The preparation of the accompanying consolidated financial statements in conformity with U.S. GAAP requires management to make estimates and assumptions (including normal, recurring accruals) that affect the reported amounts of assets and liabilities and the disclosure of contingent assets and liabilities at the date of the consolidated financial statements and the reported amounts of revenues and expenses during the reporting periods. Actual results could differ from these estimates.

The accompanying consolidated financial statements present the consolidated results of operations, financial condition, and cash flows of the Company and its subsidiaries and those investment companies, partnerships and joint ventures in which the Company has control and a majority economic interest as well as those variable interest entities (“VIEs”) that meet the requirements for consolidation.

Financial results in the historical consolidated financial statements may not be indicative of the results of operations, comprehensive income (loss), financial position, equity or cash flows that would have been achieved had we operated as a separate, standalone entity during the reporting periods presented. We believe that the consolidated financial statements include all adjustments necessary for a fair presentation of the results of operations of the Company.

Changes to U.S. GAAP are established by the Financial Accounting Standards Board (“FASB”) in the form of Accounting Standards Updates (“ASUs”) to the FASB Accounting Standards Codification (“ASC”). The Company considers the applicability and impact of all ASUs. ASUs listed below include those that have been adopted during the current fiscal year and/or those that have been issued but not yet adopted as of December 31, 2022, and as of the date of this filing. ASUs not listed below were assessed and determined to be either not applicable or not material.

As a result of the adoption, the consolidated financial statements as of and for the years ended December 31, 2022 and 2021 have been adjusted to reflect the effects of applying the standard. The impact of adopting the standard resulted in a transition date adjustment of $(2,661) million to retained earnings and $(682) million to accumulated other comprehensive income as of January 1, 2021. The impact of adopting the standard also resulted in transition period adjustments of $(257) million and $(1,168) million to total equity as of December 31, 2022 and 2021 and of $368 million and $2,194 million to net income for the years then ended. The transition date and transition period adjustments are principally related to the liability for future policy benefits, and MRBs.

For the LFPB, the net transition adjustment has a favorable retained earnings impact due to the exclusion of DAC in loss recognition and Profits-followed-by-loss (“PFBL”) testing, resulting in a lower VISL PFBL liability. The unfavorable impact was offset by the removal of balances related to unrealized gains and losses on investments, any premium deficiency recorded in AOCI, formerly included in loss recognition testing as well as PFBL testing.

For market risk benefits, the transition adjustment to AOCI related to the effect of the changes in the instrument-specific credit risk of market risk benefits between the contract issue and transition date. The remaining transition difference was related to recording market risk benefits at fair value. This change was recorded as an adjustment to retained earnings as of the transition date.



	Retained Earnings		Accumulated Other Comprehensive Income		Total
	(in millions)
Liability for future policy benefits	$	30	$	(1,343)	$	(1,313)
Market risk benefits	(3,398)		(902)		(4,300)
DAC	—		1,548		1,548

Unearned revenue liability and sales inducement assets (1)	—		(166)		(166)

Total transition adjustment before taxes	(3,368)		(863)		(4,231)
Income taxes	707		181		888
Total transition adjustment (net of taxes)	$	(2,661)	$	(682)	$	(3,343)


	Protection Solutions		Individual Retirement		Corporate & Other				Total
	Term		Payout		Group Pension		Health
	(in millions)
Balance, December 31, 2020	$	1,423	$	3,047	$	771	$	2,100	$	7,341
Adjustment for reversal of balances recorded in Accumulated Other Comprehensive Income	—		(171)		(85)		(100)		(356)


Effect of remeasurement of liability at current single A rate	560		531		94		300		1,485
Balance, January 1, 2021 (1)	1,983		3,407		780		2,300		8,470
Less: Reinsurance recoverable	(59)		—		—		(1,837)		(1,896)
Balance, January 1, 2021, net of reinsurance (1)	$	1,924	$	3,407	$	780	$	463	$	6,574


	Individual Retirement		Legacy				Total
	GMxB Core		GMxB Legacy		Purchased MRB
	(in millions)
Balance, December 31, 2020	$	2,206	$	19,891	$	(2,572)	$	19,525
Adjustment for reversal of balances recorded in Accumulated Other Comprehensive Income	(4)		(70)		—		(74)
Adjustments for the cumulative effect of the changes in the instrument-specific credit risk between the original contract issuance date and the transition date	505		461		2		968
Adjustments for the remaining difference (exclusive of the instrument specific credit risk change and host contract adjustments) between previous carrying amount and fair value measurement for the MRB (1)	(563)		4,122		(194)		3,365
Balance, January 1, 2021	$	2,144	$	24,404	$	(2,764)	$	23,784


	Protection Solutions								Legacy		Individual Retirement								Group Retirement				Total
	Term		UL (1)		VUL (2)		IUL (3)		GMxB Legacy		GMxB Core		EI (4)		IE (5)		SCS		EG (6)		Momentum
	(in millions)
Balance, December 31, 2020	$	403	$	—	$	—	$	—	$	654	$	1,635	$	134	$	95	$	645	$	553	$	79	$	4,198
Adjustment for reversal of balances recorded in Accumulated Other Comprehensive Income	—		177		714		162		13		11		20		(1)		210		81		22		1,409
Balance, January 1, 2021 (7)	$	403	$	177	$	714	$	162	$	667	$	1,646	$	154	$	94	$	855	$	634	$	101	$	5,607

The carrying values of fixed maturities classified as AFS are reported at fair value. Changes in fair value are reported in OCI, net of allowance for credit losses, policy related amounts and deferred income taxes. Changes in credit losses are recognized in Investment gains (losses), net. The redeemable preferred stock investments that are reported in fixed maturities include REIT, perpetual preferred stock and redeemable preferred stock. These securities may not have a stated maturity, may not be cumulative and do not provide for mandatory redemption by the issuer. Effective January 1, 2021, the Company began classifying certain preferred stock as equity securities to better reflect the economics and nature of these securities. These preferred stock securities are reported in other equity investments.

The Company determines the fair values of fixed maturities and equity securities based upon quoted prices in active markets, when available, or through the use of alternative approaches when market quotes are not readily accessible or available. These alternative approaches include matrix or model pricing and use of independent pricing services, each supported by reference to principal market trades or other observable market assumptions for similar securities. More specifically, the matrix pricing approach to fair value is a discounted cash flow methodology that incorporates market interest rates commensurate with the credit quality and duration of the investment. The Company’s management, with the assistance of its investment advisors, evaluates AFS debt securities that experienced a decline in fair value below amortized cost for credit losses which are evaluated in accordance with the new financial instruments credit losses guidance. Integral to this review is an assessment made each quarter, on a security-by-security basis, by the IUS Committee, of various indicators of credit deterioration to determine whether the investment security has experienced a credit loss. This assessment includes, but is not limited to, consideration of the severity of the unrealized loss, failure, if any, of the issuer of the security to make scheduled payments, actions taken by rating agencies, adverse conditions specifically related to the security or sector, and the financial strength, liquidity and continued viability of the issuer.

When the Company determines that there is more than 50% likelihood that it is not going to recover the principal and interest cash flows related to an AFS debt security, the security is placed on nonaccrual status and the Company reverses accrued interest receivable against interest income. Since the nonaccrual policy results in a timely reversal of accrued interest receivable, the Company does not record an allowance for credit losses on accrued interest receivable.

If there is no intent to sell or likely requirement to dispose of the fixed maturity security before its recovery, only the credit loss component of any resulting allowance is recognized in income (loss) and the remainder of the fair value loss is recognized in OCI. The amount of credit loss is the shortfall of the present value of the cash flows expected to be collected as compared to the amortized cost basis of the security. The present value is calculated by discounting management’s best estimate of projected future cash flows at the effective interest rate implicit in the debt security at the date of acquisition. Projections of future cash flows are based on assumptions regarding probability of default and estimates regarding the amount and timing of recoveries. These assumptions and estimates require use of management judgment and consider internal credit analyses as well as market observable data relevant to the collectability of the security. For mortgage and asset-backed securities, projected future cash flows also include assumptions regarding prepayments and underlying collateral value.

