Loans Receivable and the Allowance for Credit Losses | Loans Receivable and the Allowance for Credit Losses The composition of loans by class of receivable was as follows: As of (in thousands) September 30, 2020 December 31, 2019 Agricultural $ 129,453 $ 140,446 Commercial and industrial 1,103,102 835,236 Commercial real estate: Construction & development 191,423 298,077 Farmland 152,362 181,885 Multifamily 235,241 227,407 Commercial real estate-other 1,128,009 1,107,490 Total commercial real estate 1,707,035 1,814,859 Residential real estate: One- to four- family first liens 371,390 407,418 One- to four- family junior liens 150,180 170,381 Total residential real estate 521,570 577,799 Consumer 76,272 82,926 Loans held for investment, net of unearned income 3,537,432 3,451,266 Allowance for credit losses (58,500) (29,079) Total loans held for investment, net $ 3,478,932 $ 3,422,187 Loans with unpaid principal in the amount of $858.1 million and $945.9 million at September 30, 2020 and December 31, 2019, respectively, were pledged to the FHLB as collateral for borrowings. Non-accrual and Delinquent Status Loans are placed on non-accrual when (1) payment in full of principal and interest is no longer expected or (2) principal or interest has been in default for 90 days or more unless the loan is both well secured with marketable collateral and in the process of collection. All loans rated doubtful or worse, and certain loans rated substandard, are placed on non-accrual. A non-accrual loan may be restored to an accrual status when (1) all past due principal and interest has been paid (excluding renewals and modifications that involve the capitalizing of interest) or (2) the loan becomes well secured with marketable collateral and is in the process of collection. An established track record of performance is also considered when determining accrual status. Loans are considered past due or delinquent when the contractual principal or interest due in accordance with the terms of the loan agreement or any portion thereof remains unpaid after the due date of the scheduled payment. As of September 30, 2020, the Company had no commitments to lend additional funds to borrowers who have a nonaccrual loan. The following table presents the amortized cost basis of loans based on delinquency status: Age Analysis of Past-Due Financial Assets 90 Days or More Past Due And Accruing (in thousands) Current 30 - 59 Days Past Due 60 - 89 Days Past Due 90 Days or More Past Due Total September 30, 2020 Agricultural $ 127,448 $ 390 $ 339 $ 1,276 $ 129,453 $ — Commercial and industrial 1,098,272 1,027 105 3,698 1,103,102 5 Commercial real estate: Construction and development 188,115 1,774 825 709 191,423 — Farmland 142,470 114 353 9,425 152,362 — Multifamily 235,241 — — — 235,241 — Commercial real estate-other 1,121,100 996 3 5,910 1,128,009 — Total commercial real estate 1,686,926 2,884 1,181 16,044 1,707,035 — Residential real estate: One- to four- family first liens 364,393 1,856 1,271 3,870 371,390 2,588 One- to four- family junior liens 149,374 603 46 157 150,180 — Total residential real estate 513,767 2,459 1,317 4,027 521,570 2,588 Consumer 76,078 78 23 93 76,272 — Total $ 3,502,491 $ 6,838 $ 2,965 $ 25,138 $ 3,537,432 $ 2,593 December 31, 2019 Agricultural $ 137,715 $ 975 $ — $ 1,756 $ 140,446 $ — Commercial and industrial 828,842 846 270 5,278 835,236 — Commercial real estate: Construction and development 294,995 2,256 621 205 298,077 — Farmland 175,281 362 — 6,242 181,885 — Multifamily 227,013 394 — — 227,407 — Commercial real estate-other 1,102,504 1,965 347 2,674 1,107,490 — Total commercial real estate 1,799,793 4,977 968 9,121 1,814,859 — Residential real