Loans and Allowance for Credit Losses |
Loans and allowance for credit losses: Loans outstanding as of December 31, 2022 and 2021, by class of financing receivable are as follows: | | | | | | | | | | | | | | | | | December 31, | | | 2022 | | | 2021 | | Commercial and industrial (1) | | $ | 1,645,783 | | | $ | 1,290,565 | | Construction | | 1,657,488 | | | 1,327,659 | | Residential real estate: | | | | | 1-to-4 family mortgage | | 1,573,121 | | | 1,270,467 | | Residential line of credit | | 496,660 | | | 383,039 | | Multi-family mortgage | | 479,572 | | | 326,551 | | Commercial real estate: | | | | | Owner-occupied | | 1,114,580 | | | 951,582 | | Non-owner occupied | | 1,964,010 | | | 1,730,165 | | Consumer and other | | 366,998 | | | 324,634 | | Gross loans | | 9,298,212 | | | 7,604,662 | | Less: Allowance for credit losses | | (134,192) | | | (125,559) | | Net loans | | $ | 9,164,020 | | | $ | 7,479,103 | |
(1)Includes $767 and $3,990 of loans originated as part of the Paycheck Protection Program as of December 31, 2022 and 2021, respectively. PPP loans are federally guaranteed as part of the CARES Act, provided PPP loan recipients receive loan forgiveness under the SBA regulations. As such, there is minimal credit risk associated with these loans. As of December 31, 2022 and 2021, $909,734 and $1,136,294, respectively, of qualifying residential mortgage loans (including loans held for sale) and $1,763,730 and $1,581,673, respectively, of qualifying commercial mortgage loans were pledged to the Federal Home Loan Bank of Cincinnati securing advances against the Bank’s line of credit. Additionally, as of December 31, 2022 and 2021, qualifying loans of $3,118,172 and $2,440,097, respectively, were pledged to the Federal Reserve Bank under the Borrower-in-Custody program. The components of amortized cost for loans on the consolidated balance sheets exclude accrued interest receivable as the Company presents accrued interest receivable separately on the balance sheet. As of December 31, 2022 and 2021, accrued interest receivable on loans held for investment amounted to $38,507 and $31,676, respectively. Allowance for Credit Losses The Company calculates its expected credit loss using a lifetime loss rate methodology. The Company utilizes probability-weighted forecasts, which consider multiple macroeconomic variables from a third-party vendor that are applicable to the type of loan. Each of the Company's loss rate models incorporate forward-looking macroeconomic projections throughout the reasonable and supportable forecast period and the subsequent historical reversion at the macroeconomic variable input level. In order to estimate the life of a loan, the contractual term of the loan is adjusted for estimated prepayments based on market information and the Company’s prepayment history. The Company's loss rate models estimate the lifetime loss rate for pools of loans by combining the calculated loss rate based on each variable within the model (including the macroeconomic variables). The lifetime loss rate for the pool is then multiplied by the loan balances to determine the expected credit losses on the pool. The quantitative models require loan data and macroeconomic variables based on the inherent credit risks in each portfolio to more accurately measure the credit risks associated with each. Each of the quantitative models pools loans with similar risk characteristics and collectively assesses the lifetime loss rate for each pool to estimate its expected credit loss. The Company considers the need to qualitatively adjust its modeled quantitative expected credit loss estimate for information not already captured in the model loss estimation process. These qualitative factor adjustments may increase or decrease the Company’s estimate of expected credit losses. The Company reviews the qualitative adjustments so as to validate that information that has already been considered and included in the modeled quantitative loss estimation process is not also included in the qualitative adjustment. The Company considers the qualitative factors that are relevant to the institution as of the reporting date, which may include, but are not limited to: levels of and trends in delinquencies and performance of loans; levels of and trends in write-offs and recoveries collected; trends in volume and terms of loans; effects of any changes in reasonable and supportable economic forecasts; effects of any changes in risk selection and underwriting standards; other changes in lending policies, procedures, and practices; experience, ability, and depth of lending management and expertise; available relevant information sources that contradict the Company’s own forecast; effects of changes in prepayment expectations or other factors affecting assessments of loan contractual terms; industry conditions; and effects of changes in credit concentrations. The Company performed qualitative evaluations within the Company's established qualitative framework, assessing the impact of the current economic outlook (including uncertainty due to inflation, negative