Biggest changeThe following table sets forth product licenses and subscription services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Product Licenses and Subscription Services Revenues: Product Licenses Domestic $ 54,794 $ 54,107 1.3 % International 31,704 47,697 -33.5 % Total product licenses revenues 86,498 101,804 -15.0 % Subscription Services Domestic 42,428 31,306 35.5 % International 18,318 11,763 55.7 % Total subscription services revenues 60,746 43,069 41.0 % Total product licenses and subscription services revenues $ 147,244 $ 144,873 1.6 % 53 The following table sets forth a summary, grouped by size, of the number of recognized product licenses transactions for the periods indicated: Years Ended December 31, 2022 2021 Product Licenses Transactions with Recognized Licenses Revenue in the Applicable Period: More than $1.0 million in licenses revenue recognized 11 13 Between $0.5 million and $1.0 million in licenses revenue recognized 14 19 Total 25 32 Domestic: More than $1.0 million in licenses revenue recognized 9 10 Between $0.5 million and $1.0 million in licenses revenue recognized 11 11 Total 20 21 International: More than $1.0 million in licenses revenue recognized 2 3 Between $0.5 million and $1.0 million in licenses revenue recognized 3 8 Total 5 11 The following table sets forth the recognized revenue (in thousands) attributable to product licenses transactions, grouped by size, and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Product Licenses Revenue Recognized in the Applicable Period: More than $1.0 million in licenses revenue recognized $ 23,858 $ 26,838 -11.1 % Between $0.5 million and $1.0 million in licenses revenue recognized 9,882 12,809 -22.9 % Less than $0.5 million in licenses revenue recognized 52,758 62,157 -15.1 % Total 86,498 101,804 -15.0 % Domestic: More than $1.0 million in licenses revenue recognized 20,591 18,391 12.0 % Between $0.5 million and $1.0 million in licenses revenue recognized 8,124 7,364 10.3 % Less than $0.5 million in licenses revenue recognized 26,079 28,352 -8.0 % Total 54,794 54,107 1.3 % International: More than $1.0 million in licenses revenue recognized 3,267 8,447 -61.3 % Between $0.5 million and $1.0 million in licenses revenue recognized 1,758 5,445 -67.7 % Less than $0.5 million in licenses revenue recognized 26,679 33,805 -21.1 % Total $ 31,704 $ 47,697 -33.5 % Product licenses revenues decreased $15.3 million during 2022, as compared to the prior year.
Biggest changeThe following table sets forth product licenses and subscription services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Product Licenses and Subscription Services Revenues: Product Licenses Domestic $ 39,193 $ 54,794 -28.5 % International 36,158 31,704 14.0 % Total product licenses revenues 75,351 86,498 -12.9 % Subscription Services Domestic 52,528 42,428 23.8 % International 28,651 18,318 56.4 % Total subscription services revenues 81,179 60,746 33.6 % Total product licenses and subscription services revenues $ 156,530 $ 147,244 6.3 % Product licenses revenues.
Our bitcoin acquisition strategy generally involves acquiring bitcoin with our liquid assets that exceed working capital requirements, and from time to time, subject to market conditions, issuing debt or equity securities or engaging in other capital raising transactions with the objective of using the proceeds to purchase bitcoin.
Our Bitcoin Acquisition Strategy Our bitcoin acquisition strategy generally involves acquiring bitcoin with our liquid assets that exceed working capital requirements, and from time to time, subject to market conditions, issuing debt or equity securities or engaging in other capital raising transactions with the objective of using the proceeds to purchase bitcoin.
Subscription services revenues are derived from our MCE cloud subscription service and are recognized ratably over the service period in the contract.
Subscription services revenues. Subscription services revenues are derived from our MCE cloud subscription service and are recognized ratably over the service period in the contract.
The 2028 Secured Notes have a stated maturity date of June 15, 2028, but include a springing maturity feature that will cause the stated maturity date to spring ahead to the date that is (i) 91 days prior to the existing maturity date of the 2025 Convertible Notes (which is September 15, 2025), (ii) 91 days prior to the existing maturity date of the 2027 Convertible Notes (which is November 16, 2026), or (iii) the maturity date of any future convertible debt that we may issue that is then outstanding, unless on such dates we meet specified liquidity requirements or less than $100,000,000 of aggregate principal amount of the 2025 Convertible Notes, the 2027 Convertible Notes, or such future convertible debt, as applicable, remains outstanding.
The 2028 Secured Notes have a stated maturity date of June 15, 2028, but include a springing maturity feature that will cause the stated maturity date to spring ahead to the date that is (i) 91 days prior to the existing maturity date of the 2025 Convertible Notes (which is September 15, 2025), (ii) 91 days prior to the existing maturity date of the 2027 Convertible Notes (which is November 16, 2026), or (iii) 91 days prior to the maturity date of any future convertible debt that we may issue that is then outstanding, unless on such dates we meet specified liquidity requirements or less than $100,000,000 of aggregate principal amount of the 2025 Convertible Notes, the 2027 Convertible Notes, or such future convertible debt, as applicable, remains outstanding.
We do not believe we will need to sell or engage in other transactions with respect to any of our bitcoins within the next twelve months to meet our working capital requirements, although we may from time to time sell or engage in other transactions with respect to our bitcoins as part of treasury management operations, as noted above.
We do not believe we will need to sell or engage in other transactions with respect to any of our bitcoins within the next twelve months to meet our 57 working capital requirements, although we may from time to time sell or engage in other transactions with respect to our bitcoins as part of treasury management operations, as noted above.
We consider certain estimates and judgments related to revenue recognition to be critical accounting estimates for us, as discussed further below. 52 Revenue Recognition See Note 2(n), Summary of Significant Accounting Policies – Revenue Recognition, to the Consolidated Financial Statements for information regarding our significant accounting policies over revenue recognition.
We consider certain estimates and judgments related to revenue recognition to be critical accounting estimates for us, as discussed further below. Revenue Recognition See Note 2(n), Summary of Significant Accounting Policies – Revenue Recognition, to the Consolidated Financial Statements for information regarding our significant accounting policies over revenue recognition.
(2) The “Non-GAAP Constant Currency” reflects the current period GAAP amount, less the Foreign Currency Exchange Rate Impact. (3) The “Non-GAAP Constant Currency % Change” reflects the percentage change between the current period Non-GAAP Constant Currency amount and the GAAP amount for the same period in the prior year.
(2) The “Non-GAAP Constant Currency” reflects the current period GAAP amount, less the Foreign Currency Exchange Rate Impact. (3) The “Non-GAAP Constant Currency % Change” reflects the percentage change between the current period Non-GAAP Constant Currency amount and the GAAP amount for the same period in the prior year. 62
Our product support revenues may experience declines in future periods as we continue to promote our cloud offering to new and existing customers. Other services revenues.
Our product support revenues may experience declines in future periods as we continue to promote our cloud offering to new and existing customers. 52 Other services revenues.
We also perform analyses on a semi-annual basis using historical pricing data for both product license and subscription services transactions to assess whether the selling price is highly variable in order to support our conclusion that the residual method to estimate SSP of our product licenses and subscription services is a fair allocation of the transaction price.
