Biggest changeYears Ended December 31, GAAP Foreign Currency Exchange Rate Impact (1) Non-GAAP Constant Currency (2) GAAP GAAP % Change Non-GAAP Constant Currency % Change (3) 2021 2021 2021 2020 2021 2021 Product licenses revenues $ 101,804 $ (858 ) $ 102,662 $ 86,743 17.4 % 18.4 % Subscription services revenues 43,069 519 42,550 33,082 30.2 % 28.6 % Product support revenues 281,209 3,816 277,393 284,434 -1.1 % -2.5 % Other services revenues 84,680 1,118 83,562 76,476 10.7 % 9.3 % Cost of product support revenues 19,254 33 19,221 23,977 -19.7 % -19.8 % Cost of other services revenues 54,033 341 53,692 49,952 8.2 % 7.5 % Sales and marketing expenses 160,141 323 159,818 148,910 7.5 % 7.3 % Research and development expenses 117,117 1,586 115,531 103,561 13.1 % 11.6 % General and administrative expenses 95,501 276 95,225 80,136 19.2 % 18.8 % GAAP Foreign Currency Exchange Rate Impact (1) Non-GAAP Constant Currency (2) GAAP GAAP % Change Non-GAAP Constant Currency % Change (3) 2020 2020 2020 2019 2020 2020 Product licenses revenues $ 86,743 $ (1,227 ) $ 87,970 $ 87,471 -0.8 % 0.6 % Subscription services revenues 33,082 121 32,961 29,394 12.5 % 12.1 % Product support revenues 284,434 (358 ) 284,792 292,035 -2.6 % -2.5 % Other services revenues 76,476 304 76,172 77,427 -1.2 % -1.6 % Cost of product support revenues 23,977 (142 ) 24,119 28,317 -15.3 % -14.8 % Cost of other services revenues 49,952 (347 ) 50,299 54,365 -8.1 % -7.5 % Sales and marketing expenses 148,910 (2,184 ) 151,094 191,235 -22.1 % -21.0 % Research and development expenses 103,561 42 103,519 109,423 -5.4 % -5.4 % General and administrative expenses 80,136 (444 ) 80,580 86,697 -7.6 % -7.1 % (1) The “Foreign Currency Exchange Rate Impact” reflects the estimated impact of fluctuations in foreign currency exchange rates on international components of our Consolidated Statements of Operations.
Biggest changeFor example, in periods of GAAP net loss, otherwise dilutive potential shares of common stock from our share-based compensation arrangements and Convertible Notes are excluded from the GAAP diluted loss per share calculation as they would be antidilutive, and therefore are also excluded from the non-GAAP diluted earnings or loss per share calculation. 51 The following are reconciliations of certain non-GAAP constant currency revenues, cost of revenues, and operating expenses to their most directly comparable GAAP measures (in thousands) for the periods indicated: Years Ended December 31, GAAP Foreign Currency Exchange Rate Impact (1) Non-GAAP Constant Currency (2) GAAP GAAP % Change Non-GAAP Constant Currency % Change (3) 2022 2022 2022 2021 2022 2022 Product licenses revenues $ 86,498 $ (4,618 ) $ 91,116 $ 101,804 -15.0 % -10.5 % Subscription services revenues 60,746 (2,331 ) 63,077 43,069 41.0 % 46.5 % Product support revenues 266,521 (11,570 ) 278,091 281,209 -5.2 % -1.1 % Other services revenues 85,499 (5,263 ) 90,762 84,680 1.0 % 7.2 % Cost of product support revenues 21,264 (1,130 ) 22,394 19,254 10.4 % 16.3 % Cost of other services revenues 55,283 (4,529 ) 59,812 54,033 2.3 % 10.7 % Sales and marketing expenses 146,882 (6,733 ) 153,615 160,141 -8.3 % -4.1 % Research and development expenses 127,428 (2,296 ) 129,724 117,117 8.8 % 10.8 % General and administrative expenses 111,421 (1,906 ) 113,327 95,501 16.7 % 18.7 % GAAP Foreign Currency Exchange Rate Impact (1) Non-GAAP Constant Currency (2) GAAP GAAP % Change Non-GAAP Constant Currency % Change (3) 2021 2021 2021 2020 2021 2021 Product licenses revenues $ 101,804 $ (858 ) $ 102,662 $ 86,743 17.4 % 18.4 % Subscription services revenues 43,069 519 42,550 33,082 30.2 % 28.6 % Product support revenues 281,209 3,816 277,393 284,434 -1.1 % -2.5 % Other services revenues 84,680 1,118 83,562 76,476 10.7 % 9.3 % Cost of product support revenues 19,254 33 19,221 23,977 -19.7 % -19.8 % Cost of other services revenues 54,033 341 53,692 49,952 8.2 % 7.5 % Sales and marketing expenses 160,141 323 159,818 148,910 7.5 % 7.3 % Research and development expenses 117,117 1,586 115,531 103,561 13.1 % 11.6 % General and administrative expenses 95,501 276 95,225 80,136 19.2 % 18.8 % (1) The “Foreign Currency Exchange Rate Impact” reflects the estimated impact of fluctuations in foreign currency exchange rates on international components of our Consolidated Statements of Operations.
The primary source of our cash provided by operating activities is cash collections of our accounts receivable from customers following the sales and renewals of our product licenses and product support, as well as consulting, education, and subscription services.
The primary source of our cash provided by operating activities is cash collections of our accounts receivable from customers following the sales and renewals of our product licenses, subscription services and product support, as well as consulting and education services.
