Management's current expectation for credit losses as quantified in the allowance for credit losses, considers the impact of assumptions and is reflective of historical credit experience, economic forecasts viewed to be reasonable and supportable, current loan composition, and relative credit risks known as of the balance sheet date. 77 Table of Contents Under the Company’s CECL methodology, nine portfolio segments with similar risk characteristics are evaluated for expected loss.
Management's current expectation for credit losses as quantified in the allowance for credit losses, considers the impact of assumptions and is reflective of historical credit experience, economic forecasts viewed to be reasonable and supportable, current loan composition, and relative credit risks known as of the balance sheet date. 76 Table of Contents Under the Company’s CECL methodology, nine portfolio segments with similar risk characteristics are evaluated for expected loss.
Quantitative Information about Interest Rate Risk The following table shows the carrying value of our financial instruments that are sensitive to changes in interest rates, categorized by expected maturity, as well as the instruments’ total fair values at December 31, 2022, and 2021. For assets, expected maturities are based on contractual maturity.
Quantitative Information about Interest Rate Risk The following table shows the carrying value of our financial instruments that are sensitive to changes in interest rates, categorized by expected maturity, as well as the instruments’ total fair values at December 31, 2023, and 2022. For assets, expected maturities are based on contractual maturity.
As of the filing date of this report, the Bank operates 25 branches in Southern California, 19 branches in Northern California, 9 branches in New York State, four branches in Washington State, two branches in Illinois, two branches in Texas, one branch in each of Maryland, Massachusetts, Nevada, and New Jersey, one branch in Hong Kong, and a representative office in Beijing, in Shanghai, and in Taipei.
As of the filing date of this report, the Bank operates 24 branches in Southern California, 19 branches in Northern California, 9 branches in New York State, four branches in Washington State, two branches in Illinois, two branches in Texas, one branch in each of Maryland, Massachusetts, Nevada, and New Jersey, one branch in Hong Kong, and a representative office in Beijing, in Shanghai, and in Taipei.
We estimate the probability of default during the reasonable and supportable forecast period using separate econometric regression models developed to correlate macroeconomic variables, (GDP, unemployment, CRE prices and residential mortgage prices) to historical credit performance for each of the six loan portfolios from 2007 to the fourth quarter of 2020.
We estimate the probability of default during the reasonable and supportable forecast period using separate econometric regression models developed to correlate macroeconomic variables, (GDP, unemployment, CRE prices and residential mortgage prices) to historical credit performance for each of the six loan portfolios from the fourth quarter of 2007 to the fourth quarter of 2022.
Our allowance for credit losses is sensitive to a number of inputs, including macroeconomic forecast assumptions and credit rating migrations during the period. Our macroeconomic forecasts used in determining the December 31, 2022, allowance for credit losses consisted of three scenarios as provided by an outside forecaster.
Our allowance for credit losses is sensitive to a number of inputs, including macroeconomic forecast assumptions and credit rating migrations during the period. Our macroeconomic forecasts used in determining the December 31, 2023, allowance for credit losses consisted of three scenarios as provided by an outside forecaster.
Compared with 2021, average residential mortgage loans increased $825.8 million, or 20.1%, average commercial mortgage loans increased $786.9 million, or 10.2%, and average commercial loans increased $307.3 million, or 10.6%. Average investment securities were $1.3 billion in 2022, an increase of $275.2 million, or 26.3%, from 2021.
Compared with 2021, average residential mortgage loans increased $825.8 million, or 20.1%, average commercial real estate loans increased $786.9 million, or 10.2%, and average commercial loans increased $307.3 million, or 10.6%. Average investment securities were $1.3 billion in 2022, an increase of $275.2 million, or 26.3%, from 2021.
There are no loan concentrations to multiple borrowers in similar activities that exceeded 10% of total loans as of December 31,2022 or as of December 31, 2021. 75 Table of Contents The Federal banking regulatory agencies issued final guidance on December 6, 2006, regarding risk management practices for financial institutions with high or increasing concentrations of commercial real estate ("CRE") loans on their balance sheets.
There are no loan concentrations to multiple borrowers in similar activities that exceeded 10% of total loans as of December 31, 2023 or as of December 31, 2022. 74 Table of Contents The Federal banking regulatory agencies issued final guidance on December 6, 2006, regarding risk management practices for financial institutions with high or increasing concentrations of commercial real estate ("CRE") loans on their balance sheets.
At December 31, 2022 and 2021, there were no non-accrual residential loans, non-accrual non-residential construction loans and non-accrual land loans that were originated with pre-established interest reserves, respectively.
At December 31, 2023 and 2022, there were no non-accrual residential loans, non-accrual non-residential construction loans and non-accrual land loans that were originated with pre-established interest reserves, respectively.
Non-interest Expense Non-interest expense includes expenses related to salaries and benefits of employees, occupancy expenses, marketing expenses, computer and equipment expenses, amortization of core deposit intangibles, amortization of investment is affordable housing and alternative energy partnerships, and other operating expenses. Comparison of 2022 with 2021 Non-interest expense totaled $303.4 million in 2022 compared to $286.5 million in 2021.
Non-interest Expense Non-interest expense includes expenses related to salaries and benefits of employees, occupancy expenses, marketing expenses, computer and equipment expenses, amortization of core deposit intangibles, amortization of investment is affordable housing and alternative energy partnerships, and other operating expenses. Comparison of 2023 with 2022 Non-interest expense totaled $380.5 million in 2023 compared to $303.4 million in 2022.
Total CRE loans represented 287% of total risk-based capital as of December 31, 2022, and 285% as of December 31, 2021, which were within the Bank’s internal limit of 400%, of total capital. See Part I — Item 1A — “Risk Factors” for a discussion of some of the factors that may affect us.
Total CRE loans represented 292% of total risk-based capital as of December 31, 2023, and 287% as of December 31, 2022, which were within the Bank’s internal limit of 400% of total capital. See Part I — Item 1A — “Risk Factors” for a discussion of some of the factors that may affect us.
While management utilizes its business judgment based on the information available, the ultimate appropriateness of the allowance is dependent upon a variety of factors, many of which are beyond the Bank’s control, including but not limited to the performance of the Bank’s loan portfolio, the economy and market conditions, changes in interest rates, and the view of the regulatory authorities toward loan classifications.
While management utilizes its business judgment based on the information available, the ultimate appropriateness of the allowance is dependent upon a variety of factors, many of which are beyond the Bank’s control, including but not limited to the performance of the Bank’s loan portfolio, the economy and market conditions, macroeconomic factors, and the view of the regulatory authorities toward loan classifications.
