Biggest changeAdjusted EBITDA Margin is defined as Adjusted EBITDA divided by Revenue. 45 The following table reconciles net income (loss) to Adjusted EBITDA for the years ended December 31, 2022, 2021 and 2020: Year ended December 31, (dollar amounts in thousands) 2022 2021 2020 Net income (loss) $ 38,406 $ (248,919 ) $ (16,876 ) Interest expense 38,990 58,990 77,003 Interest income (908 ) — — Income tax provision (benefit) 11,456 (26,000 ) (4,679 ) Amortization of intangible assets 72,278 72,358 72,310 Amortization of acquired technologies—Cost of revenue 26,938 26,320 26,303 Depreciation and amortization related to software, equipment and property 27,933 24,451 17,749 EBITDA 215,093 (92,800 ) 171,810 Stock-based compensation expense and related employer payroll tax 111,865 261,995 11,336 Lease abandonment 6,137 2,582 — Contract termination costs 3,248 — — M&A and integration costs 1,772 — — Lease overlap costs 1,338 3,697 — Business combination transaction and related costs 1,330 12,385 1,188 Plaintiff litigation costs 894 — — Change in fair value of contingent consideration (100 ) — — (Income) costs related to divestiture, net (877 ) 2,177 35 Gain on sale of cost method investment (3,587 ) — — Change in fair value of derivative instruments (5,663 ) (8,373 ) 13,249 Change in fair value of warrant liabilities (26,073 ) 64,501 — Loss on early extinguishment of debt — 15,240 8,615 First Party Clinical Services—Revenue — — (34,742 ) First Party Clinical Services—Cost of revenue — — 31,313 Adjusted EBITDA $ 305,377 $ 261,404 $ 202,804 Adjusted EBITDA Margin 39 % 38 % 32 % Adjusted Net Income and Adjusted Earnings Per Share Adjusted Net Income is defined as net income (loss) adjusted for the after-tax effects of amortization, stock-based compensation expense and related employer payroll tax, lease abandonment charges, contract termination costs, M&A and integration costs, lease overlap costs for the incremental expenses associated with the Company’s new corporate headquarters prior to termination of its then existing headquarters’ lease, Business Combination transaction and related costs, litigation costs in legal matters in which the Company is the plaintiff, change in fair value of contingent consideration, net (income) costs related to divestiture, gain on sale of cost method investment, change in fair value of derivative instruments, change in fair value of warrant liabilities, loss on early extinguishment of debt, less revenue and related cost of revenue associated with First Party Clinical Services, which was divested as of December 31, 2020. 46 The following table reconciles net income (loss) to Adjusted Net Income and Adjusted Earnings per Share for the years ended December 31, 2022, 2021 and 2020.
Biggest changeThe following table reconciles net (loss) income to Adjusted EBITDA for the years ended December 31, 2023, 2022 and 2021: 47 Year ended December 31, (dollar amounts in thousands) 2023 2022 2021 Net (loss) income $ (90,071 ) $ 38,406 $ (248,919 ) Interest expense 63,577 38,990 58,990 Interest income (16,252 ) (908 ) — Income tax provision (benefit) 5,524 11,456 (26,000 ) Amortization of intangible assets 71,972 72,278 72,358 Amortization of acquired technologies—Cost of revenue 26,464 26,938 26,320 Depreciation and amortization related to software, equipment and property 8,577 10,161 12,511 Depreciation and amortization related to software, equipment and property—Cost of revenue 28,325 17,772 11,940 Stock-based compensation expense and related employer payroll tax 147,707 111,865 261,995 Goodwill and intangible asset impairment charges 82,742 — — Change in fair value of warrant liabilities 15,096 (26,073 ) 64,501 Change in fair value of derivative instruments 5,743 (5,663 ) — Change in fair value of interest rate swap agreements — — (8,373 ) Income from derivative instruments (6,460 ) — — Plaintiff litigation costs 5,068 894 — M&A and integration costs 3,372 1,772 — Business combination transaction and related costs, including secondary offering costs 2,031 1,330 12,385 Lease abandonment — 6,137 2,582 Contract termination costs — 3,248 — Lease overlap costs — 1,338 3,697 Change in fair value of contingent consideration — (100 ) — Gain on sale of cost method investment — (3,587 ) — (Income) costs related to divestiture, net — (877 ) 2,177 Loss on early extinguishment of debt — — 15,240 Adjusted EBITDA $ 353,415 $ 305,377 $ 261,404 Adjusted EBITDA Margin 41 % 39 % 38 % Adjusted Net Income and Adjusted Earnings Per Share We believe that Adjusted Net Income, as defined below, and Adjusted Earnings Per Share are useful in evaluating our operational performance distinct and apart from certain expenses that may not be indicative of our recurring core business operating results.
Intercompany transactions and balances are eliminated in consolidation. The consolidated financial statements include 100% of the accounts of wholly-owned and majority-owned subsidiaries and the ownership interest of the minority investor is recorded as a non-controlling interest in a subsidiary. The Company operates in one operating segment. The chief operating decision maker for the Company is the chief executive officer.
Intercompany transactions and balances are eliminated in consolidation. The consolidated financial statements include 100% of the accounts of wholly-owned and majority-owned subsidiaries. The ownership interest of the minority investor is recorded as a non-controlling interest in a subsidiary. The Company operates in one operating segment. The chief operating decision maker for the Company is the chief executive officer.
Sales commissions for renewal contracts are deferred and then amortized on a straight-line basis over the related contractual renewal period. Amortization expense is included in selling and marketing expenses on the consolidated statements of operations and comprehensive income (loss).
Sales commissions for renewal contracts are deferred and then amortized on a straight-line basis over the related contractual renewal period. Amortization expense is included in selling and marketing expenses on the consolidated statements of operations and comprehensive (loss) income.
Any change in fair value is recognized in our consolidated statements of operations and comprehensive income (loss). The fair value of the Private Warrants was determined using the Black-Scholes option pricing model.
Any change in fair value is recognized in our consolidated statements of operations and comprehensive (loss) income. The fair value of the Private Warrants was determined using the Black-Scholes option pricing model.
The change in working capital was primarily a result of an increase in other current assets of $12.3 million due to timing of payments for prepaid and other deferred costs, an increase in accounts receivable of $4.7 million due to revenue growth and an increase in the current portion of deferred contract costs of $3.1 million due to higher employee sales incentives, partially offset by an increase in accrued expenses of $8.3 million due to timing of payments, an increase in deferred revenue of $4.5 million due to revenue growth and timing of customer payments and an increase in income taxes of $3.8 million due to timing of payments.