estate: One- to four- family first liens 402,471 2,579 857 1,511 407,418 99 One- to four- family junior liens 169,592 518 108 163 170,381 25 Total residential real estate 572,063 3,097 965 1,674 577,799 124 Consumer 82,558 150 80 138 82,926 12 Total $ 3,420,971 $ 10,045 $ 2,283 $ 17,967 $ 3,451,266 $ 136 The following table presents the amortized cost basis of loans on non-accrual status, loans past due 90 days or more and still accruing by class of loan and related interest income recognized: Three Months Ended September 30, Nine Months Ended September 30, (in thousands) Beginning of Period Nonaccrual End of Period Nonaccrual Nonaccrual with no Allowance for Credit Losses 90 Days or More Past Due And Accruing Interest Income Recognized on Nonaccrual Interest Income Recognized on Nonaccrual As of and for the Three and Nine Months Ended September 30, 2020 Agricultural $ 2,894 $ 2,787 $ 1,576 $ — $ 14 $ 94 Commercial and industrial 13,276 8,725 4,825 5 49 150 Commercial real estate: Construction and development 1,494 1,387 1,007 — 5 46 Farmland 10,402 13,693 12,385 — 23 116 Multifamily — — — — — 1 Commercial real estate-other 10,141 9,783 2,850 — 8 32 Total commercial real estate 22,037 24,863 16,242 — 36 195 Residential real estate: One- to four- family first liens 2,557 1,999 207 2,588 21 62 One- to four- family junior liens 513 552 1 — 9 16 Total residential real estate 3,070 2,551 208 2,588 30 78 Consumer 206 145 13 — 1 9 Total $ 41,483 $ 39,071 $ 22,864 $ 2,593 $ 130 $ 526 Credit Quality Information The Company aggregates loans 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, and other factors. The Company analyzes loans individually to classify the loans as to credit risk. This analysis includes non-homogenous loans, such as agricultural, commercial and industrial, and commercial real estate loans. Loans not meeting the criteria described below that are analyzed individually are considered to be pass-rated. The Company uses the following definitions for risk ratings: Special Mention/Watch - A special mention/watch asset has potential weaknesses that deserve management’s close attention. If left uncorrected, these potential weaknesses may result in deterioration of the repayment prospects for the asset or in the Company’s credit position at some future date. Special mention/watch assets are not adversely classified and do not expose the Company to sufficient risk to warrant adverse classification. Substandard - Substandard loans are inadequately protected by the current net worth and paying capacity of the obligor or of the collateral pledged, if any. Loans so classified have a well-defined weakness or weaknesses that jeopardize the liquidation of the debt. They are characterized by the distinct possibility that the Company will sustain some loss if the deficiencies are not corrected. Doubtful - Loans classified as doubtful have all the weaknesses inherent in those classified as substandard with the added characteristic that the weaknesses make collection or liquidation in full, on the basis of currently known facts, conditions and values, highly questionable and improbable. Loss - Loans classified as loss are considered uncollectible and of such little value that their continuance as bankable assets is not warranted. This classification does not mean that the loan has absolutely no recovery or salvage value but rather it is not practical or desirable to defer writing off this basically worthless asset even though partial recovery may be affected in the future. Homogenous loans, including residential real estate and consumer loans, are not individually risk rated. Instead, these loans are categorized based on performance: performing and