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LOANS AND ALLOWANCE FOR CREDIT LOSSES
9 Months Ended
Sep. 30, 2023
LOANS AND ALLOWANCE FOR CREDIT LOSSES  
LOANS AND ALLOWANCE FOR CREDIT LOSSES

NOTE E: LOANS AND ALLOWANCE FOR CREDIT LOSSES

The segments of the Company’s loan portfolio are summarized as follows:

September 30, 

December 31, 

(000’s omitted)

    

2023

    

2022

Business lending

$

3,914,935

$

3,645,665

Consumer mortgage

 

3,196,764

 

3,012,475

Consumer indirect

 

1,708,302

 

1,539,653

Consumer direct

 

185,301

 

177,605

Home equity

 

444,764

 

433,996

Gross loans, including deferred origination costs

 

9,450,066

 

8,809,394

Allowance for credit losses

 

(64,945)

 

(61,059)

Loans, net of allowance for credit losses

$

9,385,121

$

8,748,335

The following table presents the aging of the amortized cost basis of the Company’s past due loans by segment as of September 30, 2023:

Past Due

90+ Days Past

30 – 89

Due and

Total

(000’s omitted)

    

Days

    

Still Accruing

    

Nonaccrual

    

Past Due

    

Current

    

Total Loans

Business lending

$

13,545

$

0

$

5,638

$

19,183

$

3,895,752

$

3,914,935

Consumer mortgage

 

15,282

 

2,908

 

25,205

 

43,395

 

3,153,369

 

3,196,764

Consumer indirect

 

15,175

 

290

 

0

 

15,465

 

1,692,837

 

1,708,302

Consumer direct

 

1,313

 

29

 

24

 

1,366

 

183,935

 

185,301

Home equity

 

3,331

 

504

 

2,255

 

6,090

 

438,674

 

444,764

Total

$

48,646

$

3,731

$

33,122

$

85,499

$

9,364,567

$

9,450,066

The following table presents the aging of the amortized cost basis of the Company’s past due loans by segment as of December 31, 2022:

Past Due

90+ Days Past

30 – 89

Due and

Total

(000’s omitted)

    

Days

    

Still Accruing

    

Nonaccrual

    

Past Due

    

Current

    

Total Loans

Business lending

$

9,818

$

0

$

4,689

$

14,507

$

3,631,158

$

3,645,665

Consumer mortgage

 

13,757

 

3,510

 

22,583

 

39,850

 

2,972,625

 

3,012,475

Consumer indirect

 

16,767

 

178

 

0

 

16,945

 

1,522,708

 

1,539,653

Consumer direct

 

1,307

 

132

 

28

 

1,467

 

176,138

 

177,605

Home equity

 

3,595

 

299

 

1,945

 

5,839

 

428,157

 

433,996

Total

$

45,244

$

4,119

$

29,245

$

78,608

$

8,730,786

$

8,809,394

No interest income on nonaccrual loans was recognized during the three and nine months ended September 30, 2023. An immaterial amount of accrued interest was written off on nonaccrual loans by reversing interest income.

The Company uses several credit quality indicators to assess credit risk in an ongoing manner. The Company’s primary credit quality indicator for its business lending portfolio is an internal credit risk rating system that categorizes loans as “pass”, “special mention”, “classified”, or “doubtful”. Credit risk ratings are applied to loans individually based on a case-by-case evaluation. In general, the following are the definitions of the Company’s credit quality indicators:

Pass

    

The condition of the borrower and the performance of the loans are satisfactory or better.

Special Mention

The condition of the borrower has deteriorated and the loan has potential weaknesses, although the loan performs as agreed. Loss may be incurred at some future date if conditions deteriorate further.

Classified

The condition of the borrower has significantly deteriorated and the loan has a well-defined weakness or weaknesses. The performance of the loan could further deteriorate and incur loss if deficiencies are not corrected.

Doubtful

The condition of the borrower has deteriorated to the point that collection of the balance is improbable based on current facts and conditions and loss is likely.