We also perform analyses on a semi-annual basis using historical pricing data for both product license and subscription services transactions to assess whether the selling price is highly variable in order to support our conclusion that the residual method to estimate SSP of our product licenses and subscription services continues to be a fair allocation of the transaction price.
Our material contractual obligations (explained in further detail in the Notes to the Consolidated Financial Statements, as referenced below) and cash requirements consist of: • principal and interest payments related to our long-term debt (Note 8, Long-term Debt); • rent payments under noncancellable operating leases (Note 7, Leases); • payments related to the Transition Tax (Note 9, Commitments and Contingencies); • payments under various purchase agreements, primarily related to third-party software supporting our products, marketing, and operations (Note 9, Commitments and Contingencies); and • ongoing personnel-related expenditures and vendor payments.
Our material contractual obligations (explained in further detail in the Notes to the Consolidated Financial Statements, as referenced below) and cash requirements consist of: • principal and interest payments related to our long-term debt (Note 8, Long-term Debt); • rent payments under noncancellable operating leases (Note 7, Leases); • payments related to the Transition Tax (Note 9, Commitments and Contingencies); • payments under various purchase agreements, primarily related to third-party cloud hosting services and third-party software supporting our products, marketing, and operations (Note 9, Commitments and Contingencies); and • ongoing personnel-related expenditures and vendor payments.
(f) The "Market Value of Bitcoin Held at End of Year Using Ending Market Price" represents a mathematical calculation consisting of the market price of one bitcoin on the Coinbase exchange at 4:00 p.m. Eastern Time on the last day of the respective year multiplied by the number of bitcoins held by us at the end of the applicable year.
(f) The “Market Value of Bitcoin Held at End of Year Using Ending Market Price” represents a mathematical calculation consisting of the market price of one bitcoin on the Coinbase exchange at 4:00 p.m. Eastern Time on the last day of the respective year multiplied by the number of bitcoins held by us at the end of the applicable year.
Cost of product licenses revenues consists of referral fees paid to channel partners, the costs of product manuals and media, and royalties paid to third-party software vendors. Cost of product licenses revenues did not materially change during 2022 as compared to the prior year. Cost of subscription services revenues.
Cost of product licenses revenues consists of referral fees paid to channel partners, the costs of product manuals and media, and royalties paid to third-party software vendors. Cost of product licenses revenues did not materially change during 2023 as compared to the prior year. Cost of subscription services revenues.
Management’s Discussion and Analysis for the Year Ended December 31, 2020 Management’s discussion and analysis of financial condition and results of operations for the year ended December 31, 2020, including comparison of our results for the years ended December 31, 2021 and 2020, is included in Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2021.
Management’s Discussion and Analysis for the Year Ended December 31, 2021 Management’s discussion and analysis of financial condition and results of operations for the year ended December 31, 2021, including comparison of our results for the years ended December 31, 2022 and 2021, is included in Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2022.
Moreover, (i) the bitcoin market historically has been characterized by significant volatility in price, limited liquidity and trading volumes compared to sovereign currencies markets, relative anonymity, a developing regulatory landscape, potential susceptibility to market abuse and manipulation, and various other risks that are, or may be, inherent in its entirely electronic, virtual form and decentralized network and (ii) we may not be able to sell our bitcoins at the Market Value amounts indicated above, at the market price as reported on the Coinbase exchange (our principal market) on the date of sale, or at all.
Moreover, (i) the bitcoin market historically has been characterized by significant volatility in price, limited liquidity and trading volumes compared to sovereign currencies markets, relative anonymity, a developing regulatory landscape, potential susceptibility to market abuse and manipulation, compliance and internal control failures at exchanges, and various other risks that are, or may be, inherent in its entirely electronic, virtual form and decentralized network and (ii) we may not be able to sell our bitcoins at the Market Value amounts indicated above, at the market price as reported on the Coinbase exchange (our principal market) on the date of sale, or at all.
This overall strategy also contemplates that we may (i) periodically sell bitcoin for general corporate purposes, including to generate cash for treasury management or in connection with strategies that generate tax benefits in accordance with applicable law, (ii) enter into additional capital raising transactions that are collateralized by our bitcoin holdings, and (iii) consider pursuing additional strategies to create income streams or otherwise generate funds using our bitcoin holdings.
This overall strategy also contemplates that we may (i) periodically sell bitcoin for general corporate purposes, including to generate cash for treasury management (which may include debt repayment), or in connection with strategies that generate tax benefits in accordance with applicable law, (ii) enter into additional capital raising transactions that are collateralized by our bitcoin holdings, and (iii) consider pursuing strategies to create income streams or otherwise generate funds using our bitcoin holdings.
(c) The "Highest Market Price Per Bitcoin During Year" represents the highest market price for one bitcoin reported on the Coinbase exchange during the respective year, without regard to when we purchased any of our bitcoin.
(c) The “Highest Market Price Per Bitcoin During Year” represents the highest market price for one bitcoin reported on the Coinbase exchange during the respective year, without regard to when we purchased any of our bitcoin.
For example, we expect that share-based compensation expense, which is excluded from the first two non-GAAP financial measures, will continue to be a significant recurring expense over the coming years and is an important part of the compensation provided to certain employees, officers, and directors.
For example, we expect that share-based compensation expense, which is excluded from certain of the non-GAAP financial measures below, will continue to be a significant recurring expense over the coming years and is an important part of the compensation provided to certain employees, officers, and directors.
(e) The "Market Price Per Bitcoin at End of Year" represents the market price of one bitcoin on the Coinbase exchange at 4:00 p.m. Eastern Time on the last day of the respective year.
(e) The “Market Price Per Bitcoin at End of Year” represents the market price of one bitcoin on the Coinbase exchange at 4:00 p.m. Eastern Time on the last day of the respective year.
In 2022 and 2021, the changes in net cash (used in) provided by investing activities primarily relate to purchases and sales of digital assets and expenditures on property and equipment.
Net cash used in investing activities. In 2023 and 2022, the changes in cash used in and provided by investing activities primarily relate to purchases and sales of digital assets and expenditures on property and equipment.
If the market value of bitcoin continues to decline or we are unable to regain profitability in future periods, we may be required to increase further the valuation allowance against our deferred tax assets, which could result in a charge that would materially adversely affect net income (loss) in the period in which the charge is incurred.
If the market value of bitcoin declines or we are unable to regain profitability in future periods, we may be required to increase the valuation allowance against our deferred tax assets, which could result in a charge that would materially adversely affect net income (loss) in the period in which the charge is incurred.
Management uses these non-GAAP financial measures internally to help understand, manage, and evaluate our business performance and to help make operating decisions. We believe that these non-GAAP financial measures are also useful to investors and analysts in comparing our performance across reporting periods on a consistent basis.
Non-GAAP Financial Measures We are providing supplemental non-GAAP financial measures below which management uses internally to help understand, manage, and evaluate our business performance and to help make operating decisions. We believe that these non-GAAP financial measures are also useful to investors and analysts in comparing our performance across reporting periods on a consistent basis.
We do not expect any significant tax payments related to unrecognized tax benefits during 2023. Recent Accounting Standards See Note 3, Recent Accounting Standards, to the Consolidated Financial Statements for further information. 62
We do not expect any significant tax payments related to unrecognized tax benefits during 2024. Recent Accounting Standards See Note 3, Recent Accounting Standards, to the Consolidated Financial Statements for further information.