Net interest margin, defined as net interest income to average interest-earning assets, was 3.22% in 2021 compared to 3.12% in 2020. 58 Table of Contents The following table sets forth information concerning average interest-earning assets, average interest-bearing liabilities, and the average yields and rates paid on those assets and liabilities in 2022, 2021 and 2020.
Net interest margin, defined as net interest income to average interest-earning assets, was 3.63% in 2022 compared to 3.22% in 2021. 58 Table of Contents The following table sets forth information concerning average interest-earning assets, average interest-bearing liabilities, and the average yields and rates paid on those assets and liabilities in 2023, 2022 and 2021.
Our lending relates predominantly to activities in the states of California, New York, Texas, Washington, Massachusetts, Illinois, New Jersey, Maryland, and Nevada. We also lend to domestic clients who are engaged in international trade. Loans outstanding in our branch in Hong Kong were $324.3 million as of December 31, 2022, compared to $275.6 million as of December 31, 2021.
Our lending relates predominantly to activities in the states of California, New York, Texas, Washington, Massachusetts, Illinois, New Jersey, Maryland, and Nevada. We also lend to domestic clients who are engaged in international trade. Loans outstanding in our branch in Hong Kong were $341.9 million as of December 31, 2023, compared to $324.3 million as of December 31, 2022.
While management utilizes its business judgment based on the information available, the ultimate appropriateness of the allowance is dependent upon a variety of factors, many of which are beyond the Bank’s control, including but not limited to the performance of the Bank’s loan portfolio, the economy and market conditions, changes in interest rates, and the view of the regulatory authorities toward loan classifications.
While management utilizes its business judgment based on the information available, the ultimate appropriateness of the allowance is dependent upon a variety of factors, many of which are beyond the Bank’s control, including but not limited to the performance of the Bank’s loan portfolio, the economy and market conditions, macroeconomic forecasts, and the view of the regulatory authorities toward loan classifications.
The Bank’s loans for construction, land development, and other land represented 27% of total risk-based capital as of December 31, 2022, and 31% as of December 31, 2021.
The Bank’s loans for construction, land development, and other land represented 19% of total risk-based capital as of December 31, 2023, and 27% as of December 31, 2022.
Under this regulation, the amount of retained earnings available for cash dividends to the Company immediately after December 31, 2022, was restricted to approximately $296.2 million. For additional information on statutory and regulatory limitations on the ability of Bancorp to pay dividends to its shareholders and on the Bank to pay dividends to Bancorp, see “Item 1.
Under this regulation, the amount of retained earnings available for cash dividends to the Company immediately after December 31, 2023, was restricted to approximately $420.4 million. For additional information on statutory and regulatory limitations on the ability of Bancorp to pay dividends to its shareholders and on the Bank to pay dividends to Bancorp, see “Item 1.
The Bank had borrowing capacity of $1.8 million from the Federal Reserve Bank Discount Window at December 31, 2022. Liquidity can also be provided through the sale of liquid assets, which consist of federal funds sold, securities purchased under agreements to resell, securities available-for-sale and equity securities.
The Bank had borrowing capacity of $1.42 million from the Federal Reserve Bank Discount Window at December 31, 2023. Liquidity can also be provided through the sale of liquid assets, which consist of federal funds sold, securities purchased under agreements to resell, securities available-for-sale.
As of December 31, 2022, Junior Subordinated Notes totaled $119.1 million with a weighted average interest rate of 4.01%, compared to $119.1 million with a weighted average rate of 2.38% as of December 31, 2021. The Junior Subordinated Notes have a stated maturity term of 30 years and qualify as Total Capital for these periods.
As of December 31, 2023, Junior Subordinated Notes totaled $119.1 million with a weighted average interest rate of 7.54%, compared to $119.1 million with a weighted average rate of 4.01% as of December 31, 2022. The Junior Subordinated Notes have a stated maturity term of 30 years and qualify as Total Capital for these periods.
Net charge-offs for 2022 were $2.6 million, or 0.01% of average loans, compared to net charge-offs of $17.6 million for 2021, or 0.11% of average loans, and net recoveries of $14.2 million for 2020, or 0.09% of average loans.
Net charge-offs for 2023 were $17.6 million, or 0.09% of average loans, compared to net charge-offs of $2.6 million for 2022, or 0.01% of average loans, and net charge-offs of $17.6 million for 2021, or 0.11% of average loans.
At December 31, 2022, the Company’s Tier 1 risk-based capital ratio of 12.21%, total risk-based capital ratio of 13.73%, and Tier 1 leverage capital ratio of 10.08%, calculated under the Basel III Capital Rules, continue to place the Company in the “well capitalized” category for regulatory purposes, which is defined as institutions with a Tier 1 risk-based capital ratio equal to or greater than 8%, a total risk-based capital ratio equal to or greater than 10%, and a Tier 1 leverage capital ratio equal to or greater than 5%.
At December 31, 2023, the Company’s Tier 1 risk-based capital ratio of 12.84%, total risk-based capital ratio of 14.31%, and Tier 1 leverage capital ratio of 10.55%, calculated under the Basel III Capital Rules, continue to place the Company in the “well capitalized” category for regulatory purposes, which is defined as institutions with a Tier 1 risk-based capital ratio equal to or greater than 8%, a total risk-based capital ratio equal to or greater than 10%, and a Tier 1 leverage capital ratio equal to or greater than 5%.
Commercial loans consist primarily of short-term loans (typically with a maturity of one year or less) to support general business purposes, or to provide working capital to businesses in the form of lines of credit, trade-finance loans, loans for commercial purposes secured by cash, and SBA loans. ● Real estate construction loans decreased $51.7 million, or 8.5%, to $559.4 million at December 31, 2022, compared to $611.0 million at December 31, 2021.
Commercial loans consist primarily of short-term loans (typically with a maturity of one year or less) to support general business purposes, or to provide working capital to businesses in the form of lines of credit, trade-finance loans, loans for commercial purposes secured by cash, and SBA loans. ● Real estate construction loans decreased $136.8 million, or 24.5%, to $442.6 million at December 31, 2023, compared to $559.4 million at December 31, 2022.
At December 31, 2022, the Bank had an approved credit line with the FHLB of San Francisco totaling $7.7 billion. Total advances from the FHLB of San Francisco were $485.0 million and standby letter of credits issued by FHLB on the Company’s behalf were $785.1 million as of December 31, 2022.
At December 31, 2023, the Bank had an approved credit line with the FHLB of San Francisco totaling $7.99 billion. Total advances from the FHLB of San Francisco were $540.0 million and standby letter of credits issued by FHLB on the Company’s behalf were $851.0 million as of December 31, 2023.