Write-offs of AFS debt securities are recorded when all or a portion of a financial asset is deemed uncollectible. Full or partial write-offs are recorded as reductions to the amortized cost basis of the AFS debt security and deducted from the allowance in the period in which the financial assets are deemed uncollectible. The Company elected to reverse accrued interest deemed uncollectible as a reversal of interest income. In instances where the Company collects cash that it has previously written off, the recovery will be recognized through earnings or as a reduction of the amortized cost basis for interest and principal, respectively.

Policy loans represent funds loaned to policyholders up to the cash surrender value of the associated insurance policies and are carried at the unpaid principal balances due to the Company from the policyholders. Interest income on policy loans is recognized in net investment income at the contract interest rate when earned. Policy loans are fully collateralized by the cash surrender value of the associated insurance policies.

Partnerships, investment companies and joint venture interests that the Company has control of and has an economic interest in or those that meet the requirements for consolidation under accounting guidance for consolidation of VIEs are consolidated. Those that the Company does not have control of and does not have a majority economic interest in and those that do not meet the VIE requirements for consolidation are reported on the equity method of accounting and are reported in other equity investments. The Company records its interests in certain of these partnerships on a month or one quarter lag.

The carrying values of certain fixed maturities are reported at fair value where the fair value option has been elected. The fair value option allows the Company to elect fair value as an alternative measurement for selected financial assets and financial liabilities not otherwise reported at fair value. Such elections have been made to help mitigate volatility in earnings that result from different measurement attributes. Electing the fair value option also allows the consistent accounting in net investment income (loss) for certain assets and liabilities. Changes in fair value of fixed maturities that have elected the fair value option are reflected in realized and unrealized gains (losses) reported in net investment income (loss) in the consolidated statements of income (loss).

Notes issued by consolidated variable interest entities represent notes issued by certain asset-backed investment vehicles, primarily CLOs, which we are required to consolidate. The creditors of these VIEs do not have recourse to the Company in excess of the assets contained within the VIEs. The Company has elected the fair value option for the majority of these notes and has based the fair value on the corresponding debt security collateral. Changes in fair value are reported in net investment income (loss).

COLI has been purchased by the Company and certain subsidiaries on the lives of certain key employees and the Company and these subsidiaries are named as beneficiaries under these policies. COLI is carried at the cash surrender value of the policies. As of December 31, 2022 and 2021, the carrying value of COLI was $886 million and $1.0 billion, respectively, and is reported in other invested assets in the consolidated balance sheets.

Cash and cash equivalents includes cash on hand, demand deposits, money market accounts, overnight commercial paper and highly liquid debt instruments purchased with an original maturity of three months or less. Due to the short-term nature of these investments, the recorded value is deemed to approximate fair value. Cash and securities segregated primarily includes U.S. Treasury Bills segregated by AB in a special reserve bank custody account for the exclusive benefit of its brokerage customers under Rule 15c3-3 of the Exchange Act.

Securities sold under agreements to repurchase involve the temporary exchange of securities for cash or other collateral of equivalent value, with agreement to redeliver a like quantity of the same or similar securities at a future date prior to maturity at a fixed and determinable price. Securities sold under agreements to repurchase transactions are conducted by the Company under a standardized securities industry master agreement, amended to suit the requirements of each respective counterparty. Transfers of securities under these agreements to repurchase are evaluated by the Company to determine whether they satisfy the criteria for accounting treatment as secured borrowing arrangements. Agreements not meeting the criteria would require recognition of the transferred securities as sales with related forward repurchase commitments. All of the Company’s securities repurchase transactions are accounted for as secured borrowings with the related obligations distinctly captioned in the consolidated balance sheets on a gross basis. As of December 31, 2022 and 2021 the Company had no Securities sold under agreements to repurchase outstanding. During the year ended December 31, 2021 there was no activity on Securities sold under agreements to repurchase.

Derivatives are financial instruments whose values are derived from interest rates, foreign exchange rates, financial indices, values of securities or commodities, credit spreads, market volatility, expected returns and liquidity. Values can also be affected by changes in estimates and assumptions, including those related to counterparty behavior and non-performance risk used in valuation models. Derivative financial instruments generally used by the Company include equity, currency, and interest rate futures, total return and/or other equity swaps, interest rate swaps and floors, swaptions, variance swaps and equity options, all of which may be exchange-traded or contracted in the OTC market. All derivative positions are carried in the consolidated balance sheets at fair value, generally by obtaining quoted market prices or through the use of valuation models.

Freestanding derivative contracts are reported in the consolidated balance sheets either as assets within “other invested assets” or as liabilities within “other liabilities.” The Company nets the fair value of all derivative financial instruments with counterparties for which an ISDA Master Agreement and related CSA have been executed. All changes in the fair value of the Company’s freestanding derivative positions not designated to hedge accounting relationships, including net receipts and payments, are included in “net derivative gains (losses)” without considering changes in the fair value of the economically associated assets or liabilities.

The Company has designated certain derivatives it uses to economically manage asset/liability risk in relationships which qualify for hedge accounting. To qualify for hedge accounting, we formally document our designation at inception of the hedge relationship as a cash flow, fair value or net investment hedge. This documentation includes our risk management objective and strategy for undertaking the hedging transaction. The Company identifies how the hedging instrument is expected to offset the designated risks related to the hedged item and the method that will be used to retrospectively and prospectively assess the hedge effectiveness. To qualify for hedge accounting, a hedging instrument must be assessed as being highly effective in offsetting the designated risk of the hedged item. Hedge effectiveness is formally assessed and documented at inception and periodically throughout the life of the hedge accounting relationship.

While in cash flow hedge relationships, any periodic net receipts and payments from the hedging instrument are included in the income or expense line that the hedged item’s periodic income or expense is recognized. Other changes in the fair value of the hedging instrument while in a cash flow hedging relationship are reported within OCI. These amounts are deferred in AOCI until they are reclassified to Net income (loss). The reclassified amount offsets the effect of the cash flows on Net income (loss) in the same period when the hedged item affects earnings and on the same line as the hedged item.

longer probable of occurring within two months of their forecast, or (3) the hedging instrument is otherwise redesignated from the hedging relationship. Changes in the fair value of the derivative after discontinuation of cash flow hedge accounting are accounted for as freestanding derivative positions not designated to hedge accounting relationships unless and until the derivative is redesignated to a hedge accounting relationship. When cash flow hedge accounting is discontinued the amounts deferred in AOCI during the hedge relationship continue to be deferred in AOCI as long as the hedged items continue to be probable of occurring within two months of their forecast, until the hedged item affects Net income (loss). Any amount deferred in AOCI for hedged items which are no longer probable of occurring within two months of their forecast will be reclassified to “net derivative gains (losses)” at that time.

The Company is a party to financial instruments and other contracts that contain “embedded” derivative instruments. At inception, the Company assesses whether the economic characteristics of the embedded instrument are “clearly and closely related” to the economic characteristics of the remaining component of the “host contract” and whether a separate instrument with the same terms as the embedded instrument would meet the definition of a derivative instrument. Once those criteria are met the resulting embedded derivative is bifurcated from the host contract, carried in the consolidated balance sheets at fair value, and changes in its fair value are recognized immediately and captioned in the consolidated statements of income (loss) according to the nature of the related host contract. For certain financial instruments that contain an embedded derivative that otherwise would need to be bifurcated and reported at fair value, the Company instead may elect to carry the entire instrument at fair value.