The change in working capital was primarily a result of an increase in other current assets of $12.3 million due to timing of payments for prepaid and other deferred costs, an increase in accounts receivable of $4.7 million due to revenue growth and an increase in the current portion of deferred contract costs of $3.1 million due to higher employee sales incentives, partially offset by an increase in accrued expenses of $8.3 million due to timing of payments, an increase in 52 deferred revenue of $4.5 million due to revenue growth and timing of customer payments and an increase in income taxes of $3.8 million due to timing of payments.
See our reconciliation of net income to EBITDA and Adjusted EBITDA within the section titled “Non-GAAP Financial Measures.” Basis of Presentation The Company’s consolidated financial statements and accompanying notes included elsewhere in this Annual Report on Form 10-K include the accounts of the Company and its consolidated subsidiaries and were prepared in accordance with GAAP.
See our reconciliation of net (loss) income to Adjusted EBITDA within the section titled “Non-GAAP Financial Measures.” Basis of Presentation The Company’s consolidated financial statements and accompanying notes included elsewhere in this Annual Report on Form 10-K include the accounts of the Company and its consolidated subsidiaries and were prepared in accordance with GAAP.
Sales commissions for initial contracts are deferred and then amortized on a straight-line basis over a period of benefit that we have determined to generally be between three and five years. We determined the period of benefit by taking into consideration our customer contracts, our technology, and other factors.
Sales commissions for initial contracts are deferred and then amortized on a straight-line basis over a period of benefit that we have determined to generally be between three and five years. We determined the period of benefit by taking into consideration our customer contracts, our technology, 53 and other factors.
We calculate Software GDR by dividing (a) annualized software 38 revenue recorded in the last month of the measurement period in the prior year, reduced by annualized software revenue for unique billing accounts that are no longer customers as of the current period end by (b) annualized software revenue as of the corresponding month of the prior year.
We calculate Software GDR by dividing (a) annualized software revenue recorded in the last month of the measurement period in the prior year, reduced by annualized software revenue for unique billing accounts that are no longer customers as of the current period end by (b) annualized software revenue as of the corresponding month of the prior year.
The calculation excludes: (a) changes in estimates related to the timing of one-time revenue and other revenue, including professional services, and (b) annualized software revenue for smaller customers with annualized software revenue below the threshold of $100,000 for carriers and $4,000 for shops.
The calculation excludes: (a) changes in estimates related to the timing of one-time revenue and other revenue, including professional services, and (b) annualized 39 software revenue for smaller customers with annualized software revenue below the threshold of $100,000 for carriers and $4,000 for shops.
Income Tax (Provision) Benefit Income tax (provision) benefit consists of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business. Earnings from our non-U.S. activities are subject to local country income tax and may be subject to current U.S. income tax.
Income Tax Provision Income tax provision consists of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business. Earnings from our non-U.S. activities are subject to local country income tax and may be subject to current U.S. income tax.
We expect interest expense to vary each reporting period depending on the amount of outstanding indebtedness and prevailing interest rates. Interest Income Interest income comprises interest earned on our cash balances. We expect interest income to vary each reporting period depending on the amount of our cash balances in interest bearing accounts and prevailing interest rates.
We expect interest expense to vary each reporting period depending on the amount of outstanding indebtedness and prevailing interest rates. Interest Income Interest income comprises interest earned on our cash and cash equivalents balances. We expect interest income to vary each reporting period depending on the amount of our balances in interest bearing accounts and prevailing interest rates.
The calculation includes changes for these billing accounts, such as change in the solutions purchased, changes in pricing and transaction volume, but does not reflect revenue for new customers added.
The calculation includes changes for these billing accounts, such as changes in the solutions purchased, changes in pricing and transaction volume, but does not reflect revenue for new customers added.
For the years ended December 31, 2022, 2021 and 2020, the impact on revenue recognized in the respective period, from performance obligations partially or fully satisfied in the previous period, was not significant. Determine the amortizable life of contract assets Sales commissions earned by our sales force are considered incremental and recoverable costs of obtaining a contract with a customer.
For the years ended December 31, 2023, 2022 and 2021, the impact on revenue recognized in the respective period, from performance obligations partially or fully satisfied in the previous period, was not significant. Determine the amortizable life of contract assets Sales commissions earned by our sales force are considered incremental and recoverable costs of obtaining a contract with a customer.
Our Software NDR includes carriers and shops who subscribe to our auto physical damage solutions, which account for most of the Company’s revenue, and excludes revenue from smaller emerging solutions with international subsidiaries or other ecosystem solutions, such as parts suppliers, diagnostic providers, and other automotive manufacturers, and also excludes CCC Casualty which are largely usage and professional service based solutions.
Our Software NDR includes carriers and shops who subscribe to our auto physical damage solutions, which account for most of the Company’s revenue, and excludes revenue from smaller emerging solutions with international subsidiaries or other ecosystem solutions, such as parts suppliers and other automotive manufacturers, and also excludes CCC casualty solutions which are largely usage and professional service based.
Our Software GDR includes carriers and shops who subscribe to our auto physical damage solutions, which account for most of the Company’s revenue, and excludes revenue from smaller emerging solutions with international subsidiaries or other ecosystem solutions, such as parts suppliers, diagnostic providers, and other automotive manufacturers, and excludes CCC Casualty which are largely usage and professional service based solutions.
Our Software GDR includes carriers and shops who subscribe to our auto physical damage solutions, which account for most of the Company’s revenue, and excludes revenue from smaller emerging solutions with international subsidiaries or other ecosystem solutions, such as parts suppliers and other automotive manufacturers, and excludes CCC casualty solutions which are largely usage and professional service based.
Quarter Ending 2022 2021 2020 Software GDR March 31 99% 98% 98% June 30 99% 98% 98% September 30 99% 98% 98% December 31 99% 98% 98% Key Factors Affecting Operating Results The following are key factors affecting our operating results in the years ending December 31, 2022, 2021 and 2020: • Conversion and implementation of new customers: We focus significant resources on attracting and onboarding new customers across the various segments of the P&C insurance economy we serve.