Average interest-bearing cash on deposits with financial institutions decreased $387.7 million, or 23.5%, to $1.3 billion in 2022 from $1.6 billion in 2021. 56 Table of Contents Average interest-bearing deposits were $13.9 billion in 2022, an increase of $933.1 million, or 7.2%, from $13.0 billion in 2021, primarily due to increases of $868.1 million, or 21.5%, in money market accounts, $424.1 million, or 20.7%, in interest bearing demand deposits, and $221.3 million, or 24.7%, in savings accounts, offset by decreases of $580.4 million, or 9.7%, in time deposits.
Average interest-bearing deposits were $13.9 billion in 2022, an increase of $933.1 million, or 7.2%, from $13.0 billion in 2021, primarily due to increases of $868.1 million, or 21.5%, in money market accounts, $424.1 million, or 20.7%, in interest bearing demand deposits, and $221.3 million, or 24.7%, in savings accounts, offset by decreases of $580.4 million, or 9.7%, in time deposits.
Commercial mortgage loans consist primarily of commercial retail properties, shopping centers, owner-occupied industrial facilities, office buildings, multiple-unit apartments, hotels, and multi-tenanted industrial properties, and are typically secured by first deeds of trust on such commercial properties. 64 Table of Contents ● Commercial loans increased $336.4 million, or 11.3%, to $3.3 billion at December 31, 2022, compared to $3.0 billion at December 31, 2021.
Commercial real estate loans consist primarily of commercial retail properties, shopping centers, owner-occupied industrial facilities, office buildings, multiple-unit apartments, hotels, and multi-tenanted industrial properties, and are typically secured by first deeds of trust on such commercial properties. 64 Table of Contents ● Commercial loans decreased $13.7 million, or 0.4%, to $3.31 billion at December 31, 2023, compared to $3.32 billion at December 31, 2022.
The following table displays average deposits and rates for the past five years: Average Deposits and Average Rates Year Ended December 31, 2022 2021 2020 2019 2018 Amount % Amount % Amount % Amount % Amount % (In thousands) Deposits Non-interest-bearing demand deposits $ 4,386,526 — % $ 3,751,626 — % $ 3,158,828 — % $ 2,837,946 — % $ 2,819,711 — % Interest bearing demand deposits 2,471,256 0.33 2,047,177 0.11 1,591,924 0.18 1,290,752 0.18 1,389,326 0.20 Money market deposits 4,902,357 0.81 4,034,246 0.45 2,903,837 0.74 2,012,306 1.07 2,200,847 0.74 Savings deposits 1,118,967 0.08 897,663 0.09 759,581 0.13 731,027 0.20 791,982 0.20 Time deposits 5,398,808 1.04 5,979,191 0.68 7,268,738 1.54 7,459,800 2.05 6,031,061 1.43 Total deposits $ 18,277,914 0.58 % $ 16,709,903 0.37 % $ 15,682,908 0.87 % $ 14,331,831 1.24 % $ 13,232,927 0.81 % Management considers the Bank’s time deposits of $250 thousand or more, which totaled $4.2 billion at December 31, 2022, to be generally less volatile than other wholesale funding sources primarily because approximately 84.7% of the Bank’s CDs of $250 thousand or more have been on deposit with the Bank for two years or more.
The following table displays average deposits and rates for the past five years: Average Deposits and Average Rates Year Ended December 31, 2023 2022 2021 2020 2019 Amount % Amount % Amount % Amount % Amount % (In thousands) Deposits Non-interest-bearing demand deposits $ 3,705,788 — % $ 4,386,526 — % $ 3,751,626 — % $ 3,158,828 — % $ 2,837,946 — % Interest bearing demand deposits 2,388,080 1.71 2,471,256 0.33 2,047,177 0.11 1,591,924 0.18 1,290,752 0.18 Money market deposits 3,164,739 2.72 4,902,357 0.81 4,034,246 0.45 2,903,837 0.74 2,012,306 1.07 Savings deposits 1,070,405 0.83 1,118,967 0.08 897,663 0.09 759,581 0.13 731,027 0.20 Time deposits 8,849,293 3.75 5,398,808 1.04 5,979,191 0.68 7,268,738 1.54 7,459,800 2.05 Total deposits $ 19,178,305 2.44 % $ 18,277,914 0.58 % $ 16,709,903 0.37 % $ 15,682,908 0.87 % $ 14,331,831 1.24 % Management considers the Bank’s time deposits of $250 thousand or more, which totaled $5.48 billion at December 31, 2023, to be generally less volatile than other wholesale funding sources primarily because approximately 83.5% of the Bank’s CDs of $250 thousand or more have been on deposit with the Bank for two years or more.
Conversely, if interest rates were to decrease instantaneously by 100 basis points, the simulation indicated that our net interest income over the next twelve months would decrease by 6.7%, and if interest rates were to decrease instantaneously by 200 basis points, the simulation indicated that our net interest income over the next twelve months would decrease by 15.3%.
Conversely, if interest rates were to decrease instantaneously by 100 basis points, the simulation indicated that our net interest income over the next twelve months would decrease by 4.4%, and if interest rates were to decrease instantaneously by 200 basis points, the simulation indicated that our net interest income over the next twelve months would decrease by 9.1%.
Non-interest Income Non-interest income increased $2.2 million, or 4.0%, to $56.8 million for 2022, from $54.6 million for 2021, compared to $42.8 million for 2020. Non-interest income includes depository service fees, letters of credit commissions, securities gains (losses), gains (losses) from loan sales, gains from sale of premises and equipment, gains on acquisition, and other sources of fee income.
Non-interest Income Non-interest income increased $11.5 million, or 20.2%, to $68.3 million for 2023, from $56.8 million in 2022, compared to $54.6 million in 2021. Non-interest income includes depository service fees, letters of credit commissions, securities gains (losses), gains (losses) from loan sales, gains from sale of premises and equipment, gains on acquisition, and other sources of fee income.
The classification of loans by type and amount outstanding as of December 31 for each of the past five years is presented below: Loan Type and Mix As of December 31, 2022 2021 2020 2019 2018 (In thousands) Commercial loans $ 3,318,778 $ 2,982,399 $ 2,836,833 $ 2,778,744 $ 2,741,965 Residential mortgage loans and equity lines 5,577,500 4,601,493 4,569,944 4,436,561 3,943,820 Commercial mortgage loans 8,793,685 8,143,272 7,555,027 7,275,262 6,724,200 Real estate construction loans 559,372 611,031 679,492 579,864 581,454 Installment and other loans 4,689 4,284 3,100 5,050 4,349 Gross loans 18,254,024 16,342,479 15,644,396 15,075,481 13,995,788 Less: Allowance for loan losses (146,485 ) (136,157 ) (166,538 ) (123,224 ) (122,391 ) Unamortized deferred loan fees (6,641 ) (4,321 ) (2,494 ) (626 ) (1,565 ) Total loans, net $ 18,100,898 $ 16,202,001 $ 15,475,364 $ 14,951,631 $ 13,871,832 Loans held for sale $ — $ — $ — $ — $ — The loan maturities in the table below are based on contractual maturities as of December 31, 2022.