For collectively evaluated mortgages, the Company estimates the allowance for credit losses based on the amortized cost basis of its mortgages over their expected life using a PD / LGD model. The PD / LGD model incorporates the Company’s reasonable and supportable forecast of macroeconomic information over a specified period. The length of the reasonable and supportable forecast period is reassessed on a quarterly basis and may be adjusted as appropriate over time to be consistent with macroeconomic conditions and the environment as of the reporting date. For periods beyond the reasonable and supportable forecast period, the model reverts to historical loss information. The PD and LGD are estimated at the loan-level based on loans’ current and forecasted risk characteristics as well as macroeconomic forecasts. The PD is estimated using both macroeconomic conditions as well as individual loan risk characteristics including LTV ratios, DSC ratios, seasoning, collateral type, geography, and underlying credit. The LGD is driven primarily by the type and value of collateral, and secondarily by expected liquidation costs and time to recovery.

Mortgage loans that do not share similar risk characteristics with other loans in the portfolio are individually evaluated quarterly by the Company’s IUS Committee. The allowance for credit losses on these individually evaluated mortgages is a loan-specific reserve as a result of the loan review process that is recorded based on the present value of expected future cash flows discounted at the loan’s effective interest rate or based on the fair value of the collateral. The individually assessed allowance for mortgage loans can increase or decrease from period to period based on such factors.

Within the IUS process, commercial mortgages 60 days or more past due and agricultural mortgages 90 days or more past due, as well as all mortgages in the process of foreclosure, are identified as problem mortgage loans. Based on its monthly monitoring of mortgages, a class of potential problem mortgage loans are also identified, consisting of mortgage loans not currently classified as problem mortgage loans but for which management has doubts as to the ability of the borrower to comply with the present loan payment terms and which may result in the loan becoming a problem or being modified. The decision whether to classify a performing mortgage loan as a potential problem involves judgments by management as to likely future industry conditions and developments with respect to the borrower or the individual mortgaged property.

Individually assessed mortgage loans without provision for losses are mortgage loans where the fair value of the collateral or the net present value of the expected future cash flows related to the loan equals or exceeds the recorded investment. Interest income earned on mortgage loans where the collateral value is used to measure impairment is recorded on a cash basis. Interest income on mortgage loans where the present value method is used to measure impairment is accrued on the net carrying value amount of the loan at the interest rate used to discount the cash flows.

Mortgage loans are placed on nonaccrual status once management believes the collection of accrued interest is not probable. Once mortgage loans are classified as nonaccrual mortgage loans, interest income is recognized under the cash basis of accounting and the resumption of the interest accrual would commence only after all past due interest has been collected or the mortgage loan has been restructured to where the collection of interest is considered likely. The Company charges off loan balances and accrued interest that are deemed uncollectible.

The components of amortized cost for mortgage loans on the consolidated balance sheets excludes accrued interest amounts because the Company presents accrued interest receivables within other assets. Once mortgage loans are placed on nonaccrual status, the Company reverses accrued interest receivable against interest income. Since the nonaccrual policy results in the timely reversal of accrued interest receivable, the Company does not record an allowance for credit losses on accrued interest receivable.

The Company classifies assets and liabilities (“disposal group”) as held-for-sale when the specified criteria in Accounting Standards Codification 360, Property, Plant and Equipment, are met. Assets and liabilities held-for-sale are presented separately within the Consolidated Balance Sheets. Depreciation of property, plant and equipment and amortization of intangible and right-of-use assets are not recorded while these assets are classified as held-for-sale. If, in any period, the carrying value of the disposal group exceeds the estimated fair value, less costs to sell, an impairment loss will be recognized. See Note 25 of the Notes to these Consolidated Financial Statements for additional information regarding the disposal group.

The Company invests in commercial and agricultural mortgage loans included in the balance sheet as mortgage loans on real estate and privately negotiated fixed maturities included in the balance sheet as fixed maturities AFS. Under certain circumstances, modifications are granted to these contracts. Each modification is evaluated as to whether a TDR has occurred. A modification is a TDR when the borrower is in financial difficulty and the creditor makes concessions. Generally, the types of concessions may include reducing the face amount or maturity amount of the debt as originally stated, reducing the contractual interest rate, extending the maturity date at an interest rate lower than current market interest rates and/or reducing accrued interest. The Company considers the amount, timing and extent of the concession granted in determining any impairment or changes in the specific credit allowance recorded in connection with the TDR. A credit allowance may have been recorded prior to the period when the loan is modified in a TDR. Accordingly, the carrying value (net of the allowance) before and after modification through a TDR may not change significantly or may increase if the expected recovery is higher than the pre-modification recovery assessment.

Unrealized investment gains (losses) on fixed maturities designated as AFS held by the Company are accounted for as a separate component of AOCI, net of related deferred income taxes, as are amounts attributable to certain pension operations, Closed Block’s policyholders’ dividend obligation, insurance liability loss recognition, DAC related to UL policies, investment-type products and participating traditional life policies.

Deposits related to UL and investment-type contracts are reported as deposits to policyholders’ account balances. Revenues from these contracts consist of fees assessed during the period against policyholders’ account balances for mortality charges, policy administration charges and surrender charges. Policy benefits and claims that are charged to expense include benefit claims incurred in the period in excess of related policyholders’ account balances.

Acquisition costs that vary with and are primarily related to the acquisition of new and renewal insurance business, reflecting incremental direct costs of contract acquisition with independent third parties or employees that are essential to the contract transaction, as well as the portion of employee compensation, including employee fringe benefits and other costs directly related to underwriting, policy issuance and processing, medical inspection, and contract selling for successfully negotiated contracts including commissions, underwriting, agency and policy issue expenses, are deferred.

Contracts are measured on a grouped basis utilizing cohorts consistent with those used in the calculation of future policy benefit reserves. DAC is amortized on a constant level basis for the grouped contracts over the expected term of the contract. For life insurance products, DAC is amortized in proportion to the face amount in force. For annuity products DAC is amortized in proportion to policy counts. The constant level basis used for amortization determines the current period amortization considering both the current period’s actual experience and future projections. The amortization pattern is revised quarterly on a prospective basis. Amortization of DAC is included in Amortization of DAC, part of total benefits and other deductions.

For some products, policyholders can elect to modify product benefits, features, rights or coverages that occur by the exchange of a contract for a new contract, or by amendment, endorsement, or rider to a contract, or by election or coverage within a contract. These transactions are known as internal replacements. If such modification substantially changes the contract, the associated DAC is written off immediately through income and any new acquisition costs associated with the replacement contract are deferred.

In each reporting period, DAC amortization, net of the accrual of imputed interest on DAC balances, was recorded to amortization of deferred policy acquisition costs. DAC was subject to recoverability testing at the time of policy issue and loss recognition testing at the end of each accounting period. The determination of DAC, including amortization and recoverability estimates, was based on models that involve numerous assumptions and subjective judgments, including those regarding policyholder behavior, surrender and withdrawal rates, mortality experience, and other inputs including financial market volatility and market rates of return.

for future policy benefits plus the present value of expected future gross premiums for the aggregate product group were insufficient to provide for expected future policy benefits and expenses for that line of business (i.e., reserves net of any DAC asset), DAC would first be written off and thereafter, if required, a premium deficiency reserve would be established by a charge to earnings.

DAC associated with certain variable annuity products was amortized based on estimated assessments, with DAC on the remainder of variable annuities, UL and investment-type products amortized over the expected total life of the contract group as a constant percentage of estimated gross profits arising principally from investment results, Separate Accounts fees, mortality and expense margins and surrender charges based on historical and anticipated future experience, embedded derivatives and changes in the reserve of products that have indexed features such as SCS IUL and MSO, updated at the end of each accounting period. When estimated gross profits were expected to be negative for multiple years of a contract life, DAC was amortized using the present value of estimated assessments. The effect on the amortization of DAC of revisions to estimated gross profits or assessments was reflected in earnings (loss) in the period such estimated gross profits or assessments were revised. A decrease in expected gross profits or assessments would accelerate DAC amortization. Conversely, an increase in expected gross profits or assessments would slow DAC amortization. The effect on the DAC assets that would result from realization of unrealized gains (losses) was recognized with an offset to AOCI in consolidated equity as of the balance sheet date.

