Allowance for Credit Losses | Allowance for Credit LossesIn accordance with ASC 326, the Company is required to measure the allowance for credit losses of financial assets with similar risk characteristics on a collective or pooled basis. In considering the segmentation of financial assets measured at amortized cost into pools, the Company considered various risk characteristics in its analysis. Generally, the segmentation utilized represents the level at which the Company develops and documents its systematic methodology to determine the allowance for credit losses for the financial asset held at amortized cost, specifically the Company’s loan portfolio and debt securities classified as held-to-maturity. Below is a summary of the Company’s loan portfolio segments and major debt security types: Commercial loans: The Company makes commercial loans for many purposes, including working capital lines and leasing arrangements, that are generally renewable annually and supported by business assets, personal guarantees and additional collateral. Underlying collateral includes receivables, inventory, enterprise value and the assets of the business. Commercial business lending is generally considered to involve a slightly higher degree of risk than traditional consumer bank lending. This portfolio includes a range of industries, including manufacturing, restaurants, franchise, professional services, equipment finance and leasing, mortgage warehouse lending and industrial. Individually assessed collateral dependent commercial loans are primarily collateralized by equipment and the enterprise value or assets of the specific business. Commercial real estate loans, including construction and development, and non-construction: The Company’s commercial real estate loans are generally secured by a first mortgage lien and assignment of rents on the underlying property (utilized in related assessment of individually assessed collateral dependent loans). Since most of the Company’s bank branches are located in the Chicago metropolitan area and southern Wisconsin, a significant portion of the Company’s commercial real estate loan portfolio is located in this region. As the risks and circumstances of such loans in construction phase vary from that of non-construction commercial real estate loans, the Company assesses the allowance for credit losses separately for these two segments. Home equity loans: The Company’s home equity loans and lines of credit are primarily originated by each of the bank subsidiaries in their local markets where there is a strong understanding of the underlying real estate value. The Company’s banks monitor and manage these loans, and conduct an automated review of all home equity lines of credit at least twice per year. This review collects FICO and Bankruptcy scores for each home equity borrower and identifies situations where the credit strength of the borrower is declining. When other specific events occur that may influence repayment, information such as tax liens or judgments is collected. The bank subsidiaries use this information to manage loans that may be higher risk and to determine whether to obtain additional credit information or updated property valuations. In a limited number of cases, the Company may issue home equity credit together with first mortgage financing, and requests for such financing are evaluated on a combined basis. Residential real estate loans, including early buy-out loans guaranteed by U.S. government agencies: The Company’s residential real estate portfolio includes one- to four-family adjustable rate mortgages, construction loans to individuals and bridge financing loans for qualifying customers as well as certain long-term fixed rate loans. The Company’s residential mortgages relate to properties located principally in the Chicago metropolitan area and southern Wisconsin or vacation homes owned by local residents. Due to interest rate risk considerations, the Company generally sells in the secondary market loans originated with long-term fixed rates, for which we receive fee income. The Company also selectively retains certain of these loans within the banks’ own loan portfolios where they are non-agency conforming, or where the terms of the loans make them favorable to retain. Since this loan portfolio consists primarily of locally originated loans, and since the majority of the borrowers are longer-term customers with lower LTV ratios, the Company may face a relatively low risk of borrower default and delinquency. Collateral dependent residential real estate loans that are individually assessed when measuring the allowance for credit losses are primarily