The classification of loans by type and amount outstanding as of December 31 for each of the past five years is presented below: Loan Type and Mix As of December 31, 2023 2022 2021 2020 2019 (In thousands) Commercial loans $ 3,305,048 $ 3,318,778 $ 2,982,399 $ 2,836,833 $ 2,778,744 Residential mortgage loans and equity lines 6,084,666 5,577,500 4,601,493 4,569,944 4,436,561 Commercial real estate loans 9,729,581 8,793,685 8,143,272 7,555,027 7,275,262 Construction loans 422,647 559,372 611,031 679,492 579,864 Installment and other loans 6,198 4,689 4,284 3,100 5,050 Gross loans 19,548,140 18,254,024 16,342,479 15,644,396 15,075,481 Less: Allowance for loan losses (154,562 ) (146,485 ) (136,157 ) (166,538 ) (123,224 ) Unamortized deferred loan fees (10,720 ) (6,641 ) (4,321 ) (2,494 ) (626 ) Total loans, net $ 19,382,858 $ 18,100,898 $ 16,202,001 $ 15,475,364 $ 14,951,631 Loans held for sale $ — $ — $ — $ — $ — The loan maturities in the table below are based on contractual maturities as of December 31, 2023.
The balance for land loans with interest reserves which have been extended was $0.9 million, with pre-established interest reserves of $58 thousand for December 31, 2022 and 2021.. At December 31, 2022 and December 31, 2021, the Bank had no loans on non-accrual status with available interest reserves.
There were no land loans with interest reserves which have been extended at December 31, 2023, compared to $0.9 million with pre-established interest reserves of $58 thousand at December 31, 2022. At December 31, 2023 and December 31, 2022, the Bank had no loans on non-accrual status with available interest reserves.
At December 31, 2022, if interest rates were to increase instantaneously by 200 basis points, the simulation indicated that the net market value of our portfolio of assets and liabilities would decrease by 1.86%, and conversely, if interest rates were to decrease instantaneously by 200 basis points, the simulation indicated that the net market value of our assets and liabilities would increase by 7.83%. 82 Table of Contents Although we believe our simulation modeling is helpful in managing interest rate risk, the model does require significant assumptions for, among other factors, the projection of loan prepayment rates on mortgage related assets, loan volumes and pricing, and deposit and borrowing volume and pricing, that might prove inaccurate.
At December 31, 2023, if interest rates were to increase instantaneously by 200 basis points, the simulation indicated that the economic value of equity would decrease by 8.4%, and conversely, if interest rates were to decrease instantaneously by 200 basis points, the simulation indicated that the economic value of equity would increase by 12.5%. 81 Table of Contents Although we believe our simulation modeling is helpful in managing interest rate risk, the model does require significant assumptions for, among other factors, the projection of loan prepayment rates on mortgage related assets, loan volumes and pricing, and deposit and borrowing volume and pricing, that might prove inaccurate.
The Bank generally seeks to obtain current appraisals, sales contracts, or other available market price information intended to provide updated factors in evaluating potential loss. 73 Table of Contents The allowance for loan losses to non-performing loans was 182.1% at December 31, 2022, compared to 202.4% at December 31, 2021, primarily due to an increase in the non-accrual loans.
The Bank generally seeks to obtain current appraisals, sales contracts, or other available market price information intended to provide updated factors in evaluating potential loss. 72 Table of Contents The allowance for loan losses to non-performing loans was 209.3% at December 31, 2023, compared to 182.1% at December 31, 2022, primarily due to a decrease in non-performing loans.
At December 31, 2021, the Company’s Tier 1 risk-based capital ratio was 12.80%, total risk-based capital ratio was 14.41%, and Tier 1 leverage capital ratio was 10.40%. A table displaying the Bancorp’s and the Bank’s capital and leverage ratios at December 31, 2022, and 2021, is included in Note 23 to the Consolidated Financial Statements.
At December 31, 2022, the Company’s Tier 1 risk-based capital ratio was 12.21%, total risk-based capital ratio was 13.73%, and Tier 1 leverage capital ratio was 10.08%. A table displaying the Bancorp’s and the Bank’s capital and leverage ratios at December 31, 2023, and 2022, is included in Note 23 to the Consolidated Financial Statements.
The non-performing portfolio loan, excluding loans held for sale, coverage ratio, defined as the allowance for credit losses to non-performing loans, excluding loans held for sale, decreased to 193.0% at December 31, 2022, from 212.9% at December 31, 2021.
The non-performing portfolio loan, excluding loans held for sale, coverage ratio, defined as the allowance for credit losses to non-performing loans, excluding loans held for sale, increased to 221.6% at December 31, 2023, from 193.0% at December 31, 2022.
The allowance for loan losses was $146.5 million and the allowance for off-balance sheet unfunded credit commitments was $8.7 million at December 31, 2022, which represented the amount believed by management to be appropriate to absorb lifetime credit losses in the loan portfolio, including unfunded credit commitments.
The allowance for loan losses was $154.6 million and the allowance for off-balance sheet unfunded credit commitments was $9.1 million at December 31, 2023, which represented the amount believed by management to be appropriate to absorb lifetime credit losses in the loan portfolio, including unfunded credit commitments.
We continue to monitor the collateral coverage of these loans, based on recent appraisals, on a quarterly basis and adjust the allowance accordingly. 71 Table of Contents The following tables present the type of properties securing the non-accrual portfolio loans and the type of businesses the borrowers engaged in as of the dates indicated: December 31, 2022 December 31, 2021 Real Real Estate (1) Commercial Estate (1) Commercial (In thousands) Type of Collateral Single/multi-family residence $ 9,215 $ 1,998 $ 12,456 $ 7,697 Commercial real estate 33,859 — 36,832 338 Land — 2,518 — 2,744 Personal property (UCC) 8 21,256 — 5,779 Total $ 43,082 $ 25,772 $ 49,288 $ 16,558 (1) Real estate includes commercial mortgage loans, real estate construction loans, and residential mortgage loans, equity lines and installment & other loans.
We continue to monitor the collateral coverage of these loans, based on recent appraisals, on a quarterly basis and adjust the allowance accordingly. 71 Table of Contents The following tables present the type of properties securing the non-accrual portfolio loans and the type of businesses the borrowers engaged in as of the dates indicated: December 31, 2023 December 31, 2022 Real Real Estate (1) Commercial Estate (1) Commercial (In thousands) Type of Collateral Single/multi-family residence $ 16,400 $ 3,363 $ 9,215 $ 1,998 Commercial real estate 35,877 — 33,859 — Land — — — 2,518 Personal property (UCC) — 11,041 8 21,256 Total $ 52,277 $ 14,404 $ 43,082 $ 25,772 (1) Real estate includes commercial real estate loans, real estate construction loans, and residential mortgage loans, equity lines and installment & other loans.