The following tables show the amount of business lending loans by credit quality category at September 30, 2023 and December 31, 2022:

Revolving

Revolving

Loans

Loans

(000’s omitted)

Term Loans Amortized Cost Basis by Origination Year

Amortized

Converted

September 30, 2023

    

2023

    

2022

    

2021

    

2020

    

2019

    

Prior

    

Cost Basis

    

to Term

    

Total

Business lending:

 

  

 

  

 

  

 

  

 

  

 

  

 

  

 

  

Risk rating

 

  

 

  

 

  

 

  

 

  

 

  

 

  

 

  

Pass

$

290,903

$

659,190

$

325,480

$

205,591

$

224,256

$

710,607

$

721,951

$

526,358

$

3,664,336

Special mention

 

19,647

 

3,463

 

18,359

 

2,655

 

3,523

 

58,407

 

22,473

43,473

 

172,000

Classified

 

459

 

2,746

 

2,657

 

5,146

 

2,863

 

21,488

 

14,428

28,324

 

78,111

Doubtful

 

0

 

0

 

0

 

488

 

0

 

0

 

0

0

 

488

Total business lending

$

311,009

$

665,399

$

346,496

$

213,880

$

230,642

$

790,502

$

758,852

$

598,155

$

3,914,935

Current period gross charge-offs

$

0

$

160

$

0

$

0

$

0

$

0

$

458

$

0

$

618

Revolving

Revolving

Loans

Loans

(000’s omitted)

Term Loans Amortized Cost Basis by Origination Year

Amortized

Converted

December 31, 2022

    

2022

    

2021

    

2020

    

2019

    

2018

    

Prior

    

Cost Basis

    

to Term

    

Total

Business lending:

Risk rating

Pass

$

747,573

$

373,913

$

232,591

$

246,820

$

168,468

$

604,745

$

646,771

$

401,531

$

3,422,412

Special mention

 

2,787

 

4,836

 

3,781

 

3,676

 

14,593

 

45,627

 

29,403

29,975

 

134,678

Classified

 

1,800

 

775

 

1,138

 

3,196

 

12,235

 

38,138

 

10,587

20,706

 

88,575

Doubtful

 

0

 

0

 

0

 

0

 

0

 

0

 

0

0

 

0

Total business lending

$

752,160

$

379,524

$

237,510

$

253,692

$

195,296

$

688,510

$

686,761

$

452,212

$

3,645,665

All other loans are underwritten and structured using standardized criteria and characteristics, primarily payment performance, and are monitored collectively on a monthly basis. These are typically loans to individuals in the consumer categories and are delineated as either performing or nonperforming. Performing loans include loans classified as current as well as those classified as 30 - 89 days past due. Nonperforming loans include 90+ days past due and still accruing and nonaccrual loans.

The following table details the balances in all other loan categories at September 30, 2023:

Revolving

Revolving

Loans

Loans

(000’s omitted)

Term Loans Amortized Cost Basis by Origination Year

Amortized

Converted

September 30, 2023

    

2023

    

2022

    

2021

    

2020

    

2019

    

Prior

    

Cost Basis

    

to Term

    

Total

Consumer mortgage:

  

  

  

  

  

  

  

  

FICO AB(1)

  

  

  

  

  

  

  

  

Performing

$

274,173

$

358,296

$

466,228

$

203,702

$

160,654

$

629,208

$

0

$

79,618

$

2,171,879

Nonperforming

 

0

 

415

 

707

 

566

 

175

 

5,207

 

0

198

 

7,268

Total FICO AB

 

274,173

 

358,711

 

466,935

 

204,268

 

160,829

 

634,415

 

0

79,816

 

2,179,147

FICO CDE(2)

 

 

 

 

 

 

 

 

Performing

 

93,988

 

153,636

 

169,225

 

105,444

 

73,939

 

343,507

 

28,997

28,036

 

996,772

Nonperforming

 

0

 

1,592

 

1,362

 

1,250

 

1,476

 

13,909

 

0

1,256

 

20,845

Total FICO CDE

 

93,988

 