A significant assumption in the amortization of DAC on variable annuities and, to a lesser extent, on variable and interest-sensitive life insurance related to projected future separate account performance. Management set estimated future gross profit or assessment assumptions related to separate account performance using a long-term view of expected average market returns by applying a RTM approach, a commonly used industry practice. This future return approach influenced the projection of fees earned, as well as other sources of estimated gross profits. Returns that were higher than expectations for a given period produce higher than expected account balances, increased the fees earned resulting in higher expected future gross profits and lower DAC amortization for the period. The opposite occurred when returns were lower than expected.

In applying this approach to develop estimates of future returns, it was assumed that the market would return to an average gross long-term return estimate, developed with reference to historical long-term equity market performance. Management set limitations as to maximum and minimum future rate of return assumptions, as well as a limitation on the duration of use of these maximum or minimum rates of return. As of December 31, 2020, the average gross short-term and long-term annual return estimate on variable and interest-sensitive life insurance and variable annuities was 7.0% (4.9% net of product weighted average Separate Accounts fees), and the gross maximum and minimum short-term annual rate of return limitations were 15.0% (12.9% net of product weighted average Separate Accounts fees and Investment Advisory fees) and 0.0% ((2.1)% net of product weighted average Separate Accounts fees and Investment Advisory fees), respectively. The maximum duration over which these rate limitations may be applied is five years. These assumptions of long-term growth were subject to assessment of the reasonableness of resulting estimates of future return assumptions.

In addition, projections of future mortality assumptions related to variable and interest-sensitive life products were based on a long-term average of actual experience. This assumption was updated periodically to reflect recent experience as it emerges. Improvement of life mortality in future periods from that currently projected would result in future deceleration of DAC amortization. Conversely, deterioration of life mortality in future periods from that currently projected would result in future acceleration of DAC amortization.

For participating traditional life policies (substantially all of which are in the Closed Block), DAC was amortized over the expected total life of the contract group as a constant percentage based on the present value of the estimated gross margin amounts expected to be realized over the life of the contracts using the expected investment yield. As of December 31, 2020, the average rate of assumed investment yields, excluding policy loans, for the Company was 4.4% grading to 4.3% in 2025. Estimated gross margins included anticipated premiums and investment results less claims

and administrative expenses, changes in the net level premium reserve and expected annual policyholder dividends. The effect on the accumulated amortization of DAC of revisions to estimated gross margins was reflected in earnings in the period such estimated gross margins were revised. The effect on the DAC assets that would result from realization of unrealized gains (losses) was recognized with an offset to AOCI in consolidated equity as of the balance sheet date. Many of the factors that affect gross margins were included in the determination of the Company’s dividends to these policyholders. DAC adjustments related to participating traditional life policies did not create significant volatility in results of operations as the Closed Block recognized a cumulative policyholder dividend obligation expense in policyholders’ benefits for the excess of actual cumulative earnings over expected cumulative earnings as determined at the time of demutualization.

DAC associated with non-participating traditional life policies was amortized in proportion to anticipated premiums. Assumptions as to anticipated premiums were estimated at the date of policy issue and were consistently applied during the life of the contracts. Deviations from estimated experience were reflected in income (loss) in the period such deviations occur. For these contracts, the amortization periods generally were for the total life of the policy. DAC related to these policies was subject to recoverability testing as part of the Company’s premium deficiency testing. If a premium deficiency existed, DAC was reduced by the amount of the deficiency or to zero through a charge to current period earnings (loss). If the deficiency exceeded the DAC balance, the reserve for future policy benefits was increased by the excess, reflected in earnings (loss) in the period such deficiency occurs.

For each of its reinsurance agreements, the Company determines whether the agreement provides indemnification against loss or liability relating to insurance risk in accordance with applicable accounting standards. Cessions under reinsurance agreements do not discharge the Company’s obligations as the primary insurer. The Company reviews all contractual features, including those that may limit the amount of insurance risk to which the reinsurer is subject or features that delay the timely reimbursement of claims.

For reinsurance of existing in-force blocks of long-duration contracts that transfer significant insurance risk, the difference, if any, between the amounts paid (received), and the liabilities ceded (assumed) related to the underlying contracts is considered the net cost of reinsurance at the inception of the reinsurance agreement. Subsequent amounts paid (received) on the reinsurance of in-force blocks, as well as amounts paid (received) related to new business, are recorded as premiums ceded (assumed); and amounts due from reinsurers (amounts due to reinsurers) are established.

Assets and liabilities relating to reinsurance agreements with the same reinsurer may be recorded net on the balance sheet if a right of offset exists within the reinsurance agreement. In the event that reinsurers do not meet their obligations to the Company under the terms of the reinsurance agreements, reinsurance recoverable balances could become uncollectible. In such instances, reinsurance recoverable balances are stated net of allowances for uncollectible reinsurance.

Ceded reinsurance transactions are recognized and measured in a manner consistent with underlying reinsured contracts, including using consistent assumptions. Assumed and ceded reinsurance contract rights and obligations are accounted for on a basis consistent with our direct contract. The reinsurance cost or benefit for traditional life non-participating and limited-payment contracts is recognized in proportion to the gross premiums of the underlying direct cohorts. The locked-in single A discount rate used to calculate the reinsurance cost or benefit is established at inception of the reinsurance contract. Changes to the single A discount rate are reflected in comprehensive income at each reporting date.

If the Company determines that a reinsurance agreement does not expose the reinsurer to a reasonable possibility of a significant loss from insurance risk, the Company records the agreement using the deposit method of accounting. Deposits received are included in other liabilities and deposits made are included within other assets. As amounts are paid or received, consistent with the underlying contracts, the deposit assets or liabilities are adjusted. Interest on such deposits is recorded as other income or other operating costs and expenses, as appropriate.

With respect to GMIBs, a portion of the directly written GMIBs were accounted for as insurance liabilities, but the associated reinsurance agreements contained embedded derivatives as they were net settled. These embedded derivatives were included in GMIB reinsurance contract asset, at fair value with changes in estimated fair value reported in net derivative gains (losses). Separate Account liabilities that had been ceded on a Modified coinsurance (Modco) basis, receivable and payable were recognized on a net basis as right of offset exists.

Sales inducement assets are offered on certain deferred annuity products in the form of either immediate bonus interest credited or enhanced interest crediting rates for a period of time. The interest crediting expense associated with these sales inducement assets is deferred and amortized over the lives of the underlying contracts in a manner consistent with the amortization of DAC. Unamortized balances are included in other assets in the consolidated balance sheets and amortization is included in interest credited to policyholders’ account balances in the consolidated statements of income (loss).

Obligations arising from funding agreements are also reported in policyholders’ account balances in the consolidated balance sheets. As a member of the FHLB, the Company has access to collateralized borrowings. The Company may also issue funding agreements to the FHLB. Both the collateralized borrowings and funding agreements would require the Company to pledge qualified mortgage-backed assets and/or government securities as collateral.

The liability for future policy benefits is estimated based upon the present value of future policy benefits and related claim expenses less the present value of estimated future net premiums where net premium equals gross premium under the contract multiplied by the net premium ratio. Related claim expenses include termination and settlement costs and exclude acquisition costs and non-claim related costs. The liability is estimated using current assumptions that include discount rate, mortality, and lapses. Assumptions are based on judgments that consider the Company’s historical experience, industry data, and other factors.

For participating traditional life insurance policies, future policy benefit liabilities are calculated using a net level premium method based on guaranteed mortality and dividend fund interest rates. The liability for annual dividends represents the accrual of annual dividends earned. Terminal dividends are accrued in proportion to face amount over the life of the contract.

For non-participating traditional life insurance policies (Term) and limited pay contracts (Payout, Pension), contracts are grouped into cohorts by contract type and issue year. The Company quarterly updates its estimate of cash flows using actual experience and current future cash flow assumptions, which is reflected in an updated net premium ratio used to calculate the liability. The ratio of actual and future expected claims to actual and future expected premiums determines the net premium ratio. The policy administration expense assumption is not updated after policy issuance. If actual expenses differ from the original expense assumptions, the differences are recognized in the period identified. The revised net premium ratio is used to determine the updated liability for future policy benefits as of the beginning of the reporting period, discounted at the original contract issuance rate. Changes in the liability due to current discount rates differing from original rates are included in other comprehensive income within the consolidated statement of comprehensive income.