Included in research and development expenses for 2022 is an aggregate $2.3 million favorable foreign currency exchange impact. General and administrative expenses. General and administrative expenses consist of personnel and related overhead costs, and other costs of our executive, finance, human resources, information systems, and administrative departments, as well as third-party consulting, legal, and other professional fees.
Included in research and development expenses for 2023 is an aggregate $1.2 million favorable foreign currency exchange impact. 54 General and administrative expenses. General and administrative expenses consist of personnel and related overhead costs, and other costs of our executive, finance, human resources, information systems, and administrative departments, as well as third-party consulting, legal, and other professional fees.
We used the net proceeds from the issuance of the Convertible Notes to acquire bitcoin. During 2022 and 2021, we paid $4.9 million and $4.9 million, respectively, in interest to holders of the 2025 Convertible Notes.
We used the net proceeds from the issuance of the Convertible 58 Notes to acquire bitcoin. During 2023 and 2022, we paid $4.9 million and $4.9 million, respectively, in interest to holders of the 2025 Convertible Notes.
Our digital asset impairment losses, net of gains on sale, have significantly contributed to our operating expenses and net loss.
Our digital asset impairment losses, net of gains on sale, have significantly contributed to our operating expenses.
As of December 31, 2022, we had $6.1 million of total gross unrecognized tax benefits, including accrued interest, all of which was recorded in “Other long-term liabilities.” The timing of any payments that could result from these unrecognized tax benefits will depend on a number of factors, and accordingly the amount and period of any future payments cannot be estimated.
As of December 31, 2023, we had $8.3 million of total gross unrecognized tax benefits, including accrued interest, all of which was recorded in “Other long-term liabilities.” The timing of any payments that could result from these unrecognized tax benefits will depend on a number of factors, and accordingly the amount and period of any future payments cannot be estimated.
The bitcoin market historically has been characterized by significant volatility in its price, limited liquidity and trading volumes compared to sovereign currencies markets, relative anonymity, a developing regulatory landscape, susceptibility to market abuse and manipulation, and various other risks inherent in its entirely electronic, virtual form and decentralized network.
The bitcoin market historically has been characterized by significant volatility in its price, limited liquidity and trading volumes compared to sovereign currencies markets, relative anonymity, a developing regulatory landscape, susceptibility to market abuse and manipulation, compliance and internal control failures at exchanges, and various other risks inherent in its entirely electronic, virtual form and decentralized network.
Cost of subscription services revenues increased $7.9 million during 2022, as compared to the prior year, primarily due to (i) a $5.1 million increase in cloud hosting infrastructure costs, which is a result of the increased usage by new and existing cloud subscription services customers, (ii) a $1.7 million increase in employee salaries primarily attributable to an increase in average staffing levels and wage increases, and (iii) a $0.7 million increase in variable compensation.
Cost of subscription services revenues increased $7.0 million during 2023, as compared to the prior year, primarily due to (i) a $5.7 million increase in cloud hosting infrastructure costs, which is a result of the increased usage by new and existing cloud subscription services customers, (ii) a $0.5 million increase in employee salaries primarily attributable to an increase in average staffing levels and wage increases, and (iii) a $0.4 million increase in variable compensation. 53 Cost of product support revenues.
We used $190.5 million of the net proceeds from the issuance of the 2025 Secured Term Loan to acquire bitcoin, used $5.0 million of the net proceeds to establish a reserve account that serves as collateral for the 2025 Secured Term Loan, and have used and expect to continue to use the remaining net proceeds to pay fees, interest, and expenses related to the 2025 Secured Term Loan.
We used $190.5 million of the net proceeds from the issuance of the 2025 Secured Term Loan to acquire bitcoin, $5.0 million of the net proceeds to establish a reserve account that served as collateral for the 2025 Secured Term Loan, and the remaining net proceeds to pay fees, interest, and expenses related to the 2025 Secured Term Loan.
During 2022 , we paid $ 7 . 7 million in interest to Silvergate. In June 2022, we, through one of our wholly-owned subsidiaries, entered into a secured term loan agreement in the amount of $11.1 million, bearing interest at an annual rate of 5.2%, and maturing in June 2027.
In June 2022, we, through one of our wholly-owned subsidiaries, entered into a secured term loan agreement in the amount of $11.1 million, bearing interest at an annual rate of 5.2%, and maturing in June 2027. During 2023 and 2022, we paid $1.1 million and $0.5 million, respectively, in principal and interest to the lender.
In 60 2022 and 2021 , n on-cash items to further reconcile net loss to net cash provided by operating activities consist primarily of depreciation and amortization, reduction in the carrying amount of operating lease right-of-use assets, credit losses and sales allowances, deferred taxes, release of liabilities for unrecognized tax benefits, share-based compensation expense, digital asset impairment losses (gains on sale), net, and amortization of the issuance costs on our long-term deb t .
In 2023 and 2022, non-cash items to further reconcile net income (loss) to net cash provided by operating activities consist primarily of depreciation and amortization, reduction in the carrying amount of operating lease right-of-use assets, credit losses and sales allowances, deferred taxes, release of liabilities for unrecognized tax benefits, share-based compensation expense, digital asset impairment losses, net of gains on sale, amortization of the issuance costs on our long-term debt, and gain on extinguishment of debt.
During 2022, our top three product licenses transactions totaled $13.1 million in recognized revenue, or 15.1% of total product licenses revenues, compared to $12.6 million, or 12.4% of total product licenses revenues, during 2021. Our product licenses revenues may experience declines in future periods as we continue to promote our cloud offering to new and existing customers.
During 2023, our top three product licenses transactions totaled $8.9 million in recognized revenue, or 11.8% of total product licenses revenues, compared to $13.1 million, or 15.1% of total product licenses revenues, during 2022. Our product licenses revenues may continue to experience declines in future periods as we continue to promote our cloud offering to new and existing customers.
Furthermore, if certain conditions are met, we may have the right to elect to settle the Convertible Notes upon a conversion of such Convertible Notes in shares of our class A common stock, or a combination of cash and shares of class A common stock, which may enable us to reduce the amount of our cash obligations under the Convertible Notes.
Furthermore, we may elect to settle the Convertible Notes upon a conversion of such Convertible Notes in cash, shares of our class A common stock, or a combination of cash and shares of class A common stock, which may enable us to reduce the amount of our cash obligations under the Convertible Notes.
During 2022, we purchased bitcoin using $190.5 million of the net proceeds from the issuance of the 2025 Secured Term Loan, $44.6 million of the net proceeds from the sale of class A common stock under the 2022 Sales Agreement, $11.8 million in proceeds from sales of bitcoin, and Excess Cash.
(a) During 2022, we purchased bitcoin using $190.5 million of the net proceeds from the issuance of the 2025 Secured Term Loan, $44.6 million of the net proceeds from our sale of class A common stock under an at-the-market equity offering program, $11.8 million in proceeds from sales of bitcoin, and Excess Cash.
The first supplemental financial measure excludes a significant non-cash expense that we believe is not reflective of our general business performance, and for which the accounting requires management judgment and the resulting share-based compensation expense could vary significantly in comparison to other companies.