collateralized by such one-to-four family properties noted above. It is not the Company’s current practice to underwrite, and there are no plans to underwrite subprime, Alt A, no or little documentation loans, or option ARM loans. Additionally, early buy-out loans guaranteed by U.S. government agencies include loans in which the Company is eligible or has exercised its option under the Government National Mortgage Association (“GNMA”) securitization program to repurchase certain delinquent mortgage loans. Such loans were previously transferred by the Company with servicing of such loans retained. Early buy-out loans are insured or guaranteed by the Federal Housing Administration (“FHA”) or the U.S. Department of Veterans Affairs, subject to indemnifications and insurance limits for certain loans. Premium finance receivables: The Company makes loans to businesses to finance the insurance premiums they pay on their property and casualty insurance policies. The loans are indirectly originated by working through independent medium and large insurance agents and brokers located throughout the United States and Canada. The insurance premiums financed are primarily for commercial customers’ purchases of liability, property and casualty and other commercial insurance. This lending involves relatively rapid turnover of the loan portfolio and high volume of loan originations. The Company performs ongoing credit and other reviews of the agents and brokers, and performs various internal audit steps to mitigate against the risk of any fraud. The Company also originates life insurance premium finance receivables. These loans are originated directly with the borrowers with assistance from life insurance carriers, independent insurance agents, financial advisors and legal counsel. The life insurance policy is the primary form of collateral. In addition, these loans often are secured with a letter of credit, marketable securities or certificates of deposit. In some cases, the Company may make a loan that has a partially unsecured position. Consumer and other loans: Included in the consumer and other loan category is a wide variety of personal and consumer loans to individuals. The Company originates consumer loans in order to provide a wider range of financial services to its customers. Consumer loans generally have shorter terms and higher interest rates than mortgage loans but generally involve more credit risk than mortgage loans due to the type and nature of the collateral. U.S. government agency securities: This security type includes debt obligations of certain government-sponsored entities of the U.S. government such as the Federal Home Loan Bank, Federal Agricultural Mortgage Corporation, Federal Farm Credit Banks Funding Corporation and Fannie Mae. Such securities often contain an explicit or implicit guarantee of the U.S. government. Municipal securities: The Company’s municipal securities portfolio includes bond issues for various municipal government entities located throughout the United States, including the Chicago metropolitan area and southern Wisconsin, some of which are privately placed and non-rated. Though the risk of loss is typically low, default history exists on municipal securities within the United States. Mortgage-backed securities : This security type includes debt obligations supported by pools of individual mortgage loans and issued by certain government-sponsored entities of the U.S. government such as Freddie Mac and Fannie Mae. Such securities are considered to contain an implicit guarantee of the U.S. government. Corporate notes : The Company’s corporate notes portfolio includes bond issues for various public companies representing a diversified population of industries. The risk of loss in this portfolio is considered low based on the characteristics of the investments. In accordance with ASC 326, the Company elected to not measure an allowance for credit losses on accrued interest. As such, accrued interest is written off in a timely manner when deemed uncollectible. Any such write-off of accrued interest will reverse previously recognized interest income. In addition, the Company elected to not include accrued interest within presentation and disclosures of the carrying amount of financial assets held at amortized cost. This election is applicable to the various disclosures included within the Company’s financial statements. Accrued interest related to financial assets held at amortized cost is included within accrued interest receivable and other assets The tables below show the aging of the Company’s loan portfolio by the segmentation noted above at December 31, 2022 and 