nonperforming. Nonperforming loans include those loans on nonaccrual, loans greater than 90 days past due and on accrual, and TDRs on accrual. The following table sets forth the amortized cost basis of loans by class of receivable by credit quality indicator and vintage based on the most recent analysis performed, as of September 30, 2020. As of September 30, 2020, there were no 'loss' rated credits. Term Loans by Origination Year Revolving Loans September 30, 2020 (in thousands) 2020 2019 2018 2017 2016 Prior Total Agricultural Pass $ 18,711 $ 9,402 $ 3,467 $ 2,612 $ 1,607 $ 2,392 $ 66,182 $ 104,373 Special mention / watch 5,268 1,456 125 113 593 1,110 7,885 16,550 Substandard 3,830 874 272 187 130 227 3,009 8,529 Doubtful — — — — — 1 — 1 Total $ 27,809 $ 11,732 $ 3,864 $ 2,912 $ 2,330 $ 3,730 $ 77,076 $ 129,453 Commercial and industrial Pass $ 552,011 $ 113,602 $ 61,017 $ 71,706 $ 40,276 $ 96,039 $ 130,932 $ 1,065,583 Special mention / watch 3,770 679 1,437 2,395 869 1,272 6,065 16,487 Substandard 3,846 1,651 609 841 538 4,301 9,242 21,028 Doubtful — — — 1 — 2 1 4 Total $ 559,627 $ 115,932 $ 63,063 $ 74,943 $ 41,683 $ 101,614 $ 146,240 $ 1,103,102 CRE - Construction and development Pass $ 86,471 $ 47,688 $ 20,154 $ 4,356 $ 929 $ 1,165 $ 21,666 $ 182,429 Special mention / watch 4,570 461 546 — 11 33 — 5,621 Substandard 1,053 1,497 220 — — 38 565 3,373 Doubtful — — — — — — — — Total $ 92,094 $ 49,646 $ 20,920 $ 4,356 $ 940 $ 1,236 $ 22,231 $ 191,423 CRE - Farmland Pass $ 39,115 $ 28,158 $ 11,528 $ 11,938 $ 8,493 $ 16,116 $ 1,740 $ 117,088 Special mention / watch 7,976 4,709 1,040 667 1,212 239 353 16,196 Substandard 2,656 4,163 4,509 1,729 204 5,767 50 19,078 Doubtful — — — — — — — — Total $ 49,747 $ 37,030 $ 17,077 $ 14,334 $ 9,909 $ 22,122 $ 2,143 $ 152,362 CRE - Multifamily Pass $ 131,319 $ 18,505 $ 18,183 $ 17,687 $ 16,004 $ 21,446 $ 10,612 $ 233,756 Special mention / watch 346 — — — 70 — — 416 Substandard 1,069 — — — — — — 1,069 Doubtful — — — — — — — — Total $ 132,734 $ 18,505 $ 18,183 $ 17,687 $ 16,074 $ 21,446 $ 10,612 $ 235,241 CRE - other Pass $ 423,851 $ 130,751 $ 69,359 $ 90,154 $ 75,302 $ 104,107 $ 41,301 $ 934,825 Special mention / watch 79,206 16,202 12,061 4,865 4,054 4,159 885 121,432 Substandard 44,915 7,767 7,021 1,233 586 9,231 999 71,752 Doubtful — — — — — — — — Total $ 547,972 $ 154,720 $ 88,441 $ 96,252 $ 79,942 $ 117,497 $ 43,185 $ 1,128,009 RRE - One- to four- family first liens Performing $ 98,719 $ 54,993 $ 46,672 $ 41,713 $ 39,818 $ 75,091 $ 9,796 $ 366,802 Nonperforming 67 66 561 812 522 2,560 — 4,588 Total $ 98,786 $ 55,059 $ 47,233 $ 42,525 $ 40,340 $ 77,651 $ 9,796 $ 371,390 RRE - One- to four- family junior liens Performing $ 15,090 $ 8,971 $ 14,175 $ 6,994 $ 3,821 $ 6,773 $ 93,804 $ 149,628 Nonperforming — — — 32 117 233 170 552 Total $ 15,090 $ 8,971 $ 14,175 $ 7,026 $ 3,938 $ 7,006 $ 93,974 $ 150,180 Consumer Performing $ 21,940 $ 16,255 $ 12,000 $ 5,796 $ 3,033 $ 6,450 $ 10,653 $ 76,127 Nonperforming — 34 46 18 12 35 — 145 Total $ 21,940 $ 16,289 $ 12,046 $ 5,814 $ 3,045 $ 6,485 $ 10,653 $ 76,272 Term Loans by Origination Year Revolving Loans 2020 2019 2018 2017 2016 Prior Total Total by Credit Quality Indicator Category Pass $ 1,251,478 $ 348,106 $ 183,708 $ 198,453 $ 142,611 $ 241,265 $ 272,433 $ 2,638,054 Special mention / watch 101,136 23,507 15,209 8,040 6,809 6,813 15,188 176,702 Substandard 57,369 15,952 12,631 3,990 1,458 19,564 13,865 124,829 Doubtful — — — 1 — 3 1 5 Performing 135,749 80,219 72,847 54,503 46,672 88,314 114,253 592,557 Nonperforming 67 100 607 862 651 2,828 170 5,285 Total $ 1,545,799 $ 467,884 $ 285,002 $ 265,849 $ 198,201 $ 358,787 $ 415,910 $ 3,537,432 The following table sets forth