Quarter Ending 2023 2022 2021 Software GDR March 31 99% 99% 98% June 30 99% 99% 98% September 30 98% 99% 98% December 31 99% 99% 98% Key Factors Affecting Operating Results The following are key factors affecting our operating results in the years ending December 31, 2023, 2022 and 2021: • Conversion and implementation of new customers: We focus significant resources on attracting and onboarding new customers across the various segments of the P&C insurance economy we serve.
The market condition of these awards impacts the fair value at grant date and is the reason the Monte Carlo simulation is utilized to determine fair value.
The market condition of these awards impacts the fair value at the grant date and is the reason the Monte Carlo simulation method is utilized to determine fair value.
Gain on Sale of Cost Method Investment Gain on sale of cost method investment is comprised of proceeds of the sale of the Company's equity interest in an investee in excess of our cost.
Gain on Sale of Cost Method Investment Gain on sale of cost method investment is comprised of proceeds from the sale of the Company's equity interest in an investee in excess of our cost.
Management's Discussion and Analysis of Financial Condition and Results of Operations located in our Annual Report on Form 10-K for the year ended December 31, 2021, filed on March 1, 2022, for the discussion of the comparison of the year ended December 31, 2021 to the year ended December 31, 2020, the earliest of the three fiscal years presented in the consolidated financial statements.
Management's Discussion and Analysis of Financial Condition and Results of Operations located in our Annual Report on Form 10-K for the year ended December 31, 2022, filed on March 1, 2023, for the discussion of the comparison of the year ended December 31, 2022 to the year ended December 31, 2021, the earliest of the three fiscal years presented in the consolidated financial statements.
For example, CCC's acquisition of Safekeep on February 9, 2022 added subrogation solutions that can span insurance lines including automotive, property, and worker's compensation. 37 We have strong customer relationships in the end-markets we serve, and these relationships are a key component of our success given the long-term nature of our contracts and the interconnectedness of our network.
For example, CCC's acquisition of Safekeep in February 2022 added subrogation solutions that can span insurance lines including automotive, property, and worker's compensation. We have strong customer relationships in the end-markets we serve, and these relationships are a key component of our success given the long-term nature of our contracts and the interconnectedness of our network.
Interest Rate Swaps —In June 2017, the Company entered into three floating to fixed interest rate swap agreements to reduce its exposure to the variability from future cash flows resulting from interest rate risk related to its floating rate long-term debt.
Interest Rate Swaps —In June 2017, the Company entered into three floating to fixed interest rate swap agreements (“Swap Agreements”) to reduce its exposure to the variability from future cash flows resulting from interest rate risk related to its floating rate long-term debt.
The Company generates revenue from subscription-based contracts that are billed either on a subscription or transactional basis. Revenue is derived from the sale of SaaS subscriptions, and other revenue, primarily professional services.
The Company generates revenue from subscription-based contracts that are billed either on a subscription or transactional basis. Revenue is derived from the sale of SaaS subscriptions, and other revenue, primarily professional and non-software services.
The increase in revenue was primarily a result of an 11% growth from existing customer upgrades and expanding solution offerings to these existing customers as well as 3% growth from new customers.
The increase in revenue was primarily a result of an 8% growth from existing customer upgrades and expanding solution offerings to these existing customers as well as 3% growth from new customers.
The estimates and assumptions requiring significant judgment under our revenue recognition policy in accordance with ASC 606 are as follows: Determine the transaction price The transaction price is determined based on the consideration to which we expect to be entitled in exchange for services to the customer.
The estimates and assumptions requiring significant judgment under our revenue recognition policy in accordance with ASC 606, Revenue from Contracts with Customers , are as follows: Determine the transaction price The transaction price is determined based on the consideration to which we expect to be entitled in exchange for services to the customer.
The interest rate per annum applicable to the loans under the 2021 Credit Facilities are based on a fluctuating rate of interest equal to the sum of an applicable rate and, at the Company’s election from time to time, either: (1) a base rate determined by reference to the highest of (a) the rate last quoted by the Wall Street Journal as the “prime rate,” (b) the federal funds effective rate plus 0.50%, (c) one-month LIBOR plus 1.00% and (d) with respect to the Term B Loan, 1.50% and with respect to the 2021 Revolving Credit Facility, 1.00%, or (2) a Eurocurrency rate determined by reference to LIBOR (other than with respect to Euros, Euribor and with respect to British Pounds Sterling, SONIA) with a term as selected by the Company, of one, three or six months (subject to (x) in the case of term loans, a 0.50% per annum floor and (y) in the case of revolving loans, a 0.00% per annum floor).
Prior to the execution of the Amendment, the interest rate per annum applicable to the loans was based on a fluctuating rate of interest equal to the sum of an applicable rate and, at the Company’s election from time to time, either: (1) a base rate determined by reference to the highest of (a) the rate last quoted by the Wall Street Journal as the “prime rate,” (b) the federal funds effective rate plus 0.50%, (c) one-month LIBOR plus 1.00% and (d) with respect to the Term B Loan, 1.50% and with respect to the 2021 Revolving Credit Facility, 1.00%, or (2) a Eurocurrency rate determined by reference to LIBOR (other than with respect to Euros, Euribor and with respect to British Pounds Sterling, SONIA) with a term as selected by the Company, of one, three or six months (subject to (x) in the case of term loans, a 0.50% per annum floor and (y) in the case of revolving loans, a 0.00% per annum floor).
As the business continues to grow, we expect sales and marketing expenses to increase in absolute dollars for the foreseeable future. 39 Components of Results of Operations Revenue Revenue is derived from the sale of SaaS subscriptions and other revenue, primarily professional services.
As the business continues to grow, we expect sales and marketing expenses to increase in absolute dollars for the foreseeable future. Components of Results of Operations Revenue Revenue is derived from the sale of SaaS subscriptions and other revenue, primarily professional and other non-software services.
Borrowings under the 2021 Revolving Credit Facility did not exceed 35% of the aggregate commitments and the Company was not subject to the leverage test during the year ended December 31, 2022. First Lien Credit Agreement —In April 2017, the Company entered into the First Lien Credit Agreement.
Borrowings under the 2021 Revolving Credit Facility did not exceed 35% of the aggregate commitments and the Company was not subject to the leverage test during the years ended December 31, 2023 and 2022. First Lien Credit Agreement —In April 2017, the Company entered into the First Lien Credit Agreement.
Therefore, we used an expected dividend yield of zero. See Note 21 to our consolidated financial statements for more information concerning certain of the specific assumptions we used in applying the Black-Scholes and Monte Carlo option pricing models to determine the estimated fair value of our stock-based awards with service vesting and performance vesting.