economic forecasts, predicted Federal Reserve rate increases, status of federal government stimulus programs, and other considerations). The increase in estimated required reserve during the year ended December 31, 2022 was a result of increased loan growth and a tightening monetary policy environment both of which were incorporated into the Company's reasonable and supportable forecasts. These forecasts included weighted projections that the economy may be nearing a recession, reflected through deterioration in asset quality projected over life of the loan portfolio. Loss rates on construction loans incurred the largest increase due to increased economic uncertainty going into 2023. Loss rates on residential loans were qualitatively adjusted downwards, addressing the relative strength of asset values in the Company's predominant markets. The Company calculates its expected credit loss using a lifetime loss rate methodology using the following pools: | | | | | | | | | | Pool | | Source of repayment | Quantitative and Qualitative factors considered | Commercial and Industrial | | Repayment is largely dependent upon the operation of the borrower's business. | Quantitative: Prepayment speeds are modeled in the form of a prepayment benchmarking that directly impacts the ACL output for all C&I loans and lines of credit. Loss rates incorporate a peer scaling factor. Qualitative: An uncertain economic outlook including the effects of inflation and the interest rate environment are driving a qualitative increase in the ACL. | Retail | | Repayment is primarily dependent on the personal cash flow of the borrower. | Quantitative: Average FICO scores, remaining life of the portfolio, delinquency composition, prepayment speeds leveraging Equifax and Moody's data Qualitative: High modeled loss rates and the relatively strong housing market within the bank’s footprint are driving a qualitative decrease in the ACL. | Commercial Real Estate | | Repayment is primarily dependent on lease income generated from the underlying collateral. | Quantitative: Prepayment speeds leveraging a reverse-compounding formula. Loss rates incorporate a peer scaling factor. Qualitative: An uncertain economic outlook including the effects of inflation and the interest rate environment as well as changes in asset quality are driving a qualitative increase in the ACL. |
When a loan no longer shares similar risk characteristics with other loans in any given pool, the loan is individually assessed. The Company has determined the following circumstances in which a loan may require an individual evaluation: collateral dependent loans; loans for which foreclosure is probable; and loans with other unique risk characteristics. A loan is deemed collateral dependent when 1) the borrower is experiencing financial difficulty and 2) the repayment is expected to be primarily through sale or operation of the collateral. The allowance for credit losses for collateral dependent loans as well as loans where foreclosure is probable is calculated as the amount for which the loan’s amortized cost basis exceeds fair value. Fair value is determined based on appraisals performed by qualified appraisers and reviewed by qualified personnel. In cases where repayment is to be provided substantially through the sale of collateral, the Company reduces the fair value by the estimated costs to sell. Loans experiencing financial difficulty for which a concession has not yet been provided may be identified as reasonably expected TDRs. Reasonably expected TDRs and TDRs use the same methodology. In cases where the expected credit loss can only be captured through a discounted cash flow analysis (such as an interest rate modification for a TDR loan), the allowance is measured by the amount which the loan’s amortized cost exceeds the discounted cash flow analysis. The following tables provide the changes in the allowance for credit losses by class of financing receivable for the years ended December 31, 2022, 2021, and 2020: | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Commercial and industrial | | Construction | | 1-to-4 family residential mortgage | | Residential line of credit | | Multi-family residential mortgage | | Commercial real estate owner occupied | | Commercial real estate non-owner occupied | | Consumer and other | | Total | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Year Ended December 31, 2022 | Beginning balance - December 31, 2021 | | $ | 15,751 | | | $ | 28,576 | | | $ | 19,104 | | | $ | 5,903 | | | $ | 6,976 | | | $ | 12,593 | | | $ | 25,768 | | | $ | 10,888 | | | $ | 125,559 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Provision for credit losses | | (4,563) | | | 11,221 | | | 7,060 | | | 1,574 | | | (486) | | | (4,883) | | | (3,584) | | | 4,054 | | | 10,393 | | Recoveries of loans previously charged-off | | 2,005 | | | 11 | | | 54 | | | 17 | | | — | | | 88 | | | — | | | 766 | | | 2,941 | | Loans charged off | | (2,087) | | | — | | | (77) | | | — | | | — | | | (15) | | | (268) | | | (2,254) | | | (4,701) | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Ending