2021. As of December 31, 2022 (In thousands) Nonaccrual 90+ days 60-89 30-59 Current Total Loans Loan Balances (includes PCD): Commercial $ 35,579 $ 462 $ 21,128 $ 56,696 $ 12,435,299 $ 12,549,164 Commercial real estate: Construction and development 416 — 361 14,390 1,471,763 1,486,930 Non-construction 5,971 — 1,883 16,285 8,439,878 8,464,017 Home equity 1,487 — — 2,152 329,059 332,698 Residential real estate loans, excluding early buy-out loans 10,171 — 4,364 9,982 2,183,078 2,207,595 Premium finance receivables Property & casualty insurance loans 13,470 15,841 14,926 40,557 5,764,665 5,849,459 Life insurance loans — 17,245 5,260 68,725 7,999,768 8,090,998 Consumer and other 6 49 18 224 50,539 50,836 Total loans, net of unearned income, excluding early buy-out loans $ 67,100 $ 33,597 $ 47,940 $ 209,011 $ 38,674,049 $ 39,031,697 Early buy-out loans guaranteed by U.S. government agencies (1) 31,279 47,450 984 1,584 83,491 164,788 Total loans, net of unearned income $ 98,379 $ 81,047 $ 48,924 $ 210,595 $ 38,757,540 $ 39,196,485 As of December 31, 2021 (In thousands) Nonaccrual 90+ days 60-89 30-59 Current Total Loans Loan Balances (includes PCD): Commercial $ 20,399 $ 15 $ 24,262 $ 43,861 $ 11,815,531 $ 11,904,068 Commercial real estate Construction and development 1,377 — — 2,809 1,352,018 1,356,204 Non-construction 20,369 — 284 37,634 7,575,795 7,634,082 Home equity 2,574 — — 1,120 331,461 335,155 Residential real estate loans, excluding early buy-out loans 16,440 — 982 12,145 1,576,704 1,606,271 Premium finance receivables Property & casualty insurance loans 5,433 7,210 15,490 22,419 4,804,935 4,855,487 Life insurance loans — 7 12,614 66,651 6,963,538 7,042,810 Consumer and other 477 137 34 509 23,042 24,199 Total loans, net of unearned income, excluding early buy-out loans $ 67,069 $ 7,369 $ 53,666 $ 187,148 $ 34,443,024 $ 34,758,276 Early buy-out loans guaranteed by U.S. government agencies (1) — — — 275 30,553 30,828 Total loans, net of unearned income $ 67,069 $ 7,369 $ 53,666 $ 187,423 $ 34,473,577 $ 34,789,104 (1) Early buy-out loans are insured or guaranteed by the FHA or the U.S. Department of Veterans Affairs, subject to indemnifications and insurance limits for certain loans. Credit Quality Indicators Credit quality indicators, specifically the Company’s internal risk rating systems, reflect how the Company monitors credit losses and represents factors used by the Company when measuring the allowance for credit losses. The following discusses the Company’s credit quality indicators by financial asset. Loan portfolios The Company’s ability to manage credit risk depends in large part on its ability to properly identify and manage problem loans. To do so, the Company operates a credit risk rating system under which credit management personnel assign a credit risk rating (1 to 10 rating, with higher scores indicating higher risk) to each loan at the time of origination and review loans on a regular basis. For loans measured at amortized cost, these credit risk ratings are also an important aspect of the Company’s allowance for credit losses measurement methodology. The credit risk rating structure and classifications are shown below: Pass (risk rating 1 to 5): Based on various factors (liquidity, leverage, etc.), the Company believes asset quality is acceptable and is deemed to not require additional monitoring by the Company. Special mention (risk rating 6): Assets in this category are currently protected, potentially weak, but not to the point of substandard classification. Loss potential is moderate if corrective action is not taken. Substandard accrual (risk rating 7): Assets in this category have well defined weaknesses that jeopardize the liquidation of the debt. Loss potential is distinct but with no discernible impairment. Substandard nonaccrual/doubtful (risk rating 8 and 9): Assets have all the weaknesses in those classified “substandard accrual” with the added characteristic that the weaknesses make collection or liquidation in full, on the basis of current existing facts, conditions, and values, improbable. Loss/fully charged-off (risk rating 10): Assets in this category are considered fully uncollectible. As such, these assets have no carrying balance on the Company's Consolidated Statements of Condition. Early buy-out loans guaranteed by U.S. government agencies : These loans are measured at fair value and thus excluded from the measurement of the allowance for credit losses. Credit risk rating assigned to such loans are considered in the measurement of fair value as well as related guarantees provided by the FHA or the U.S. Department of Veterans Affairs, subject to indemnifications