155,228

 

170,587

 

106,694

 

75,415

 

357,416

 

28,997

29,292

 

1,017,617

Total consumer mortgage

$

368,161

$

513,939

$

637,522

$

310,962

$

236,244

$

991,831

$

28,997

$

109,108

$

3,196,764

Current period gross charge-offs

$

0

$

0

$

0

$

0

$

85

$

281

$

0

$

0

$

366

Consumer indirect:

 

 

 

 

 

 

 

 

Performing

$

573,832

$

622,019

$

306,229

$

83,299

$

55,759

$

66,874

$

0

$

0

$

1,708,012

Nonperforming

 

46

 

154

 

19

 

33

 

6

 

32

 

0

0

 

290

Total consumer indirect

$

573,878

$

622,173

$

306,248

$

83,332

$

55,765

$

66,906

$

0

$

0

$

1,708,302

Current period gross charge-offs

$

277

$

2,551

$

1,435

$

890

$

482

$

855

$

0

$

0

$

6,490

Consumer direct:

 

 

 

 

 

 

 

 

Performing

$

66,421

$

59,136

$

30,516

$

10,059

$

6,088

$

6,337

$

6,690

$

1

$

185,248

Nonperforming

 

0

 

0

 

0

 

5

 

5

 

30

 

13

0

 

53

Total consumer direct

$

66,421

$

59,136

$

30,516

$

10,064

$

6,093

$

6,367

$

6,703

$

1

$

185,301

Current period gross charge-offs

$

70

$

524

$

378

$

48

$

73

$

154

$

119

$

0

$

1,366

Home equity:

 

 

 

 

 

 

 

 

Performing

$

49,059

$

64,935

$

65,262

$

32,797

$

26,802

$

47,484

$

126,958

$

28,708

$

442,005

Nonperforming

 

0

 

140

 

10

 

244

 

280

 

611

 

942

532

 

2,759

Total home equity

$

49,059

$

65,075

$

65,272

$

33,041

$

27,082

$

48,095

$

127,900

$

29,240

$

444,764

Current period gross charge-offs

$

0

$

0

$

0

$

64

$

0

$

9

$

17

$

0

$

90

(1)FICO AB refers to higher tiered loans with FICO scores greater than or equal to 720 at origination.
(2)FICO CDE refers to loans with FICO scores less than 720 at origination and potentially higher risk.

The following table details the balances in all other loan categories at December 31, 2022:

Revolving

Revolving

Loans

Loans

(000’s omitted)

Term Loans Amortized Cost Basis by Origination Year

Amortized

Converted

December 31, 2022

    

2022

    

2021

    

2020

    

2019

    

2018

    

Prior

    

Cost Basis

    

to Term

    

Total

Consumer mortgage:

 

  

 

  

 

  

 

  

 

  

 

  

 

  

 

  

FICO AB(1)

 

  

 

  

 

  

 

  

 

  

 

  

 

  

 

  

Performing

$

379,171

$

492,731

$

217,889

$

173,942

$

100,161

$

604,258

$

954

$

58,639

$

2,027,745

Nonperforming

 

0

 

75

 

573

 

184

 

399

 

4,347

 

0

449

 

6,027

Total FICO AB

 

379,171

 

492,806

 

218,462

 

174,126

 

100,560

 

608,605

 

954

59,088

 

2,033,772

FICO CDE(2)

 

 

 

 

 

 

 

 

Performing

 

160,388

 

178,262

 

112,640

 

79,357

 

54,861

 

323,189

 

27,884

22,056

 

958,637

Nonperforming

 

120

 

974

 

1,250

 

1,606

 

2,127

 

13,177

 

151

661

 

20,066

Total FICO CDE

 

160,508

 

179,236

 

113,890

 

80,963

 

56,988

 

336,366

 

28,035

22,717

 

978,703

Total consumer mortgage

$

539,679

$

672,042

$

332,352

$

255,089

$

157,548

$

944,971

$

28,989

$

81,805

$

3,012,475

Consumer indirect:

 

 

 

 