For non-participating traditional life insurance policies and limited pay contracts, the discount rate assumption used is corporate A rated forward curve. We use a forward curve based upon a Bloomberg index. The liability is remeasured each quarter with the remeasurement change reported in other comprehensive income. The locked-in discount rate is generally based on expected investment returns at contract inception for contracts issued prior to January 1, 2021 and the upper medium grade fixed income corporate instrument yield (i.e., single A) at contract inception for contracts issued after January 1, 2021. The Company developed an LDTI discount rate methodology used to calculate the LFPB for its traditional insurance liabilities and constructed a discount rate curve that references upper-medium grade (low

credit risk) fixed-income instrument yields (i.e. Single-A rated Corporate bond yields) which are meant to reflect the duration characteristics of the corresponding insurance liabilities. The methodology uses observable market data, where available, and uses various estimation techniques in line with fair value guidance (such as interpolation and extrapolation) where data is limited. Discount rates are updated quarterly.

For limited-payment products, gross premiums received in excess of net premiums are deferred at initial recognition as a deferred profit liability (“DPL”). DPL will be amortized in relation to the expected future benefit payments. As the calculation of the DPL is based on discounted cash flows, interest accrues on the unamortized DPL balance using the discount rate determined at contract issuance. The DPL is updated at the same time as the estimates for cash flows for the liability for future policy benefits. Any difference between the recalculated and beginning of period DPL is recognized in remeasurement gain or loss in the consolidated statements of income (loss), Remeasurement of Liability for Future Policy Benefits, part of total benefits and other deductions. On the consolidated balance sheets the DPL is recorded in the liability for future policy benefits.

Additional liabilities for contract or contract feature that provide for additional benefits in addition to the account balance but are not market risk benefits or embedded derivatives (“additional insurance liabilities”) are established by estimating the expected value of death or other insurance benefits in excess of the projected contract accumulation value and recognizing the excess over the estimated life based on expected assessments (i.e., benefit ratio). The liability equals the current benefit ratio multiplied by cumulative assessments recognized to date, plus interest, less cumulative excess payments to date. These reserves are recorded within future policy benefits and other policyholders’ liabilities. The determination of this estimated future policy benefits liability is based on models that involve numerous assumptions and subjective judgments, including those regarding expected market rates of return and volatility, contract surrender and withdrawal rates, and mortality experience. There can be no assurance that actual experience will be consistent with management’s estimates. Assumptions are reviewed annually and updated with the remeasurement gain or loss reflected in total benefit expense.

The Company conducts annual premium deficiency testing except for liability for future policy benefits for non- participating traditional and limited payment contracts. The Company reviews assumptions and determines whether the sum of existing liabilities and the present value of future gross premiums is sufficient to cover the present value of future benefits to be paid and settlement costs. Anticipated investment income is considered when performing premium deficiency for long duration contracts. The anticipated investment income is projected based on current investment portfolio returns grading to long term reinvestment rates over the projection periods, based on anticipated gross reinvestment spreads, defaults and investment expenses. Premium deficiency reserves are recorded in certain instances where the policyholder liability for a particular line of business may not be deficient in the aggregate to trigger loss recognition, but the pattern of earnings may be such that profits are expected to be recognized in earlier years followed by losses in later years. This pattern of profits followed by losses is exhibited in our VISL business and is generated by the cost structure of the product or secondary guarantees in the contract. The secondary guarantee ensures that, subject to specified conditions, the policy will not terminate and will continue to provide a death benefit even if there is insufficient policy value to cover the monthly deductions and charges. We accrue for these PFBL using a dynamic approach that changes over time as the projection of future losses change.

For participating traditional life insurance policies, future policy benefit liabilities were calculated using a net level premium method on the basis of actuarial insurance assumptions equal to guaranteed mortality and dividend fund interest rates. The liability for annual dividends represented the accrual of annual dividends earned. Terminal dividends were accrued in proportion to gross margins over the life of the contract.

For non-participating traditional life insurance policies, future policy benefit liabilities were estimated using a net level premium method on the basis of actuarial assumptions as to mortality, persistency and interest established at policy issue. Assumptions established at policy issue as to mortality and persistency were based on the Company’s experience that, together with interest and expense assumptions, included a margin for adverse deviation. Benefit liabilities for traditional annuities during the accumulation period were equal to accumulated policyholders’ fund balances and, after annuitization, were equal to the present value of expected future payments. Interest rates used in establishing such

Individual health benefit liabilities for active lives are estimated using the net level premium method and assumptions as to future morbidity, withdrawals and interest. Benefit liabilities for disabled lives are estimated using the present value of benefits method and experience assumptions as to claim terminations, expenses and interest. While management believes its DI reserves have been calculated on a reasonable basis and are adequate, there can be no assurance reserves will be sufficient to provide for future liabilities.

The Company has issued and continues to offer certain variable annuity products with GMDB and/or contain a GMLB (collectively, the “GMxB features”) which, if elected by the policyholder after a stipulated waiting period from contract issuance, guarantees a minimum lifetime annuity based on predetermined annuity purchase rates that may be in excess of what the contract account value can purchase at then-current annuity purchase rates. This minimum lifetime annuity is based on predetermined annuity purchase rates applied to a GMIB base. The Company previously issued certain variable annuity products with GIB, GWBL, GMWB, and GMAB features. The Company has also assumed reinsurance for products with GMxB features.

Reserves for products that have GMIB features, but do not have no-lapse guarantee features, and products with GMDB features were determined by estimating the expected value of death or income benefits in excess of the projected contract accumulation value and recognizing the excess over the estimated life based on expected assessments (i.e., benefit ratio). The liability equaled the current benefit ratio multiplied by cumulative assessments recognized to date, plus interest, less cumulative excess payments to date. These reserves were recorded within future policy benefits and other policyholders’ liabilities. The determination of this estimated future policy benefits liability was based on models that involved numerous assumptions and subjective judgments, including those regarding expected market rates of return and volatility, contract surrender and withdrawal rates, mortality experience, and, for contracts with the GMIB feature, GMIB election rates. Assumptions regarding separate account performance used for purposes of this calculation were set using a long-term view of expected average market returns by applying a RTM approach, consistent with that used for DAC amortization. There can be no assurance that actual experience will be consistent with management’s estimates.

After the initial establishment of reserves, premium deficiency and loss recognition tests were performed each period end using best estimate assumptions as of the testing date without provisions for adverse deviation. When the liabilities for future policy benefits plus the present value of expected future gross premiums for the aggregate product group were insufficient to provide for expected future policy benefits and expenses for that line of business (i.e., reserves net of any DAC asset), DAC would first be written off and thereafter, if required, a premium deficiency reserve would be established by a charge to earnings.

Market risk benefits (“MRBs”) are contracts or contract features that provide protection to the contract holder from other than nominal capital market risk and expose the Company to other than nominal capital market risk. Market risk benefits include contract features that provide minimum guarantees to policyholders and include GMIB, GMDB, GMWB, GMAB, and ROP DB benefits. MRBs are identified and measured at fair value on a seriatim basis using an ascribed fee approach based upon policyholder behavior projections and risk neutral economic scenarios adjusted based on the facts and circumstances of the Company’s product features. The MRB Asset and MRB Liability will be equal to the average present value of benefits and risk margins less the average present value of ascribed fees. Ascribed fees will consist of the fee needed at policy inception date, under a stochastically generated set of risk-neutral scenarios, so that the mean present value of claims, including any risk charge, is equal to the mean present value of the projected attributed fees which will be capped at average present value of total policyholder contractual fees. The attributed fee percentage is considered a fixed term of the MRB feature and is held static over the life of the contract. Discount rates are updated quarterly. Changes in fair value are recognized as a remeasurement gain/loss in the Change in market risk benefits and purchased market risk benefits, part of total benefits and other deductions except for the portion of the change in the fair value due to change in the Company’s own credit risk, which is recognized in other than comprehensive income. Additionally, when an annuitization occurs (for annuitization benefits) or upon extinguishment of the account balance (for withdrawal benefits) the balance related to the MRB will be derecognized

The Company has issued and continues to offer certain variable annuity products with GMDB and/or contain a GMLB (collectively, the “GMxB features”) which, if elected by the policyholder after a stipulated waiting period from contract issuance, guarantees a minimum lifetime annuity based on predetermined annuity purchase rates that may be in excess of what the contract account value can purchase at then-current annuity purchase rates. This minimum lifetime annuity is based on predetermined annuity purchase rates applied to a GMIB base. The Company previously issued certain variable annuity products with GMIB, GWBL, GMWB, and GMAB features. The Company has also assumed reinsurance for products with GMxB features.