Therefore, we used an expected dividend yield of zero. See Note 21 to our consolidated financial statements for more information concerning certain of the specific assumptions we used in applying the Black-Scholes option pricing model and Monte Carlo simulation method to determine the estimated fair value of our stock-based awards with service vesting and performance vesting.
We believe the following critical accounting policies affect our most significant judgments and estimates used in preparation of our consolidated financial statements: • Revenue Recognition • Valuation of Goodwill and Intangible Assets • Stock-based Compensation • Valuation of Warrant Liabilities • Fair Value of Contingent Consideration Revenue Recognition Revenue recognition requires judgment and the use of estimates.
We believe the following critical accounting policies affect our most significant judgments and estimates used in preparation of our consolidated financial statements: • Revenue Recognition • Valuation of Goodwill and Intangible Assets • Stock-based Compensation • Valuation of Warrant Liabilities Revenue Recognition Revenue recognition requires judgment and the use of estimates.
Quarter Ending 2022 2021 2020 Software NDR March 31 114% 106% 105% June 30 111% 110% 103% September 30 110% 113% 103% December 31 106% 115% 103% Software GDR We believe that Software GDR provides our management and our investors with insight into the value our solutions provide to our customers as represented by our ability to retain our existing customer base.
Quarter Ending 2023 2022 2021 Software NDR March 31 106% 114% 106% June 30 107% 111% 110% September 30 107% 110% 113% December 31 108% 106% 115% Software GDR We believe that Software GDR provides our management and our investors with insight into the value our solutions provide to our customers as represented by our ability to retain our existing customer base.
Our sales and marketing expenses totaled $119.6 million, $148.9 million and $74.7 million, in the years ended December 31, 2022, 2021 and 2020, respectively. In 2022, the decrease in our sales and marketing was primarily due to a reduction in stock-based compensation related to the Business Combination.
Our sales and marketing expenses totaled $140.9 million, $119.6 million and $148.9 million, in the years ended December 31, 2023, 2022 and 2021, respectively. In 2022, the decrease in our sales and marketing was primarily due to a reduction in stock-based compensation related to the Business Combination.
We have customer agreements with more than 300 insurers (including carriers, self-insurers and other entities processing insurance claims), including 18 of the top 20 automotive insurance carriers in the U.S. based on DWP, and hundreds of regional carriers.
We have customer agreements with more than 300 insurers (including carriers, self-insurers and other entities processing insurance claims), including 27 of the top 30 automotive insurance carriers in the U.S., 38 based on DWP, and hundreds of regional carriers.
Net cash used in financing activities was primarily related to principal payments of long-term debt of $1,336.2 million, dividends to shareholders prior to the Business Combination of $269.2 million and a deemed distribution to CCCIS option holders of $9.0 million, partially offset by borrowings from the Term B Loan, net of fees paid to the lender, of $789.9 million, and net proceeds from the Business Combination of $763.3 million. 2020 Net cash provided by operating activities was $103.9 million for the year ended December 31, 2020.
Net cash used in financing activities was primarily related to principal payments of long-term debt of $1,336.2 million, dividends to shareholders prior to the Business Combination of $269.2 million and a deemed distribution to CCCIS option holders of $9.0 million, partially offset by borrowings from the Term B Loan, net of fees paid to the lender, of $789.9 million, and net proceeds from the Business Combination of $763.3 million.
In September 2021, the Company made an aggregate payment of $10.0 million to extinguish the Swap Agreements which were scheduled to expire in June 2022.
On September 21, 2021, the Company made an aggregate payment of $10.0 million to extinguish the Swap Agreements that were scheduled to expire in June 2022.
We generally invoice software subscription agreements monthly either in advance or in arrears, over the subscription period. Software subscription revenue accounted for $752.5 million, $662.3 million and $573.6 million or 96%, 96% and 91% of total revenue during the years ended December 31, 2022, 2021 and 2020, respectively.
We generally invoice software subscription agreements monthly either in advance or in arrears, over the subscription period. Software subscription revenue accounted for $830.1 million, $752.5 million and $662.3 million or 96% of total revenue during the years ended December 31, 2023, 2022 and 2021, respectively.
Beginning with the quarter ending March 31, 2022, the Term B Loan requires quarterly principal payments of $2.0 million until June 30, 2028, with the remaining outstanding principal amount required to be paid on the maturity date, September 21, 2028.
The Term B Loan requires quarterly principal payments of $2.0 million until June 30, 2028, with the remaining outstanding principal amount required to be paid on the maturity date, September 21, 2028.
Valuation of Goodwill and Intangible Assets We perform an annual assessment for impairment of goodwill and indefinite-lived intangible assets each fiscal year, or whenever events occur or circumstances indicate that it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is below its carrying value. 51 The Company historically has performed its annual impairment assessment of goodwill and indefinite life intangible assets as of September 30 of each year.
Valuation of Goodwill and Intangible Assets We perform an annual assessment for impairment of goodwill and indefinite-lived intangible assets each fiscal year, or whenever events occur or circumstances indicate that it is more likely than not that the fair value of a reporting unit or indefinite-lived intangible asset is below its carrying value.
A quarterly commitment fee of up to 0.50% is payable on the unused portion of the 2021 Revolving Credit Facility. During the year ended December 31, 2022 and 2021, the weighted-average interest rate on the outstanding borrowings under the Term B Loan was 4.2% and 3.0%, respectively.
A quarterly commitment fee of up to 0.50% is payable on the unused portion of the 2021 Revolving Credit Facility. The 2021 Revolving Credit Facility matures on September 21, 2026. During the years ended December 31, 2023, 2022, and 2021 the weighted-average interest rate on the outstanding borrowings under the Term B Loan was 7.5%, 4.2%, and 3.0%, respectively.
Complexity in the P&C insurance economy is driven by technological advancements, Internet of Things (“IoT”) data, new business models, supply chain disruption and changing consumer expectations. We believe digitization plays a critical role in managing this growing complexity while meeting consumer expectations.
One of the primary obstacles facing the P&C insurance economy is increasing complexity. Complexity in the P&C insurance economy is driven by technological advancements, IoT data, new business models, supply chain disruption and changing consumer expectations. We believe digitization plays a critical role in managing this growing complexity while meeting consumer expectations.