 

 

 

 

Performing

$

777,513

$

422,594

$

129,449

$

99,593

$

52,298

$

58,028

$

0

$

0

$

1,539,475

Nonperforming

 

18

 

1

 

53

 

67

 

15

 

24

 

0

0

 

178

Total consumer indirect

$

777,531

$

422,595

$

129,502

$

99,660

$

52,313

$

58,052

$

0

$

0

$

1,539,653

Consumer direct:

 

 

 

 

 

 

 

 

Performing

$

84,111

$

46,381

$

17,066

$

12,729

$

5,573

$

5,020

$

6,563

$

2

$

177,445

Nonperforming

 

6

 

51

 

1

 

1

 

29

 

50

 

22

0

 

160

Total consumer direct

$

84,117

$

46,432

$

17,067

$

12,730

$

5,602

$

5,070

$

6,585

$

2

$

177,605

Home equity:

 

 

 

 

 

 

 

 

Performing

$

69,575

$

72,270

$

37,964

$

31,506

$

16,068

$

41,097

$

132,703

$

30,569

$

431,752

Nonperforming

 

0

 

10

 

114

 

169

 

105

 

606

 

563

677

 

2,244

Total home equity

$

69,575

$

72,280

$

38,078

$

31,675

$

16,173

$

41,703

$

133,266

$

31,246

$

433,996

(1)FICO AB refers to higher tiered loans with FICO scores greater than or equal to 720 at origination.
(2)FICO CDE refers to loans with FICO scores less than 720 at origination and potentially higher risk.

Business lending loans greater than $0.5 million that are on nonaccrual are individually assessed, and if necessary, a specific allocation of the allowance for credit losses is provided. A summary of individually assessed business loans as of September 30, 2023 and December 31, 2022 follows:

    

September 30, 

    

December 31, 

(000’s omitted)

    

2023

    

2022

Loans with allowance allocation

$

3,484

$

0

Loans without allowance allocation

 

1,055

 

3,163

Carrying balance

 

4,539

 

3,163

Contractual balance

 

4,555

 

4,201

Specifically allocated allowance

 

470

 

0

The average carrying balance of individually assessed loans was $4.5 million and $3.2 million for the three months ended September 30, 2023 and 2022, respectively. The average carrying balance of individually assessed loans was $6.6 million and $12.2 million for the nine months ended September 30, 2023 and 2022, respectively. No interest income was recognized on individually assessed loans for the three or nine months ended September 30, 2023 and 2022.

Occasionally, the Company modifies loans to borrowers experiencing financial difficulty by providing principal forgiveness, term extension, payment delay, interest rate reduction. When principal forgiveness is provided, the amount of forgiveness is charged-off against the allowance for credit losses.

In some cases, the Company provides multiple types of modifications on one loan. Typically, one type of modification, such as a term extension, is granted initially. If the borrower continues to experience financial difficulty, another modification, such as principal forgiveness, may be granted. Upon the Company’s determination that a modified loan (or portion of a loan) has subsequently been deemed uncollectible, the loan (or a portion of the loan) is charged off. Therefore, the amortized cost basis of the loan is reduced by the uncollectible amount and the allowance for credit losses is adjusted by the same amount. The estimate of allowance for credit losses includes historical losses from loans that were modified due to borrower financial difficulty, therefore a change to the allowance for credit losses is generally not recorded upon modification.

The following tables present the amortized cost basis of loans at September 30, 2023 that were both experiencing financial difficulty and modified during the three and nine months ended September 30, 2023, by class and by type of modification. The percentage of the amortized cost basis of loans that were modified to borrowers experiencing financial difficulty as compared to the amortized cost basis of each class of financing receivable is also presented below.