balance - December 31, 2022 | | $ | 11,106 | | | $ | 39,808 | | | $ | 26,141 | | | $ | 7,494 | | | $ | 6,490 | | | $ | 7,783 | | | $ | 21,916 | | | $ | 13,454 | | | $ | 134,192 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Commercial and industrial | | Construction | | 1-to-4 family residential mortgage | | Residential line of credit | | Multi-family residential mortgage | | Commercial real estate owner occupied | | Commercial real estate non-owner occupied | | Consumer and other | | Total | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Year Ended December 31, 2021 | | | Beginning balance - December 31, 2020 | | $ | 14,748 | | | $ | 58,477 | | | $ | 19,220 | | | $ | 10,534 | | | $ | 7,174 | | | $ | 4,849 | | | $ | 44,147 | | | $ | 11,240 | | | $ | 170,389 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Provision for credit losses | | 4,178 | | | (29,874) | | | (87) | | | (4,728) | | | (197) | | | 7,588 | | | (16,813) | | | 938 | | | (38,995) | | | Recoveries of loans previously charged-off | | 861 | | | 3 | | | 125 | | | 115 | | | — | | | 156 | | | — | | | 773 | | | 2,033 | | | Loans charged off | | (4,036) | | | (30) | | | (154) | | | (18) | | | (1) | | | — | | | (1,566) | | | (2,063) | | | (7,868) | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Ending balance - December 31, 2021 | | $ | 15,751 | | | $ | 28,576 | | | $ | 19,104 | | | $ | 5,903 | | | $ | 6,976 | | | $ | 12,593 | | | $ | 25,768 | | | $ | 10,888 | | | $ | 125,559 | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Commercial and industrial | | Construction | | 1-to-4 family residential mortgage | | Residential line of credit | | Multi-family residential mortgage | | Commercial real estate owner occupied | | Commercial real estate non-owner occupied | | Consumer and other | | Total | Year Ended December 31, 2020 | | Beginning balance - December 31, 2019 | | $ | 4,805 | | | $ | 10,194 | | | $ | 3,112 | | | $ | 752 | | | $ | 544 | | | $ | 4,109 | | | $ | 4,621 | | | $ | 3,002 | | | $ | 31,139 | | Impact of adopting ASC 326 on non-purchased credit deteriorated loans | | 5,300 | | | 1,533 | | | 7,920 | | | 3,461 | | | 340 | | | 1,879 | | | 6,822 | | | 3,633 | | | 30,888 | | Impact of adopting ASC 326 on purchased credit deteriorated loans | | 82 | | | 150 | | | 421 | | | (3) | | | — | | | 162 | | | 184 | | | (438) | | | 558 | | Provision for credit losses | | 13,830 | | | 40,807 | | | 6,408 | | | 5,649 | | | 5,506 | | | (1,739) | | | 17,789 | | | 6,356 | | | 94,606 | | Recoveries of loans previously charged-off | | 1,712 | | | 205 | | | 122 | | | 125 | | | — | | | 83 | | | — | | | 756 | | | 3,003 | | Loans charged off | | (11,735) | | | (18) | | | (403) | | | (22) | | | — | | | (304) | | | (711) | | | (2,112) | | | (15,305) | | Initial allowance on loans purchased with deteriorated credit quality | | 754 | | | 5,606 | | | 1,640 | | | 572 | | | 784 | | | 659 | | | 15,442 | | | 43 | | | 25,500 | | Ending balance - December 31, 2020 | | $ | 14,748 | | | $ | 58,477 | | | $ | 19,220 | | | $ | 10,534 | | | $ | 7,174 | | | $ | 4,849 | | | $ | 44,147 | | | $ | 11,240 | | | $ | 170,389 | |
Credit Quality - Commercial Type Loans The Company categorizes commercial loan types into risk categories based on relevant information about the ability of borrowers to service their debt such as: current financial information, historical payment experience, credit documentation, public information, and current economic trends, among other factors. The Company analyzes loans that share similar risk characteristics collectively. Loans that do not share similar risk characteristics are evaluated individually. The Company uses the following definitions for risk ratings: | | | | | | | | | | Pass. | Loans rated Pass include those that are adequately collateralized performing loans which management believes do not have conditions that have occurred or may occur that would result in the loan being downgraded into an inferior category. The Pass category also includes commercial loans rated as Watch, which include those that management believes have conditions that have occurred, or may occur, which could result in the loan being downgraded to an inferior category. | |
| | | | | | | | | Special Mention. | Loans rated Special Mention are those that have potential weakness that deserve management’s close attention. If left uncorrected, these potential weaknesses may result in deterioration of the repayment prospects for the loan or in the institution’s credit position at some future date. Management does not believe there will be a loss of principal or interest. These loans require intensive servicing and may possess more than normal credit risk. | | | | | | | | | | Classified. | Loans included in the Classified category include loans rated as Substandard and Doubtful. Loans rated as Substandard are inadequately protected by the current net worth and paying capacity of the obligor or of the collateral pledged, if any. Substandard loans have a well-defined weakness or weaknesses that jeopardize the liquidation of the debt. They are characterized by the distinct possibility that the institution will sustain some loss if the deficiencies are not corrected. Also included in this category are loans classified as Doubtful, which have all the weaknesses inherent in those classified as Substandard, with the added characteristic that the weakness or weaknesses make collection or liquidation in full, based on currently existing facts, conditions, and values, highly questionable and improbable. | | | | | | | | | | |