During 2021 , we sold 1,413,767 shares of our class A common stock under the Open Market Sale Agreement, at an average gross price per share of approximately $707.33, for aggregate net proceeds (less $9.5 million in sales commissions and expenses) of approximately $990.5 million .
During 2021, we issued and sold 1,413,767 shares of our class A common stock under the 2021 Open Market Sale Agreement, at an average gross price per share of approximately $707.33, for aggregate net proceeds (less $9.5 million in sales commissions and expenses) of approximately $990.5 million.
We believe that undertaking these two, interdependent corporate strategies serves as a key differentiator for our business, as our bitcoin acquisition strategy has raised our profile with potential software customers while our enterprise analytics software business has provided stable cash flows that allow us to acquire and hold bitcoin for the long-term.
We believe that undertaking these two, interdependent corporate strategies serves as a key differentiator for our business, as our bitcoin acquisition strategy has raised our profile with certain potential software customers while our enterprise analytics software business has provided stable cash flows that allow us to acquire and hold bitcoin for the long-term.
Under our Treasury Reserve Policy and bitcoin acquisition strategy, we use a significant portion of our cash, including cash generated from capital raising activities, to acquire bitcoins. As discussed in Note 2(g) Summary of Significant Accounting Policies – Digital Assets, to our Consolidated Financial Statements, our bitcoin are classified as indefinite-lived intangible assets.
Under our Treasury Reserve Policy and bitcoin acquisition strategy, we use a significant portion of our cash, including cash generated from capital raising transactions, to acquire bitcoins. As discussed in Note 2(g) Summary of Significant Accounting Policies – Digital Assets, to our Consolidated Financial Statements, our bitcoin are classified as indefinite-lived intangible assets.
We 39 believe a key differentiator of MicroStrategy is our modern, open, comprehensive enterprise platform that can be extended to other tools and systems, can scale across the enterprise, is optimized for cloud or on-premises deployments, and can be combined with unique packages of our expert services and education offerings .
We believe a key differentiator of MicroStrategy is our modern, open, comprehensive enterprise platform that can be extended to other tools 46 and systems, can scale across the enterprise, is optimized for cloud or on-premises deployments, and can be combined with unique packages of our expert services and education offerings .
We consider certain estimates and judgments related to revenue recognition to be critical accounting estimates for us, as discussed further below. 46 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. 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.
As of December 31, 2021 , t he cumulative aggregate offering price of the shares of class A common stock sold under the Open Market Sale Agreement was approximately $1.0 billion, inclusive of sales commissions, constituting the maximum program amount under the Open Market Sale Agreement. Share repurchases.
As of December 31, 2021, t he cumulative aggregate offering price of the shares of class A common stock sold under the 2021 Open Market Sale Agreement was approximately $1.0 billion, inclusive of sales commissions, constituting the maximum program amount under the 2021 Open Market Sale Agreement.
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 2021, 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 2022 as compared to the prior year. Cost of subscription services revenues.
Management’s Discussion and Analysis for the Year Ended December 31, 2019 Management’s discussion and analysis of financial condition and results of operations for the year ended December 31, 2019, including comparison of our results for the years ended December 31, 2020 and 2019, is included in Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2020.
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.
Results of Operations Comparison of the Years Ended December 31, 2021 and 2020 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. Product licenses and subscription services revenues.
Results of Operations Comparison of the Years Ended December 31, 2022 and 2021 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. Product licenses and subscription services revenues.
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 (loss) income in the period in which the charge is incurred.
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.
In the case of multi-year service contract arrangements, the Company generally does not invoice more than one year in advance of services and does not record deferred revenue for amounts that have not been invoiced. Revenue is subsequently recognized in the period(s) in which control of the software or services is transferred to the customer.
In the case of multi-year service contract arrangements, we generally do not invoice more than one year in advance of services and do not record deferred revenue for amounts that have not been invoiced. Revenue is subsequently recognized in the period(s) in which control of the software or services is transferred to the customer.
The Tax Act imposed a mandatory deemed repatriation transition tax (“Transition Tax”) on previously untaxed accumulated and current earnings and profits of certain of our foreign subsidiaries.
Tax Cuts and Jobs Act imposed a mandatory deemed repatriation transition tax (“Transition Tax”) on previously untaxed accumulated and current earnings and profits of certain of our foreign subsidiaries.
During 2021, we purchased bitcoin using the net proceeds from the issuance of our 2027 Convertible Notes and 2028 Secured Notes, the issuance and sale of class A common stock under the Open Market Sale Agreement, and excess cash.
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.
For the years ended December 31, 2021 and 2020, product licenses transactions with more than $0.5 million in recognized revenue represented 38.9% and 43.5%, respectively, of our product licenses revenues.
For the years ended December 31, 2022 and 2021, product licenses transactions with more than $0.5 million in recognized revenue represented 39.0% and 38.9%, respectively, of our product licenses revenues.
Non-GAAP financial measures are subject to material limitations as they are not in accordance with, or a substitute for, measurements prepared in accordance with GAAP.
Non-GAAP financial measures are subject to material limitations as they are not measurements prepared in accordance with GAAP, and are not a substitute for such measurements.
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 offered under the Open Market Sale Agreement, the purchase of treasury stock, the exercise of stock options under the 2013 Equity Plan, the issuance of class A common stock under the 2021 ESPP, and the payment of withholding tax on vesting of restricted stock units.
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.
Included in our international deferred revenue balances at December 31, 2021 is a $5.9 million unfavorable foreign currency impact from the general strengthening of the U.S. dollar compared to the same period in the prior year.
Included in our international deferred revenue balances at December 31, 2022 is a $7.9 million unfavorable foreign currency impact from the general strengthening of the U.S. dollar compared to the prior year.