Features in ceded reinsurance contracts that meet the definition of MRBs are accounted for at fair value as a purchased MRB. The fees used to determine the fair value of the reinsured market risk benefit are those defined in the reinsurance contract. The expected periodic future premiums would represent cash outflows and the expected future benefits would represent cash inflows in the fair value calculation. On the ceded side, the Purchased MRB will be measured considering the counterparty credit risk of the reinsurer, while the direct contract liabilities will be measured considering the instrument-specific credit risk of the insurer. As a result of the difference in the treatment of the counterparty credit risk, the fair value of the direct and ceded contracts may be different even if the contractual fees and benefits are the same. Changes in instrument-specific credit risk of the Company is included in the fair value of its market risk benefit, whether in an asset or liability position, and whether related to an issued or purchased MRB, is recognized in OCI. The counterparty credit risk of the reinsurer is recorded in the consolidated statements of income (loss).

The amount of policyholders’ dividends to be paid (including dividends on policies included in the Closed Block) is determined annually by the board of directors of the issuing insurance company. The aggregate amount of policyholders’ dividends is related to actual interest, mortality, morbidity and expense experience for the year and judgment as to the appropriate level of statutory surplus to be retained by the Company.

Reserves for products or features within products that are considered either embedded or freestanding derivatives are measured at estimated fair value separately from the host variable annuity product, with changes in estimated fair value reported in net derivative gains (losses). The estimated fair values of these derivatives are determined based on the present value of projected future benefits minus the present value of projected future fees attributable to the guarantee. The projections of future benefits and future fees require capital markets and actuarial assumptions, including expectations concerning policyholder behavior. A risk-neutral valuation methodology is used under which the cash flows from the guarantees are projected under multiple capital market scenarios using observable risk-free rates.

Additionally, the Company cedes and assumes reinsurance of products with GMxB features, which are considered either an embedded or freestanding derivative, and measured at fair value. The GMxB reinsurance contract asset and liabilities’ fair values reflect the present value of reinsurance premiums, net of recoveries, and risk margins over a range of market-consistent economic scenarios.

Changes in the fair value of embedded and freestanding derivatives are reported in net derivative gains (losses). Embedded derivatives in direct and assumed reinsurance contracts are reported in future policyholders’ benefits and other policyholders’ liabilities. Amounts due from reinsurers contains the reinsurance of underlying GMIB contracts that are embedded derivatives, so the reinsurance has the same risk attributes as the underlying contracts and is an embedded derivatives carried at fair value. There are also embedded derivatives reported in the GMIB reinsurance contract asset related to ceded reinsurance contracts that are net settled, recorded at fair value in the consolidated balance sheets.

Generally, Separate Accounts established under New York State and Arizona State Insurance Law are not chargeable with liabilities that arise from any other business of the Company. Separate Accounts assets are subject to General Account claims only to the extent Separate Accounts assets exceed separate accounts liabilities. Assets and liabilities of the Separate Account represent the net deposits and accumulated net investment earnings (loss) less fees, held primarily for the benefit of policyholders, and for which the Company does not bear the investment risk. Separate Accounts assets and liabilities are shown on separate lines in the consolidated balance sheets. Assets held in Separate Accounts are reported at quoted market values or, where quoted values are not readily available or accessible for these securities, their fair value measures most often are determined through the use of model pricing that effectively discounts prospective cash flows to present value using appropriate sector-adjusted credit spreads commensurate with the security’s duration, also taking into consideration issuer-specific credit quality and liquidity. Investment performance (including investment income, net investment gains (losses) and changes in unrealized gains (losses)) and the corresponding amounts credited to policyholders of such Separate Accounts are offset within the same line in the consolidated statements of income (loss).

The Company does not record leases with an initial term of 12 months or less in its consolidated balance sheets, but instead recognizes lease expense for these leases on a straight-line basis over the lease term. For leases with a term greater than one year, the Company records in its consolidated balance sheets at the time of lease commencement or modification a RoU operating lease asset and a lease liability, initially measured at the present value of the lease payments. Lease costs are recognized in the consolidated statements of income (loss) over the lease term on a straight-line basis. RoU operating lease assets represent the Company’s right to use an underlying asset for the lease term and RoU operating lease liabilities represent the Company’s obligation to make lease payments arising from the lease.

Goodwill recorded by the Company represents the excess of purchase price over the estimated fair value of identifiable net assets of companies acquired in a business combination and relates principally to the acquisition of SCB Inc., an investment research and management company formerly known as Sanford C. Bernstein Inc. (“Bernstein Acquisition”), the purchase of AB Units, and AB’s acquisition of CarVal on July 1, 2022. The Company tests goodwill for recoverability each annual reporting period at December 31 and at interim periods if facts or circumstances are indicative of potential impairment.

The Company uses a market valuation approach. Under the market valuation approach, the fair value of the reporting unit is based on its adjusted market valuation assuming a control premium. The Company determined that this valuation technique provided a more exact determination of fair value for the reporting unit and was applied during its annual testing for goodwill recoverability at December 31, 2022 and 2021.

accumulated amortization. These intangible assets generally are amortized on a straight-line basis over their estimated useful life, ranging from six to twenty years. All intangible assets are periodically reviewed for impairment as events or changes in circumstances indicate that the carrying value may not be recoverable. If the carrying value exceeds fair value, impairment tests are performed to measure the amount of the impairment loss, if any.

Commissions paid to financial intermediaries in connection with the sale of shares of open-end AB sponsored mutual funds sold without a front-end sales charge (“back-end load shares”) are capitalized as deferred sales commissions and amortized over periods not exceeding five and one-half years for U.S. fund shares and four years for non-U.S. fund shares, the periods of time during which the deferred sales commissions are generally recovered. These commissions are recovered from distribution services fees received from those funds and from CDSC received from shareholders of those funds upon the redemption of their shares. CDSC cash recoveries are recorded as reductions of unamortized deferred sales commissions when received. Since January 31, 2009, AB sponsored U.S. mutual funds have not offered back-end load shares to new investors.

Management periodically reviews the deferred sales commission asset for impairment as events or changes in circumstances indicate that the carrying value may not be recoverable. If these factors indicate impairment in value, a comparison is made of the carrying value to the undiscounted cash flows expected to be generated by the asset over its remaining life. If it is determined the deferred sales commission asset is not fully recoverable, the asset will be deemed impaired and a loss will be recorded in the amount by which the recorded amount of the asset exceeds its estimated fair value.

As of December 31, 2022 and 2021, respectively, net deferred sales commissions from AB totaled $52 million and $75 million and are included within other assets in the consolidated balance sheets. The estimated amortization expense of deferred sales commissions, based on the December 31, 2022 net asset balance for each of the next three years is $29 million, $18 million and $5 million. The Company tests the deferred sales commission asset for impairment quarterly by comparing undiscounted future cash flows to the recorded value, net of accumulated amortization. Each quarter, significant assumptions used to estimate the future cash flows are updated to reflect management’s consideration of current market conditions on expectations made with respect to future market levels and redemption rates. As of December 31, 2022 and 2021, the Company determined that the deferred sales commission asset was not impaired.