Non-GAAP loss from operations Non-GAAP loss from operations excludes share-based compensation expense, which is a significant non-cash expense that we believe is not reflective of our general business performance, and for which the accounting requires management judgment. Consequently, our accounting for share-based compensation expense could vary significantly in comparison to other companies.
As of December 31, 2022, all of the approximately 14,890 bitcoins held by MicroStrategy Incorporated serve as part of the collateral for the 2028 Secured Notes. During 2022 and 2021, we paid $30.6 million and $15.4 million, respectively, in interest to holders of the 2028 Secured Notes.
As of December 31, 2023, approximately 16,081 bitcoins held by MicroStrategy Incorporated serve as part of the collateral for the 2028 Secured Notes. During 2023 and 2022, we paid $30.6 million and $30.6 million, respectively, in interest to holders of the 2028 Secured Notes.
We may effect debt repurchases or repayments using proceeds from the sale of our class A common stock pursuant to the 2022 Sales Agreement (under which approximately $453.4 million remains available for sale as of the date hereof). Unrecognized tax benefits.
We may effect debt repurchases or prepayments using proceeds from the sale of our class A common stock pursuant to the November 2023 Sales Agreement (under which approximately $137.8 million remains available for sale as of the date hereof). 59 Unrecognized tax benefits.
The following table sets forth digital asset impairment losses ( gains on sale ), net (in thousands) and related percentage changes for the periods indicated : Years Ended December 31, 2022 2021 % Change Digital asset impairment losses $ 1,287,213 $ 830,621 55.0 % Gains on sale of digital assets $ 927 $ 0 n/a Digital asset impairment losses (gains on sale), net $ 1,286,286 $ 830,621 54.9 % We may continue to incur significant digital asset impairment losses in the future.
The following table sets forth digital asset impairment losses (gains on sale), net (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Digital asset impairment losses $ 115,851 $ 1,287,213 -91.0 % Gains on sale of digital assets 0 927 -100.0 % Digital asset impairment losses (gains on sale), net $ 115,851 $ 1,286,286 -91.0 % We may continue to incur significant digital asset impairment losses in the future.
Accordingly, the Market Value amounts reported above may not accurately represent fair market value, and the actual fair market value of our bitcoin may be different from such amounts and such deviation may be material.
Bitcoin and bitcoin markets may be subject to manipulation and the spot price of bitcoin may be subject to fraud and manipulation. Accordingly, the Market Value amounts reported above may not accurately represent fair market value, and the actual fair market value of our bitcoin may be different from such amounts and such deviation may be material.
(b) The "Market Value of Bitcoin Held Using Lowest Market Price" represents a mathematical calculation consisting of the lowest market price for one bitcoin reported on the Coinbase exchange during the respective year (or for 2020, during the period July 1, 2020 to December 31, 2020) multiplied by the number of bitcoins held by us at the end of the applicable year.
(b) The “Market Value of Bitcoin Held Using Lowest Market Price” represents a mathematical calculation consisting of the lowest market price for one bitcoin reported on the Coinbase exchange during the respective year multiplied by the number of bitcoins held by us at the end of the applicable year.
(d) The "Market Value of Bitcoin Held Using Highest Market Price" represents a mathematical calculation consisting of the highest market price for one bitcoin reported on the Coinbase exchange during the respective year (or for 2020, during the period July 1, 2020 to December 31, 2020) multiplied by the number of bitcoins held by us at the end of the applicable year.
(d) The “Market Value of Bitcoin Held Using Highest Market Price” represents a mathematical calculation consisting of the highest market price for one bitcoin reported on the Coinbase exchange during the respective year multiplied by the number of bitcoins held by us at the end of the applicable year.
The following table presents a roll-forward of our bitcoin holdings, including additional information related to our bitcoin purchases, sales, and digital asset impairment losses within the respective periods: Source of Capital Used to Purchase Bitcoin Digital Asset Original Cost Basis (in thousands) Digital Asset Impairment Losses (in thousands) Digital Asset Carrying Value (in thousands) Approximate Number of Bitcoins Held (Disposed) Approximate Average Purchase or Sale Price Per Bitcoin Balance at December 31, 2020 $ 1,125,000 $ (70,698 ) $ 1,054,302 70,469 $ 15,964 Digital asset purchases (a) 2,626,529 2,626,529 53,922 48,710 Digital asset impairment losses (830,621 ) (830,621 ) Balance at December 31, 2021 $ 3,751,529 $ (901,319 ) $ 2,850,210 124,391 $ 30,159 Digital asset purchases (b) 287,921 287,921 8,813 32,670 Digital asset impairment losses (1,287,213 ) (1,287,213 ) Digital asset sales * (46,260 ) 35,370 (10,890 ) (704 ) 16,786 Balance at December 31, 2022 $ 3,993,190 $ (2,153,162 ) $ 1,840,028 132,500 $ 30,137 * During 2022, we sold approximately 704 bitcoins having an original cost basis of $46.3 million and cumulative digital asset impairment losses of $35.4 million, resulting in a carrying value of $10.9 million at the time of sale.
The following table presents a roll-forward of our bitcoin holdings, including additional information related to our bitcoin purchases, sales, and digital asset impairment losses within the respective periods: Source of Capital Used to Purchase Bitcoin Digital Asset Original Cost Basis (in thousands) Digital Asset Impairment Losses (in thousands) Digital Asset Carrying Value (in thousands) Approximate Number of Bitcoins Held (Disposed) Approximate Average Purchase or Sale Price Per Bitcoin Balance at December 31, 2021 $ 3,751,529 $ (901,319 ) $ 2,850,210 124,391 $ 30,159 Digital asset purchases (a) 287,921 287,921 8,813 32,670 Digital asset impairment losses (1,287,213 ) (1,287,213 ) Digital asset sales * (46,260 ) 35,370 (10,890 ) (704 ) 16,786 Balance at December 31, 2022 $ 3,993,190 $ (2,153,162 ) $ 1,840,028 132,500 $ 30,137 Digital asset purchases (b) 1,902,299 1,902,299 56,650 33,580 Digital asset impairment losses (115,851 ) (115,851 ) Balance at December 31, 2023 $ 5,895,489 $ (2,269,013 ) $ 3,626,476 189,150 $ 31,168 * During 2022, we sold approximately 704 bitcoins having an original cost basis of $46.3 million and cumulative digital asset impairment losses of $35.4 million, resulting in a carrying value of $10.9 million at the time of sale.
We have principal due upon maturity of our long-term debt instruments in the aggregate of $2.413 billion in addition to $2.4 million in coupon interest due each semi-annual period for the 2025 Convertible Notes, $15.3 million in coupon interest due each semi-annual period for the 2028 Secured Notes, an estimated $1.3 million due monthly in variable coupon interest for the 2025 Secured Term Loan (based on the interest rate in effect at December 31, 2022), and $0.1 million due monthly in principal and interest related to our other long-term secured debt.
We have principal due upon maturity of our long-term debt instruments in the aggregate of $2.208 billion in addition to $2.4 million in coupon interest due each semi-annual period for the 2025 Convertible Notes, $15.3 million in coupon interest due each semi-annual period for the 2028 Secured Notes, and $0.1 million due monthly in principal and interest related to our other long-term secured debt.