Domestic product licenses revenues increased $2.6 million during 2021, as compared to the prior year, primarily due to an increase in the average deal size of transactions with less than $0.5 million in recognized revenue and an increase in the number of transactions with recognized revenue between $0.5 million and $1.0 million, partially offset by a decrease in the average deal size of transactions with more than $1.0 million in recognized revenue.
Domestic product licenses revenues increased $0.7 million during 2022, as compared to the prior year, primarily due to an increase in the average deal size of transactions, partially offset by a decrease in the number of transactions with less than $0.5 million in recognized revenue and a decrease in the number of transactions with more than $1.0 million in recognized revenue. 54 International product licenses revenues.
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 1.9% to 470 at December 31, 2021 from 479 at December 31, 2020 .
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 .
As of December 31, 2021, we had $6.2 million of total gross unrecognized tax benefits, including accrued interest, of which $2.1 million was recorded in “Other long-term liabilities” and $4.1 million was recorded in “Deferred tax assets, net.” 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, 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, 2021, we recorded a deferred tax liability of $1.7 million on undistributed foreign earnings of $117.0 million related to foreign withholding tax and U.S. state income taxes. 52 Deferred Revenue and Advance Payments Deferred revenue and advance payments represent amounts received or due from our customers in advance of our transferring our software or services to the customer.
As of December 31, 2022, we recorded a deferred tax liability of $2.2 million on undistributed foreign earnings related to foreign withholding tax and U.S. state income taxes. 58 Deferred Revenue and Advance Payments Deferred revenue and advance payments represent amounts received or due from our customers in advance of our transferring our software or services to the customer.
Education revenues did not materially change during 2021, as compared to the prior year. 49 Costs and Expenses Cost of revenues.
Education revenues did not materially change during 2022 as compared to the prior year. 55 Costs and Expenses Cost of revenues.
The terms of the Open Market Sale Agreement are discussed more fully in Note 13, Open Market Sale Agreement, to the Consolidated Financial Statements.
The terms of the 2021 Open Market Sale Agreement are discussed more fully in Note 13, At-the-Market Equity Offerings, to the Consolidated Financial Statements.
We believe that existing cash and cash equivalents held by us and cash and cash equivalents anticipated to be generated by us are sufficient to meet working capital requirements, anticipated capital expenditures, and contractual obligations for at least the next 12 months.
We believe that existing cash and cash equivalents held by us and cash and cash equivalents anticipated to be generated by us are sufficient to meet working capital requirements, anticipated capital expenditures, and contractual obligations for at least the next 12 months. Beyond the next 12 months, our long-term cash requirements are primarily for obligations related to our long-term debt.
Effects of the COVID-19 pandemic that may negatively impact our business in future periods include, but are not limited to: limitations on the ability of our customers to conduct their business, purchase our products and services, and make timely payments; curtailed consumer spending; deferred purchasing decisions; delayed consulting services implementations; and decreases in product licenses revenues driven by channel partners.
Effects of the COVID-19 pandemic that may negatively impact our business in future periods include, but are not limited to: limitations on the ability of our customers to conduct their businesses, purchase our products and services, and make timely payments; curtailed consumer spending; deferred purchasing decisions; delayed consulting services implementations; decreases in product licenses revenues driven by channel partners; and compliance costs and business disruptions associated with certain government requirements and recommendations adopted in response to the pandemic.
Subscription services revenues are derived from MCE, a cloud subscription service, that are recognized ratably over the service period in the contract.
Subscription services revenues are derived from our MCE cloud subscription service and are recognized ratably over the service period in the contract.
Our primary uses of cash in operating activities are for personnel-related expenditures for software development, personnel-related expenditures for providing consulting, education, and subscription services, and for sales and marketing costs, general and administrative costs, and income taxes.
Our primary uses of cash in operating activities are for personnel-related expenditures for software development, personnel-related expenditures for providing consulting, education, and subscription services, and for sales and marketing costs, general and administrative costs, interest expense related to our long-term debt arrangements, and income taxes.
As of December 31, 2021, we estimated that an aggregate of approximately $143.8 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 3.1 years.
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, 2021, $25.1 million of the Transition Tax was unpaid, of which $22.1 million is included in “Other long-term liabilities” and $3.0 million is included in “Accounts payable, accrued expenses, and operating lease liabilities” in our Consolidated Balance Sheets.
As of December 31, 2022, $22.1 million of the Transition Tax was unpaid, of which $16.6 million is included in “Other long-term liabilities” and $5.5 million is included in “Accounts payable, accrued expenses, and operating lease liabilities” in our Consolidated Balance Sheets.
The second set of supplemental financial measures excludes the impact of (i) share-based compensation expense, (ii) non-cash interest expense arising from the amortization of debt issuance costs and (in 2020, before the adoption of ASU 2020-06) the debt discount related to our long-term debt, and (iii) related income tax effects.
The second set of supplemental financial measures excludes the impacts of (i) share-based compensation expense, (ii) non-cash interest expense arising from the amortization of debt issuance costs related to our long-term debt, and (iii) related income tax effects.
Our digital asset impairment losses 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 and net loss.
We do not expect any significant tax payments related to these obligations during 2022. Recent Accounting Standards See Note 3, Recent Accounting Standards, to the Consolidated Financial Statements for further information.
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
As of December 31, 2021, we had no U.S. federal net operating loss (“NOL”) carryforwards and $4.1 million of foreign NOL carryforwards. As of December 31, 2021, digital asset impairment losses, other temporary differences and carryforwards, and credits resulted in deferred tax assets, net of valuation allowances and deferred tax liabilities, of $319.7 million.