the risk category of loans by class of loans and credit quality indicator used on the most recent analysis performed as of December 31, 2019: December 31, 2019 Pass Special Mention / Watch Substandard Doubtful Loss Total Agricultural $ 117,374 $ 13,292 $ 9,780 $ — $ — $ 140,446 Commercial and industrial 794,526 19,038 21,635 1 36 835,236 Commercial real estate: Construction and development 283,921 11,423 2,733 — — 298,077 Farmland 141,107 21,307 19,471 — — 181,885 Multifamily 226,124 90 1,193 — — 227,407 Commercial real estate-other 1,036,418 50,691 20,381 — — 1,107,490 Total commercial real estate 1,687,570 83,511 43,778 — — 1,814,859 Residential real estate: One- to four- family first liens 396,175 4,547 6,532 164 — 407,418 One- to four- family junior liens 168,229 1,282 870 — — 170,381 Total residential real estate 564,404 5,829 7,402 164 — 577,799 Consumer 82,650 39 218 19 — 82,926 Total $ 3,246,524 $ 121,709 $ 82,813 $ 184 $ 36 $ 3,451,266 Allowance for Credit Losses At September 30, 2020, the economic forecast used by the Company showed a decline in Midwest unemployment over the next four forecasted quarters; increases in national retail sales over the next three forecasted quarters, with a decline in the fourth quarter; decreases in the CRE index over the next two forecasted quarters, with improvements beginning in the third quarter; increases in U.S. GDP over the next three forecasted quarters, with a decline in the fourth quarter; decreases in the national home price index over the next three forecasted quarters, with improvements beginning in the fourth quarter; and a decline in the U.S. rental vacancy rate through the second forecasted quarter, with an improvement in the third forecasted quarter, and then a decline beginning in the fourth forecasted quarter. These loss drivers saw improvements when compared to the prior quarter, however are consistently worse when compared to recent historical trends over the past several years, largely as a result of the COVID-19 pandemic. We have made a policy election to report interest receivable as a separate line on the balance sheet. Accrued interest receivable, which is recorded within 'Other Assets' totaled $14.8 million at September 30, 2020 and is excluded from the estimate of credit losses. The changes in the allowance for credit losses by portfolio segment were as follows: For the Three Months Ended September 30, 2020 and 2019 (in thousands) Agricultural Commercial and Industrial Commercial Real Estate Residential Real Estate Consumer Total For the Three Months September 30, 2020 Beginning balance $ 1,408 $ 18,709 $ 28,221 $ 6,074 $ 1,232 $ 55,644 Charge-offs (746) (983) (275) (83) (101) (2,188) Recoveries 103 180 9 14 41 347 Credit loss expense (1) 649 (1,267) 2,966 2,273 76 4,697 Ending balance $ 1,414 $ 16,639 $ 30,921 $ 8,278 $ 1,248 $ 58,500 For the Three Months Ended September 30, 2019 Beginning balance $ 3,720 $ 7,633 $ 13,655 $ 3,377 $ 306 $ 28,691 Charge-offs (986) (328) — (121) (200) (1,635) Recoveries 22 9 8 49 124 212 Credit loss expense 1,372 1,680 1,808 (742) 146 4,264 Ending balance $ 4,128 $ 8,994 $ 15,471 $ 2,563 $ 376 $ 31,532 For the Nine Months Ended September 30, 2020 and 2019 (in thousands) Agricultural Commercial and Industrial Commercial Real Estate Residential Real Estate Consumer Total For the Nine Months Ended September 30, 2020 Beginning balance, prior to adoption of ASC 326 $ 3,748 $ 8,394 $ 13,804 $ 2,685 $ 448 $ 29,079 Day 1 transition adjustment from adoption of ASC 326 (2,557) 2,728 1,300 2,050 463 3,984 Charge-offs (939) (2,356) (1,787) (186) (520) (5,788) Recoveries 129 559 28 29 137 882 Credit loss expense (1) 1,033 7,314 17,576 3,700 720 30,343 Ending