These refinements maintained the Bank’s allowance at a level consistent with the prior quarter. 78 Table of Contents The following table sets forth the information relating to the allowance for loan losses, charge-offs, recoveries, and the reserve for off-balance sheet credit commitments for the past five years: Allowance for Credit Losses Amount Outstanding as of December 31, 2022 2021 2020 2019 2018 (In thousands) Allowance for loan losses Balance at beginning of year $ 136,157 $ 166,538 $ 123,224 $ 122,391 $ 123,279 Impact of ASU 2016-13 adoption — (1,560 ) — — — Adjusted beginning balance $ 136,157 $ 164,978 $ 123,224 $ 122,391 $ 123,279 Provision/(reversal) for credit losses 12,913 (11,210 ) 57,500 (7,000 ) (4,500 ) Charge-offs : Commercial loans (3,222 ) (20,051 ) (21,996 ) (6,997 ) (629 ) Real estate loans (2,152 ) (3 ) — — (2,577 ) Installment loans and other loans (116 ) — — — — Total charge-offs (5,490 ) (20,054 ) (21,996 ) (6,997 ) (3,206 ) Recoveries: Commercial loans 2,465 1,706 7,267 4,155 1,875 Construction loans 6 76 — 4,612 177 Real estate loans 432 661 543 6,063 4,766 Installment loans and other loans 2 — — — — Total recoveries 2,905 2,443 7,810 14,830 6,818 Balance at end of period $ 146,485 $ 136,157 $ 166,538 $ 123,224 $ 122,391 Reserve for off-balance sheet credit commitments Balance at beginning of year $ 7,100 $ 5,880 $ 3,855 $ 2,250 $ 4,588 Impact of ASU 2016-13 adoption — 6,018 — — — Adjusted beginning balance $ 7,100 $ 11,898 $ 3,855 $ 2,250 $ 4,588 Provision/(reversal) for credit losses 1,630 (4,798 ) 2,025 1,605 (2,338 ) Balance at the end of period $ 8,730 $ 7,100 $ 5,880 $ 3,855 $ 2,250 Average loans outstanding during the year (1) $ 17,631,943 $ 15,827,550 $ 15,500,910 $ 14,510,678 $ 13,280,665 Ratio of net charge-offs/(recoveries) to average loans outstanding during the year (1) 0.01 % 0.11 % 0.09 % (0.05 )% (0.03 )% Provision/(reversal) for credit losses to average loans outstanding during the year (1) 0.07 % (0.07 )% 0.37 % (0.05 )% (0.03 )% Allowance for credit losses to non-performing portfolio loans at year-end (2) 192.97 % 212.91 % 237.27 % 270.77 % 273.41 % Allowance for credit losses to gross loans at year-end (1) 0.85 % 0.88 % 1.10 % 0.84 % 0.89 % (1) Excluding loans held for sale (2) Excluding non-accrual loans held for sale 79 Table of Contents The table set forth below reflects management’s allocation of the allowance for loan losses by loan category and the ratio of each loan category to the total loans as of the dates indicated: Allocation of Allowance for Loan Losses As of December 31, 2022 2021 2020 2019 2018 Percentage Percentage Percentage Percentage Percentage of Loans in of Loans in of Loans in of Loans in of Loans in Each Each Each Each Each Category Category Category Category Category to Average to Average to Average to Average to Average Amount Gross Loans Amount Gross Loans Amount Gross Loans Amount Gross Loans Amount Gross Loans (In thousands) Type of Loans: Commercial loans $ 49,435 18.2 % $ 43,394 18.4 % $ 68,742 18.8 % $ 57,021 18.9 % $ 54,978 19.1 % Residential mortgage loans and equity lines 18,232 30.2 25,379 28.7 17,737 29.4 13,108 29.1 14,282 26.9 Commercial mortgage loans 68,366 48.2 61,081 48.7 49,205 47.8 33,602 48.0 33,487 49.5 Real estate construction loans 10,417 3.4 6,302 4.2 30,854 4.0 19,474 4.0 19,626 4.5 Installment and other loans 35 — 1 — — — 19 — 18 — Total $ 146,485 100.0 % $ 136,157 100.0 % $ 166,538 100.0 % $ 123,224 100.0 % $ 122,391 100.0 % The allowance allocated to commercial loans was $49.4 million at December 31, 2022, compared to $43.4 million at December 31, 2021.