For stock-based awards with only performance conditions, we recognize stock-based compensation expense on a straight-line basis over the explicit performance period when the performance targets are probable of being achieved. We recognize stock-based compensation expense on awards that are subject to performance-based vesting with a market condition when the performance targets are considered probable of being achieved.
For stock-based awards with only performance conditions, we recognize stock-based compensation expense on a straight-line basis over the explicit performance period when the performance targets are probable of being achieved.
The following table reconciles net cash provided by operating activities to Free Cash Flow for the years ended December 31, 2022, 2021 and 2020: Year ended December 31, (dollar amounts in thousands) 2022 2021 2020 Net cash provided by operating activities $ 199,907 $ 127,335 $ 103,943 Less: Purchases of software, equipment, and property (47,951 ) (38,321 ) (30,107 ) Less: Purchase of intangible assets - (49 ) (560 ) Free Cash Flow $ 151,956 $ 88,965 $ 73,276 Liquidity and Capital Resources We have financed our operations with cash flows from operations.
The following table reconciles net cash provided by operating activities to Free Cash Flow for the years ended December 31, 2023, 2022 and 2021: Year ended December 31, (dollar amounts in thousands) 2023 2022 2021 Net cash provided by operating activities $ 250,033 $ 199,907 $ 127,335 Less: Purchases of software, equipment, and property (55,032 ) (47,951 ) (38,321 ) Less: Purchase of intangible assets — — (49 ) Free Cash Flow $ 195,001 $ 151,956 $ 88,965 Liquidity and Capital Resources We have financed our operations with cash flows from operations.
Beginning with the year ending December 31, 2022, the Term B Loan requires a prepayment of principal, subject to certain exceptions, in connection with the receipt of proceeds from certain asset sales, casualty events, and debt issuances by the Company, and up to 50% of annual excess cash flow, as defined in and as further set forth in the 2021 Credit Agreement.
Beginning with fiscal year ended December 31, 2022, if the Company's leverage ratio, as defined in the 2021 Credit Agreement is greater than 3.5, the Term B Loan requires a prepayment of principal, subject to certain exceptions, in connection with the receipt of proceeds from certain asset sales, casualty events, and debt issuances by the Company, and up to 50% of annual excess cash flow, as defined in and as further set forth in the 2021 Credit Agreement.
In 2022, our national carrier customers included 18 of the top 20 automotive insurers based on DWP, with average customer relationships spanning more than 10 years, as evidenced by our historical GDR of 98%-99%, and numerous exclusive arrangements. • Expansion of solution adoption from existing customers: A central part of our strategy is expanding solution adoption across our existing customer base.
In 2023, our national carrier customers included 27 of the top 30 automotive insurers based on DWP, with average customer relationships spanning more than 10 years, as evidenced by our historical Software GDR of 98%-99%. • Expansion of solution adoption from existing customers: A central part of our strategy is expanding solution adoption across our existing customer base.
In addition, beginning with the three months ended March 31, 2022, the terms of the 2021 Credit Agreement include a financial covenant which requires that, at the end of each fiscal quarter, if the aggregate amount of borrowings under the 2021 Revolving Credit Facility exceeds 35% of the aggregate commitments, the Company’s leverage ratio cannot exceed 6.25 to 1.00.
The terms of the 2021 Credit Agreement include a financial covenant which requires that, at the end of each fiscal quarter, if the aggregate amount of borrowings under the 2021 Revolving Credit Facility exceeds 35% of the aggregate commitments, the Company’s leverage ratio cannot exceed 6.25 to 1.00.
Recent Accounting Pronouncements 50 See Note 2 to our audited consolidated financial statements for more information about recent accounting pronouncements, the timing of their adoption, and our assessment, to the extent we have made one, of their potential impact on our financial condition and our results of operations.
Recent Accounting Pronouncements See Note 2 to our audited consolidated financial statements for more information about recent accounting pronouncements, the timing of their adoption, and our assessment, to the extent we have made one, of their potential impact on our financial condition and our results of operations. Critical Accounting Estimates Our consolidated financial statements are prepared in accordance with GAAP.
During the years ended December 31, 2021 and 2020, the weighted-average interest rate on the outstanding borrowings under the First Lien Term Loan was 4.1% and 4.2% , respectively. The Company made interest payments of $36.1 million and $53.6 million during the years ended December 31, 2021 and 2020, respectively.
During the year ended December 31, 2021, the weighted-average interest rate on the outstanding borrowings under the First Lien Term Loan was 4.1%. The Company made interest payments of $36.1 million during the year ended December 31, 2021.
We have more than 30,000 total customers, including over 28,000 automotive collision repair facilities (including repairers and other entities that estimate damaged vehicles), thousands of automotive dealers, 13 of the top 15 automotive manufacturers based on new vehicle sales, and numerous other companies that participate in the P&C insurance economy.
We have more than 35,000 total customers, including approximately 29,500 automotive collision repair facilities (including repairers and other entities that estimate damaged vehicles), approximately 5,000 parts suppliers, 13 of the top 15 automotive manufacturers based on new vehicle sales, and numerous other companies that participate in the P&C insurance economy.
We generate revenue through the sale of SaaS subscriptions and other revenue, primarily from professional services. We generated $782.4 million of revenue for the year ended December 31, 2022, an increase of 13.7% from the prior year.
We generate revenue through the sale of software subscriptions and other revenue, primarily from professional services. We generated $866.4 million of revenue for the year ended December 31, 2023, an increase of 10.7% from the prior year.
Our Smart Suite of AI solutions increases automation across existing insurance and repair processes including vehicle damage detection, claim triage, repair estimating, and intelligent claims review. We deliver real-world AI with more than 100 U.S. auto insurers actively using AI-powered solutions in production environments.
Our AI solutions increase automation across existing insurance and repair processes including vehicle damage detection, claim triage, claim handling, repair estimating, intelligent claim review and claim subrogation. We deliver real-world AI with more than 100 U.S. auto insurers and more than 1,000 U.S. collision repairers actively using AI-powered solutions in production environments.
The gain recognized was due to the $3.9 million payment received in exchange for its equity interest in an investee as a result of the acquisition of the investee. The Company did not recognize any gain or loss on sale for cost method investment during the year ended December 31, 2021.
Gain on sale of cost method investment was $3.6 million for the year ended December 31, 2022. The gain recognized was due to the $3.9 million payment received in exchange for its equity interest in an investee as a result of the acquisition of the investee.