As of December 31, 2022, we had no U.S. federal net operating loss (“NOL”) carryforwards and $3.3 million of foreign NOL carryforwards. As of December 31, 2022, digital asset impairment losses, other temporary differences and carryforwards resulted in deferred tax assets, net of valuation allowances and deferred tax liabilities, of $188.0 million.
Management’s Discussion and Analysis of Financial Condition and Results of Operations”: • $650.0 million aggregate principal amount of 0.750% Convertible Senior Notes due 2025 (the “2025 Convertible Notes”) issued in December 2020; • $1.050 billion aggregate principal amount of 0% Convertible Senior Notes due 2027 (the “2027 Convertible Notes” and, together with the 2025 Convertible Notes, the “Convertible Notes”) issued in February 2021 ; • $500.0 million aggregate principal amount of 6.125% Senior Secured Notes due 2028 (the “2028 Secured Notes”) issued in June 2021; and • 1,413,767 shares of class A common stock issued during 2021, for aggregate gross proceeds of $1.0 billion pursuant to our Open Market Sale Agreement with Jefferies LLC, as agent (“Jefferies”).
Management’s Discussion and Analysis of Financial Condition and Results of Operations”: • $1.050 billion aggregate principal amount of 2027 Convertible Notes issued in February 2021; • $500.0 million aggregate principal amount of 6.125% Senior Secured Notes due 2028 (the “2028 Secured Notes”) issued in June 2021; • 1,413,767 shares of class A common stock issued during 2021, for aggregate gross proceeds of $1.0 billion pursuant to our 2021 Open Market Sale Agreement with Jefferies LLC, as agent (“Jefferies”); • $205.0 million aggregate principal amount of the 2025 Secured Term Loan issued in March 2022; and • 218,575 shares of class A common stock issued during 2022, for aggregate gross proceeds of $46.6 million pursuant to our 2022 Sales Agreement with the 2022 Sales Agents.
Open Market Sale Agreement On June 14, 2021, we entered into the Open Market Sale Agreement with Jefferies, pursuant to which we issued and sold shares of our class A common stock having an aggregate offering price of approximately $1.0 billion from time to time through Jefferies.
During 2022, we paid $0.5 million in principal and interest to the lender. At-the-Market Equity Offerings On June 14, 2021, we entered into the 2021 Open Market Sale Agreement with Jefferies, pursuant to which we issued and sold shares of our class A common stock having an aggregate offering price of approximately $1.0 billion from time to time through Jefferies.
The changes in net cash (used in) provided by investing activities primarily relate to purchases of digital assets, purchases and redemptions of short-term investments , and expenditures on property and equipment.
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.
In addition, we believe that our bitcoin acquisition strategy is complementary to our enterprise analytics software and services business, as we believe that our bitcoin and related activities in support of the bitcoin network enhance awareness of our brand and can provide opportunities to secure new customers for our analytics offerings.
In addition, we believe that our bitcoin acquisition strategy is complementary to our enterprise analytics software business, as we believe that our bitcoin and related activities in support of the bitcoin network enhance awareness of our brand.
Subscription services revenues increased $10.0 million during 2021 , 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, sales contracts with new customers, and a $0. 5 million favorable foreign currency exchange impact .
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.
Non-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 ROU assets, credit losses and sales allowances, deferred taxes, release of liabilities for unrecognized tax benefits, share-based compensation expense, digital asset impairment losses, amortization of the issuance costs and debt discount on our long-term debt, and gain on partial lease termination.
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 .
We pursue, as part of our overall corporate strategy, a strategy of 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 in capital raising transactions with the objective of using the proceeds to purchase bitcoin.
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.
The following table sets forth product support revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2021 2020 % Change Product Support Revenues: Domestic $ 161,288 $ 167,266 -3.6 % International 119,921 117,168 2.3 % Total product support revenues $ 281,209 $ 284,434 -1.1 % 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, 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.
As of December 31, 2021, we had an aggregate transaction price of $267.6 million allocated to the remaining performance obligation related primarily to subscription services, product support, and product licenses. We expect to recognize approximately $219.2 million of the remaining performance obligation over the next 12 months and the remainder thereafter.
As of December 31, 2022, we had an aggregate transaction price of $324.8 million allocated to the remaining performance obligation related to product support, subscription services, product licenses, and other services contracts. We expect to recognize approximately $241.5 million of the remaining performance obligation over the next 12 months and the remainder thereafter.
We will continue to regularly assess the realizability of deferred tax assets. Beginning in the third quarter of 2020, we determined to no longer permanently reinvest our foreign earnings and profits.
To the extent the market value of bitcoin rises we may decrease the valuation allowance against our deferred tax asset. We will continue to regularly assess the realizability of deferred tax assets. Beginning in the third quarter of 2020, we determined to no longer permanently reinvest our foreign earnings and profits.
As of February 14, 2022, we held approximately 125,051 bitcoins that were acquired at an aggregate purchase price of $3.777 billion and an average purchase price of approximately $30,200 per bitcoin, inclusive of fees and expenses. As of February 14, 2022, at 4:00 p.m.
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 December 31, 2021, we held approximately 124,391 bitcoins. We do not believe we will need to sell any of our bitcoins within the next twelve months to meet our working capital requirements, although we may from time to time sell 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 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.
Benefit from Income Taxes During 2021, we recorded a benefit from income taxes of $275.9 million on pre-tax losses of $811.4 million that resulted in an effective tax rate of 34.0%, as compared to a benefit from income taxes of $12.4 million on pre-tax losses of $20.0 million that resulted in an effective tax rate of 62.3% during 2020.
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.