Consulting revenues are derived from helping customers plan and execute the deployment of our software. Consulting revenues increased $1.1 million during 2022, as compared to the prior year, primarily due to an increase in average bill rates and an increase in billable hours worldwide, partially offset by a $5.1 million unfavorable foreign currency exchange impact. Education revenues.
Consulting revenues are derived from helping customers plan and execute the deployment of our software. Consulting revenues decreased $8.8 million during 2023, as compared to the prior year, primarily due to a decrease in billable hours worldwide, partially offset by an increase in average bill rates. Education revenues.
During 2022, digital asset impairment losses, net of gains on sale, of $1.286 billion represented 76.9% of our operating expenses, contributing to our net loss of $1.470 billion for 2022, compared to digital asset impairment losses of $830.6 million during 2021, representing 69.0% of our operating expenses and contributing to our net loss of $535.5 million for 2021.
During 2023, digital asset impairment losses of $115.9 million represented 23.1% of our operating expenses, compared to digital asset impairment losses, net of gains on sale, of $1.286 billion during 2022, representing 76.9% of our operating expenses and contributing to our net loss of $1.470 billion for 2022.
As of December 31, 2022, we estimated that an aggregate of approximately $171.0 million of additional share-based compensation expense associated with the 2013 Equity Plan and the 2021 ESPP will be recognized over a remaining weighted average period of 2.7 years.
As of December 31, 2023, we estimated that an aggregate of approximately $131.7 million of additional share-based compensation expense associated with the Stock Incentive Plans and the 2021 ESPP will be recognized over a remaining weighted average period of 2.3 years.
It shows the increase (decrease) in material international revenues or expenses, as applicable, from the same period in the prior year, based on comparisons to the prior year quarterly average foreign currency exchange rates. The term “international” refers to operations outside of the United States and Canada.
It shows the increase (decrease) in material international revenues or expenses, as applicable, from the same period in the prior year, based on comparisons to the prior year quarterly average foreign currency exchange rates.
We earn a significant amount of our revenues outside the United States and w e repatriated foreign earnings and profits of $ 44 . 7 million during 2022 and $ 57.5 million during 2021 .
We earn a significant amount of our revenues outside the United States and we repatriated foreign earnings and profits of $20.3 million during 2023 and $44.7 million during 2022.
Interest Expense, Net During 2022, interest expense, net, of $53.1 million was primarily related to the contractual interest expense and amortization of issuance costs related to our long-term debt arrangements.
In 2022, interest expense, net, was comprised primarily of contractual interest expense and amortization of issuance costs related to our long-term debt arrangements.
Included in sales and marketing expenses for 2022 is an aggregate $6.7 million favorable foreign currency exchange impact. Research and development expenses. Research and development expenses consist of the personnel costs for our software engineering personnel, depreciation of equipment, and other related costs.
Included in sales and marketing expenses for 2023 is an aggregate $0.7 million unfavorable foreign currency exchange impact. Research and development expenses. Research and development expenses consist of the personnel costs for our software engineering personnel and related overhead costs.
The following table sets forth product support revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Product Support Revenues: Domestic $ 159,385 $ 161,288 -1.2 % International 107,136 119,921 -10.7 % Total product support revenues $ 266,521 $ 281,209 -5.2 % Product support revenues are derived from providing technical software support and software updates and upgrades to customers.
The following table sets forth product support revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Product Support Revenues: Domestic $ 158,308 $ 159,385 -0.7 % International 105,580 107,136 -1.5 % Total product support revenues $ 263,888 $ 266,521 -1.0 % Product support revenues are derived from providing technical software support and software updates and upgrades to customers.
Provision for (Benefit from) Income Taxes During 2022, we recorded a provision for income taxes of $147.3 million on a pre-tax loss of $1.322 billion that resulted in an effective tax rate of (11.1)%, as compared to a benefit from income taxes of $275.9 million on a pre-tax loss of $811.4 million that resulted in an effective tax rate of 34.0% during 2021.
(Benefit from) Provision for Income Taxes During 2023, we recorded a benefit from income taxes of $553.6 million on a pre-tax loss of $124.5 million that resulted in an effective tax rate of 444.6%, as compared to a provision for income taxes of $147.3 million on a pre-tax loss of $1.322 billion that resulted in an effective tax rate of (11.1)% during 2022.
Such repurchases or exchanges, if any, will be upon such terms and at such prices as we may determine, and will depend on prevailing market conditions, our liquidity requirements, contractual restrictions and other factors. We may also repay our outstanding indebtedness, including our 2025 Secured Term Loan.
Such repurchases or exchanges, if any, will be upon such terms and at such prices as we may determine, and will depend on prevailing market conditions, our liquidity requirements, contractual restrictions and other factors. We may also prepay our outstanding indebtedness. The amounts involved in any such repurchase or repayment may be material.
Product support revenues decreased $14.7 million during 2022, as compared to the prior year, primarily due to an $11.6 million unfavorable foreign currency exchange impact and certain existing customers converting from perpetual product licenses with separate support contracts to our subscription services or term product licenses offerings.
Product support revenues decreased $2.6 million during 2023, as compared to the prior year, primarily due to certain existing customers converting from perpetual product licenses with separate support contracts to our subscription services or term product licenses offerings, partially offset by a $1.5 million favorable foreign currency exchange impact.
Sales and marketing expenses consist of personnel costs , commissions, office facilities, travel, advertising, public relations programs, and promotional events, such as trade shows, seminars, and technical conferences. Sales and marketing headcount decreased 7.7% to 434 at December 31, 2022 from 470 at December 31, 2021 .
Sales and marketing expenses consist of personnel costs, commissions, office facilities, travel, advertising, public relations programs, and promotional events, such as trade shows, seminars, and technical conferences.
We or our affiliates may, at any time and from time to time, seek to retire or purchase our outstanding debt through cash purchases and/or exchanges for equity or debt, in open-market purchases, privately negotiated transactions or otherwise.
During the years ended December 31, 2023 and 2022, we did not repurchase or prepay any of our other outstanding debt. We or our affiliates may, at any time and from time to time, seek to retire or purchase our outstanding debt through cash purchases and/or exchanges for equity or debt, in open-market purchases, privately negotiated transactions or otherwise.
Subscription services revenues increased $17.7 million during 2022, as compared to the prior year, primarily due to conversions to cloud-based subscriptions from existing on-premises customers, an increase in the use of subscription services by existing customers, and sales contracts with new customers, partially offset by a $2.3 million unfavorable foreign currency exchange impact.
Subscription services revenues increased $20.4 million during 2023, as compared to the prior year, primarily due to conversions to cloud-based subscriptions from existing on-premises customers, a net increase in the use of subscription services by existing customers, and sales contracts with new customers.
Other Income, Net During 2022, other income, net, of $6.4 million was comprised primarily of foreign currency transaction net gains. During 2021, other income, net, of $2.3 million was comprised primarily of foreign currency transaction net gains.
Other (Expense) Income, Net Other expense, net, of $5.2 million in 2023 was comprised primarily of foreign currency transaction net losses. Other income, net, of $6.4 million in 2022 was comprised primarily of foreign currency transaction net gains.