Capitalized computer software and hosting arrangements include certain internal and external costs used to implement internal-use software and cloud computing hosting arrangements. These capitalized computer costs are included in other assets in the consolidated balance sheets and amortized on a straight-line basis over the estimated useful life of the software or term of the hosting arrangement that ranges between three and five years. Capitalized amounts are periodically tested for impairment in accordance with the guidance on impairment of long-lived assets. An immediate charge to earnings is recognized if capitalized computer costs no longer are deemed to be recoverable. In addition, service potential is periodically reassessed to determine whether facts and circumstances have compressed the software’s useful life or a significant change in the term of the hosting arrangement such that acceleration of amortization over a shorter period than initially determined would be required.

Capitalized computer software and hosting arrangements, net of accumulated amortization, amounted to $224 million and $193 million as of December 31, 2022 and 2021, respectively. Amortization of capitalized computer software and hosting arrangements in 2022, 2021 and 2020 was $45 million, $57 million and $60 million, respectively, recorded in other operating costs and expenses in the consolidated statements of income (loss).

Liabilities for short-term and long-term debt are primarily carried at an amount equal to unpaid principal balance, net of unamortized discount or premium and debt issue costs. Original-issue discount or premium and debt-issue costs are recognized as a component of interest expense over the period the debt is expected to be outstanding, using the interest method of amortization. Interest expense is generally presented within interest expense in the consolidated statements of income (loss). Short-term debt represents debt coming due in the next twelve months, including that portion of debt otherwise classified as long-term. See Note 14 of the Notes to these Consolidated Financial Statements for additional information regarding short-term and long-term debt.

The Company and certain of its consolidated subsidiaries and affiliates file a consolidated federal income tax return. The Company provides for federal and state income taxes currently payable, as well as those deferred due to temporary differences between the financial reporting and tax bases of assets and liabilities. Current federal income taxes are charged or credited to operations based upon amounts estimated to be payable or recoverable as a result of taxable operations for the current year. Deferred income tax assets and liabilities are recognized based on the difference between financial statement carrying amounts and income tax bases of assets and liabilities using enacted income tax rates and laws. Valuation allowances are established when management determines, based on available information, that it is more likely than not that deferred tax assets will not be realized.

Under accounting for uncertainty in income taxes guidance, the Company determines whether it is more likely than not that a tax position will be sustained upon examination by the appropriate taxing authorities before any part of the benefit can be recorded in the consolidated financial statements. Tax positions are then measured at the largest amount of benefit that is greater than 50% likely of being realized upon settlement.

ABLP is a private partnership for federal income tax purposes and, accordingly, is not subject to federal and state corporate income taxes. However, ABLP is subject to a 4.0% New York City unincorporated business tax. AB Holding is subject to a 3.5% federal tax on partnership gross income from the active conduct of a trade or business. Domestic corporate subsidiaries of AB are subject to federal, state and local income taxes. Foreign corporate subsidiaries are generally subject to taxes in the foreign jurisdictions where they are located.

Investment management and service fees principally include the Investment Management and Research segment’s investment advisory and service fees, distribution revenues and institutional research services revenue. Investment advisory and service base fees, generally calculated as a percentage, referred to as BPs, of assets under management, are recorded as revenue as the related services are performed. Certain investment advisory contracts, including those associated with hedge funds, provide for a performance-based fee, in addition to or in lieu of a base fee which is calculated as either a percentage of absolute investment results or a percentage of the investment results in excess of a stated benchmark over a specified period of time.

AB provides asset management services by managing customer assets and seeking to deliver returns to investors. Similarly, EIM and EIMG provides investment management and administrative services, such as fund accounting and compliance services, to EQ Premier VIP Trust, EQAT and 1290 Funds as well as two private investment trusts established in the Cayman Islands, AXA Allocation Funds Trust and AXA Offshore Multimanager Funds Trust (collectively, the “Other AXA Trusts”). The contracts supporting these revenue streams create a distinct, separately identifiable performance obligation for each day the assets are managed for the performance of a series of services that are substantially the same and have the same pattern of transfer to the customer. Accordingly, these investment management, advisory, and administrative service base fees are recorded over time as services are performed and entitle the Company to variable consideration. Base fees, generally calculated as a percentage of AUM, are recognized as revenue at month-end when the transaction price no longer is variable and the value of the consideration is determined. These fees are not subject to claw back and there is minimal probability that a significant reversal of the revenue recorded will occur.

Certain investment advisory contracts of AB, including those associated with hedge funds or other alternative investments, provide for a performance-based fee (including carried interest), in addition to a base advisory fee, calculated either as a percentage of absolute investment results or a percentage of investment results in excess of a stated benchmark over a specified period of time. These performance-based fees are forms of variable consideration and, therefore, are excluded from the transaction price until it becomes probable there will not be significant reversal of the cumulative revenue recognized. At each reporting date, the Company evaluates constraining factors surrounding the variable consideration to determine the extent to which, if any, revenues associated with the performance-based fee can be recognized. Constraining factors impacting the amount of variable consideration included in the transaction price include contractual claw-back provisions, the length of time of the uncertainty, the number and range of possible amounts, the probability of significant fluctuations in the fund’s market value and the level in which the fund’s value exceeds the contractual threshold required to earn such a fee and the materiality of the amount being evaluated.

Research services revenue principally consists of brokerage transaction charges received by SCB LLC, SCBL and AB’s other sell side subsidiaries for providing equity research services to institutional clients. Brokerage commissions for trade execution services and related expenses may be used to pay for equity research services in accordance with Section 28(e) of the Exchange Act and are recorded on a trade-date basis when the performance obligations are satisfied. Generally, the transaction price is agreed upon at the point of each trade and based upon the number of shares traded or the value of the consideration traded. Research revenues are recognized when the transaction price is quantified, collectability is assured and significant reversal of such revenue is not probable.

Revenues from distribution services include fees received as partial reimbursement of expenses incurred in connection with the sale of certain AB sponsored mutual funds and the 1290 Funds and for the distribution primarily of EQAT and EQ Premier VIP Trust shares to separate accounts in connection with the sale of variable life and annuity contracts. The amount and timing of revenues recognized from performance of these distribution services often is dependent upon the contractual arrangements with the customer and the specific product sold as further described below.

Most open-end management investment companies, such as U.S. funds and the EQAT and EQ Premier VIP Trusts and the 1290 Funds, have adopted a plan under Rule 12b-1 of the Investment Company Act that allows for certain share classes to pay out of assets, distribution and service fees for the distribution and sale of its shares (“12b-1 Fees”). These open-end management investment companies have such agreements with the Company, and the Company has selling and distribution agreements pursuant to which it pays sales commissions to the financial intermediaries that distribute the shares. These agreements may be terminated by either party upon notice (generally 30 days) and do not obligate the financial intermediary to sell any specific amount of shares.

The Company records 12b-1 fees monthly based upon a percentage of the NAV of the funds. At month-end, the variable consideration of the transaction price is no longer constrained as the NAV can be calculated and the value of consideration is determined. These services are separate and distinct from other asset management services as the customer can benefit from these services independently of other services. The Company accrues the corresponding 12b-1 fees paid to sub-distributors monthly as the expenses are incurred. The Company is acting in a principal capacity in these transactions; as such, these revenues and expenses are recorded on a gross basis in the consolidated statements of income (loss).

AB sponsored mutual funds offer back-end load shares in limited instances and charge the investor a CDSC if the investment is redeemed within a certain period. The variable consideration for these contracts is contingent upon the timing of the redemption by the investor and the value of the sales proceeds. Due to these constraining factors, the Company excludes the CDSC fee from the transaction price until the investor redeems the investment. Upon redemption, the cash consideration received for these contractual arrangements is recorded as a reduction of unamortized deferred sales commissions.