Three Months Ended

 

September 30, 2023

 

Total Class of

 

Term

Financing

 

(000s omitted except for percentages)

    

Extension

    

Receivable

 

Business lending

$

1,401

 

0.04

%

Total

$

1,401

 

0.01

%

Nine Months Ended

 

September 30, 2023

 

Total Class of

 

Term

Financing

 

(000s omitted except for percentages)

    

Extension

    

Receivable

 

Business lending

$

2,150

 

0.05

%

Consumer mortgage

 

198

 

0.01

%

Home equity

 

29

 

0.01

%

Total

$

2,377

 

0.03

%

The Company closely monitors the performance of loans that are modified to borrowers experiencing financial difficulty to understand the effectiveness of its modification efforts. The following table presents the performance of such loans that have been modified at September 30, 2023.

90+ Days Past

Past Due 30 –

Due and Still

Non-

(000s omitted)

    

Current

    

89 Days

    

Accruing

    

Accrual

    

Total

Business lending

$

2,150

$

0

$

0

$

0

$

2,150

Consumer mortgage

 

0

 

0

 

0

 

198

 

198

Home equity

 

29

 

0

 

0

 

0

 

29

Total

$

2,179

$

0

$

0

$

198

$

2,377

The following tables present the financial effect of the loan modifications presented above to borrowers experiencing financial difficulty for the three and nine months ended September 30, 2023:

Three Months Ended

September 30, 2023

Weighted-Average

    

Term Extension (Years)

Business lending

 

10.0

Total

 

10.0

Nine Months Ended

September 30, 2023

Weighted-Average

    

Term Extension (Years)

Business lending

 

8.3

Consumer mortgage

 

3.1

Home equity

 

9.9

Total

 

7.8

There were no loans modified to borrowers with financial difficulty that had a payment default subsequent to modification during the three and nine months ended September 30, 2023.

Prior to the adoption of ASU 2022-02 on January 1, 2023, modified loans were reviewed by the Company to identify if a troubled debt restructuring (“TDR”) had occurred, which is when, for economic or legal reasons related to a borrower’s financial difficulties, the Company grants a concession to the borrower that it would not otherwise consider. Terms may be modified to fit the ability of the borrower to repay in line with its current financial standing and the restructuring of the loan may include the transfer of assets from the borrower to satisfy the debt, a modification of loan terms, or a combination of the two. The amount of TDRs as of December 31, 2022 are presented below.

December 31, 2022

(000’s omitted)

    

Nonaccrual

    

Accruing

    

Total

    

#

    

Amount

    

#

    

Amount

    

#

    

Amount

Business lending

 

1

$

135

 

3

$

271

 

4

$

406

Consumer mortgage

 

52

 

2,218

 

46

 

2,114

 

98

 

4,332

Consumer indirect

 

0

 

0

 

56

 

600

 

56

 

600

Consumer direct

 

0

 

0

 

18

 

5

 

18

 

5

Home equity

 

9

 

108

 

9

 

178

 

18

 

286

Total

 

62

$

2,461

 

132

$

3,168

 

194

$

5,629

The following table presents information related to loans modified in a TDR during the three months and nine months ended September 30, 2022. Of the loans noted in the table below, all consumer mortgage loans for the three months and nine months ended September 30, 2022 were modified due to a Chapter 7 bankruptcy as described previously. The financial effects of these restructurings were immaterial.

Three Months Ended

    

Nine Months Ended

September 30, 2022

September 30, 2022

Number of

Outstanding

Number of

Outstanding

(000’s omitted)

    

loans modified

    

Balance

    

loans modified

    

Balance

Business lending

 

0

$

0

 

0

$

0

Consumer mortgage

 

1

 

184

 

5

 

459

Consumer indirect

 

6

 

71

 

12

 

127

Consumer direct

 

2

 

3

 

2

 

3

Home equity

 

0

 

0

 

1

 

6

Total

 

9

$

258

 

20

$

595

Allowance for Credit Losses

The following presents by segment the activity in the allowance for credit losses during the three months and nine months ended September 30, 2023 and 2022:

Three Months Ended September 30, 2023

Beginning

Charge-

Ending

(000’s omitted)

    

balance

    

offs

    

Recoveries

    

Provision

    

balance

Business lending

$

25,291

$

(139)

$

152

$

740

$

26,044

Consumer mortgage

 

14,553

 