balance $ 1,414 $ 16,639 $ 30,921 $ 8,278 $ 1,248 $ 58,500 For the Nine Months Ended September 30, 2019 Beginning balance $ 3,637 $ 7,478 $ 15,635 $ 2,349 $ 208 $ 29,307 Charge-offs (1,137) (2,441) (960) (171) (469) (5,178) Recoveries 31 158 272 67 321 849 Credit loss expense 1,597 3,799 524 318 316 6,554 Ending balance $ 4,128 $ 8,994 $ 15,471 $ 2,563 $ 376 $ 31,532 (1) The difference in the credit loss expense reported herein as compared to the Consolidated Statements of Income is associated with the credit loss expense of $0.3 million and $1.1 million related to off-balance sheet credit exposures for the three months and nine months ended September 30, 2020, respectively. The composition of allowance for credit losses by portfolio segment based on evaluation method were as follows: As of September 30, 2020 (in thousands) Agricultural Commercial and Industrial Commercial Real Estate Residential Real Estate Consumer Total Loans held for investment, net of unearned income Individually evaluated for impairment $ 2,161 $ 7,774 $ 23,412 $ 204 $ 7 $ 33,558 Collectively evaluated for impairment 127,292 1,095,328 1,683,623 521,366 76,265 3,503,874 Total $ 129,453 $ 1,103,102 $ 1,707,035 $ 521,570 $ 76,272 $ 3,537,432 Allowance for credit losses: Individually evaluated for impairment $ 55 $ 504 $ 675 $ — $ — $ 1,234 Collectively evaluated for impairment 1,359 16,135 30,246 8,278 1,248 57,266 Total $ 1,414 $ 16,639 $ 30,921 $ 8,278 $ 1,248 $ 58,500 As of December 31, 2019 (in thousands) Agricultural Commercial and Industrial Commercial Real Estate Residential Real Estate Consumer Total Loans held for investment, net of unearned income Individually evaluated for impairment $ 4,312 $ 12,242 $ 16,082 $ 838 $ 21 $ 33,495 Collectively evaluated for impairment 135,246 822,939 1,781,306 572,865 82,864 3,395,220 Purchased credit impaired loans 888 55 17,471 4,096 41 22,551 Total $ 140,446 $ 835,236 $ 1,814,859 $ 577,799 $ 82,926 $ 3,451,266 Allowance for loan losses: Individually evaluated for impairment $ 212 $ 2,198 $ 1,180 $ 73 $ — $ 3,663 Collectively evaluated for impairment 3,536 6,194 11,836 2,152 448 24,166 Purchased credit impaired loans — 2 788 460 — 1,250 Total $ 3,748 $ 8,394 $ 13,804 $ 2,685 $ 448 $ 29,079 The following table presents the amortized cost basis of collateral dependent loans, by the primary collateral type, which are individually evaluated to determine expected credit losses, and the related ACL allocated to these loans: As of September 30, 2020 Primary Type of Collateral Real Estate Equipment Other Total ACL Allocation Agricultural $ 767 $ 741 $ 653 $ 2,161 $ 55 Commercial and industrial 682 4,151 2,941 7,774 504 Commercial real estate: Construction and development 1,006 — — 1,006 — Farmland 11,826 1,345 — 13,171 88 Multifamily — — — — — Commercial real estate-other 8,794 441 — 9,235 587 Residential real estate: One- to four- family first liens 204 — — 204 — One- to four- family junior liens — — — — — Consumer 7 — — 7 — Total $ 23,286 $ 6,678 $ 3,594 $ 33,558 $ 1,234 Troubled Debt Restructurings TDRs totaled $9.4 million and $11.0 million as of September 30, 2020 and December 31, 2019, respectively. The following table sets forth information on the Company's TDRs by class of financing receivable occurring during the stated periods. TDRs include multiple concessions, and the disclosure classifications in the table are based on the primary concession provided to the borrower. Three Months Ended September 30, 2020 2019 Number of Contracts Pre-Modification Outstanding Recorded Investment Post-Modification Outstanding Recorded Investment Number of Contracts Pre-Modification Outstanding Recorded Investment Post-Modification Outstanding Recorded