Critical Accounting Estimates Our consolidated financial statements are prepared in accordance with GAAP. The preparation of these financial statements requires our management to make estimates, judgments and assumptions that affect the reported amounts of assets, liabilities, revenue, costs, and expenses and related disclosures.
The preparation of these financial statements requires our management to make estimates, judgments and assumptions that affect the reported amounts of assets, liabilities, revenue, costs, and expenses and related disclosures.
We expect cost of revenue, exclusive of amortization of acquired technologies, to increase in absolute dollars as we continue to hire personnel, require additional cloud infrastructure and incur royalty fees in support of our revenue growth. In December 2020, we sold our First Party Clinical Services to a third-party buyer.
We expect cost of revenues, exclusive of amortization and impairment of acquired technologies, to increase in absolute dollars as we continue to hire personnel, require additional cloud infrastructure and incur data licensing and royalty fees in support of our revenue growth.
The original estimate of an asset’s useful life and the impact of an event or circumstance on either an asset’s useful life or carrying value involve significant judgment regarding estimates of the future cash flows associated with each asset. There was no impairment charge recorded during the years ended December 31, 2022, 2021 and 2020.
The original estimate of an asset’s useful life and the impact of an event or circumstance on either an asset’s useful life or carrying value involve significant judgment regarding estimates of the future cash flows associated with each asset.
For stock-based awards with only service conditions, we recognize stock-based compensation expense on a straight-line basis over the requisite service period only for the portion of awards expected to vest, based on an estimated forfeiture rate.
The fair value of each award with performance-based vesting subject to a market condition is determined using a Monte Carlo simulation model. For stock-based awards with only service conditions, we recognize stock-based compensation expense on a straight-line basis over the requisite service period only for the portion of awards expected to vest, based on an estimated forfeiture rate.
We monitor conditions related to these assets to determine whether events and circumstances warrant a revision to the remaining amortization or depreciation period. We test these assets for potential impairment whenever our management concludes events or changes in circumstances indicate that the carrying amount may not be recoverable.
We test these assets for potential impairment whenever our management concludes events or changes in circumstances indicate that the carrying amount may not be recoverable.
The Company made interest payments of $33.5 million and $6.7 million during the year ended December 31, 2022 and 2021. The Company has an outstanding standby letter of credit for $0.7 million which reduces the amount available to be borrowed under the 2021 Revolving Credit Facility.
During the year ended December 31, 2021, the Company issued a standby letter of credit for $0.7 million which reduces the amount available to be borrowed under the 2021 Revolving Credit Facility and at December 31, 2023 and 2022, $249.3 million was available to be borrowed.
Net cash provided by operating activities consists of net loss of $16.9 million, adjusted for non-cash items and the effect of changes in working capital.
Net cash provided by operating activities consists of net loss of $90.1 million, adjusted for $341.0 million of non-cash items, $1.8 million for changes in working capital and $(2.7) million for the effect of changes in other operating assets and liabilities.
Income Tax (Provision) Benefit Income tax provision was $11.5 million for the year ended December 31, 2022, compared to an income tax benefit of $26.0 million for the year ended December 31, 2021.
Income Tax Provision Income tax provision is $5.5 million for the year ended December 31, 2023, compared to $11.5 million for the year ended December 31, 2022.
The company generated $199.9 million of cash flows from operating activities for the year-ended December 31, 2022. As of December 31, 2022, the Company had cash and cash equivalents of $323.8 million and a working capital surplus of $327.5 million.
The Company generated $250.0 million of cash flows from operating activities for the year ended December 31, 2023. As of December 31, 2023, the Company had cash and cash equivalents of $195.6 million and a working capital surplus of $197.1 million.
Year ended December 31, (dollar amounts in thousands) 2022 2021 2020 Net income (loss) $ 38,406 $ (248,919 ) $ (16,876 ) Amortization of intangible assets 72,278 72,358 72,310 Amortization of acquired technologies—Cost of revenue 26,938 26,320 26,303 Stock-based compensation expense and related employer payroll tax 111,865 261,995 11,336 Lease abandonment 6,137 2,582 — Contract termination costs 3,248 — — M&A and integration costs 1,772 — — Lease overlap costs 1,338 3,697 — Business combination transaction and related costs 1,330 12,385 1,188 Plaintiff litigation costs 894 — — Change in fair value of contingent consideration (100 ) — — (Income) costs related to divestiture, net (877 ) 2,177 35 Gain on sale of cost method investment (3,587 ) — — Change in fair value of derivative instruments (5,663 ) (8,373 ) 13,249 Change in fair value of warrant liabilities (26,073 ) 64,501 — Loss on early extinguishment of debt — 15,240 8,615 First Party Clinical Services—Revenue — — (34,742 ) First Party Clinical Services—Cost of revenue — — 31,313 Tax effect of adjustments (51,495 ) (73,684 ) (33,389 ) Adjusted net income $ 176,411 $ 130,279 $ 79,342 Adjusted net income per share attributable to common stockholders Basic $ 0.29 $ 0.24 $ 0.16 Diluted $ 0.27 $ 0.23 $ 0.15 Weighted average shares outstanding Basic 607,760,886 543,558,222 504,115,839 Diluted 642,841,596 575,619,243 519,748,819 Free Cash Flow Free Cash Flow is defined as net cash provided by operating activities less cash used for the purchases of software, equipment and property, and purchase of intangible assets.
Year ended December 31, (dollar amounts in thousands) 2023 2022 2021 Net (loss) income $ (90,071 ) $ 38,406 $ (248,919 ) Amortization of intangible assets 71,972 72,278 72,358 Amortization of acquired technologies—Cost of revenue 26,464 26,938 26,320 Stock-based compensation expense and related employer payroll tax 147,707 111,865 261,995 Goodwill and intangible asset impairment charges 82,742 — — Change in fair value of warrant liabilities 15,096 (26,073 ) 64,501 Change in fair value of derivative instruments 5,743 (5,663 ) — Change in fair value of interest rate swap agreements — — (8,373 ) Plaintiff litigation costs 5,068 894 — M&A and integration costs 3,372 1,772 — Business combination transaction and related costs, including secondary offering costs 2,031 1,330 12,385 Lease abandonment — 6,137 2,582 Contract termination costs — 3,248 — Lease overlap costs — 1,338 3,697 Change in fair value of contingent consideration — (100 ) — (Income) costs related to divestiture, net — (877 ) 2,177 Gain on sale of cost method investment — (3,587 ) — Loss on early extinguishment of debt — — 15,240 Tax effect of adjustments (59,638 ) (51,495 ) (73,684 ) Adjusted net income $ 210,486 $ 176,411 $ 130,279 Adjusted net income per share attributable to common stockholders Basic $ 0.34 $ 0.29 $ 0.24 Diluted $ 0.32 $ 0.27 $ 0.23 Weighted average shares outstanding Basic 617,889,384 607,760,886 543,558,222 Diluted 651,587,360 642,841,596 575,619,243 Free Cash Flow We believe that Free Cash Flow, as defined below, provides meaningful supplemental information regarding our ability to generate cash and fund our operations and capital expenditures.