(143)

 

3

 

558

 

14,971

Consumer indirect

 

17,808

 

(2,100)

 

1,319

 

1,263

 

18,290

Consumer direct

 

3,032

 

(554)

 

217

 

351

 

3,046

Home equity

 

1,600

 

(6)

 

2

 

(2)

 

1,594

Unallocated

 

1,000

 

0

 

0

 

0

 

1,000

Allowance for credit losses – loans

 

63,284

 

(2,942)

 

1,693

 

2,910

 

64,945

Liabilities for off-balance-sheet credit exposures

 

933

 

0

 

0

 

(32)

 

901

Total allowance for credit losses

$

64,217

$

(2,942)

$

1,693

$

2,878

$

65,846

    

Three Months Ended September 30, 2022

Beginning

Charge-

Ending

(000’s omitted)

   

 balance

   

offs

   

Recoveries

   

Provision

   

 balance

Business lending

$

23,241

$

(495)

$

755

$

430

$

23,931

Consumer mortgage

12,631

(113)

4

1,296

13,818

Consumer indirect

 

14,378

 

(1,706)

 

1,386

 

2,960

 

17,018

Consumer direct

 

2,822

 

(342)

 

174

 

361

 

3,015

Home equity

 

1,470

 

(32)

 

11

 

132

 

1,581

Unallocated

 

1,000

 

0

 

0

 

0

 

1,000

Allowance for credit losses – loans

 

55,542

 

(2,688)

 

2,330

 

5,179

 

60,363

Liabilities for off-balance-sheet credit exposures

 

1,223

 

0

 

0

 

(118)

 

1,105

Total allowance for credit losses

$

56,765

$

(2,688)

$

2,330

$

5,061

$

61,468

Nine Months Ended September 30, 2023

    

Beginning 

    

Charge-

    

    

    

Ending 

(000’s omitted)

balance

offs

Recoveries

Provision

balance

Business lending

$

23,297

$

(618)

$

437

$

2,928

$

26,044

Consumer mortgage

 

14,343

 

(366)

 

35

 

959

 

14,971

Consumer indirect

 

17,852

 

(6,490)

 

4,342

 

2,586

 

18,290

Consumer direct

 

2,973

 

(1,366)

 

637

 

802

 

3,046

Home equity

 

1,594

 

(90)

 

13

 

77

 

1,594

Unallocated

 

1,000

 

0

 

0

 

0

 

1,000

Allowance for credit losses – loans

 

61,059

 

(8,930)

 

5,464

 

7,352

 

64,945

Liabilities for off-balance-sheet credit exposures

 

1,123

 

0

 

0

 

(222)

 

901

Total allowance for credit losses

$

62,182

$

(8,930)

$

5,464

$

7,130

$

65,846

Nine Months Ended September 30, 2022

PCD

    

Beginning 

    

Charge-

    

Allowance at

    

    

Ending 

(000’s omitted)

balance

offs

Recoveries

Acquisition

Provision

balance

Business lending

$

22,995

$

(650)

$

1,249

$

71

$

266

$

23,931

Consumer mortgage

 

10,017

 

(230)

 

21

0

 

4,010

 

13,818

Consumer indirect

 

11,737

 

(5,183)

 

3,732

0

 

6,732

 

17,018

Consumer direct

 

2,306

 

(859)

 

577

0

 

991

 

3,015

Home equity

 

1,814

 

(69)

 

132

0

 

(296)

 

1,581

Unallocated

 

1,000

 

0

 

0

0

 

0

 

1,000

Allowance for credit losses – loans

 

49,869

 

(6,991)

 

5,711

71

 

11,703

 

60,363

Liabilities for off-balance-sheet credit exposures

 

803

 

0

 

0

0

 

302

 

1,105

Total allowance for credit losses

$

50,672

$

(6,991)

$

5,711

$

71

$

12,005

$

61,468

The allowance for credit losses for loans increased to $64.9 million at September 30, 2023 compared to $61.1 million at December 31, 2022 and $60.4 million at September 30, 2022, reflective of a stable economic forecast and an increase in loans outstanding.

