Reserves for Loss and Loss Expenses

3 Months Ended

Mar. 31, 2024

The Company's reserves for losses and loss expenses are comprised of case reserves and incurred but not reported liabilities ("IBNR"). When a claim is reported, a case reserve is established for the estimated ultimate payment based upon known information about the claim. As more information about the claim becomes available over time, case reserves are adjusted up or down as appropriate. Reserves are also established on an aggregate basis to provide for IBNR liabilities and expected loss reserve development on reported claims.

Loss reserves included in the Company’s financial statements represent management’s best estimates based upon an actuarially derived point estimate and other considerations. The Company uses a variety of actuarial techniques and methods to derive an actuarial point estimate for each operating unit. These methods include paid loss development, incurred loss development, paid and incurred Bornhuetter-Ferguson methods and frequency and severity methods. In circumstances where one actuarial method is considered more credible than the others, that method is used to set the point estimate. The actuarial point estimate may also be based on a judgmental weighting of estimates produced from each of the methods considered. Industry loss experience is used to supplement the Company’s own data in selecting “tail factors” in areas where the Company’s own data is limited. The actuarial data is analyzed by line of business, coverage and accident or policy year, as appropriate, for each operating unit.

The establishment of the actuarially derived loss reserve point estimate also includes consideration of qualitative factors that may affect the ultimate losses. These qualitative considerations include, among others, the impact of re-underwriting initiatives, changes in the mix of business, changes in distribution sources and changes in policy terms and conditions.

The key assumptions used to arrive at the best estimate of loss reserves are the expected loss ratios, rate of loss cost inflation, and reported and paid loss emergence patterns. Expected loss ratios represent management’s expectation of losses at the time the business is priced and written, before any actual claims experience has emerged. This expectation is a significant determinant of the estimate of loss reserves for recently written business where there is little paid or incurred loss data to consider. Expected loss ratios are generally derived from historical loss ratios adjusted for the impact of rate changes, loss cost trends and known changes in the type of risks underwritten. Expected loss ratios are estimated for each key line of business within each operating unit. Expected loss cost inflation is particularly important for the long-tail lines, such as excess casualty, and claims with a high medical component, such as workers’ compensation. Reported and paid loss emergence patterns are used to project current reported or paid loss amounts to their ultimate settlement value. Loss development factors are based on the historical emergence patterns of paid and incurred losses, and are derived from the Company’s own experience and industry data. The paid loss emergence pattern is also significant to excess and assumed workers’ compensation reserves because those reserves are discounted to their estimated present value based upon such estimated payout patterns.

Loss frequency and severity are measures of loss activity that are considered in determining the key assumptions described in our discussion of loss and loss expense reserves, including expected loss ratios, rate of loss cost inflation and reported and paid loss emergence patterns. Loss frequency is a measure of the number of claims per unit of insured exposure, and loss severity is a measure of the average size of claims. Factors affecting loss frequency include the effectiveness of loss controls and safety programs and changes in economic activity or weather patterns. Factors affecting loss severity include changes in policy limits, retentions, rate of inflation and judicial interpretations.

Another factor affecting estimates of loss frequency and severity is the loss reporting lag, which is the period of time between the occurrence of a loss and the date the loss is reported to the Company. The length of the loss reporting lag affects our ability to accurately predict loss frequency (loss frequencies are more predictable for lines with short reporting lags) as well as the amount of reserves needed for incurred but not reported losses (less IBNR is required for lines with short reporting lags). As a result, loss reserves for lines with short reporting lags are likely to have less variation from initial loss estimates. For lines with short reporting lags, which include commercial automobile, primary workers’ compensation, other liability (claims-made) and property business, the key assumption is the loss emergence pattern used to project ultimate loss estimates from known losses paid or reported to date. For lines of business with long reporting lags, which include other liability (occurrence), products liability, excess workers’ compensation and liability reinsurance, the key assumption is the expected loss ratio since there is often little paid or incurred loss data to consider. Historically, the Company has experienced less variation from its initial loss estimates for lines of business with short reporting lags than for lines of business with long reporting lags.

The key assumptions used in calculating the most recent estimate of the loss reserves are reviewed each quarter and adjusted, to the extent necessary, to reflect the latest reported loss data, current trends and other factors observed.

The table below provides a reconciliation of the beginning and ending reserve balances:


	March 31,
(In thousands)	2024		2023
Net reserves at beginning of period	$	15,661,820	$	14,248,879


Net provision for losses and loss expenses:
Claims occurring during the current year (1)	1,647,674		1,502,817
Increase in estimates for claims occurring in prior years (2) (3)	7,367		28,205
Loss reserve discount accretion	8,737		7,733
Total	1,663,778		1,538,755
Net payments for claims:
Current year	107,434		110,274
Prior years	1,158,864		1,106,481
Total	1,266,298		1,216,755
Foreign currency translation	(52,944)		1,154
Net reserves at end of period	16,006,356		14,572,033
Ceded reserves at end of period	3,093,272		2,859,602
Gross reserves at end of period	$	19,099,628	$	17,431,635

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(1) Claims occurring during the current year are net of loss reserve discounts of $14 million and $11 million for the three months ended March 31, 2024 and 2023, respectively.