and insurance limits for certain loans. Generally, each loan officer is responsible for monitoring his or her loan portfolio, recommending a credit risk rating for each loan in his or her portfolio and ensuring the credit risk ratings are appropriate. These credit risk ratings are then ratified by the bank’s chief credit officer and/or concurrence credit officer. Credit risk ratings are determined by evaluating a number of factors including: a borrower’s financial strength, cash flow coverage, collateral protection and guarantees. The Company’s Problem Loan Reporting system includes all such loans described above with credit risk ratings of 6 through 9. This system is designed to provide an on-going detailed tracking mechanism for each problem loan. Once management determines that a loan has deteriorated to a point where it has a credit risk rating of 6 or worse, the Company’s Managed Asset Division performs an overall credit and collateral review. As part of this review, all underlying collateral is identified and the valuation methodology is analyzed and tracked. As a result of this initial review by the Company’s Managed Asset Division, the credit risk rating is reviewed and a portion of the outstanding loan balance may be deemed uncollectible and, as a result, no longer share similar risk characteristics as its related pool. If that is the case, the individual loan is considered collateral dependent and individually assessed for an allowance for credit loss. The Company’s individual assessment utilizes an independent re-appraisal of the collateral (unless such a third-party evaluation is not possible due to the unique nature of the collateral, such as a closely-held business or thinly traded securities). In the case of commercial real estate collateral, an independent third party appraisal is ordered by the Company’s Real Estate Services Group to determine if there has been any change in the underlying collateral value. These independent appraisals are reviewed by the Real Estate Services Group and sometimes by independent third party valuation experts and may be adjusted depending upon market conditions. Through the credit risk rating process, such loans are reviewed to determine if they are performing in accordance with the original contractual terms. If the borrower has failed to comply with the original contractual terms, further action may be required by the Company, including a downgrade in the credit risk rating, movement to non-accrual status or a charge-off. If the Company determines that a loan amount or portion thereof is uncollectible, the loan’s credit risk rating is immediately downgraded to an 8 or 9 and the uncollectible amount is charged-off. Any loan that has a partial charge-off continues to be assigned a credit risk rating of an 8 or 9 for the duration of time that a balance remains outstanding. The Company undertakes a thorough and ongoing analysis to determine if additional impairment and/or charge-offs are appropriate and to begin a workout plan for the credit to minimize actual losses. In determining the appropriate charge-off for collateral-dependent loans, the Company considers the results of appraisals for the associated collateral. The table below shows the Company’s loan portfolio by credit quality indicator and year of origination at December 31, 2022: As of December 31, 2022 Year of Origination Revolving Total (In thousands) 2022 2021 2020 2019 2018 Prior Revolving to Term Loans Loan Balances: Commercial, industrial and other Pass $ 2,740,821 $ 2,314,421 $ 1,064,680 $ 631,670 $ 460,898 $ 847,955 $ 3,999,401 $ 42,699 $ 12,102,545 Special mention 6,780 71,263 10,279 27,533 36,874 17,972 85,813 1,232 257,746 Substandard accrual 13,560 42,091 26,252 17,104 5,078 2,902 46,297 10 153,294 Substandard nonaccrual/doubtful 574 5,958 2,278 25,481 197 1,091 — — 35,579 Total commercial, industrial and other $ 2,761,735 $ 2,433,733 $ 1,103,489 $ 701,788 $ 503,047 $ 869,920 $ 4,131,511 $ 43,941 $ 12,549,164 Construction and development Pass $ 413,322 $ 470,162 $ 261,173 $ 124,818 $ 36,591 $ 90,294 $ 12,000 $ — $ 1,408,360 Special mention — 517 14,341 23,312 16,778 82 — — 55,030 Substandard accrual 2,132 — 8,355 — 100 12,537 — — 23,124 Substandard nonaccrual/doubtful — — — — — 416 — — 416 Total construction and development $ 415,454 $ 470,679 $ 283,869 $ 148,130 $ 53,469 $ 103,329 $ 12,000 $ — $ 1,486,930 Non-construction Pass $ 1,908,428 $ 1,530,812 $ 1,045,330 $ 851,041 $ 589,268 $ 2,149,357 $ 181,096 $ 19,790 $ 8,275,122 Special mention 5,114 12,556 6,377 18,225 31,849 41,236 — — 115,357 Substandard accrual — — 832 8,507 23,330 34,898 — — 67,567 Substandard nonaccrual/doubtful — — — — 349 5,622 — — 5,971 Total non-construction $ 1,913,542 $ 1,543,368 $ 1,052,539 $ 877,773 $ 644,796 $ 2,231,113 $ 181,096 $ 19,790 $ 8,464,017 Home equity Pass $ 198 $ — $ — $ 56 $ — $ 5,445 $ 312,183 $ — $ 317,882 Special mention — 1 — — 255 991 2,598 148 3,993 Substandard accrual — — — — — 7,530 910 896 9,336 Substandard nonaccrual/doubtful — — 118 18 — 1,251 100 — 1,487 Total home equity $ 198 $ 1 $ 118 $ 74 $ 255 $ 15,217 $ 315,791 $ 1,044 $ 332,698 Residential real estate Early buy-out loans guaranteed by U.S. government agencies $ — $ 901 $ 9,424 $ 21,662 $ 19,700 $ 113,101 $ — $ — $ 164,788 Pass 787,652 835,672 228,945 120,596 49,710 150,024 — — 2,172,599 Special mention 3,523 1,720 2,100 1,602 1,897 5,247 — — 16,089 Substandard accrual 1,214 1,981 1,111 149 428 3,853 — — 8,736 Substandard nonaccrual/doubtful 112 416 767 2,176 1,269 5,431 — — 10,171 Total residential real estate $ 792,501 $ 840,690 $ 242,347 $ 146,185 $ 73,004 $ 277,656 $ — $ — $ 2,372,383 Premium finance receivables - property & casualty Pass $ 5,682,665 $ 55,275 $ 6,833 $ 1,707 $ — $ — $ — $ — $ 5,746,480 Special mention 84,728 462 25 — — — — — 85,215 Substandard accrual 3,965 329 — — — — — — 4,294 Substandard nonaccrual/doubtful 10,798 2,621 51 — — — — — 13,470 Total premium finance receivables - property & casualty $ 5,782,156 $ 58,687 $ 6,909 $ 1,707 $ — $ — $ — $ — $ 5,849,459 Premium finance receivables - life Pass $ 510,675 $ 779,057 $ 1,055,247 $ 931,276 $ 726,763 $ 4,080,764 $ — $ — $ 8,083,782 Special mention — 4,999 — — — 2,217 — — 7,216 Substandard accrual — — — — — — — — — Substandard nonaccrual/doubtful — — — — — — — — — Total premium finance receivables - life $ 510,675 $ 784,056 $ 1,055,247 $ 931,276 $ 726,763 $ 4,082,981 $ — $ — $ 8,090,998 Consumer and other Pass $ 2,921 $ 1,592 $ 252 $ 481 $ 388 $ 12,407 $ 32,566 $ — $ 50,607 Special mention 10 2 — 3 — 135 3 — 153 Substandard accrual 17 1 — — — 43 9 — 70 Substandard nonaccrual/doubtful — 6 — — — — — — 6 Total consumer and other $ 2,948 $ 1,601 $ 252 $ 484 $ 388 $ 12,585 $ 32,578 $ — $ 50,836 Total loans Early buy-out loans guaranteed by U.S. government agencies $ — $ 901 $ 9,424 $ 21,662 $ 19,700 $ 113,101 $ — $ — $ 164,788 Pass 12,046,682 5,986,991 3,662,460 2,661,645 1,863,618 7,336,246 4,537,246 62,489 38,157,377 Special mention 100,155 91,520 33,122 70,675 87,653 67,880 88,414 1,380 540,799 Substandard accrual 20,888 44,402 36,550 25,760 28,936 61,763 47,216 906 266,421 Substandard nonaccrual/doubtful 11,484 9,001 3,214 27,675 1,815 13,811 100 — 67,100 Total loans $ 12,179,209 $ 6,132,815 $ 3,744,770 $ 2,807,417 $ 2,001,722 $ 7,592,801 $ 4,672,976 $ 64,775 $ 39,196,485 Held-to-maturity debt securities The Company conducts an assessment of its investment securities, including those classified as held-to-maturity, at the time of purchase and on at least an annual basis to ensure such investment securities remain within appropriate levels of risk and continue to perform satisfactorily in fulfilling its obligations. The Company considers, among other factors, the nature of the securities and credit ratings or financial condition of the issuer. If available, the Company obtains a credit rating for issuers from a Nationally Recognized Statistical Rating Organization (“NRSRO”) for consideration. If no such rating is available for an issuer, the Company performs an internal rating based on the scale utilized within the loan portfolio as discussed above. For purposes of the table below, the Company has converted any issuer rating from an NRSRO into the Company’s internal ratings based on Investment Policy and review by the Company’s management. As of December 31, 2022 Year of Origination Total (In thousands) 2022 2021 2020 2019 2018 Prior Balance Amortized Cost Balances: U.S. government agencies 1-4 internal grade $ 160,000 $ 147,802 $ 25,000 $ 4,000 $ — $ 2,812 $ 339,614 5-7 internal grade — — — — — — — 8-10 internal grade — — — — — — — Total U.S. government agencies $ 160,000 $ 147,802 $ 25,000 $ 4,000 $ — $ 2,812 $ 339,614 Municipal 1-4 internal grade $ 1,045 $ 7,001 $ 269 $ 159 $ 7,401 $ 163,153 $ 179,027 5-7 internal grade — — — — — — — 8-10 internal grade — — — — — — — Total municipal $ 1,045 $ 7,001 $ 269 $ 159 $ 7,401 $ 163,153 $ 179,027 Mortgage-backed securities 1-4 internal grade $ 616,478 $ 2,447,704 $ — $ — $ — $ — $ 3,064,182 5-7 internal grade — — — — — — — 8-10 internal grade — — — — — — — Total mortgage-backed securities $ 616,478 $ 2,447,704 $ — $ — $ — $ — $ 3,064,182 Corporate notes 1-4 internal grade $ 14,963 $ — $ 6,010 $ 7,312 $ 3,182 $ 26,765 $ 58,232 5-7 internal grade — — — — — — — 8-10 internal grade — — — — — — — Total