The following table sets forth sales and marketing expenses (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Sales and marketing expenses $ 146,882 $ 160,141 -8.3 % Sales and marketing expenses decreased $13.3 million during 2022, as compared to the prior year, primarily due to (i) a $17.0 million decrease in variable compensation primarily attributable to a net increase in capitalized commissions and decreases in other personnel costs and employee relations expenses, (ii) a $1.8 million decrease in employee salaries primarily attributable to a decrease in average staffing levels, partially offset by wage increases, (iii) a $0.7 million decrease in marketing and advertising costs, (iv) a $0.7 million decrease in facility and other related support costs, and (v) a $0.6 million decrease in cloud hosting infrastructure costs, partially offset by (vi) a $5.4 million net increase in share-based compensation expense primarily attributable to the grant of additional awards under the 2013 Equity Plan, partially offset by the forfeiture of certain awards and the fair value remeasurement of certain liability-classified awards at the end of the reporting period and (vii) a $1.8 million increase in travel and entertainment expenditures that were undertaken as various COVID-19-related restrictions were lifted.
The following table sets forth sales and marketing expenses (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Sales and marketing expenses $ 149,671 $ 146,882 1.9 % Sales and marketing expenses increased $2.8 million during 2023, as compared to the prior year, primarily due to (i) a $3.0 million increase in severance costs associated with streamlining our organization, (ii) a $2.3 million increase in travel and entertainment expenditures due to the return of in-person events and meetings, (iii) a $1.9 million increase in marketing costs due to the return of in-person events and meetings, and (iv) a $0.8 million increase in facility and other related support costs, partially offset by (v) a $2.8 million decrease in employee salaries primarily attributable to a decrease in average staffing levels, partially offset by wage increases, (vi) a $2.4 million decrease in variable compensation primarily attributable to a decrease in commissions earned, partially offset by a decrease in net capitalized commissions and increases in other personnel costs and employee relations expenses, and (vii) a $0.2 million net decrease in share-based compensation expense primarily attributable to the forfeiture of certain awards, being substantially offset by the grant of additional awards under the Stock Incentive Plans and the fair value remeasurement of certain liability-classified awards at the end of the reporting period.
The following table summarizes research and development expenses (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Research and development expenses $ 127,428 $ 117,117 8.8 % Research and development expenses increased $10.3 million during 2022, as compared to the prior year, primarily due to (i) a $6.5 million increase in employee salaries primarily attributable to wage increases and an increase in average staffing levels, partially offset by a shift in staffing levels to lower cost regions, (ii) a $3.1 million net increase in share-based compensation expense primarily attributable to the grant of additional awards under the 2013 Equity Plan, partially offset by certain awards that became fully vested and the fair value remeasurement of certain liability-classified awards at the end of the reporting period, (iii) a $1.4 million increase in variable compensation, and (iv) a $0.5 million increase in consulting and advisory costs, partially offset by (v) a $1.5 million decrease in facility and other related support costs.
The following table summarizes research and development expenses (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Research and development expenses $ 120,530 $ 127,428 -5.4 % Research and development expenses decreased $6.9 million during 2023, as compared to the prior year, primarily due to (i) a $3.9 million decrease in employee salaries primarily attributable to a decrease in average staffing levels, partially offset by wage increases, (ii) a $2.0 million decrease in variable compensation, (iii) a $0.6 million decrease in recruiting costs, (iv) a $0.6 million decrease in facility and other related support costs, (v) a $0.5 million decrease in subcontractor costs, and (vi) a $0.3 million net decrease in share-based compensation expense primarily attributable to the forfeiture of certain awards, being substantially offset by the grant of additional awards under the Stock Incentive Plans and the fair value remeasurement of certain liability-classified awards at the end of the reporting period, partially offset by (vii) a $1.7 million increase in severance costs associated with streamlining our organization.
The following table summarizes deferred revenue and advance payments (in thousands), as of: December 31, 2022 2021 Current: Deferred product licenses revenue $ 2,825 $ 993 Deferred subscription services revenue 51,861 35,589 Deferred product support revenue 155,366 166,477 Deferred other services revenue 7,376 6,801 Total current deferred revenue and advance payments $ 217,428 $ 209,860 Non-current: Deferred product licenses revenue $ 2,742 $ 68 Deferred subscription services revenue 3,030 1,064 Deferred product support revenue 6,387 6,203 Deferred other services revenue 604 754 Total non-current deferred revenue and advance payments $ 12,763 $ 8,089 Total current and non-current: Deferred product licenses revenue $ 5,567 $ 1,061 Deferred subscription services revenue 54,891 36,653 Deferred product support revenue 161,753 172,680 Deferred other services revenue 7,980 7,555 Total current and non-current deferred revenue and advance payments $ 230,191 $ 217,949 The portions of multi-year contracts that will be invoiced in the future are not presented on the balance sheet in “Accounts receivable, net” and “Deferred revenue and advance payments” and instead are included in the remaining performance obligation disclosure below.
The following table summarizes deferred revenue and advance payments (in thousands), as of: December 31, 2023 2022 Current: Deferred product licenses revenue $ 3,579 $ 2,825 Deferred subscription services revenue 65,512 51,861 Deferred product support revenue 152,012 155,366 Deferred other services revenue 7,059 7,376 Total current deferred revenue and advance payments $ 228,162 $ 217,428 Non-current: Deferred product licenses revenue $ 0 $ 2,742 Deferred subscription services revenue 3,097 3,030 Deferred product support revenue 4,984 6,387 Deferred other services revenue 443 604 Total non-current deferred revenue and advance payments $ 8,524 $ 12,763 Total current and non-current: Deferred product licenses revenue $ 3,579 $ 5,567 Deferred subscription services revenue 68,609 54,891 Deferred product support revenue 156,996 161,753 Deferred other services revenue 7,502 7,980 Total current and non-current deferred revenue and advance payments $ 236,686 $ 230,191 The portions of multi-year contracts that will be invoiced in the future are not presented on the balance sheet in “Accounts receivable, net” and “Deferred revenue and advance payments” and instead are included in the remaining performance obligation disclosure below.
Net cash used in investing activities decreased $2.351 billion during 2022, as compared to the prior year, primarily due to a $2.339 billion decrease in purchases of bitcoins, partially offset by an $11.8 million increase in sales of bitcoins.
Net cash used in investing activities increased $1.627 billion during 2023, as compared to the prior year, primarily due to a $1.614 billion increase in purchases of bitcoins and an $11.8 million decrease in sales of bitcoins.
The change in our effective tax rate in 2022, as compared to the prior year, was primarily due to the establishment of a valuation allowance on our deferred tax asset related to the impairment of our bitcoin holdings, attributable to the decrease in the market value of bitcoin as of December 31, 2022. The U.S.
Our benefit from income taxes increased compared to the prior year primarily due (i) the release of the valuation allowance during 2023 on our deferred tax asset related to the impairment on our bitcoin holdings, attributable to the increase in market value of bitcoin as of December 31, 2023 compared to December 31, 2022, compared to (ii) the establishment of a valuation allowance during 2022 on our deferred tax asset related to the impairment on our bitcoin holdings, attributable to the decrease in market value of bitcoin as of December 31, 2022 compared to December 31, 2021. 55 The U.S.
Cost of education revenues decreased $0.8 million during 2022, as compared to the prior year, primarily due to a $0.6 million decrease in compensation and related costs primarily attributable to a decrease in average staffing levels. 56 Sales and marketing expenses.
