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Loans and Allowance for Credit Losses
12 Months Ended
Dec. 31, 2022
Receivables [Abstract]  
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 
Construction1,657,488 1,327,659 
Residential real estate:
1-to-4 family mortgage1,573,121 1,270,467 
Residential line of credit496,660 383,039 
Multi-family mortgage479,572 326,551 
Commercial real estate:
Owner-occupied1,114,580 951,582 
Non-owner occupied1,964,010 1,730,165 
Consumer and other366,998 324,634 
Gross loans9,298,212 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 EstateRepayment 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
Construction1-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
Construction1-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 losses4,178 (29,874)(87)(4,728)(197)7,588 (16,813)938 (38,995)
Recoveries of loans
previously charged-off
861 125 115 — 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
Construction1-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 losses13,830 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
20222021202020192018PriorRevolving Loans Amortized Cost BasisTotal
Commercial and industrial
Pass$396,643 $204,000 $67,231 $90,894 $39,780 $62,816 $762,717 $1,624,081 
Special Mention125 — 160 143 771 2,520 3,726 
Classified65 823 1,916 1,651 273 6,913 6,335 17,976 
Total396,833 204,830 69,147 92,705 40,196 70,500 771,572 1,645,783 
Construction
Pass682,885 495,723 142,233 84,599 17,360 44,326 188,906 1,656,032 
Special Mention— — 15 — — 707 — 722 
Classified80 309 — — — 345 — 734 
Total682,965 496,032 142,248 84,599 17,360 45,378 188,906 1,657,488 
Residential real estate:
Multi-family mortgage
Pass142,912 147,168 96,819 33,547 6,971 37,385 13,604 478,406 
Special Mention— — — — — — — — 
Classified— — — — — 1,166 — 1,166 
Total142,912 147,168 96,819 33,547 6,971 38,551 13,604 479,572 
Commercial real estate:
Owner occupied
Pass237,862 223,883 110,748 148,405 66,101 246,414 57,220 1,090,633 
Special Mention101 683 — 168 2,225 1,258 5,000 9,435 
Classified— 1,293 224 4,589 1,276 7,018 112 14,512 
Total237,963 225,859 110,972 153,162 69,602 254,690 62,332 1,114,580 
Non-owner occupied
Pass467,360 440,319 131,497 159,205 210,752 473,607 60,908 1,943,648 
Special Mention— — — — 82 2,459 — 2,541 
Classified— 2,258 — 146 3,270 12,147 — 17,821 
Total467,360 442,577 131,497 159,351 214,104 488,213 60,908 1,964,010 
Total commercial loan types
Pass1,927,662 1,511,093 548,528 516,650 340,964 864,548 1,083,355 6,792,800 
Special Mention226 690 15 328 2,450 5,195 7,520 16,424 
Classified145 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
20212020201920182017PriorRevolving Loans Amortized Cost BasisTotal
Commercial and industrial
Pass$273,232 $95,279 $140,938 $52,162 $33,997 $57,020 $596,667 $1,249,295 
Special Mention79 949 632 1,519 12,367 15,558 
Classified918 2,391 2,376 3,089 3,370 6,425 7,143 25,712 
Total274,229 97,679 144,263 55,883 37,370 64,964 616,177 1,290,565 
Construction
Pass677,258 280,828 135,768 23,916 15,313 67,818 117,176 1,318,077 
Special Mention62 184 — — 1,208 1,384 — 2,838 
Classified— — 2,922 2,882 737 200 6,744 
Total677,320 281,012 138,690 26,798 16,524 69,939 117,376 1,327,659 
Residential real estate:
Multi-family mortgage
Pass166,576 32,242 64,345 7,124 5,602 38,526 10,891 325,306 
Special Mention— — — — — — — — 
Classified— — — — — 1,245 — 1,245 
Total166,576 32,242 64,345 7,124 5,602 39,771 10,891 326,551 
Commercial real estate:
Owner occupied
Pass170,773 131,471 174,257 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 
Total170,773 131,471 178,861 88,007 74,119 249,169 59,182 951,582 
Non-owner occupied
Pass462,478 154,048 165,917 264,855 170,602 414,85946,541 1,679,300 
Special Mention— — 3,747 3,388 — 969— 8,104 
Classified— — 1,898 23,849 1,506 15,508— 42,761 
Total462,478 154,048 171,562 292,092 172,108 431,336 46,541 1,730,165 
Total commercial loan types
Pass1,750,317 693,868 681,225 431,755 295,453 815,221 828,398 5,496,237 
Special Mention141 193 6,198 7,561 2,096 6,427 12,580 35,196 
Classified918 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
20222021202020192018PriorRevolving Loans Amortized Cost BasisTotal
Residential real estate:
1-to-4 family mortgage
Performing$568,210 $448,401 $160,715 $93,548 $68,113 $211,019 $— $1,550,006 
Nonperforming1,227 5,163 5,472 1,778 2,044 7,431 — 23,115 
Total569,437 453,564 166,187 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
Performing118,637 56,779 41,008 29,139 26,982 82,318 4,175 359,038 
Nonperforming166 1,396 1,460 906 1,507 2,525 — 7,960 
       Total118,803 58,175 42,468 30,045 28,489 84,843 4,175 366,998 