corporate notes $ 14,963 $ — $ 6,010 $ 7,312 $ 3,182 $ 26,765 $ 58,232 Total held-to-maturity securities $ 3,641,055 Less: Allowance for credit losses (488) Held-to-maturity securities, net of allowance for credit losses $ 3,640,567 Measurement of Allowance for Credit Losses The Company’s allowance for credit losses consists of the allowance for loan losses, the allowance for unfunded commitment losses and the allowance for held-to-maturity debt security losses. In accordance with ASC 326, the Company measures the allowance for credit losses at the time of origination or purchase of a financial asset, representing an estimate of lifetime expected credit losses on the related asset. When developing its estimate, the Company considers available information relevant to assessing the collectability of cash flows, from both internal and external sources. Historical credit loss experience is one input in the estimation process as well as inputs relevant to current conditions and reasonable and supportable forecasts. In considering past events, the Company considers the relevance, or lack thereof, of historical information due to changes in such things as financial asset underwriting or collection practices, and changes in portfolio mix due to changing business plans and strategies. In considering current conditions and forecasts, the Company considers both the current economic environment and the forecasted direction of the economic environment with emphasis on those factors deemed relevant to or driving changes in expected credit losses. As significant judgment is required, the review of the appropriateness of the allowance for credit losses is performed quarterly by various committees with participation by the Company’s executive management. December 31, December 31, (In thousands) 2022 2021 Allowance for loan losses $ 270,173 $ 247,835 Allowance for unfunded lending-related commitments losses 87,275 51,818 Allowance for loan losses and unfunded lending-related commitments losses 357,448 299,653 Allowance for held-to-maturity securities losses 488 78 Allowance for credit losses $ 357,936 $ 299,731 The allowance for credit losses is measured on a collective or pooled basis when similar risk characteristics exist, based upon the segmentation discussed above. The Company utilizes modeling methodologies that estimate lifetime credit loss rates on each pool, including methodologies estimating the probability of default and loss given default on specific segments. Historical credit loss history is adjusted for reasonable and supportable forecasts developed by the Company on a quantitative or qualitative basis and incorporates third party economic forecasts. Reasonable and supportable forecasts consider the macroeconomic factors that are most relevant to evaluating and predicting expected credit losses in the Company’s financial assets. Currently, the Company utilizes an eight quarter forecast period using Moody’s baseline scenario from November 2022, which is reviewed within the Company’s governance structure. For periods beyond the ability to develop reasonable and supportable forecasts, the Company reverts to historical loss rates at an input level, straight-line over a four quarter reversion period. Expected credit losses are measured over the contractual term of the financial asset with consideration of expected prepayments. Expected extensions, renewals or modifications of the financial asset are only considered when either (1) the expected extension, renewal or modification is contained within the existing agreement and is not unconditionally cancelable, or (2) the expected extension, renewal or modification is reasonably expected to result in a TDR. The methodologies discussed above are applied to both current asset balances on the Company’s Consolidated Statements of Condition and off-balance sheet commitments (i.e. unfunded lending-related commitments). Assets that do not share similar risk characteristics with a pool are assessed for the allowance for credit losses on an individual basis. These typically include assets experiencing financial difficulties, including assets rated as substandard nonaccrual and doubtful as well as assets currently classified or expected to be classified as TDRs. If foreclosure is probable or the asset is considered collateral-dependent, expected credit losses are measured based upon the fair value of the underlying collateral adjusted for selling costs, if appropriate. Underlying collateral across the Company’s segments consist primarily of real estate, land and construction assets as well as general business assets of the borrower. As of December 31, 2022, excluding loans