Cost of education revenues decreased $2.0 million during 2023, as compared to the prior year, primarily due to (i) a $1.2 million decrease in employee salaries primarily attributable to a decrease in average staffing levels and (ii) a $0.4 million decrease in variable compensation. Sales and marketing expenses.
The following table shows the approximate number of bitcoins held at the end of each respective period, as well as market value calculations of our bitcoin holdings based on the lowest, highest, and ending market prices of one bitcoin on the Coinbase exchange (our principal market) for each respective year, as further defined below: Approximate Number of Bitcoins Held at End of Year Lowest Market Price Per Bitcoin During Year (a) Market Value of Bitcoin Held at End of Year Using Lowest Market Price (in thousands) (b) Highest Market Price Per Bitcoin During Year (c) Market Value of Bitcoin Held at End of Year Using Highest Market Price (in thousands) (d) Market Price Per Bitcoin at End of Year (e) Market Value of Bitcoin Held at End of Year Using Ending Market Price (in thousands) (f) December 31, 2020 70,469 $ 8,905.84 $ 627,586 $ 29,321.90 $ 2,066,285 $ 29,181.00 $ 2,056,356 December 31, 2021 124,391 $ 27,678.00 $ 3,442,894 $ 69,000.00 $ 8,582,979 $ 45,879.97 $ 5,707,055 December 31, 2022 132,500 $ 15,460.00 $ 2,048,450 $ 48,240.00 $ 6,391,800 $ 16,556.32 $ 2,193,712 (a) The "Lowest Market Price Per Bitcoin During Year" represents the lowest market price for one bitcoin reported on the Coinbase exchange during the respective year, without regard to when we purchased any of our bitcoin.
Excess Cash refers to cash in excess of the minimum Cash Assets that we are required to hold under our Treasury Reserve Policy, which may include cash generated by operating activities and cash from the proceeds of financing activities. 48 The following table shows the approximate number of bitcoins held at the end of each respective period, as well as market value calculations of our bitcoin holdings based on the lowest, highest, and ending market prices of one bitcoin on the Coinbase exchange (our principal market) for each respective year, as further defined below: Approximate Number of Bitcoins Held at End of Year Lowest Market Price Per Bitcoin During Year (a) Market Value of Bitcoin Held at End of Year Using Lowest Market Price (in thousands) (b) Highest Market Price Per Bitcoin During Year (c) Market Value of Bitcoin Held at End of Year Using Highest Market Price (in thousands) (d) Market Price Per Bitcoin at End of Year (e) Market Value of Bitcoin Held at End of Year Using Ending Market Price (in thousands) (f) December 31, 2021 124,391 $ 27,678.00 $ 3,442,894 $ 69,000.00 $ 8,582,979 $ 45,879.97 $ 5,707,055 December 31, 2022 132,500 $ 15,460.00 $ 2,048,450 $ 48,240.00 $ 6,391,800 $ 16,556.32 $ 2,193,712 December 31, 2023 189,150 $ 16,490.00 $ 3,119,084 $ 45,000.00 $ 8,511,750 $ 42,531.41 $ 8,044,816 (a) The “Lowest Market Price Per Bitcoin During Year” represents the lowest market price for one bitcoin reported on the Coinbase exchange during the respective year, without regard to when we purchased any of our bitcoin.
The following table sets forth other services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Other Services Revenues: Consulting Domestic $ 39,147 $ 36,814 6.3 % International 41,697 42,918 -2.8 % Total consulting revenues 80,844 79,732 1.4 % Education 4,655 4,948 -5.9 % Total other services revenues $ 85,499 $ 84,680 1.0 % Consulting revenues.
The following table sets forth other services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Other Services Revenues: Consulting Domestic $ 35,261 $ 39,147 -9.9 % International 36,814 41,697 -11.7 % Total consulting revenues 72,075 80,844 -10.8 % Education 3,768 4,655 -19.1 % Total other services revenues $ 75,843 $ 85,499 -11.3 % Consulting revenues.
As of February 15, 2023, we held approximately 132,500 bitcoins that were acquired at an aggregate purchase price of $3.993 billion and an average purchase price of approximately $30,137 per bitcoin, inclusive of fees and expenses. As of February 15, 2023, at 4:00 p.m.
As of February 14, 2024, we held approximately 190,000 bitcoins that were acquired at an aggregate purchase price of $5.933 billion and an average purchase price of approximately $31,224 per bitcoin, inclusive of fees and expenses. As of February 14, 2024, at 4:00 p.m.
However, we consider the risk of significant volatility in our established SSP to be small given our historical transaction experience and internal processes to monitor SSP ranges on an ongoing basis and work with management in the event a trend that could impact the future ranges is detected.
However, we consider the risk of significant volatility in our established SSP to be small given our historical transaction experience and internal processes to monitor SSP ranges on an ongoing basis and work with management in the event a trend that could impact the future ranges is detected. 51 Results of Operations Comparison of the Years Ended December 31, 2023 and 2022 Revenues Except as otherwise indicated herein, the term “domestic” refers to operations in the United States and Canada and the term “international” refers to operations outside of the United States and Canada.
The following table sets forth a summary of our cash flows (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Net cash provided by operating activities $ 3,211 $ 93,833 -96.6 % Net cash used in investing activities $ (278,590 ) $ (2,629,235 ) -89.4 % Net cash provided by financing activities $ 265,188 $ 2,541,685 -89.6 % Net cash provided by operating activities.
The following table sets forth a summary of our cash flows (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Net cash provided by operating activities $ 12,712 $ 3,211 295.9 % Net cash used in investing activities $ (1,905,237 ) $ (278,590 ) 583.9 % Net cash provided by financing activities $ 1,889,886 $ 265,188 612.7 % Net cash provided by operating activities.
In 2022 and 2021, the changes in net cash provided by (used in) financing activities primarily relate to the issuance of our long-term debt, the sale of class A common stock under the 2021 Open Market Sale Agreement and 2022 Sales Agreement, the exercise of stock options under the 2013 Equity Plan, the sales of class A common stock under the 2021 ESPP, the payment of withholding tax on vesting of restricted stock units, and the repayments of other long-term secured debt.
In 2023 and 2022, the changes in cash provided by and used in financing activities primarily relate to the sale of class A common stock under our at-the-market equity offering program, the issuance and subsequent repayment of our long-term debt, the exercise or vesting of certain awards under the 2013 Equity Plan, and the sales of class A common stock under the 2021 ESPP.
We have maintained our conclusion that the residual method is appropriate for our product licenses and subscription services since adopting ASU 2014-09. In the future, SSP for our software and services could be impacted by various factors, including potential changes in our pricing practices, customer demand for our products and services, and various market or economic conditions.
In the future, SSP for our software and services could be impacted by various factors, including potential changes in our pricing practices, customer demand for our products and services, and various market or economic conditions.
Included in cost of product support revenues for 2022 is an aggregate $1.1 million favorable foreign currency exchange impact. Cost of consulting revenues. Cost of consulting revenues consists of personnel and related overhead costs, excluding those under our Enterprise Support program which are allocated to cost of product support revenues.
Cost of consulting revenues consists of personnel and related overhead costs, excluding those under our Enterprise Support program which are allocated to cost of product support revenues.