Accrued interest receivable on loans, included in accrued interest and fees receivable on the consolidated statements of condition, totaled $28.4 million at September 30, 2023 and is excluded from the estimate of credit losses and amortized cost basis of loans.

Under ASU No. 2016-13, Financial Instruments – Credit Losses (Topic 326), also referred to as “CECL”, the Company utilizes the historical loss rate on its loan portfolio as the initial basis for the estimate of credit losses using the cumulative loss, vintage loss and line loss methods, which is derived from the Company’s historical loss experience. Adjustments to historical loss experience were made for differences in current loan-specific risk characteristics and to address current period delinquencies, charge-off rates, risk ratings, lack of loan level data through an entire economic cycle, changes in loan sizes and underwriting standards, as well as the addition of acquired loans which were not underwritten by the Company. The Company considered historical losses immediately prior, through and following the Great Recession of 2008 compared to the historical period used for modeling to adjust the historical information to account for longer-term expectations for loan credit performance. Under CECL, the Company is required to consider future economic conditions to determine current expected credit losses. Management selected an eight-quarter reasonable and supportable forecast period with a four-quarter reversion to the historical mean to use as part of the economic forecast, and utilizes a two-quarter lag adjustment for economic factors that are not dependent on collateral values and no lag for factors that do utilize collateral values. Management determined that these qualitative adjustments were needed to adjust historical information for expected losses and to reflect changes as a result of current conditions.

For qualitative macroeconomic adjustments, the Company uses third party forecasted economic data scenarios utilizing a base scenario and two alternative scenarios that are weighted, with forecasts available as of September 30, 2023. These forecasts were factored into the qualitative portion of the calculation of the estimated credit losses and include the impact of a decline in residential real estate and vehicle prices as well as inflation. The scenarios utilized forecast stable unemployment levels offset by modest GDP and household income growth and continued deterioration in residential real estate, commercial real estate and used auto prices.

Management developed expected loss estimates considering factors for segments as outlined below:

Business lending – non real estate: The Company selected projected unemployment and GDP as indicators of forecasted losses related to business lending and utilize both factors in an even weight for the calculation. The Company also considered delinquencies, risk rating changes, recent charge-off history and acquired loans as part of the review of estimated losses.
Business lending – real estate: The Company selected projected unemployment and commercial real estate values as indicators of forecasted losses related to commercial real estate loans and utilize both factors in an even weight for the calculation. The Company also considered the factors noted in business lending – non real estate.
Consumer mortgages and home equity: The Company selected projected unemployment and residential real estate values as indicators of forecasted losses related to mortgage lending and utilize both factors in an even weight for the calculation. In addition, current delinquencies, charge-offs and acquired loans were considered.
Consumer indirect: The Company selected projected unemployment and vehicle valuation indices as indicators of forecasted losses related to indirect lending and utilize both factors in an even weight for the calculation. In addition, current delinquencies, charge-offs and acquired loans were considered.
Consumer direct: The Company selected projected unemployment and inflation-adjusted household income as indicators of forecasted losses related to consumer direct lending and utilize both factors in an even weight for the calculation. In addition, current delinquencies, charge-offs and acquired loans were considered.

At September 30, 2023, loans with a carrying amount of approximately $4.30 billion were pledged to secure certain borrowings with the FHLB and FRB. There were $315.8 million of borrowings outstanding under these arrangements at September 30, 2023.

During the nine months ended September 30, 2023, the Company did not purchase any loans, while the Company sold $4.6 million of secondary market eligible residential consumer mortgage loans during the period. During the nine months ended September 30, 2022, the Company purchased $436.9 million of loans in connection with the acquisition of Elmira, consisting of $125.3 million of business lending loans, $271.4 million of consumer mortgage loans, $9.4 million of consumer indirect loans, $12.5 million of consumer direct loans and $18.3 million of home equity loans. The Company sold $4.5 million of secondary market eligible residential consumer mortgage loans during the nine months ended September 30, 2022.