Risk ratings are updated on an ongoing basis and are subject to change by continuous loan monitoring processes. During the year ended December 31, 2022, the Company revised the presentation of the below credit quality vintage tables without change to accounting or credit policies. The updated presentation disaggregates between commercial and consumer loan types with consumer loan types reported as either performing or nonperforming based on their delinquency and accrual status. As such, the tables presented below as of December 31, 2021 have been revised to align with current period presentation. The following tables present the credit quality of the Company's commercial type loan portfolio by year of origination as of December 31, 2022 and 2021. Revolving loans are presented separately. Management considers the guidance in ASC 310-20 when determining whether a modification, extension, or renewal constitutes a current period origination. Generally, current period renewals of credit are reunderwritten at the point of renewal and considered current period originations for the purposes of the tables below. | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | As of December 31, 2022 | | 2022 | | 2021 | | 2020 | | 2019 | | 2018 | | Prior | | Revolving Loans Amortized Cost Basis | | Total | | | Commercial and industrial | | | | | | | | | | | | | | | | | | | Pass | | $ | 396,643 | | | $ | 204,000 | | | $ | 67,231 | | | $ | 90,894 | | | $ | 39,780 | | | $ | 62,816 | | | $ | 762,717 | | | $ | 1,624,081 | | | | Special Mention | | 125 | | | 7 | | | — | | | 160 | | | 143 | | | 771 | | | 2,520 | | | 3,726 | | | | Classified | | 65 | | | 823 | | | 1,916 | | | 1,651 | | | 273 | | | 6,913 | | | 6,335 | | | 17,976 | | | | | | | | | | | | | | | | | | | | | | | Total | | 396,833 | | | 204,830 | | | 69,147 | | | 92,705 | | | 40,196 | | | 70,500 | | | 771,572 | | | 1,645,783 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Construction | | | | | | | | | | | | | | | | | | | Pass | | 682,885 | | | 495,723 | | | 142,233 | | | 84,599 | | | 17,360 | | | 44,326 | | | 188,906 | | | 1,656,032 | | | | Special Mention | | — | | | — | | | 15 | | | — | | | — | | | 707 | | | — | | | 722 | | | | Classified | | 80 | | | 309 | | | — | | | — | | | — | | | 345 | | | — | | | 734 | | | | | | | | | | | | | | | | | | | | | | | Total | | 682,965 | | | 496,032 | | | 142,248 | | | 84,599 | | | 17,360 | | | 45,378 | | | 188,906 | | | 1,657,488 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Multi-family mortgage | | | | | | | | | | | | | | | | | | | Pass | | 142,912 | | | 147,168 | | | 96,819 | | | 33,547 | | | 6,971 | | | 37,385 | | | 13,604 | | | 478,406 | | | | Special Mention | | — | | | — | | | — | | | — | | | — | | | — | | | — | | | — | | | | Classified | | — | | | — | | | — | | | — | | | — | | | 1,166 | | | — | | | 1,166 | | | | | | | | | | | | | | | | | | | | | | | Total | | 142,912 | | | 147,168 | | | 96,819 | | | 33,547 | | | 6,971 | | | 38,551 | | | 13,604 | | | 479,572 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Commercial real estate: | | | | | | | | | | | | | | | | | | | Owner occupied | | | | | | | | | | | | | | | | | | | Pass | | 237,862 | | | 223,883 | | | 110,748 | | | 148,405 | | | 66,101 | | | 246,414 | | | 57,220 | | | 1,090,633 | | | | Special Mention | | 101 | | | 683 | | | — | | | 168 | | | 2,225 | | | 1,258 | | | 5,000 | | | 9,435 | | | | Classified | | — | | | 1,293 | | | 224 | | | 4,589 | | | 1,276 | | | 7,018 | | | 112 | | | 14,512 | | | | | | | | | | | | | | | | | | | | | | | Total | | 237,963 | | | 225,859 | | | 110,972 | | | 153,162 | | | 69,602 | | | 254,690 | | | 62,332 | | | 1,114,580 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Non-owner occupied | | | | | | | | | | | | | | | | | | | Pass | | 467,360 | | | 440,319 | | | 131,497 | | | 159,205 | | | 210,752 | | | 473,607 | | | 60,908 | | | 1,943,648 | | | | Special Mention | | — | | | — | | | — | | | — | | | 82 | | | 2,459 | | | — | | | 2,541 | | | | Classified | | — | | | 2,258 | | | — | | | 146 | | | 3,270 | | | 12,147 | | | — | | | 17,821 | | | | | | | | | | | | | | | | | | | | | | | Total | | 467,360 | | | 442,577 | | | 131,497 | | | 159,351 | | | 214,104 | | | 488,213 | | | 60,908 | | | 1,964,010 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Total commercial loan types | | | | | | | | | | | | | | | | | | | Pass | | 1,927,662 | | | 1,511,093 | | | 548,528 | | | 516,650 | | | 340,964 | | | 864,548 | | | 1,083,355 | | | 6,792,800 | | | | Special Mention | | 226 | | | 690 | | | 15 | | | 328 | | | 2,450 | | | 5,195 | | | 7,520 | | | 16,424 | | | | Classified | | 145 | | | 