We have not set any specific target for the amount of bitcoin we seek to hold, and we will continue to monitor market conditions in determining whether to conduct debt or equity financings to purchase additional bitcoin.
We view our bitcoin holdings as long-term holdings and expect to continue to accumulate bitcoin. We have not set any specific target for the amount of bitcoin we seek to hold, and we will continue to monitor market conditions in determining whether to engage in additional financings to purchase additional bitcoin.
(b) During 2021, we purchased bitcoin using $1.026 billion in net proceeds from our issuance of the 2027 Convertible Notes, $990.5 million in net proceeds from our sale of 1,413,767 shares of class A common stock offered under the Open Market Sale Agreement, $487.2 million in net proceeds from our issuance of the 2028 Secured Notes, and excess cash. 40 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, 2019 0 n/a n/a n/a n/a n/a n/a 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 (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 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.
Other Income (Expense), Net During 2021, other income, net, of $2.3 million was comprised primarily of foreign currency transaction net gains. During 2020, other expense, net, of $7.0 million was comprised primarily of foreign currency transaction net losses.
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.
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, 2021 2020 % Change Net cash provided by operating activities $ 93,833 $ 53,619 75.0 % Net cash used in investing activities $ (2,629,235 ) $ (1,018,693 ) 158.1 % Net cash provided by financing activities $ 2,541,685 $ 563,233 351.3 % 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, 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 product licenses and subscription services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2021 2020 % Change Product Licenses and Subscription Services Revenues: Product Licenses Domestic $ 54,107 $ 51,504 5.1 % International 47,697 35,239 35.4 % Total product licenses revenues 101,804 86,743 17.4 % Subscription Services Domestic 31,306 24,684 26.8 % International 11,763 8,398 40.1 % Total subscription services revenues 43,069 33,082 30.2 % Total product licenses and subscription services revenues $ 144,873 $ 119,825 20.9 % 47 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, 2021 2020 Product Licenses Transactions with Recognized Licenses Revenue in the Applicable Period: More than $1.0 million in licenses revenue recognized 13 10 Between $0.5 million and $1.0 million in licenses revenue recognized 19 18 Total 32 28 Domestic: More than $1.0 million in licenses revenue recognized 10 8 Between $0.5 million and $1.0 million in licenses revenue recognized 11 10 Total 21 18 International: More than $1.0 million in licenses revenue recognized 3 2 Between $0.5 million and $1.0 million in licenses revenue recognized 8 8 Total 11 10 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, 2021 2020 % Change Product Licenses Revenue Recognized in the Applicable Period: More than $1.0 million in licenses revenue recognized $ 26,838 $ 25,599 4.8 % Between $0.5 million and $1.0 million in licenses revenue recognized 12,809 12,096 5.9 % Less than $0.5 million in licenses revenue recognized 62,157 49,048 26.7 % Total 101,804 86,743 17.4 % Domestic: More than $1.0 million in licenses revenue recognized 18,391 20,108 -8.5 % Between $0.5 million and $1.0 million in licenses revenue recognized 7,364 6,568 12.1 % Less than $0.5 million in licenses revenue recognized 28,352 24,828 14.2 % Total 54,107 51,504 5.1 % International: More than $1.0 million in licenses revenue recognized 8,447 5,491 53.8 % Between $0.5 million and $1.0 million in licenses revenue recognized 5,445 5,528 -1.5 % Less than $0.5 million in licenses revenue recognized 33,805 24,220 39.6 % Total $ 47,697 $ 35,239 35.4 % Product licenses revenues increased $15.1 million during 2021, as compared to the prior year.
The 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.
Product support revenues decreased $3.2 million during 2021, 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 $3.8 million favorable foreign currency exchange impact. Other services revenues.
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.
During 2021, digital asset impairment losses of $830.6 million represented 69.0% of our operating expenses, contributing to our net loss of $535.5 million for 2021, compared to digital asset impairment losses of $70.7 million during 2020, representing 17.5% of our operating expenses and contributing to our net loss of $7.5 million for 2020.
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.
Non-GAAP Financial Measures We are providing supplemental financial measures for (i) non-GAAP loss from operations that excludes the impact of our share-based compensation expense, (ii) non-GAAP net loss and non-GAAP diluted loss per share that exclude the impact of our share-based compensation expense, interest expense arising from the amortization of debt issuance costs and (in 2020, before the adoption of Accounting Standards Update No. 2020-06, Debt – Debt with Conversion and Other Options (Subtopic 470-20) and Derivatives and Hedging – Contracts in Entity’s Own Equity (Subtopic 815-40): Accounting for Convertible Instruments and Contracts in an Entity’s Own Equity (“ASU 2020-06”)) the debt discount on our long-term debt, and related income tax effects, and (iii) certain non-GAAP constant currency revenues, cost of revenues, and operating expenses that exclude foreign currency exchange rate fluctuations.
Non-GAAP Financial Measures We are providing supplemental financial measures for (i) non-GAAP loss from operations that excludes the impact of our share-based compensation expense, (ii) non-GAAP net loss and non-GAAP diluted loss per share that exclude the impact of our share-based compensation expense, interest expense arising from the amortization of debt issuance costs on our long-term debt, and related income tax effects, and (iii) certain non-GAAP constant currency revenues, cost of revenues, and operating expenses that exclude foreign currency exchange rate fluctuations.