Total consumer type loans
Performing686,847 505,180 201,723 122,687 95,095 293,337 499,304 2,404,173 
Nonperforming1,393 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
20212020201920182017PriorRevolving Loans Amortized Cost BasisTotal
Residential real estate:
1-to-4 family mortgage
Performing$521,533 $204,690 $121,775 $100,164 $109,087 $199,262 $— $1,256,511 
Nonperforming1,232 3,734 977 2,429 1,765 3,819 — 13,956 
Total522,765 208,424 122,752 102,593 110,852 203,081 — 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
Performing82,910 55,123 38,281 32,893 21,856 74,248 14,478 319,789 
Nonperforming199 345 545 1,352 861 1,496 47 4,845 
       Total83,109 55,468 38,826 34,245 22,717 75,744 14,525 324,634 
Total consumer type loans
Performing604,443 259,813 160,056 133,057 130,943 273,510 395,781 1,957,603 
Nonperforming1,431 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, 202230-89 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 
Construction1,246 — 389 1,655,853 1,657,488 
Residential real estate:
1-to-4 family mortgage15,470 16,639 6,476 1,534,536 1,573,121 
Residential line of credit772 131 1,400 494,357 496,660 
Multi-family mortgage— — 42 479,530 479,572 
Commercial real estate:
Owner occupied1,948 — 5,410 1,107,222 1,114,580 
Non-owner occupied102 — 5,956 1,957,952 1,964,010 
Consumer and other10,108 1,509 6,451 348,930 366,998 
Total$31,296 $18,415 $27,431 $9,221,070 $9,298,212 
 
December 31, 202130-89 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 
Construction4,852 718 3,622 1,318,467 1,327,659 
Residential real estate:
1-to-4 family mortgage11,007 9,363 4,593 1,245,504 1,270,467 
Residential line of credit319 — 1,736 380,984 383,039 
Multi-family mortgage— — 49 326,502 326,551 
Commercial real estate:
Owner occupied1,417 — 6,710 943,455 951,582 
Non-owner occupied427 — 14,084 1,715,654 1,730,165 
Consumer and other7,398 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, 2022Nonaccrual
with no
related
allowance
Nonaccrual
with
related
allowance
Related
allowance
Year to date Interest Income
Commercial and industrial$790 $517 $10 $181 
Construction— 389 28 
Residential real estate:
1-to-4 family mortgage2,834 3,642 78 274 
Residential line of credit1,134 266 136 
Multi-family mortgage41 
Commercial real estate:
Owner occupied5,200 210 232 
Non-owner occupied5,755 201 332 
Consumer and other— 6,451 327 358 
Total$15,714 $11,717 $433 $1,544 
December 31, 2021Nonaccrual
with no
related
allowance
Nonaccrual
with
related
allowance
Related
allowance
Year to date Interest Income
Commercial and industrial$1,085 $435 $$1,371 
Construction2,882 740 99 156 
Residential real estate:
1-to-4 family mortgage378 4,215 60 314 
Residential line of credit797 939 11 289 
Multi-family mortgage— 49 
Commercial real estate:
Owner occupied5,346 1,364 206 536 
Non-owner occupied13,898 186 486 
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, 2022Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$612 $522 $— 
Residential real estate:
1-to-4 family mortgage391 707 — 
Residential line of credit49 49 — 
Consumer and other23 23 — 
Total$1,075 $1,301 $— 
Year Ended December 31, 2021Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$15,430 $15,430 $446 
Commercial real estate:
Owner occupied75,209 5,209 — 
Non-owner occupied111,997 11,997 — 
Residential real estate:
1-4 family mortgage3945 945 — 
   Residential line of credit3485 485 — 
   Multi-family Mortgage 149 49 — 
Total23$34,115 $34,115 $446 
Year Ended December 31, 2020Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$2,257 $2,257 $— 
Commercial real estate:
Owner occupied72,794 2,794 — 
Non-owner occupied23,752 3,752 — 
Residential real estate:
1-4 family mortgage3618 618 — 
   Residential line of credit195 95 — 
Total18$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 EstateFinancial Assets and Equipment TotalIndividually assessed allowance for credit loss
Commercial and industrial$2,596 $— $2,596 $— 
Residential real estate:
1-to-4 family mortgage4,467 — 4,467 194 
Residential line of credit1,135 — 1,135 — 
Commercial real estate:
Owner occupied5,424 — 5,424 — 
Non-owner occupied5,755 — 5,755 — 
Consumer and other134 — 134 — 
Total$19,511 $— $19,511 $194 
December 31, 2021
Type of Collateral
Real EstateFinancial Assets and Equipment TotalIndividually assessed allowance for credit loss
Commercial and industrial$799 $1,090 $1,889 $— 
Construction3,580 — 3,580 92 
Residential real estate:
1-to-4 family mortgage338 — 338 — 
Residential line of credit1,400 — 1,400 10 
Commercial real estate:
Owner occupied8,117 71 8,188 200 
Non-owner occupied13,899 — 13,899 — 
Consumer and other25 — 25 
Total$28,158 $1,161 $29,319 $303