(2) The change in estimates for claims occurring in prior years is net of loss reserve discount. On an undiscounted basis, the estimates for claims occurring in prior years decreased by $10 million and increased by $19 million for the three months ended March 31, 2024 and 2023, respectively.

(3) For certain retrospectively rated insurance policies and reinsurance agreements, reserve development is offset by additional or return premiums. Favorable development, net of additional and return premiums, was $1 million and adverse development was $24 million for the three months ended March 31, 2024 and 2023, respectively.

The ultimate net impact of COVID-19 on the Company’s reserves remains uncertain. As of March 31, 2024, the Company had recognized losses for COVID-19-related claims activity, net of reinsurance, of approximately $386 million, of which $328 million relates to the Insurance segment and $58 million relates to the Reinsurance & Monoline Excess segment. Such $386 million of COVID-19-related losses included $383 million of reported losses and $3 million of IBNR.

During the three months ended March 31, 2024, favorable prior year development (net of additional and return premiums) of $1 million included $9 million for the Reinsurance & Monoline Excess segment largely offset by $8 million of adverse prior year development for the Insurance segment.

For the Insurance segment, the adverse development during the first quarter of 2024 was driven by commercial auto liability and excess other liability, including umbrella, and was partially offset by favorable development for workers’ compensation and professional liability. The adverse commercial auto liability development was concentrated in accident years 2019 through 2023, while the excess other liability, including umbrella, development was focused in accident years 2017 through 2021. A significant portion of the excess other liability, including umbrella, development related to underlying commercial auto exposures. The Company believes that commercial auto-related claims are being particularly impacted by social inflation, which is contributing to an increase in the frequency of large losses beyond expectations. Social inflation can include higher settlement demands from plaintiffs, use of aggressive actions by the plaintiffs' bar such as litigation funding, negative public sentiment towards large businesses and corporations, and erosion of tort reforms, among others.

The favorable workers’ compensation development for the Insurance segment was mainly related to accident years 2018 through 2023, while the favorable professional liability development was mainly in accident years 2021 and 2022. For workers’ compensation, favorable reported claim frequency, below expectations, continued to drive the favorable reserve development. For professional liability, the reported loss experience for the 2021 and 2022 accident years was better than expected. These accident years also feature business written at peak pricing levels, which the Company now believes will result in higher profitability than initially anticipated.

For the Reinsurance & Monoline Excess segment, the favorable development was driven mainly by favorable development in excess workers’ compensation, partially offset by adverse development in the non-proportional reinsurance assumed liability line of business. The favorable excess workers’ compensation development was driven by continued lower claim frequency and reported losses relative to expectations, and to favorable claim settlements spread across many prior accident years. The unfavorable development for non-proportional reinsurance was concentrated mainly in accident years 2017

through 2019 and was associated primarily with our U.S. and U.K. excess general liability reinsurance businesses, including accounts reinsuring construction projects.

During the three months ended March 31, 2023, adverse prior year development (net of additional and return premiums) of $24 million included $12 million for the Insurance segment and $12 million for the Reinsurance & Monoline Excess segment.

This overall adverse development for both segments was primarily attributable to property catastrophe losses related to 2022 events which were still being adjusted and settled during the first quarter of 2023. In particular, losses related to U.S. winter storms which occurred during the month of December were a significant driver of the development, as information gathering and evaluation of many of these losses were still ongoing into 2023.

In addition to the property prior year adverse development discussed above, during the first quarter of 2023, the Insurance segment experienced adverse prior year development on casualty lines for the 2016 through 2019 accident years, which was offset by favorable prior year development on casualty lines for the 2022 accident year. The adverse development on the 2016 through 2019 accident years was concentrated in the other liability line of business, and to a lesser degree, professional liability, including medical professional. The development, which particularly impacted business attaching excess of primary policy limits, was driven by a larger than expected number of large losses reported. The Company believes social inflation contributed to an increase in the frequency of large losses for these accident years. Social inflation can include higher settlement demands from plaintiffs, use of tactics such as litigation funding by the plaintiffs’ bar, negative public sentiment towards large businesses and corporations, and erosion of tort reforms, among others.

The favorable prior year development on casualty lines for the 2022 accident year in the Insurance segment was concentrated in the other liability, professional liability, and workers’ compensation lines of business. Due to uncertainty regarding incurred loss frequency and severity in light of ongoing social inflation and the emergence from the COVID-19 pandemic, the Company set its initial loss ratios for the 2022 accident year prudently, and largely maintained these estimates through the end of 2022. The reported loss experience for these lines of business for the 2022 accident year was significantly better than expected, and the Company reacted to this favorable emergence in the first quarter of 2023.