The following is a reconciliation of our non-GAAP loss from operations, which excludes the impact of share-based compensation expense, to its most directly comparable GAAP measures (in thousands) for the periods indicated: Years Ended December 31, 2021 2020 Reconciliation of non-GAAP loss from operations: Loss from operations $ (784,527 ) $ (13,625 ) Share-based compensation expense 44,126 11,153 Non-GAAP loss from operations $ (740,401 ) $ (2,472 ) The following are reconciliations of our non-GAAP net loss and non-GAAP diluted loss per share, in each case excluding the impact of (i) share-based compensation expense, (ii) interest expense arising from the amortization of debt issuance costs and (in 2020, before the 44 adoption of ASU 2020-06) the debt discount on our long-term debt , and (i ii ) related income tax effects to their most directly comparable GAAP measures (in thousands, except per share data) for the periods indicated: Years Ended December 31, 2021 2020 Reconciliation of non-GAAP net loss: Net loss $ (535,480 ) $ (7,524 ) Share-based compensation expense 44,126 11,153 Interest expense arising from amortization of debt issuance costs and debt discount 7,201 1,543 Income tax effects (1) (47,976 ) (5,656 ) Non-GAAP net loss $ (532,129 ) $ (484 ) Reconciliation of non-GAAP diluted loss per share (2): Diluted loss per share $ (53.44 ) $ (0.78 ) Share-based compensation expense (per diluted share) 4.40 1.15 Interest expense arising from amortization of debt issuance costs and debt discount (per diluted share) 0.72 0.16 Income tax effects (per diluted share) (4.79 ) (0.58 ) Non-GAAP diluted loss per share $ (53.11 ) $ (0.05 ) (1) Income tax effects reflect the net tax effects of share-based compensation expense, which includes tax benefits on exercises of stock options and vesting of share-settled restricted stock units, and interest expense for amortization of debt issuance costs and debt discount.
We rely primarily on such Consolidated Financial Statements to understand, manage, and evaluate our business performance and use the non-GAAP financial measures only supplementally. 50 The following is a reconciliation of our non-GAAP loss from operations , which excludes the impact of share-based compensation expense , to its most directly comparable GAAP measures (in thousands) for the periods indicated: Years Ended December 31, 2022 2021 Reconciliation of non-GAAP loss from operations: Loss from operations $ (1,275,742 ) $ (784,527 ) Share-based compensation expense 63,619 44,126 Non-GAAP loss from operations $ (1,212,123 ) $ (740,401 ) The following are reconciliations of our non-GAAP net loss and non-GAAP diluted loss per share, in each case excluding the impacts of (i) share-based compensation expense, (ii) interest expense arising from the amortization of debt issuance costs on our long-term debt, and (iii) related income tax effects to their most directly comparable GAAP measures (in thousands, except per share data) for the periods indicated: Years Ended December 31, 2022 2021 Reconciliation of non-GAAP net loss: Net loss $ (1,469,797 ) $ (535,480 ) Share-based compensation expense 63,619 44,126 Interest expense arising from amortization of debt issuance costs 8,694 7,201 Income tax effects (1) (13,250 ) (47,976 ) Non-GAAP net loss $ (1,410,734 ) $ (532,129 ) Reconciliation of non-GAAP diluted loss per share (2): Diluted loss per share $ (129.83 ) $ (53.44 ) Share-based compensation expense (per diluted share) 5.62 4.40 Interest expense arising from amortization of debt issuance costs (per diluted share) 0.77 0.72 Income tax effects (per diluted share) (1.17 ) (4.79 ) Non-GAAP diluted loss per share $ (124.61 ) $ (53.11 ) (1) Income tax effects reflect the net tax effects of share-based compensation expense, which includes tax benefits and expenses on exercises of stock options and vesting of share-settled restricted stock units, and interest expense for amortization of debt issuance costs.
Share-based compensation expense (in thousands) from these awards was recognized in the following cost of revenues and operating expense line items in our Consolidated Statements of Operations for the periods indicated: Years Ended December 31, 2021 2020 Cost of subscription services revenues $ 282 $ 75 Cost of product support revenues 1,176 155 Cost of consulting revenues 799 23 Cost of education revenues 112 202 Sales and marketing 12,875 1,609 Research and development 10,757 2,740 General and administrative 18,125 6,349 Total share-based compensation expense $ 44,126 $ 11,153 43 The $33.0 million increase in share-based compensation expense during 2021, as compared to the prior year, is primarily due to the continued expansion of our equity award programs worldwide and an overall increase in the fair value of new awards during 2021, driven primarily by the increase in the market value of our class A common stock.
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.
Customers can also use our consulting and education offerings to harness MicroStrategy’s innovative technology and empower their people to make better, faster decisions. Our customers include leading companies from a wide range of industries, including retail, consulting, technology, manufacturing, banking, insurance, finance, healthcare, telecommunications, as well as the public sector. The analytics market is highly competitive.
Our customers include leading companies from a wide range of industries, including retail, banking, technology, consulting, manufacturing, insurance, healthcare, telecommunications, as well as the public sector. The analytics market is highly competitive.
Net cash provided by operating activities increased $40.2 million during 2021, as compared to the prior year, due to a $534.3 million increase from changes in non-cash items (principally related to digital asset impairment losses offset by deferred taxes) and a $33.9 million increase from changes in operating assets and liabilities, partially offset by a $528.0 million increase in net loss. 54 Net cash used in investing activities .
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).
The following table sets forth other services revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2021 2020 % Change Other Services Revenues: Consulting Domestic $ 36,814 $ 33,021 11.5 % International 42,918 38,324 12.0 % Total consulting revenues 79,732 71,345 11.8 % Education 4,948 5,131 -3.6 % Total other services revenues $ 84,680 $ 76,476 10.7 % Consulting revenues.
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.