We expect research and development expenses, excluding stock-based compensation, to increase in absolute dollars as we continue to dedicate substantial resources to develop, improve and expand the functionality of our solutions. We also expect an increase in the rate of capitalization of our investments in research and development for the foreseeable future.
We expect research and development expenses, excluding stock-based compensation, to increase in absolute dollars as we continue to dedicate substantial resources to develop, improve and expand the functionality of our solutions. Selling and Marketing Our selling and marketing expenses consist primarily of personnel-related costs for our sales and marketing functions, including sales commissions and stock-based compensation.
When a principal prepayment is required, the prepayment offsets the future quarterly principal payments of the same amount. For the year ended December 31, 2022, the annual excess cash flow calculation did not require the Company to make a prepayment of principal.
When a principal prepayment is required, the prepayment offsets the future quarterly principal payments of the same amount. As of December 31, 2023 and 2022, the Company's leverage ratio did not exceed the 3.5 threshold and the Company was not subject to the annual excess cash flow calculation, and as such, not required to make a prepayment of principal.
The following table reconciles operating income (loss) to Adjusted Operating Income for the years ended December 31, 2022, 2021 and 2020:: Year ended December 31, (dollar amounts in thousands) 2022 2021 2020 Operating income (loss) $ 51,922 $ (144,675 ) $ 76,980 Amortization of intangible assets 72,278 72,358 72,310 Amortization of acquired technologies—Cost of revenue 26,938 26,320 26,303 Stock-based compensation expense and related employer payroll tax 111,865 261,995 11,336 Lease abandonment 6,137 2,582 — Contract termination costs 3,248 — — M&A and integration costs 1,772 — — Lease overlap costs 1,338 3,697 — Business combination transaction and related costs 1,330 12,385 1,188 Plaintiff litigation costs 894 — — Change in fair value of contingent consideration (100 ) — — (Income) costs related to divestiture, net (877 ) 2,177 35 Adjusted operating income $ 276,745 $ 236,839 $ 188,152 Adjusted EBITDA Adjusted EBITDA is defined as net income (loss) adjusted for interest, taxes, depreciation, amortization, stock-based compensation expense and related employer payroll tax, lease abandonment charges, contract termination costs, M&A and integration costs, lease overlap costs for the incremental expenses associated with the Company’s new corporate headquarters prior to termination of its then existing headquarters’ lease, Business Combination transaction and related costs, litigation costs in legal matters in which the Company is the plaintiff, change in fair value of contingent consideration, net (income) costs related to divestiture, gain on sale of cost method investment, change in fair value of derivative instruments, change in fair value of warrant liabilities, loss on early extinguishment of debt, less revenue and related cost of revenue associated with First Party Clinical Services, which was divested as of December 31, 2020.
Adjusted Operating Income is defined as operating (loss) income adjusted for amortization, stock-based compensation expense and related employer payroll tax, goodwill and intangible asset impairment charges, lease abandonment charges, contract termination costs, M&A and integration costs, lease overlap costs for the incremental expenses associated with the Company’s new corporate headquarters prior to termination of its then existing headquarters’ lease, Business Combination transaction and related costs, including secondary offering costs, litigation costs in legal matters in which the Company is the plaintiff, change in fair value of contingent consideration and (income) costs related to divestiture, net. 46 The following table reconciles operating (loss) income to Adjusted Operating Income for the years ended December 31, 2023, 2022 and 2021: Year ended December 31, (dollar amounts in thousands) 2023 2022 2021 Operating (loss) income $ (23,925 ) $ 51,922 $ (144,675 ) Amortization of intangible assets 71,972 72,278 72,358 Amortization of acquired technologies—Cost of revenue 26,464 26,938 26,320 Stock-based compensation expense and related employer payroll tax 147,707 111,865 261,995 Goodwill and intangible asset impairment charges 82,742 — — Plaintiff litigation costs 5,068 894 — M&A and integration costs 3,372 1,772 — Business combination transaction and related costs, including secondary offering costs 2,031 1,330 12,385 Lease abandonment — 6,137 2,582 Contract termination costs — 3,248 — Lease overlap costs — 1,338 3,697 Change in fair value of contingent consideration — (100 ) — (Income) costs related to divestiture, net — (877 ) 2,177 Adjusted operating income $ 315,431 $ 276,745 $ 236,839 Adjusted EBITDA We believe that Adjusted EBITDA, as defined below, is useful in evaluating our operational performance distinct and apart from financing costs, certain expenses that may not be indicative of our recurring core business operating results and non-operational expenses.
The chief executive officer reviews financial information presented on a consolidated basis, accompanied by information about revenue by type of service and geographic region, for purposes of allocating resources and evaluating financial performance.
The chief executive officer reviews financial information presented on a consolidated basis, accompanied by information about revenue by type of service and geographic region, for purposes of allocating resources and evaluating financial performance. Recent Developments Secondary Offering —During January 2024, certain existing stockholders completed a secondary offering where the selling stockholders sold 22,000,000 shares of common stock.
We have tens of thousands of companies on our platform that participate in the insurance economy, including insurers, repairers, parts suppliers, automotive manufacturers, and financial institutions.
We have prioritized building a leading network around our automotive insurance and collision repair pillars to further digitize interactions and maximize value for our customers. We have tens of thousands of companies on our platform that participate in the insurance economy, including insurers, repairers, parts suppliers, automotive manufacturers, and financial institutions.
We may require additional borrowings under our credit arrangements and alternative forms of financings or investments to achieve our longer-term strategic plans. 47 Debt On September 21, 2021, CCC Intelligent Solutions Inc., an indirect wholly owned subsidiary of the Company, together with certain of the Company’s subsidiaries acting as guarantors entered into a credit agreement (the "2021 Credit Agreement").