4,683 | | | 2,140 | | | 6,386 | | | 4,819 | | | 27,589 | | | 6,447 | | | 52,209 | | | | | | | | | | | | | | | | | | | | | | | Total | | $ | 1,928,033 | | | $ | 1,516,466 | | | $ | 550,683 | | | $ | 523,364 | | | $ | 348,233 | | | $ | 897,332 | | | $ | 1,097,322 | | | $ | 6,861,433 | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | As of December 31, 2021 | | 2021 | | 2020 | | 2019 | | 2018 | | 2017 | | Prior | | Revolving Loans Amortized Cost Basis | | Total | | | Commercial and industrial | | | | | | | | | | | | | | | | | | | Pass | | $ | 273,232 | | | $ | 95,279 | | | $ | 140,938 | | | $ | 52,162 | | | $ | 33,997 | | | $ | 57,020 | | | $ | 596,667 | | | $ | 1,249,295 | | | | Special Mention | | 79 | | | 9 | | | 949 | | | 632 | | | 3 | | | 1,519 | | | 12,367 | | | 15,558 | | | | Classified | | 918 | | | 2,391 | | | 2,376 | | | 3,089 | | | 3,370 | | | 6,425 | | | 7,143 | | | 25,712 | | | | | | | | | | | | | | | | | | | | | | | Total | | 274,229 | | | 97,679 | | | 144,263 | | | 55,883 | | | 37,370 | | | 64,964 | | | 616,177 | | | 1,290,565 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Construction | | | | | | | | | | | | | | | | | | | Pass | | 677,258 | | | 280,828 | | | 135,768 | | | 23,916 | | | 15,313 | | | 67,818 | | | 117,176 | | | 1,318,077 | | | | Special Mention | | 62 | | | 184 | | | — | | | — | | | 1,208 | | | 1,384 | | | — | | | 2,838 | | | | Classified | | — | | | — | | | 2,922 | | | 2,882 | | | 3 | | | 737 | | | 200 | | | 6,744 | | | | | | | | | | | | | | | | | | | | | | | Total | | 677,320 | | | 281,012 | | | 138,690 | | | 26,798 | | | 16,524 | | | 69,939 | | | 117,376 | | | 1,327,659 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Multi-family mortgage | | | | | | | | | | | | | | | | | | | Pass | | 166,576 | | | 32,242 | | | 64,345 | | | 7,124 | | | 5,602 | | | 38,526 | | | 10,891 | | | 325,306 | | | | Special Mention | | — | | | — | | | — | | | — | | | — | | | — | | | — | | | — | | | | Classified | | — | | | — | | | — | | | — | | | — | | | 1,245 | | | — | | | 1,245 | | | | | | | | | | | | | | | | | | | | | | | Total | | 166,576 | | | 32,242 | | | 64,345 | | | 7,124 | | | 5,602 | | | 39,771 | | | 10,891 | | | 326,551 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Commercial real estate: | | | | | | | | | | | | | | | | | | | Owner occupied | | | | | | | | | | | | | | | | | | | Pass | | 170,773 | | | 131,471 | | | 174,257 | | | 83,698 | | | 69,939 | | | 236,998 | | | 57,123 | | | 924,259 | | | | Special Mention | | — | | | — | | | 1,502 | | | 3,541 | | | 885 | | | 2,555 | | | 213 | | | 8,696 | | | | Classified | | — | | | — | | | 3,102 | | | 768 | | | 3,295 | | | 9,616 | | | 1,846 | | | 18,627 | | | | | | | | | | | | | | | | | | | | | | | Total | | 170,773 | | | 131,471 | | | 178,861 | | | 88,007 | | | 74,119 | | | 249,169 | | | 59,182 | | | 951,582 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Non-owner occupied | | | | | | | | | | | | | | | | | | | Pass | | 462,478 | | | 154,048 | | | 165,917 | | | 264,855 | | | 170,602 | | | 414,859 | | 46,541 | | | 1,679,300 | | | | Special Mention | | — | | | — | | | 3,747 | | | 3,388 | | | — | | | 969 | | — | | | 8,104 | | | | Classified | | — | | | — | | | 1,898 | | | 23,849 | | | 1,506 | | | 15,508 | | — | | | 42,761 | | | | | | | | | | | | | | | | | | | | | | | Total | | 462,478 | | | 154,048 | | | 171,562 | | | 292,092 | | | 172,108 | | | 431,336 | | | 46,541 | | | 1,730,165 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Total commercial loan types | | | | | | | | | | | | | | | | | | | Pass | | 1,750,317 | | | 693,868 | | | 681,225 | | | 431,755 | | | 295,453 | | | 815,221 | | | 828,398 | | | 5,496,237 | | | | Special Mention | | 141 | | | 193 | | | 6,198 | | | 7,561 | | | 2,096 | | | 6,427 | | | 12,580 | | | 35,196 | | | | Classified | | 918 | | | 2,391 | | | 10,298 | | | 30,588 | | | 8,174 | | | 33,531 | | | 9,189 | | | 95,089 | | | | Total | | $ | 1,751,376 | | | $ | 696,452 | | | $ | 697,721 | | | $ | 469,904 | | | $ | 305,723 | | | $ | 855,179 | | | $ | 850,167 | | | $ | 5,626,522 | | | |
Credit Quality - Consumer Type Loans For consumer and residential loan classes, the company primarily evaluates credit quality based on delinquency and accrual status of the loan, credit documentation and by payment activity. The performing or nonperforming status is updated on an on-going basis dependent upon improvement and deterioration in credit quality. The following tables present the credit quality by classification (performing or nonperforming) of the Company's consumer type loan portfolio by year of origination as of December 31, 2022 and 2021. Revolving loans are presented separately. Management considers the guidance in ASC 310-20 when determining whether a modification, extension, or renewal constitutes a current period origination. Generally, current period renewals of credit are reunderwritten at the point of renewal and considered current period originations for the purposes of the tables below. | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | As of December 31, 2022 | | 2022 | | 2021 | | 2020 | | 2019 | | 2018 | | Prior | | Revolving Loans Amortized Cost Basis | | Total | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | | | | | | | | | 1-to-4 family mortgage | | | | | | | | | | | | | | | | | Performing | | $ | 568,210 | | | $ | 448,401 | | | $ | 160,715 | | | $ | 93,548 | | | $ | 68,113 | | | $ | 211,019 | | | $ | — | | | $ | 1,550,006 | | Nonperforming | | 1,227 | | | 5,163 | | | 5,472 | | | 1,778 | | | 2,044 | | | 7,431 | | | — | | | 23,115 | | Total | | 569,437 | | | 453,564 | | | 166,187 | | | 95,326 | | | 70,157 | | | 218,450 | | | — | | | 1,573,121 | | | | | | | | | | | | | | | | | | | Residential line of credit | | | | | | | | | | | | | | | | | Performing | | — | | | — | | | — | | | — | | | — | | | — | | | 495,129 | | | 495,129 | | Nonperforming | | — | | | — | | | — | | | — | | | — | | | — | | | 1,531 | | | 1,531 | | Total | | — | | | — | | | — | | | — | | | — | | | — | | | 496,660 | | | 496,660 | | | | | | | | | | | | | | | | | | | Consumer and other | | | | | | | | | | | | | | | | | Performing | | 118,637 | | | 56,779 | | | 41,008 | | | 29,139 | | | 26,982 | | | 82,318 | | | 4,175 | | | 359,038 | | Nonperforming | | 166 | | | 1,396 | | | 1,460 | | | 906 | | | 1,507 | | | 2,525 | | | — | | | 7,960 | | Total | | 118,803 | | | 58,175 | | | 42,468 | | | 30,045 | | | 28,489 | | | 84,843 | | | 4,175 | | | 366,998 | | | | | | | | | | | | | | | | | | | Total consumer type loans | | | | | | | | | | | | | | | | | Performing | | 686,847 | | | 505,180 | | | 201,723 | | | 122,687 | | | 95,095 | | | 293,337 | | | 499,304 | | | 2,404,173 | | Nonperforming | | 1,393 | | | 6,559 | | | 6,932 | | | 2,684 | | | 3,551 | | | 9,956 | | | 1,531 | | | 32,606 | | Total | | $ | 688,240 | | | $ | 511,739 | | | $ | 208,655 | | | $ | 125,371 | | | $ | 98,646 | | | $ | 303,293 | | | $ | 500,835 | | | $ | 2,436,779 | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | As of December 31, 2021 | | 2021 | | 2020 | | 2019 | | 2018 | | 2017 | | Prior | | Revolving Loans Amortized Cost Basis | | Total | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | | | | | | | | | 1-to-4 family mortgage | | | | | | | | | | | | | | | | | Performing | | $ | 521,533 | | | $ | 204,690 | | | $ | 121,775 | | | $ | 100,164 | | | $ | 109,087 | | | $ | 199,262 | | | $ | — | | | $ | 1,256,511 | | Nonperforming | | 1,232 | | | 3,734 | | | 977 | | | 2,429 | | | 1,765 | | | 3,819 | | | — | | | 13,956 | | Total | | 522,765 | | | 208,424 | | | 122,752 | | | 102,593 | | | 110,852 | | | 203,081 | | | — | | | 1,270,467 | | | | | | | | | | | | | | | | | | | Residential line of credit | | | | | | | | | | | | | | | | | Performing | | — | | | — | | | — | | | — | | | — | | | — | | | 381,303 | | | 381,303 | | Nonperforming | | — | | | — | | | — | | | — | | | — | | | — | | | 1,736 | | | 1,736 | | Total | | — | | | — | | | — | | | — | | | — | | | — | | | 383,039 | | | 383,039 | | | | | | | | | | | | | | | | | | | Consumer and other | | | | | | | | | | | | | | | | | Performing | | 82,910 | | | 55,123 | | | 38,281 | | | 32,893 | | | 21,856 | | | 74,248 | | | 14,478 | | | 319,789 | | Nonperforming | | 199 | | | 345 | | | 545 | | | 1,352 | | | 861 | | | 1,496 | | | 47 | | | 4,845 | | Total | | 83,109 | | | 55,468 | | | 38,826 | | | 34,245 | | | 22,717 | | | 75,744 | | | 14,525 | | | 324,634 | | | | | | | | | | | | | | | | | | | Total consumer type loans | | | | | | | | | | | | | | | | | Performing | | 604,443 | | | 259,813 | | | 160,056 | | | 133,057 | | | 130,943 | | | 273,510 | | | 395,781 | | | 1,957,603 | | Nonperforming | | 1,431 | | | 4,079 | | | 1,522 | | | 3,781 | | | 2,626 | | | 5,315 | | | 1,783 | | | 20,537 | | Total | | $ | 605,874 | | | $ | 263,892 | | | $ | 161,578 | | | $ | 136,838 | | | $ | 133,569 | | | $ | 278,825 | | | $ | 397,564 | | | $ | 1,978,140 | |
Nonaccrual and Past Due Loans Nonperforming loans include loans that are no longer accruing interest (nonaccrual loans) and loans past due ninety or more days and still accruing interest. The following tables represent an analysis of the aging by class of financing receivable as of December 31, 2022 and 2021: | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2022 | | 30-89 days past due and accruing interest | | 90 days or more and accruing interest | | Nonaccrual loans | | | | Loans current on payments and accruing interest | | Total | Commercial and industrial | | $ | 1,650 | | | $ | 136 | | | $ | 1,307 | | | | | $ | 1,642,690 | | | $ | 1,645,783 | | Construction | | 1,246 | | | — | | | 389 | | | | | 1,655,853 | | | 1,657,488 | | Residential real estate: | | | | | | | | | | | | | 1-to-4 family mortgage | | 15,470 | | | 16,639 | | | 6,476 | | | | | 1,534,536 | | | 1,573,121 | | Residential line of credit | | 772 | | | 131 | | | 1,400 | | | | | 494,357 | | | 496,660 | | Multi-family mortgage | | — | | | — | | | 42 | | | | | 479,530 | | | 479,572 | | Commercial real estate: | | | | | | | | | | | | | Owner occupied | | 1,948 | | | — | | | 5,410 | | | | | 1,107,222 | | | 1,114,580 | | Non-owner occupied | | 102 | | | — | | | 5,956 | | | | | 1,957,952 | | | 1,964,010 | | Consumer and other | | 10,108 | | | 1,509 | | | 6,451 | | | | | 348,930 | | | 366,998 | | Total | | $ | 31,296 | | | $ | 18,415 | | | $ | 27,431 | | | | | $ | 9,221,070 | | | $ | 9,298,212 | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2021 | | 30-89 days past due and accruing interest | | 90 days or more and accruing interest | | Nonaccrual loans | | | | Loans current on payments and accruing interest | | Total | Commercial and industrial | | $ | 1,030 | | | $ | 63 | | | $ | 1,520 | | | | | $ | 1,287,952 | | | $ | 1,290,565 | | Construction | | 4,852 | | | 718 | | | 3,622 | | | | | 1,318,467 | | | 1,327,659 | | Residential real estate: | | | | | | | | | | | | | 1-to-4 family mortgage | | 11,007 | | | 9,363 | | | 4,593 | | | | | 1,245,504 | | | 1,270,467 | | Residential line of credit | | 319 | | | — | | | 1,736 | | | | | 380,984 | | | 383,039 | | Multi-family mortgage | | — | | | — | | | 49 | | | | | 326,502 | | | 326,551 | | Commercial real estate: | | | | | | | | | | | | | Owner occupied | | 1,417 | | | — | | | 6,710 | | | | | 943,455 | | | 951,582 | | Non-owner occupied | | 427 | | | — | | | 14,084 | | | | | 1,715,654 | | | 1,730,165 | | Consumer and other | | 7,398 | | | 1,591 | | | 3,254 | | | | | 312,391 | | | 324,634 | | Total | | $ | 26,450 | | | $ | 11,735 | | | $ | 35,568 | | | | | $ | 7,530,909 | | | $ | 7,604,662 | |
The following tables provide the amortized cost basis of loans on nonaccrual status, as well as any related allowance and interest income as of and for the years ended December 31, 2022 and 2021 by class of financing receivable. | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2022 | | Nonaccrual with no related allowance | | Nonaccrual with related allowance | | Related allowance | | Year to date Interest Income | | | Commercial and industrial | | $ | 790 | | | $ | 517 | | | $ | 10 | | | $ | 181 | | | | Construction | | — | | | 389 | | | 7 | | | 28 | | | | Residential real estate: | | | | | | | | | | | 1-to-4 family mortgage | | 2,834 | | | 3,642 | | | 78 | | | 274 | | | | Residential line of credit | | 1,134 | | | 266 | | | 4 | | | 136 | | | | Multi-family mortgage | | 1 | | | 41 | | | 1 | | | 3 | | | | Commercial real estate: | | | | | | | | | | | Owner occupied | | 5,200 | | | 210 | | | 1 | | | 232 | | | | Non-owner occupied | | 5,755 | | | 201 | | | 5 | | | 332 | | | | Consumer and other | | — | | | 6,451 | | | 327 | | | 358 | | | | Total | | $ | 15,714 | | | $ | 11,717 | | | $ | 433 | | | $ | 1,544 | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2021 | | Nonaccrual with no related allowance | | Nonaccrual with related allowance | | Related allowance | | Year to date Interest Income | | | | | | | | | | | | | | Commercial and industrial | | $ | 1,085 | | | $ | 435 | | | $ | 6 | | | $ | 1,371 | | | | Construction | | 2,882 | | | 740 | | | 99 | | | 156 | | | | Residential real estate: | | | | | | | | | | | 1-to-4 family mortgage | | 378 | | | 4,215 | | | 60 | | | 314 | | | | Residential line of credit | | 797 | | | 939 | | | 11 | | | 289 | | | | Multi-family mortgage | | — | | | 49 | | | 2 | | | 3 | | | | Commercial real estate: | | | | | | | | | | | Owner occupied | | 5,346 | | | 1,364 | | | 206 | | | 536 | | | | Non-owner occupied | | 13,898 | | | 186 | | | 7 | | | 486 | | | | Consumer and other | | — | | | 3,254 | | | 164 | | | 245 | | | | Total | | $ | 24,386 | | | $ | 11,182 | | | $ | 555 | | | $ | 3,400 | | | |
Accrued interest receivable written off as an adjustment to interest income amounted to $1,089, $804, and $627 for the years ended December 31, 2022, 2021, and 2020, respectively. Troubled debt restructurings As of December 31, 2022 and 2021, the Company had a recorded investment in TDRs of $13,854 and $32,435, respectively. The modifications included extensions of the maturity date and/or a stated rate of interest to one lower than the current market rate to borrowers experiencing financial difficulty. Of these loans, $7,321 and $11,084 were classified as nonaccrual loans as of December 31, 2022 and 2021, respectively. The Company has calculated $253 and $1,245 in allowances for credit losses on TDRs as of December 31, 2022 and 2021, respectively. As of December 31, 2022 and 2021, unfunded loan commitments to extend additional funds on troubled debt restructurings were not meaningful. The following tables present the financial effect of TDRs recorded during the periods indicated: | | | | | | | | | | | | | | | | | | | | | | | | | | | Year Ended December 31, 2022 | | Number of loans | | Pre-modification outstanding recorded investment | | Post-modification outstanding recorded investment | | Charge offs and specific reserves | Commercial and industrial | | 3 | | | $ | 612 | | | $ | 522 | | | $ | — | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | 1-to-4 family mortgage | | 3 | | | 391 | | | 707 | | | — | | Residential line of credit | | 1 | | | 49 | | | 49 | | | — | | | | | | | | | | | Consumer and other | | 2 | | | 23 | | | 23 | | | — | | Total | | 9 | | | $ | 1,075 | | | $ | 1,301 | | | $ | — | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | Year Ended December 31, 2021 | | Number