We believe that bitcoin is attractive because it can serve as a store of value, supported by a robust and public open source architecture, that is untethered to sovereign monetary policy and can therefore serve as a hedge against inflation. We also believe that bitcoin offers additional opportunity for appreciation in value with increasing adoption due to its limited supply.
We believe that bitcoin is attractive because it can serve as a store of value, supported by a robust and public open-source architecture, that is untethered to sovereign monetary policy.
The sources could include the sale of bitcoins, as well as the issuance and sale of shares of our class A common stock (as we have done through the Open Market Sale Agreement).
The sources could include the sale of bitcoins, additional borrowings collateralized by our bitcoins, as well as the issuance and sale of shares of our class A common stock.
As of December 31, 2021, we had a valuation allowance of $1.0 million primarily related to certain foreign tax credit carryforward tax assets that, in our present estimation, more likely than not will not be realized.
As of December 31, 2022, we had a valuation allowance of $511.4 million primarily related to our deferred tax asset related to the impairment of our bitcoin holdings that, in our present estimation, more likely than not will not be realized.
Interest (Expense) Income, Net During 2021, interest expense, net, of $29.1 million was primarily related to the contractual interest expense related to our 2028 Secured Notes and 2025 Convertible Notes, the amortization of issuance costs related to our long-term debt arrangements, and contractual interest expense incurred on trade credits with Coinbase Credit, Inc.
During 2021, interest expense, net, of $29.1 million was primarily related to the contractual interest expense and amortization of issuance costs related to our long-term debt arrangements, and contractual interest expense incurred on trade credits with Coinbase. Refer to Note 8, Long-term Debt, and Note 4, Digital Assets, to the Consolidated Financial Statements for further information.
Although our total revenues for the years ended December 31, 2021 and 2020 were not materially impacted by COVID-19, we believe our revenues may be negatively impacted in future periods until the effects of the pandemic have fully subsided and the current macroeconomic environment has substantially recovered.
Although our total revenues for the years ended December 31, 2022 and 2021 were not materially impacted by COVID-19, our revenues may be negatively impacted in future periods.
The following table sets forth cost of revenues (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2021 2020 % Change Cost of Revenues: Product licenses and subscription services: Product licenses $ 1,721 $ 2,293 -24.9 % Subscription services 16,901 14,833 13.9 % Total product licenses and subscription services 18,622 17,126 8.7 % Product support 19,254 23,977 -19.7 % Other services: Consulting 48,773 42,923 13.6 % Education 5,260 7,029 -25.2 % Total other services 54,033 49,952 8.2 % Total cost of revenues $ 91,909 $ 91,055 0.9 % 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, 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.
Consulting revenues increased $8.4 million during 2021, as compared to the prior year, primarily due to an increase in billable hours worldwide and a $1.0 million favorable foreign currency exchange impact, partially offset by a decrease in average bill rates and a decrease in billable travel and entertainment expenditures. Education revenues.
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.
As of December 31, 2021 and 2020, the amount of cash and cash equivalents held by our U.S. entities was $13.1 million and $13.7 million, respectively, and by our non-U.S. entities was $50.3 million and $46.0 million, respectively.
For additional information, see “—At-the-Market Equity Offerings” below. 59 As of December 31, 2022 and 2021 , the amount of cash and cash equivalents held by our U.S. entities was $ 14.8 million and $ 13.1 million, respectively, and by our non-U.S. entities was $ 29 .0 million and $ 50.3 million, respectively.
In the first quarter of 2021, we adopted, in addition to and in conjunction with our Treasury Reserve Policy, a corporate strategy of acquiring and holding bitcoin, and from time to time, subject to market conditions, issuing debt or equity securities in capital raising transactions with the objective of using the proceeds to purchase bitcoin.
In the first quarter of 2021, we adopted, in addition to and in conjunction with our Treasury Reserve Policy, a corporate strategy of acquiring and holding bitcoin.
Cost of subscription services revenues increased $2.1 million during 2021, as compared to the prior year, primarily due to a $2.8 million increase in cloud hosting infrastructure costs, which is a result of the increased usage by new and existing cloud subscription services customers, partially offset by a $0.6 million decrease in salaries. Cost of product support revenues.
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 product support revenues consists of personnel and related overhead costs, including those under our Enterprise Support program. Our Enterprise Support program utilizes primarily consulting personnel to provide product support to our customers at our discretion. Compensation related to personnel providing Enterprise Support services is reported as cost of product support revenues.
Our Enterprise Support program utilizes primarily consulting personnel to provide product support to our customers at our discretion. Compensation related to personnel providing Enterprise Support services is reported as cost of product support revenues. Product support headcount increased 5.2% to 183 at December 31, 2022 from 174 at December 31, 2021.
Digital asset impairment losses are recognized when the carrying value of our digital assets exceeds their lowest fair value at any time since their acquisition . Impaired digital assets are written down to fair value at the time of impairment , and such impairment loss cannot be recovered for any subsequent increases in fair value.
Impaired digital assets are written down to fair value at the time of impairment , and such impairment loss cannot be recovered for any subsequent increases in fair value. Gains (if any) are not recorded until realized upon sale .
Eastern Time, the market price of one bitcoin reported on the Coinbase exchange was $42,202.99. 41 Impact of COVID-19 on Our Software Strategy The COVID-19 pandemic has resulted, and may continue to result, in significant economic disruption despite progress made in the development and distribution of vaccines.
Eastern Time, the market price of one bitcoin reported on the Coinbase exchange was $24,163.86. 48 Impact of COVID-19 on Our Software Strategy The COVID-19 pandemic has resulted, and may continue to result, in significant economic disruption and uncertainty continues to exist concerning the impact of the COVID-19 pandemic on our customers’ and prospects’ business and operations in future periods.