It is possible that others, given the same information, may at any point in time reach different conclusions that could result in a significant impact to the Company's financial statements. 77 Table of Contents The following table sets forth the information relating to the allowance for loan losses, charge-offs, recoveries, and the reserve for off-balance sheet credit commitments for the past five years: Allowance for Credit Losses Amount Outstanding as of December 31, 2023 2022 2021 2020 2019 (In thousands) Allowance for loan losses Balance at beginning of year $ 146,485 $ 136,157 $ 166,538 $ 123,224 $ 122,391 Impact of ASU 2016-13 adoption — — (1,560 ) — — Adjusted beginning balance $ 146,485 $ 136,157 $ 164,978 $ 123,224 $ 122,391 Provision/(reversal) for credit losses 25,655 12,913 (11,210 ) 57,500 (7,000 ) Charge-offs : Commercial loans (13,909 ) (3,222 ) (20,051 ) (21,996 ) (6,997 ) Construction loans (4,221 ) — — — — Commercial real estate loans and residential mortgage loans (5,341 ) (2,152 ) (3 ) — — Installment loans and other loans (15 ) (116 ) — — — Total charge-offs (23,486 ) (5,490 ) (20,054 ) (21,996 ) (6,997 ) Recoveries: Commercial loans 2,990 2,465 1,706 7,267 4,155 Construction loans — 6 76 — 4,612 Commercial real estate loans and residential mortgage loans 2,918 432 661 543 6,063 Installment loans and other loans — 2 — — — Total recoveries 5,908 2,905 2,443 7,810 14,830 Balance at end of period $ 154,562 $ 146,485 $ 136,157 $ 166,538 $ 123,224 Reserve for off-balance sheet credit commitments Balance at beginning of year $ 8,730 $ 7,100 $ 5,880 $ 3,855 $ 2,250 Impact of ASU 2016-13 adoption — — 6,018 — — Adjusted beginning balance $ 8,730 $ 7,100 $ 11,898 $ 3,855 $ 2,250 Provision/(reversal) for credit losses 323 1,630 (4,798 ) 2,025 1,605 Balance at the end of period $ 9,053 $ 8,730 $ 7,100 $ 5,880 $ 3,855 Average loans outstanding during the year (1) $ 18,763,271 $ 17,631,943 $ 15,827,550 $ 15,500,910 $ 14,510,678 Ratio of net charge-offs/(recoveries) to average loans outstanding during the year (1) 0.09 % 0.01 % 0.11 % 0.09 % (0.05 )% Provision/(reversal) for credit losses to average loans outstanding during the year (1) 0.14 % 0.07 % (0.07 )% 0.37 % (0.05 )% Allowance for credit losses to non-performing portfolio loans at year-end (2) 221.58 % 192.97 % 212.91 % 237.27 % 270.77 % Allowance for credit losses to gross loans at year-end (1) 0.84 % 0.85 % 0.88 % 1.10 % 0.84 % (1) Excluding loans held for sale (2) Excluding non-accrual loans held for sale 78 Table of Contents The table set forth below reflects management’s allocation of the allowance for loan losses by loan category and the ratio of each loan category to the total loans as of the dates indicated: Allocation of Allowance for Loan Losses As of December 31, 2023 2022 2021 2020 2019 Percentage Percentage Percentage Percentage Percentage of Loans in of Loans in of Loans in of Loans in of Loans in Each Each Each Each Each Category Category Category Category Category to Average to Average to Average to Average to Average Amount Gross Loans Amount Gross Loans Amount Gross Loans Amount Gross Loans Amount Gross Loans (In thousands) Type of Loans: Commercial loans $ 53,791 17.1 % $ 49,435 18.2 % $ 43,394 18.4 % $ 68,742 18.8 % $ 57,021 18.9 % Residential mortgage loans and equity lines 18,140 31.0 18,232 30.2 25,379 28.7 17,737 29.4 13,108 29.1 Commercial real estate loans 74,428 49.1 68,366 48.2 61,081 48.7 49,205 47.8 33,602 48.0 Construction loans 8,180 2.8 10,417 3.4 6,302 4.2 30,854 4.0 19,474 4.0 Installment and other loans 23 — 35 — 1 — — — 19 — Total $ 154,562 100.0 % $ 146,485 100.0 % $ 136,157 100.0 % $ 166,538 100.0 % $ 123,224 100.0 % The allowance allocated to commercial loans was $53.8 million at December 31, 2023, compared to $49.4 million at December 31, 2022.
Net income available to common stockholders and key financial performance ratios are presented below for the three years indicated: Year Ended December 31, 2022 2021 2020 (In thousands, except per share data) Net income $ 360,642 $ 298,304 $ 228,860 Basic earnings per common share $ 4.85 $ 3.81 $ 2.88 Diluted earnings per common share $ 4.83 $ 3.80 $ 2.87 Return on average assets 1.69 % 1.52 % 1.22 % Return on average stockholders' equity 14.70 % 12.11 % 9.70 % Total average assets $ 21,383,732 $ 19,591,537 $ 18,736,854 Total average equity $ 2,453,391 $ 2,463,021 $ 2,359,735 Efficiency ratio 38.38 % 43.92 % 47.65 % Effective income tax rate 23.68 % 21.88 % 9.89 % Net Interest Income Comparison of 2022 with 2021 Net interest income increased $135.9 million, or 22.7%, from $597.8 million in 2021 to $733.7 million in 2022.
Net income available to common stockholders and key financial performance ratios are presented below for the three years indicated: Year Ended December 31, 2023 2022 2021 (In thousands, except per share data) Net income $ 354,124 $ 360,642 $ 298,304 Basic earnings per common share $ 4.88 $ 4.85 $ 3.81 Diluted earnings per common share $ 4.86 $ 4.83 $ 3.80 Return on average assets 1.56 % 1.69 % 1.52 % Return on average stockholders' equity 13.56 % 14.70 % 12.11 % Total average assets $ 22,705,192 $ 21,383,526 $ 19,591,537 Total average equity $ 2,610,582 $ 2,453,391 $ 2,463,021 Efficiency ratio 46.97 % 38.38 % 43.92 % Effective income tax rate 12.25 % 23.68 % 21.88 % Net Interest Income Comparison of 2023 with 2022 Net interest income increased $8.0 million, or 1.1%, from $733.7 million in 2022 to $741.7 million in 2023.
At December 31, 2022, if interest rates were to increase instantaneously by 100 basis points, the simulation indicated that our net interest income over the next twelve months would increase by 4.27%, and if interest rates were to increase instantaneously by 200 basis points, the simulation indicated that our net interest income over the next twelve months would increase by 8.54%.
At December 31, 2023, if interest rates were to increase instantaneously by 100 basis points, the simulation indicated that our net interest income over the next twelve months would increase by 6.9%, and if interest rates were to increase instantaneously by 200 basis points, the simulation indicated that our net interest income over the next twelve months would increase by 13.7%.
The following table summarizes the carrying value of our portfolio of securities for each of the past two years: As of December 31, 2022 2021 (In thousands) Securities Available-for-Sale: U.S. treasury securities $ 240,500 $ — U.S. government agency entities 63,610 87,509 U.S. government sponsored entities 30,000 — Mortgage-backed securities 867,094 888,665 Collateralized mortgage obligations 31,061 9,117 Corporate debt securities 241,083 142,018 Total $ 1,473,348 $ 1,127,309 Equity Securities Mutual funds 5,509 6,230 Preferred stock of government sponsored entities 1,289 1,811 Other equity securities 15,360 14,278 Total $ 22,158 $ 22,319 Effective January 1, 2021, upon the adoption of ASU 2016-13, Financial Instruments - Credit Losses, debt securities available-for-sale are measured at fair value and subject to impairment testing.
The following table summarizes the carrying value of our portfolio of securities for each of the past two years: As of December 31, 2023 2022 (In thousands) Securities Available-for-Sale: U.S. treasury securities $ 495,300 $ 240,500 U.S. government agency entities 48,169 63,610 U.S. government sponsored entities — 30,000 Mortgage-backed securities 786,723 867,094 Collateralized mortgage obligations 28,044 31,061 Corporate debt securities 246,334 241,083 Total $ 1,604,570 $ 1,473,348 Equity Securities Mutual funds 5,585 5,509 Preferred stock of government sponsored entities 1,821 1,289 Other equity securities 33,000 15,360 Total $ 40,406 $ 22,158 Effective January 1, 2021, upon the adoption of ASU 2016-13, Financial Instruments - Credit Losses, debt securities available-for-sale are measured at fair value and subject to impairment testing.