carried at fair value, substandard nonaccrual and doubtful loans totaling $21.1 million in carrying balance had no related allowance for credit losses. For certain accruing current and expected TDRs, expected credit losses are measured based upon the present value of future cash flows of the modified asset terms compared to the amortized cost of the asset. As of December 31, 2022, there were no loans identified as being reasonably expected to be modified into TDRs in the future. The Company does not measure an allowance for credit losses on accrued interest receivable balances because these balances are written off in a timely manner as a reduction to interest income when assets are placed on nonaccrual status. A summary of the activity in the allowance for credit losses by loan portfolio (i.e. allowance for loan losses and allowance for unfunded commitment losses) for the years ended December 31, 2022 and 2021 is as follows: Year Ended December 31, 2022 (In thousands) Commercial Commercial Home Residential Premium Consumer Total Allowance for credit losses at beginning of period $ 119,307 $ 144,583 $ 10,699 $ 8,782 $ 15,859 $ 423 299,653 Other adjustments — — — — (108) — (108) Charge-offs (14,141) (1,379) (432) (471) (14,275) (1,081) (31,779) Recoveries 4,748 701 319 77 5,522 136 11,503 Provision for credit losses 32,855 40,447 (3,013) 3,197 3,673 1,020 78,179 Allowance for credit losses at period end $ 142,769 $ 184,352 $ 7,573 $ 11,585 $ 10,671 $ 498 $ 357,448 By measurement method: Individually evaluated for impairment $ 5,973 $ 61 $ 50 $ 715 $ — $ — $ 6,799 Collectively evaluated for impairment 136,796 184,291 7,523 10,870 10,671 498 350,649 Loans at period end: Individually evaluated for impairment $ 38,042 $ 21,435 $ 10,351 $ 20,300 $ — $ 69 $ 90,197 Collectively evaluated for impairment 12,511,122 9,929,512 322,347 2,172,151 13,940,457 50,767 38,926,356 Loans held at fair value — — — 179,932 — — 179,932 Year Ended December 31, 2021 (In thousands) Commercial Commercial Home Residential Premium Consumer Total Allowance for credit losses at beginning of period $ 94,212 $ 243,603 $ 11,437 $ 12,459 $ 17,777 $ 422 $ 379,910 Initial allowance for credit losses recognized on PCD assets acquired during the period (1) 470 — — — — — 470 Other adjustments — — — — 3 — 3 Charge-offs (20,801) (3,293) (336) (1,082) (9,020) (487) (35,019) Recoveries 2,559 1,304 1,203 330 7,989 184 13,569 Provision for credit losses 42,867 (97,031) (1,605) (2,925) (890) 304 (59,280) Allowance for credit losses at period end $ 119,307 $ 144,583 $ 10,699 $ 8,782 $ 15,859 $ 423 $ 299,653 By measurement method: Individually evaluated for impairment $ 5,196 $ 2,237 $ 192 $ 899 $ — $ 28 $ 8,552 Collectively evaluated for impairment 114,111 142,346 10,507 7,883 15,859 395 291,101 Loans at period end: Individually evaluated for impairment $ 24,530 $ 30,167 $ 14,656 $ 23,306 $ — $ 611 $ 93,270 Collectively evaluated for impairment 11,879,538 8,960,119 320,499 1,575,195 11,898,297 23,588 34,657,236 Loan held at fair value — — — 38,598 — — 38,598 (1) The initial allowance for credit losses on PCD loans acquired during 2021 measured approximately $2.8 million, of which $2.3 million was charged off related to PCD loans that met the Company’s charge-off policy at the time of acquisition. After considering these loans that were immediately charged off, the net impact of PCD allowance for credit losses at the acquisition date was approximately $470,000. For the year ending December 31, 2022, the Company recognized an approximately $78.2 million provision for credit losses related to loans and lending agreements, including an approximately $40.4 million provision for credit losses related to the commercial real estate portfolio. The increased provision was primarily the result of changes in the macroeconomic forecast, specifically the Company’s macroeconomic forecasts of key model inputs (most notably, Commercial Real Estate Price Index primarily impacting the commercial real estate portfolio and Baa corporate credit spreads) as well as growth experienced by the Company in 2022 in various loan portfolios. While uncertainties remain regarding expected economic performance, macroeconomic forecasts as of December 31, 2022 assume that the impact of those uncertainties is more severe compared to that assumed at December 31, 2021. Other key drivers of provision for credit losses in these portfolios include, but are not limited to, positive loan risk rating migration and net charge-offs in 2022 totaled $20.3 million. Held-to-maturity debt securities The allowance for credit losses on the Company’s held-to-maturity debt securities is presented as |