During 2021, we purchased bitcoin using the net proceeds from the issuance of our 2027 Convertible Notes and 2028 Secured Notes, the sale of class A common stock under the Open Market Sale Agreement, and Excess Cash. Net cash provided by financing activities.
During 2022, we purchased $287.9 million of bitcoin using net proceeds from the issuance of the 2025 Secured Term Loan, net proceeds from the sale of class A common stock under our at-the-market offering program, proceeds from sales of bitcoin, and Excess Cash. Net cash provided by financing activities.
The following table sets forth cost of revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2022 2021 % Change Cost of Revenues: Product licenses and subscription services: Product licenses $ 1,672 $ 1,721 -2.8 % Subscription services 24,770 16,901 46.6 % Total product licenses and subscription services 26,442 18,622 42.0 % Product support 21,264 19,254 10.4 % Other services: Consulting 50,820 48,773 4.2 % Education 4,463 5,260 -15.2 % Total other services 55,283 54,033 2.3 % Total cost of revenues $ 102,989 $ 91,909 12.1 % Cost of product licenses revenues.
The following table sets forth cost of revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2023 2022 % Change Cost of Revenues: Product licenses and subscription services: Product licenses $ 1,929 $ 1,672 15.4 % Subscription services 31,776 24,770 28.3 % Total product licenses and subscription services 33,705 26,442 27.5 % Product support 22,434 21,264 5.5 % Other services: Consulting 51,311 50,820 1.0 % Education 2,494 4,463 -44.1 % Total other services 53,805 55,283 -2.7 % Total cost of revenues $ 109,944 $ 102,989 6.8 % Cost of product licenses revenues.
Our Bitcoin Acquisition Strategy In September 2020, our Board of Directors adopted a Treasury Reserve Policy (as amended to date, the “Treasury Reserve Policy”) that updated our treasury management and capital allocation strategies, under which our treasury reserve assets will consist of: • cash and cash equivalents and short-term investments (“Cash Assets”) held by us that exceed working capital requirements; and • bitcoin held by us, with bitcoin serving as the primary treasury reserve asset on an ongoing basis, subject to market conditions and anticipated needs of the business for Cash Assets.
Under our Treasury Reserve Policy, our treasury reserve assets consist of: • Cash Assets held by us that exceed working capital requirements; and • bitcoin held by us, with bitcoin serving as the primary treasury reserve asset on an ongoing basis, subject to market conditions and anticipated needs of the business for Cash Assets.
Cost of subscription services revenues consists of equipment, facility and other related support costs (including cloud hosting infrastructure costs), and personnel and related overhead costs. Subscription services headcount increased 52.8% to 110 at December 31, 2022 from 72 at December 31, 2021.
Cost of subscription services revenues consists of equipment, facility and other related support costs (including cloud hosting infrastructure costs), and personnel and related overhead costs.
Net cash provided by operating activities decreased $90.6 million during 2022, as compared to the prior year, due to a $934.3 million increase in net loss and a $47.7 million decrease from changes in operating assets and liabilities, partially offset by an $891.4 million increase in non-cash items (principally related to digital asset impairment losses and deferred taxes).
Net cash provided by operating activities increased $9.5 million during 2023, as compared to the prior year, due to a $1.899 billion increase in net income and a $15.6 million increase from changes in operating assets and liabilities, partially offset by a $1.905 billion decrease in non-cash items (principally related to digital asset impairment losses and deferred taxes and gain on extinguishment of debt).
Net cash provided by financing activities decreased $2.276 billion during 2022, as compared to the prior year, due to (i) a $1.297 billion year-over-year reduction in proceeds, net of issuance costs, from long-term debt from our 2027 Convertible Notes and 2028 Secured Notes during 2021 as compared to the proceeds, net of issuance costs, from long-term debt from our 2025 Secured Term Loan and other long-term secured debt during 2022, (ii) a $944.2 million reduction in net proceeds from the sale of class A common stock under public offerings from the 2021 Open Market Sale Agreement and the 2022 Sales Agreement, and (iii) a $39.3 million decrease in proceeds from the exercise of stock options under the 2013 Equity Plan during 2022 compared to 2021, partially offset by (iv) a $2.6 million decrease in payment of withholding tax on vesting of restricted stock units during 2022 compared to 2021 and (v) a $1.6 million increase in proceeds from the sales of class A common stock under the 2021 ESPP during 2022 compared to 2021.
Net cash provided by financing activities increased $1.625 billion during 2023, as compared to the prior year, primarily due to (i) a $1.974 billion increase in net proceeds from the sale of class A common stock under our at-the-market equity offering program during 2023 as compared to 2022, (ii) a $29.1 million increase in proceeds from the exercise of stock options under the 2013 Equity Plan during 2023 compared to 2022, partially offset by (iii) a $215.4 million decrease in long-term debt proceeds, net of lender fees and issuance costs during 2023 as compared to 2022, (iv) the $160.0 million repayment of the 2025 Secured Term Loan and related third-party extinguishment costs during 2023, which was repaid using proceeds from our sale of class A common stock offered under our at-the-market equity offering program, (v) a $2.0 million increase in payment of withholding tax on vesting of restricted stock units during 2023 compared to 2022 and (vi) a $0.5 million decrease in proceeds from the sales of class A common stock under the 2021 ESPP during 2023 compared to 2022.
Share-based compensation expense (in thousands) from these awards was recognized in the following cost of revenues and operating expense line items for the periods indicated: Years Ended December 31, 2022 2021 Cost of subscription services revenues $ 304 $ 282 Cost of product support revenues 2,039 1,176 Cost of consulting revenues 1,754 799 Cost of education revenues 177 112 Sales and marketing 18,274 12,875 Research and development 13,896 10,757 General and administrative 27,175 18,125 Total share-based compensation expense $ 63,619 $ 44,126 The $19.5 million increase in share-based compensation expense during 2022, as compared to the prior year, is primarily due to the continued expansion of our equity award programs worldwide.
Share-based compensation expense (in thousands) from these awards was recognized in the following cost of revenues and operating expense line items for the periods indicated: Years Ended December 31, 2023 2022 Cost of subscription services revenues $ 361 $ 304 Cost of product support revenues 2,156 2,039 Cost of consulting revenues 1,940 1,754 Cost of education revenues 99 177 Sales and marketing 18,022 18,274 Research and development 13,549 13,896 General and administrative 33,444 27,175 Total share-based compensation expense $ 69,571 $ 63,619 50 The $6.0 million increase in share-based compensation expense during 2023, as compared to the prior year, is primarily due to the grant of additional awards under the Stock Incentive Plans as part of the expansion of our equity award program worldwide and the revaluation of certain liability-classified stock-based awards, partially offset by the forfeiture of certain stock awards and certain awards that became fully vested.
We also provide opportunities to eligible employees to purchase shares of our class A common stock under our 2021 Employee Stock Purchase Plan (the “2021 ESPP”).
Each restricted stock unit and performance stock unit represents a contingent right to receive a share of our class A common stock upon the satisfaction of applicable vesting requirements. We also provide opportunities for eligible employees to purchase shares of our class A common stock under our 2021 Employee Stock Purchase Plan (the “2021 ESPP”).