The following table displays the deposit mix balances as of the end of the past three years: Deposit Mix Year Ended December 31, 2022 2021 2020 Amount % Amount % Amount % (In thousands) Deposits Non-interest-bearing demand deposits $ 4,168,989 22.5 % $ 4,492,054 24.9 % $ 3,365,086 20.9 % Interest bearing demand deposits 2,509,736 13.6 2,522,442 14.0 1,926,135 12.0 Money market deposits 3,812,724 20.6 4,611,579 25.5 3,359,191 20.8 Savings deposits 1,000,460 5.4 915,515 5.1 785,672 4.9 Time deposits 7,013,370 37.9 5,517,252 30.5 6,673,317 41.4 Total deposits $ 18,505,279 100.0 % $ 18,058,842 100.0 % $ 16,109,401 100.0 % Average total deposits increased $1.6 billion, or 9.5%, to $18.3 billion in 2022, compared with average total deposits of $16.7 billion in 2021.
The following table displays the deposit mix balances as of the end of the past three years: Deposit Mix Year Ended December 31, 2023 2022 2021 Amount % Amount % Amount % (In thousands) Deposits Non-interest-bearing demand deposits $ 3,529,018 18.3 % $ 4,168,989 22.5 % $ 4,492,054 24.9 % Interest bearing demand deposits 2,370,685 12.3 2,509,736 13.6 2,522,442 14.0 Money market deposits 3,049,754 15.8 3,812,724 20.6 4,611,579 25.5 Savings deposits 1,039,203 5.4 1,000,460 5.4 915,515 5.1 Time deposits 9,336,787 48.3 7,013,370 37.9 5,517,252 30.5 Total deposits $ 19,325,447 100.0 % $ 18,505,279 100.0 % $ 18,058,842 100.0 % Average total deposits increased $900.4 million, or 4.9%, to $19.18 billion in 2023, compared with average total deposits of $18.28 billion in 2022.
The $62.3 million increase in net income from 2021 to 2022 was primarily the result of increases in net interest income partially offset by increases in provision for credit losses, and increases in income taxes. The return on average assets in 2022 was 1.69%, compared to 1.52% in 2021, and to 1.22% in 2020.
The $6.5 million decrease in net income from 2022 to 2023 was primarily the result of increases in non-interest expense, and provision for credit losses, partially offset by increases in net interest income and non-interest income. The return on average assets in 2023 was 1.56%, compared to 1.69% in 2022, and to 1.52% in 2021.
As of December 31, 2022, $43.1 million, or 62.6%, of the $68.9 million of non-accrual loans were secured by real estate compared to $49.3 million, or 74.9% of the $65.8 million of non-accrual loans that were secured by real estate as of December 31, 2021.
As of December 31, 2023, $52.3 million, or 78.4%, of the $66.7 million of non-accrual loans were secured by real estate compared to $43.1 million, or 62.6% of the $68.9 million of non-accrual loans that were secured by real estate as of December 31, 2022.
Financial Statements and Supplementary Data.” In calculating our allowance for credit losses for the year ended 2022, the change in Moody’s forecast of future GDP, unemployment rates, CRE and home price indexes, resulted in an increase in the allowance for credit losses.
Financial Statements and Supplementary Data.” In calculating our allowance for credit losses for the year ended 2023, the change in Moody’s forecast of future GDP, unemployment rates, CRE and home price indexes, did not result in a significant impact to the allowance for credit losses.
Equity securities were $22.2 million as of December 31, 2022, compared to $22.3 million as of December 31, 2021. Loans Loans represented 90.2% of average interest-earning assets during 2022, compared with 85.4% during 2021. Gross loans increased by $1.9 billion, or 11.7%, to $18.3 billion at December 31, 2022, compared with $16.3 billion at December 31, 2021.
Equity securities were $40.4 million as of December 31, 2023, compared to $22.2 million as of December 31, 2022. Loans Loans represented 91.0% of average interest-earning assets during 2023, compared with 90.2% during 2022. Gross loans increased by $1.30 billion, or 7.1%, to $19.55 billion at December 31, 2023, compared with $18.25 billion at December 31, 2022.
Interest-Earning Assets and Interest-Bearing Liabilities Average Average Average 2022 Interest Yield/ 2021 Interest Yield/ 2020 Interest Yield/ Average Income/ Rate Average Income/ Rate Average Income/ Rate Balance Expense (1)(2) Balance Expense (1)(2) Balance Expense (1)(2) ($ In thousands) Interest-earning assets: Total loans (1) $ 17,631,943 $ 801,981 4.55 % $ 15,827,550 $ 649,224 4.10 % $ 15,500,910 $ 677,193 4.37 % Investment securities 1,321,346 28,240 2.14 % 1,046,187 14,151 1.35 % 1,215,957 20,599 1.69 % Federal Home Loan Bank stock 17,630 1,103 6.26 % 17,250 991 5.74 % 17,300 952 5.50 % Interest-bearing deposits 1,261,878 19,957 1.58 % 1,649,564 2,145 0.13 % 960,276 1,830 0.19 % Total interest-earning assets $ 20,232,797 $ 851,281 4.21 % $ 18,540,551 $ 666,511 3.59 % $ 17,694,443 $ 700,574 3.96 % Non-interest earning assets: Cash and due from banks $ 173,825 $ 157,952 $ 148,234 Other non-earning assets 1,128,038 1,041,667 1,052,693 Total non-interest earning assets $ 1,301,863 $ 1,199,619 $ 1,200,927 Less: Allowance for loan losses (145,433 ) (142,969 ) (156,225 ) Deferred loan fees (5,701 ) (5,664 ) (2,291 ) Total assets $ 21,383,526 $ 19,591,537 $ 18,736,854 Interest-bearing liabilities: Interest-bearing demand deposits $ 2,471,256 $ 8,176 0.33 % $ 2,047,177 $ 2,249 0.11 % $ 1,591,924 $ 2,816 0.18 % Money market deposits 4,902,357 39,913 0.81 % 4,034,246 18,241 0.45 % 2,903,837 21,574 0.74 % Savings deposits 1,118,967 853 0.08 % 897,663 769 0.09 % 759,581 1,006 0.13 % Time deposits 5,398,808 56,354 1.04 % 5,979,191 40,542 0.68 % 7,268,738 111,629 1.54 % Total interest-bearing deposits $ 13,891,388 $ 105,296 0.76 % $ 12,958,277 $ 61,801 0.48 % $ 12,524,080 $ 137,025 1.09 % Other borrowings 247,276 6,742 2.73 % 75,516 1,182 1.57 % 326,023 5,648 1.73 % Long-term debt 119,136 5,546 4.66 % 119,136 5,773 4.85 % 119,136 5,791 4.86 % Total interest-bearing liabilities $ 14,257,800 $ 117,584 0.82 % $ 13,152,929 $ 68,756 0.52 % $ 12,969,239 $ 148,464 1.14 % Non-interest bearing liabilities: Demand deposits 4,386,526 3,751,626 3,158,828 Other liabilities 285,809 223,961 249,052 Today equity 2,453,391 2,463,021 2,359,735 Total liabilities and equity $ 21,383,526 $ 19,591,537 $ 18,736,854 Net interest spread 3.38 % 3.07 % 2.82 % Net interest income $ 733,697 $ 597,755 $ 552,110 Net interest margin 3.63 % 3.22 % 3.12 % (1) Yields and amounts of interest earned include loan fees.