Net cash provided by financing activities increased $1.978 billion during 2021, as compared to the prior year, due to $1.050 billion in gross proceeds from our 2027 Convertible Notes, $1.000 billion in gross proceeds from the sale of class A common stock offered under the Open Market Sale Agreement, $500.0 million in gross proceeds from our 2028 Secured Notes, a $123.2 million decrease in purchases of treasury stock, and $2.9 million in proceeds from the issuance of class A common stock under the 2021 ESPP, partially offset by $650.0 million in gross proceeds in 2020 from our 2025 Convertible Notes, $12.8 million of issuance costs paid for our 2028 Secured Notes, a $10.4 million decrease in proceeds from the exercise of stock options under the 2013 Equity Plan, a $10.2 million increase in issuance costs paid for our Convertible Notes, $9.5 million of issuance costs paid related to the Open Market Sale Agreement, and $4.7 million of withholding tax paid on vesting of restricted stock units.
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.
We will continue to actively monitor the nature and extent of the impact to our business, operating results, and financial condition. 42 Operating Highlights The following table sets forth certain operating highlights (in thousands) for the years ended December 31, 2021 and 2020: Years Ended December 31, 2021 2020 Revenues Product licenses $ 101,804 $ 86,743 Subscription services 43,069 33,082 Total product licenses and subscription services 144,873 119,825 Product support 281,209 284,434 Other services 84,680 76,476 Total revenues 510,762 480,735 Cost of revenues Product licenses 1,721 2,293 Subscription services 16,901 14,833 Total product licenses and subscription services 18,622 17,126 Product support 19,254 23,977 Other services 54,033 49,952 Total cost of revenues 91,909 91,055 Gross profit 418,853 389,680 Operating expenses Sales and marketing 160,141 148,910 Research and development 117,117 103,561 General and administrative 95,501 80,136 Digital asset impairment losses 830,621 70,698 Total operating expenses 1,203,380 403,305 Loss from operations $ (784,527 ) $ (13,625 ) We have incurred and may continue to incur significant impairment losses on our digital assets and we may recognize gains upon sale of our digital assets in the future, which would be presented net of any impairment losses within operating expenses.
Operating Highlights The following table sets forth certain operating highlights (in thousands) for the years ended December 31, 2022 and 2021: Years Ended December 31, 2022 2021 Revenues Product licenses $ 86,498 $ 101,804 Subscription services 60,746 43,069 Total product licenses and subscription services 147,244 144,873 Product support 266,521 281,209 Other services 85,499 84,680 Total revenues 499,264 510,762 Cost of revenues Product licenses 1,672 1,721 Subscription services 24,770 16,901 Total product licenses and subscription services 26,442 18,622 Product support 21,264 19,254 Other services 55,283 54,033 Total cost of revenues 102,989 91,909 Gross profit 396,275 418,853 Operating expenses Sales and marketing 146,882 160,141 Research and development 127,428 117,117 General and administrative 111,421 95,501 Digital asset impairment losses (gains on sale), net 1,286,286 830,621 Total operating expenses 1,672,017 1,203,380 Loss from operations $ (1,275,742 ) $ (784,527 ) We have incurred and may continue to incur significant impairment losses on our digital assets and we have recognized and may continue to recognize gains upon sale of our digital assets in the future, which are presented net of any impairment losses within operating expenses.
Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities” of this Annual Report and Note 14, Treasury Stock, to the Consolidated Financial Statements for further information. 55 Unrecognized tax benefits.
Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities” of this Annual Report and Note 14, Treasury Stock, to the Consolidated Financial Statements for further information. Debt repurchases and repayments. During the years ended December 31, 2022 and 2021, we did not repurchase any of our outstanding debt.
The following table summarizes research and development expenses (in thousands) and related percentage changes for the periods indicated: Years Ended December 31, 2021 2020 % Change Research and development expenses $ 117,117 $ 103,561 13.1 % Research and development expenses increased $13.6 million during 2021, as compared to the prior year, primarily due to an $8.0 million net increase in share-based compensation expense, a $3.1 million increase in variable compensation (of which $0.5 million was due to certain COVID-19-related employer payroll tax exemptions in the Asia Pacific region in 2020), a $1.7 million increase in employee salaries primarily due to periodic wage increases partially offset by a decrease in average staffing levels and a shift in staffing levels to lower cost regions, a $1.4 million gain on partial lease termination of our corporate headquarters lease recorded during the fourth quarter of 2020 and allocated to research and development expenses, and a $0.7 million increase in recruiting costs, partially offset by a $0.9 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, 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.
Cost of subscription services revenues consists of equipment, facility and other related support costs, and personnel and related overhead costs. Subscription services headcount increased 46.9% to 72 at December 31, 2021 from 49 at December 31, 2020; however, average headcount for the respective periods did not materially change.
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.
Share-based Compensation Expense As discussed in Note 11, Share-based Compensation, to the Consolidated Financial Statements, we have outstanding stock options to purchase shares of our class A common stock, restricted stock units, and certain other stock-based awards under our 2013 Equity Plan, as well as opportunities for eligible employees to purchase shares of our class A common stock under our 2021 Employee Stock Purchase Plan (the “2021 ESPP”).
We therefore believe that quarter-to-quarter comparisons of our operating results may not be a good indication of our future performance. 49 Share-based Compensation Expense As discussed in Note 11, Share-based Compensation, to the Consolidated Financial Statements, we have outstanding stock options to purchase shares of our class A common stock, restricted stock units, each of which represents a right to receive a share of our class A common stock upon the satisfaction of applicable vesting requirements, and certain other stock-based awards under our 2013 Equity Plan.