Investment (dollars in thousands) CONCESSION - Interest rate reduction Commercial and industrial 1 $ 143 $ 143 — $ — $ — CONCESSION - Extended maturity date Agricultural — — — 7 341 341 Commercial and industrial — — — 1 1,863 1,863 Farmland — — — 1 158 158 One- to four- family first liens 1 128 132 — — — One- to four- family junior liens — — — 1 5 5 CONCESSION - Other Agricultural 1 59 69 — — — Farmland 1 150 161 — — — Total 4 $ 480 $ 505 10 $ 2,367 $ 2,367 Nine Months Ended September 30, 2020 2019 Number of Contracts Pre-Modification Outstanding Recorded Investment Post-Modification Outstanding Recorded Investment Number of Contracts Pre-Modification Outstanding Recorded Investment Post-Modification Outstanding Recorded Investment (dollars in thousands) CONCESSION - Interest rate reduction Commercial and industrial 1 $ 143 $ 143 — $ — $ — CONCESSION - Extended maturity date Agricultural — — — 7 341 341 Commercial and industrial — — — 1 1,863 1,863 Farmland — — — 1 158 158 Commercial real estate-other 3 759 808 — — — One- to four- family first liens 3 274 278 3 240 239 One- to four- family junior liens — — — 3 81 81 CONCESSION - Other Agricultural 2 267 278 — — — Farmland 3 504 514 — — — Total 12 $ 1,947 $ 2,021 15 $ 2,683 $ 2,682 For the three months and nine months ended September 30, 2020, the Company had four TDRs, totaling $412 thousand that redefaulted within 12 months subsequent to restructure. These TDRs that redefaulted within 12 months subsequent to restructure consisted of the following for the three and nine months ended September 30, 2020: 1 agricultural contract totaling $59 thousand, 1 farmland contract totaling $150 thousand, and 2 one-to four-family first lien contracts totaling $203 thousand. For the three and nine months ended September 30, 2019, the Company had twelve TDRs, totaling $742 thousand that redefaulted within 12 months subsequent to restructure. These TDRs that redefaulted within 12 months subsequent to restructure consisted of the following for the three and nine months ended September 30, 2019: 6 agricultural contracts totaling $315 thousand, 1 farmland contract totaling $158 thousand, 3 one-to four-family first lien contracts totaling $239 thousand, and 2 one-to four-family junior lien contracts totaling $30 thousand. Modifications in response to COVID-19: The Company began offering short-term loan modifications to assist borrowers during the COVID-19 pandemic. The CARES Act along with a joint interagency statement issued by the federal banking agencies provides that short-term modifications made in response to COVID-19 do not need to be accounted for as a TDR. Accordingly, the Company does not account for such loan modifications as TDRs. The Company's loan modifications allow for the initial deferral of three months of principal and / or interest. The deferred interest is due and payable at the end of the deferral period and the deferred principal is due and payable on the maturity date. At September 30, 2020, we had granted short-term payment deferrals on $115.3 million of loans. The program is ongoing and additional loans continue to be granted deferrals. Pre-ASC 326 Adoption Impaired Loan Disclosures The following table presents loans individually evaluated for impairment by class of receivable as of December 31, 2019, which was prior to the adoption of ASC 326: December 31, 2019 (in thousands) Recorded Investment Unpaid Principal Balance Related Allowance With no related allowance recorded: Agricultural $ 2,383 $ 2,913 $ — Commercial and industrial 7,391 10,875 — Commercial real estate: Construction and development 1,181 1,218 — Farmland 4,306 4,331 — Multifamily — — — Commercial real estate-other 5,709 