is $0 at December 31, 2022 due to the
plan closure at the end of 2022.

Recently Issued Accounting Standards


Information specific to accounting standards that we adopted in 2022 or pending
accounting standards that 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


Information required by this Item 7A is incorporated by reference from Part II,
Item 7, "Management's Discussion and Analysis of Financial Condition and Results
of Operations" under the headings "Investments" and "Market Risk."
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