AB’s Luxembourg subsidiary, the management company for most of its non-U.S. funds, earns a management fee which is accrued daily and paid monthly, at an annual rate, based on the average daily net assets of the fund. With respect to certain share classes, the management fee also may contain a component paid to distributors and other financial intermediaries and service providers to cover shareholder servicing and other administrative expenses (also referred to as an “All-in-Fee”). Based on the conclusion that asset management is distinct from distribution, the Company allocates a portion of the investment and advisory fee to distribution revenues for the servicing component based on standalone selling prices.

Shareholder services, including transfer agency, administration and record-keeping are provided by AB to company-sponsored mutual funds. The consideration for these services is based on a percentage of the NAV of the fund or a fixed-fee based on the number of shareholder accounts being serviced. The revenues are recorded at month-end when the constraining factors involved with determining NAV or the numbers of shareholders’ accounts are resolved.

Revenues from contracts with customers reported as other income in the Company’s consolidated statements of income (loss) primarily consist of advisory account fees and brokerage commissions from the Company’s broker-dealer operations and sales commissions from the Company’s general agents for the distribution of non-affiliate insurers’ life insurance and annuity products. These revenues are recognized at month-end when constraining factors, such as AUM and product mix, are resolved and the transaction pricing no longer is variable such that the value of consideration can be determined. The change in deposit asset/liability accounts arising from reinsurance agreements which do not expose the reinsurer to a reasonable possibility of significant loss from insurance risk is included in other income.

For all new investment products and entities developed by the Company, the Company first determines whether the entity is a VIE, which involves determining an entity’s variability and variable interests, identifying the holders of the equity investment at risk and assessing the five characteristics of a VIE. Once an entity has been determined to be a VIE, the Company then determines whether it is the primary beneficiary of the VIE based on its beneficial interests. If the Company is deemed to be the primary beneficiary of the VIE, then the Company consolidates the entity.

Management of the Company reviews quarterly its investment management agreements and its investments in, and other financial arrangements with, certain entities that hold client AUM to determine the entities that the Company is required to consolidate under this guidance. These entities include certain mutual fund products, hedge funds, structured products, group trusts, collective investment trusts and limited partnerships.

The analysis performed to identify variable interests held, determine whether entities are VIEs or VOEs, and evaluate whether the Company has a controlling financial interest in such entities requires the exercise of judgment and is updated on a continuous basis as circumstances change or new entities are developed. The primary beneficiary evaluation generally is performed qualitatively based on all facts and circumstances, including consideration of economic interests in the VIE held directly and indirectly through related parties and entities under common control, as well as quantitatively, as appropriate.

The Company is the investment manager of certain asset-backed investment vehicles, commonly referred to as CLOs, and certain other vehicles for which the Company earns fee income for investment management services. The Company may sell or syndicate investments through these vehicles, principally as part of the strategic investing activity as part of its investment management businesses. Additionally, the Company may invest in securities issued by these vehicles which are eliminated in consolidation of the CLOs.

As of December 31, 2022 and 2021, respectively, Equitable Financial holds $85 million and $109 million of equity interests in the CLOs. The Company consolidated the CLOs as of December 31, 2022 and 2021 as it is the primary beneficiary due to the combination of both its equity interest held by Equitable Financial and the majority ownership of AB, which functions as the CLOs loan manager. The assets of the CLOs are legally isolated from the Company’s creditors and can only be used to settle obligations of the CLOs. The liabilities of the CLOs are non-recourse to the Company and the Company has no obligation to satisfy the liabilities of the CLOs. As of December 31, 2022, Equitable Financial holds $76 million of equity interests in a SPE established to purchase loans from the market in anticipation of a new CLO transaction. The Company consolidated the SPE as of December 31, 2022 as it is the primary beneficiary due to the combination of both its equity interest held by Equitable Financial and the majority ownership of AB, which functions as the SPE loan manager.

As of December 31, 2022 and 2021 the Company consolidated limited partnerships and LLCs for which it was identified as the primary beneficiary under the VIE model. Included in Other invested assets, Mortgage loans on real estate, Other equity investments, Trading securities, cash and other liabilities in the Company’s consolidated balance sheets at December 31, 2022 and 2021 are total net assets of $644 million and $219 million, respectively related to these VIEs.

As of December 31, 2022 and 2021 respectively, the Company held approximately $2.4 billion and $2.1 billion of investment assets in the form of equity interests issued by non-corporate legal entities determined under the guidance to be VIEs, such as limited partnerships and limited liability companies, including CLOs, hedge funds, private equity funds and real estate-related funds. The Company continues to reflect these equity interests in the consolidated balance sheets as other equity investments and applies the equity method of accounting for these positions. The net assets of these non-consolidated VIEs are approximately $282.5 billion and $245.6 billion as of December 31, 2022 and 2021 respectively. The Company’s maximum exposure to loss from its direct involvement with these VIEs is the carrying value of its investment of $2.4 billion and $2.1 billion and approximately $1.3 billion and $1.2 billion of unfunded commitments as of December 31, 2022 and 2021, respectively. The Company has no further economic interest in these VIEs in the form of guarantees, derivatives, credit enhancements or similar instruments and obligations.

As of December 31, 2022 and 2021, the net assets of investment products sponsored by AB that are non-consolidated VIEs are approximately $46.4 billion and $68.9 billion, respectively. The Company’s maximum exposure to loss from its direct involvement with these VIEs is its investment of $6 million and $9 million as of December 31, 2022 and 2021. The Company has no further commitments to or economic interest in these VIEs.

Due to the extraordinary economic conditions driven by the COVID-19 pandemic in the first quarter of 2020, the Company updated its interest rate assumption to grade from the current interest rate environment to an ultimate five-year historical average over a 10-year period. As such, the 10-year U.S. Treasury yield grades from the current level to an ultimate 5-year average of 2.25%.

The low interest rate environment and update to the interest rate assumption caused a loss recognition event for the Company’s life interest-sensitive products, as well as to certain run-off business. This loss recognition event caused an acceleration of DAC amortization on the life interest-sensitive products and an increase in the premium deficiency reserve on the run-off business in the first quarter of 2020.

The net impact of this assumption update during 2021 increased remeasurement of liability for future policy benefits by $33 million, increased policyholders’ benefits by $11 million, decreased change in market risk benefits and purchased market risk benefits by $446 million, increased interest credited to policyholder’s account balances by $1 million and increased amortization of DAC by $1 million. This resulted in an increase in income (loss) from operations, before income taxes of $400 million and increased net income (loss) by $316 million.

The net impact of assumption changes during 2020 was an increase in policy charges and fee income by $23 million, increased policyholders’ benefits by $1.6 billion, decreased interest credited to policyholders’ account balances by $1 million, increased net derivative gains by $112 million and increased amortization of DAC by $1.1 billion. This resulted in a decrease in income (loss) from operations, before income taxes of $2.6 billion and decreased net income (loss) by $2.0 billion.

In the first quarter of 2020, the Company adopted a new economic scenario generator to calculate the fair value of the GMIB reinsurance contract asset and GMxB derivative features liability, eliminating reliance on AXA for scenario production. The new economic scenario generator allows for a tighter calibration of U.S. indices, better reflecting the Company’s actual portfolio. The net impact of the new economic scenario generator resulted in an increase in income (loss) from continuing operations, before income taxes of $201 million, and an increase to net income (loss) of $159 million during 2020.

During the third quarter of 2022 and 2021 we completed our annual assumption update to reflect emerging experience for withdrawals, mortality and lapse election. The actuarial balance assumption process is very similar to the process used in prior years and includes actuarial judgement informed by actual experience of how policy holders are expected to use these policies in the future. In addition, as part of the 2021 assumption update, the reference interest rate utilized in our GAAP fair value calculations was updated from the LIBOR swap curve to the US Treasury curve due to the impending cessation of LIBOR and our GAAP fair value liability risk margins. There were no other significant change to the process used to calculate the MRB balances.

During the third quarter of 2022 and 2021 we completed our annual assumption update. The significant assumptions for the LFPB balances include mortality and lapses for our Term business. The primary assumption for the payout block of business is mortality. Impacts to expected net premiums and expected future policy benefits due to assumption changes in 2021 can be observed in the liability for future policy benefit rollforward tables.