5,854 — Total commercial real estate 11,196 11,403 — Residential real estate: One- to four- family first liens 577 578 — One- to four- family junior liens — — — Total residential real estate 577 578 — Consumer 21 21 — Total $ 21,568 $ 25,790 $ — With an allowance recorded: Agricultural $ 1,929 $ 1,930 $ 212 Commercial and industrial 4,851 5,417 2,198 Commercial real estate: Construction and development 135 135 135 Farmland 1,109 1,148 347 Multifamily — — — Commercial real estate-other 3,642 4,229 698 Total commercial real estate 4,886 5,512 1,180 Residential real estate: One- to four- family first liens 261 262 73 One- to four- family junior liens — — — Total residential real estate 261 262 73 Consumer — — — Total $ 11,927 $ 13,121 $ 3,663 Total: Agricultural $ 4,312 $ 4,843 $ 212 Commercial and industrial 12,242 16,292 2,198 Commercial real estate: Construction and development 1,316 1,353 135 Farmland 5,415 5,479 347 Multifamily — — — Commercial real estate-other 9,351 10,083 698 Total commercial real estate 16,082 16,915 1,180 Residential real estate: One- to four- family first liens 838 840 73 One- to four- family junior liens — — — Total residential real estate 838 840 73 Consumer 21 21 — Total $ 33,495 $ 38,911 $ 3,663 The following table presents the average recorded investment and interest income recognized for loans individually evaluated for impairment by class of receivable, during the stated periods, which were prior to the adoption of ASC 326: Three Months Ended September 30, Nine Months Ended September 30, 2019 2019 (in thousands) Average Recorded Investment Interest Income Recognized Average Recorded Investment Interest Income Recognized With no related allowance recorded: Agricultural $ 2,260 $ 11 $ 1,962 $ — Commercial and industrial 5,199 2 4,961 — Commercial real estate: Construction and development — — — — Farmland 2,410 — 1,710 — Multifamily — — — — Commercial real estate-other 1,541 7 1,361 20 Total commercial real estate 3,951 7 3,071 20 Residential real estate: One- to four- family first liens 347 — 260 — One- to four- family junior liens — — — — Total residential real estate 347 — 260 — Consumer 21 — 16 — Total $ 11,778 $ 20 $ 10,270 $ 20 With an allowance recorded: Agricultural $ 1,527 $ — $ 1,378 $ 31 Commercial and industrial 4,577 16 3,386 — Commercial real estate: Construction and development — — — — Farmland 649 — 586 5 Multifamily — — — — Commercial real estate-other 2,507 82 1,834 93 Total commercial real estate 3,156 82 2,420 98 Residential real estate: One- to four- family first liens 265 2 266 7 One- to four- family junior liens — — — — Total residential real estate 265 2 266 7 Consumer — — — — Total $ 9,525 $ 100 $ 7,450 $ 136 Total: Agricultural $ 3,787 $ 11 $ 3,340 $ 31 Commercial and industrial 9,776 18 8,347 — Commercial real estate: Construction and development — — — — Farmland 3,059 — 2,296 5 Multifamily — — — — Commercial real estate-other 4,048 89 3,195 113 Total commercial real estate 7,107 89 5,491 118 Residential real estate: One- to four- family first liens 612 2 526 7 One- to four- family junior liens — — — — Total residential real estate 612 2 526 7 Consumer 21 — 16 — Total $ 21,303 $ 120 $ 17,720 $ 156 Purchased Credit Impaired Loans (Pre-ASC 326 Adoption) The following table summarizes the outstanding balance and carrying amount of our PCI loans that were identified prior to the adoption of ASC 326: December 31, 2019 (in thousands) Agricultural $ 904 Commercial and industrial 147 Commercial real estate 17,803 Residential real estate 4,136 Consumer 57 Outstanding balance 23,047 Carrying amount 22,551 Allowance for credit losses 1,250 Carrying amount, net of allowance for credit losses $ 21,301 |