Interest-Earning Assets and Interest-Bearing Liabilities Average Average Average 2023 Interest Yield/ 2022 Interest Yield/ 2021 Interest Yield/ Average Income/ Rate Average Income/ Rate Average Income/ Rate Balance Expense (1) (2) Balance Expense (1)(2) Balance Expense (1)(2) ($ In thousands) Interest-earning assets: Total loans (1) $ 18,763,271 $ 1,130,242 6.02 % $ 17,631,943 $ 801,981 4.55 % $ 15,827,550 $ 649,224 4.10 % Taxable investment securities 1,558,877 51,717 3.32 % 1,321,346 28,240 2.14 % 1,046,187 14,151 1.35 % Federal Home Loan Bank stock 18,620 1,349 7.25 % 17,630 1,103 6.26 % 17,250 991 5.74 % Interest-bearing deposits 1,141,720 58,914 5.16 % 1,261,878 19,957 1.58 % 1,649,564 2,145 0.13 % Total interest-earning assets $ 21,482,488 $ 1,242,222 5.78 % $ 20,232,797 $ 851,281 4.21 % $ 18,540,551 $ 666,511 3.59 % Non-interest earning assets: Cash and due from banks $ 196,819 $ 173,825 $ 157,952 Other non-earning assets 1,184,318 1,128,038 1,041,667 Total non-interest earning assets $ 1,381,137 $ 1,301,863 $ 1,199,619 Less: Allowance for loan losses (150,110 ) (145,433 ) (142,969 ) Deferred loan fees (8,323 ) (5,701 ) (5,664 ) Total assets $ 22,705,192 $ 21,383,526 $ 19,591,537 Interest-bearing liabilities: Interest-bearing demand deposits $ 2,388,080 $ 40,952 1.71 % $ 2,471,256 $ 8,176 0.33 % $ 2,047,177 $ 2,249 0.11 % Money market deposits 3,164,739 86,097 2.72 % 4,902,357 39,913 0.81 % 4,034,246 18,241 0.45 % Savings deposits 1,070,405 8,916 0.83 % 1,118,967 853 0.08 % 897,663 769 0.09 % Time deposits 8,849,293 331,997 3.75 % 5,398,808 56,354 1.04 % 5,979,191 40,542 0.68 % Total interest-bearing deposits $ 15,472,517 $ 467,962 3.02 % $ 13,891,388 $ 105,296 0.76 % $ 12,958,277 $ 61,801 0.48 % Other borrowings 505,218 26,034 5.15 % 247,276 6,742 2.73 % 75,516 1,182 1.57 % Long-term debt 119,136 6,480 5.44 % 119,136 5,546 4.66 % 119,136 5,773 4.85 % Total interest-bearing liabilities $ 16,096,871 $ 500,476 3.11 % $ 14,257,800 $ 117,584 0.82 % $ 13,152,929 $ 68,756 0.52 % Non-interest bearing liabilities: Demand deposits 3,705,788 4,386,526 3,751,626 Other liabilities 291,951 285,809 223,961 Today equity 2,610,582 2,453,391 2,463,021 Total liabilities and equity $ 22,705,192 $ 21,383,526 $ 19,591,537 Net interest spread 2.67 % 3.38 % 3.07 % Net interest income $ 741,746 $ 733,697 $ 597,755 Net interest margin 3.45 % 3.63 % 3.22 % (1) Yields and amounts of interest earned include loan fees.
Comparison of 2022 with 2021 The increase in non-interest income from 2021 to 2022 was primarily due to a $1.4 million increase in wealth management fees, and a $1.8 million decrease in loss on equity securities. 60 Table of Contents Comparison of 2021 with 2020 The increase in non-interest income from 2020 to 2021 was primarily due to a $4.5 million increase in wealth management fees, $4.3 million increase in derivative fees and $1.3 million increase in the Bank Owned Life Insurance death benefit income.
Comparison of 2023 with 2022 The increase in non-interest income from 2022 to 2023 was primarily due to a $17.9 million increase in unrealized gain on equity securities, and a $1.1 million increase in wealth management fees, offset, in part, by a $3.0 million increase in securities losses, a $3.2 million decrease in derivative fees and a $1.7 million decrease in BOLI death benefit. 60 Table of Contents Comparison of 2022 with 2021 The increase in non-interest income from 2021 to 2022 was primarily due to a $1.4 million increase in wealth management fees, and a $1.8 million decrease in loss on equity securities.
The changes in rate contributed to interest income decrease of $46.5 million. ● Change in the mix of interest-earning assets: Average gross loans, which generally have a higher yield than other types of investments, comprised 85.4% of total average interest-earning assets in 2021, a decrease from 87.6% in 2020.
The changes in rate contributed to an interest income increase of $333.0 million. ● Change in the mix of interest-earning assets: Average gross loans, which generally have a higher yield than other types of investments, comprised 87.3% of total average interest-earning assets in 2023, an increase from 87.2% in 2022.
December 31, 2022 December 31, 2021 Real Real Estate (1) Commercial Estate (1) Commercial (In thousands) Type of Business Real estate development $ 32,206 $ 50 $ 13,775 $ — Wholesale/Retail 1,907 11,628 24,600 12,468 Food/Restaurant 85 479 — — Import/Export — 13,382 — 3,190 Other 8,884 233 10,913 900 Total $ 43,082 $ 25,772 $ 49,288 $ 16,558 (1) Real estate includes commercial mortgage loans, real estate construction loans, and residential mortgage loans, equity lines and installment & other loans.
December 31, 2023 December 31, 2022 Real Real Estate (1) Commercial Estate (1) Commercial (In thousands) Type of Business Real estate development $ 25,429 $ — $ 32,206 $ 50 Wholesale/Retail 14,350 13,215 1,907 11,628 Food/Restaurant 71 361 85 479 Import/Export — 828 — 13,382 Other 12,427 — 8,884 233 Total $ 52,277 $ 14,404 $ 43,082 $ 25,772 (1) Real estate includes commercial real estate loans, real estate construction loans, and residential mortgage loans, equity lines and installment & other loans.