Debt On September 21, 2021, CCC Intelligent Solutions Inc., an indirect wholly owned subsidiary of the Company, together with certain of the Company’s subsidiaries acting as guarantors entered into a credit agreement (the "2021 Credit Agreement").
The fair value of each service-based and performance-based RSU is determined using the fair value of the underlying common stock on the date of grant. The fair value of each award with performance-based with a market condition vesting is determined using a Monte Carlo simulation model.
Our stock-based awards have service-based vesting, performance-based vesting and performance-based vesting subject to a market condition. 54 The grant date fair value of our service-based awards, excluding RSUs, is determined using the Black-Scholes option-pricing model. The fair value of each service-based and performance-based RSU is determined using the fair value of the underlying common stock on the date of grant.
We expect our selling and marketing expenses, excluding stock-based compensation, to increase on an absolute dollar basis as we continue to increase investments to support the growth of our business.
Additional expenses include advertising costs, marketing costs and event costs, including the Company’s annual industry conference. We expect our selling and marketing expenses, excluding stock-based compensation, to increase in absolute dollars as we continue to increase investments to support the growth of our business.
Cost of Revenue Cost of revenue increased by $18.3 million to $213.9 million, or 9.3%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
Cost of Revenues Cost of revenues increased by $16.3 million to $230.2 million, or 7.6%, for the year ended December 31, 2023, compared to the year ended December 31, 2022.
As of December 31, 2022, the Company had an accumulated deficit totaling $707.9 million and $792.0 million aggregate principal amount outstanding on term loans.
As of December 31, 2023, the Company had an accumulated deficit totaling $1,126.5 million and $784.0 million principal outstanding on our term loan.
Change in Fair Value of Warrant Liabilities Change in fair value of warrant liabilities comprises fair value adjustments of the Public Warrants and Private Warrants assumed in connection with the Business Combination.
Change in Fair Value of Warrant Liabilities Change in fair value of warrant liabilities comprises fair value adjustments of the Public Warrants and Private Warrants assumed in connection with the Business Combination. In December 2021, we redeemed all of our outstanding Public Warrants and none were outstanding as of December 31, 2021 or during subsequent periods.
The First Lien Credit Agreement initially consisted of a $1.0 billion term loan and revolving credit facilities for an aggregate principal amount of $100.0 million, with a sublimit of $30.0 million for letters of credit under the First Lien Revolvers.
The First Lien Credit Agreement initially consisted of a $1.0 billion term loan (“First Lien Term Loan”), a $65.0 million dollar revolving credit facility (“Dollar Revolver”), and a $35.0 million multicurrency revolving credit facility (“Multicurrency Revolver” and together with the Dollar Revolver, the “First Lien Revolvers”), with a sublimit of $30.0 million for letters of credit under the First Lien Revolvers.
The decrease was primarily due to a $83.8 million reduction in stock-based compensation, mainly from the vesting term modification completed in conjunction with the Business Combination in the prior year and a $5.0 million decrease in consulting and other professional service costs, partially offset by a $3.4 million increase in insurance costs and a $2.7 million increase due to loss on disposal of property and equipment associated with the closure of corporate office facilities.
The increase was primarily due to a $22.7 million increase in personnel-related costs, including $18.2 million of stock-based compensation, a $5.1 million increase in legal and other professional services costs, and a $2.8 million increase in IT costs, partially offset by a $3.3 million decrease in the Company's facilities costs, a $2.6 million loss on disposal of property and equipment mainly associated with the closure of corporate office facilities during the year ended December 31, 2022, and a $1.8 million decrease in general insurance costs.
Amortization of Intangible Assets Amortization of intangible assets was $72.3 million and $72.4 million during the years ended December 31, 2022 and 2021, respectively. Interest Expense Interest expense decreased by $20.0 million to $39.0 million, or 33.9%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
Amortization of Intangible Assets Amortization of intangible assets was $72.0 million and $72.3 million during the years ended December 31, 2023 and 2022, respectively. Impairment of Goodwill and Intangible Assets We recorded impairment charges of goodwill and intangible assets of $77.4 million and $4.9 million, respectively, for the year ended December 31, 2023.
Selling and Marketing Selling and marketing expense decreased by $29.3 million to $119.6 million, or 19.7%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
Selling and Marketing Selling and marketing expense increased by $21.3 million to $140.9 million, or 17.8%, for the year ended December 31, 2023, compared to the year ended December 31, 2022.
General and Administrative General and administrative expense decreased by $82.3 million to $167.8 million, or 32.9%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
General and Administrative General and administrative expense increased by $24.1 million to $191.8 million, or 14.4%, for the year ended December 31, 2023, compared to the year ended December 31, 2022.
Amortization of Acquired Technologies Amortization of acquired technologies was $26.9 million and $26.3 million for the years ended December 31, 2022 and 2021, respectively. Gross Profit Gross profit increased by $75.9 million to $568.5 million, or 15.4%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
Amortization of Acquired Technologies Amortization of acquired technologies was $26.5 million and $26.9 million for the years ended December 31, 2023 and 2022, respectively.
Adjusted Gross Profit Adjusted Gross Profit is defined as gross profit adjusted for amortization of acquired technologies, stock-based compensation and related employer payroll tax, contract termination costs, Business Combination transaction costs and the gross profit associated with First Party Clinical Services which was divested as of December 31, 2020, which are not indicative of our core business operating results.
Adjusted Gross Profit is defined as gross profit adjusted for amortization of acquired technologies, stock-based compensation and related employer payroll tax, impairment of acquired technologies, contract termination costs, and Business Combination transaction and related costs.
Stock-based Compensation The Company accounts for stock-based compensation plans in accordance with ASC 718, Compensation—Stock Compensation, which requires the recognition of expense measured based on the grant date fair value of the stock-based compensation awards. Our stock-based awards 52 include stock options, restricted stock units (“RSUs”) and phantom shares.
There was no impairment charge recorded during the years ended December 31, 2022 and 2021. Stock-based Compensation The Company accounts for stock-based compensation plans in accordance with ASC 718, Compensation—Stock Compensation , which requires the recognition of expense measured based on the grant date fair value of the stock-based awards.
Research and Development Research and development expense decreased by $9.0 million to $157.0 million, or 5.4%, for the year ended December 31, 2022, compared to the year ended December 31, 2021.
Research and Development Research and development expense increased by $16.1 million to $173.1 million, or 10.3%, for the year ended December 31, 2023, compared to the year ended December 31, 2022.