of loans | | Pre-modification outstanding recorded investment | | Post-modification outstanding recorded investment | | Charge offs and specific reserves | Commercial and industrial | | 8 | | | $ | 15,430 | | | $ | 15,430 | | | $ | 446 | | | | | | | | | | | Commercial real estate: | | | | | | | | | Owner occupied | | 7 | | 5,209 | | | 5,209 | | | — | | Non-owner occupied | | 1 | | 11,997 | | | 11,997 | | | — | | Residential real estate: | | | | | | | | | 1-4 family mortgage | | 3 | | 945 | | | 945 | | | — | | Residential line of credit | | 3 | | 485 | | | 485 | | | — | | Multi-family Mortgage | | 1 | | 49 | | | 49 | | | — | | Total | | 23 | | $ | 34,115 | | | $ | 34,115 | | | $ | 446 | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | Year Ended December 31, 2020 | | Number of loans | | Pre-modification outstanding recorded investment | | Post-modification outstanding recorded investment | | Charge offs and specific reserves | Commercial and industrial | | 5 | | | $ | 2,257 | | | $ | 2,257 | | | $ | — | | | | | | | | | | | Commercial real estate: | | | | | | | | | Owner occupied | | 7 | | 2,794 | | | 2,794 | | | — | | Non-owner occupied | | 2 | | 3,752 | | | 3,752 | | | — | | Residential real estate: | | | | | | | | | 1-4 family mortgage | | 3 | | 618 | | | 618 | | | — | | Residential line of credit | | 1 | | 95 | | | 95 | | | — | | Total | | 18 | | $ | 9,516 | | | $ | 9,516 | | | $ | — | |
Troubled debt restructurings for which there was a payment default within twelve months following the modification totaled $304 and $304 during the years ended December 31, 2022 and 2021, respectively. There were no loans modified as troubled debt restructurings for which there was a payment default within twelve months following the modification during the year ended December 31, 2020. A loan is considered to be in payment default once it is 90 days contractually past due under the modified terms. In order to determine whether a borrower is experiencing financial difficulty, an evaluation is performed of the probability that the borrower will be in payment default on any of its debt in the foreseeable future without the modification. This evaluation is performed under the Company’s internal underwriting policy. The terms of certain other loans were modified during the years ended December 31, 2022, 2021, and 2020 that did not meet the definition of a TDR. The modification of these loans usually involve either a modification of the terms of a loan to borrowers who are not experiencing financial difficulties or an insignificant delay in payments. Collateral-Dependent Loans For loans for which the repayment (based on the Company's assessment) is expected to be provided substantially through the operation or sale of collateral and the borrower is experiencing financial difficulty, the following tables present the loans and the corresponding individually assessed allowance for credit losses by class of financing receivable. Significant changes in individually assessed reserves are due to changes in the valuation of the underlying collateral in addition to changes in accrual and past due status. | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2022 | | | Type of Collateral | | | | | Real Estate | | | | | | Financial Assets and Equipment | | Total | | | | Individually assessed allowance for credit loss | Commercial and industrial | | $ | 2,596 | | | | | | | $ | — | | | $ | 2,596 | | | | | $ | — | | | | | | | | | | | | | | | | | Residential real estate: | | | | | | | | | | | | | | | 1-to-4 family mortgage | | 4,467 | | | | | | | — | | | 4,467 | | | | | 194 | | Residential line of credit | | 1,135 | | | | | | | — | | | 1,135 | | | | | — | | | | | | | | | | | | | | | | | Commercial real estate: | | | | | | | | | | | | | | | Owner occupied | | 5,424 | | | | | | | — | | | 5,424 | | | | | — | | Non-owner occupied | | 5,755 | | | | | | | — | | | 5,755 | | | | | — | | Consumer and other | | 134 | | | | | | | — | | | 134 | | | | | — | | Total | | $ | 19,511 | | | | | | | $ | — | | | $ | 19,511 | | | | | $ | 194 | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | December 31, 2021 | | | Type of Collateral | | | | | Real Estate | | | | | | Financial Assets and Equipment | | Total | | | | Individually assessed allowance for credit loss | Commercial and industrial | | $ | 799 | | | | | | | $ | 1,090 | | | $ | 1,889 | | | | | $ | — | | Construction | | 3,580 | | | | | | | — | | | 3,580 | | | | | 92 | | Residential real estate: | | | | | | | | | | | | | | | 1-to-4 family mortgage | | 338 | | | | | | | — | | | 338 | | | | | — | | Residential line of credit | | 1,400 | | | | | | | — | | | 1,400 | | | | | 10 | | | | | | | | | | | | | | | | | Commercial real estate: | | | | | | | | | | | | | | | Owner occupied | | 8,117 | | | | | | | 71 | | | 8,188 | | | | | 200 | | Non-owner occupied | | 13,899 | | | | | | | — | | | 13,899 | | | | | — | | Consumer and other | | 25 | | | | | | | — | | | 25 | | | | | 1 | | Total | | $ | 28,158 | | | | | | | $ | 1,161 | | | $ | 29,319 | | | | | $ | 303 | |
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