Biggest changeThe following table sets forth our Consolidated Statements of Operations and Comprehensive Loss data, including year-over-year change, for the periods indicated: Year Ended December 31, (in thousands) 2022 2021 % Change Revenues $ 369,495 $ 250,772 47 % Cost of revenues (1) (2) 99,431 69,186 44 Gross profit 270,064 181,586 49 Operating expenses: Research and development (1) (2) 150,444 103,833 45 Sales and marketing (1) (2) 66,967 59,170 13 General and administrative (1) (2) 117,848 78,590 50 Total operating expenses 335,259 241,593 39 Loss from operations (65,195) (60,007) 9 Other (expense) income, net (676) 30 (2353) Loss before interest income and provision for income taxes (65,871) (59,977) 10 Interest income 7,235 19 37979 Loss before provision for income taxes (58,636) (59,958) (2) Provision for income taxes 938 177 430 Net loss and comprehensive loss $ (59,574) $ (60,135) (1) % ________________ (1) Includes stock-based compensation expenses as follows: Year Ended December 31, (In thousands) 2022 2021 Cost of revenues $ 38 $ 8 Research and development 26,373 9,298 Sales and marketing 2,540 881 General and administrative 44,869 30,617 Total $ 73,820 $ 40,804 68 Table of Contents (2) Includes amortization of capitalized software and depreciation of property and equipment as follows: Year Ended December 31, (In thousands) 2022 2021 Cost of revenues (a) $ 870 $ — Research and development 1,500 260 Sales and marketing (a) 1,072 725 General and administrative 1,428 1,741 Total $ 4,870 $ 2,726 ________________ (a) Amortization of capitalized software is recorded to Cost of revenue and Sales and marketing for revenue and non-revenue generating capitalized software, respectively.
Biggest changeResults of Operations Comparison of the years ended December 31, 2023 and 2022 The following table sets forth our Consolidated Statements of Operations and Comprehensive Income (Loss) data, including year-over-year change, for the periods indicated: Year Ended December 31, (In thousands) 2023 2022 % Change Revenues $ 531,109 $ 369,495 44% Cost of revenues (1) (2) 142,105 99,431 43 Gross profit 389,004 270,064 44 Operating expenses: Research and development (1) (2) 194,352 150,444 29 Sales and marketing (1) (2) 75,788 66,967 13 General and administrative (1) (2) 132,123 117,848 12 Total operating expenses 402,263 335,259 20 Loss from operations (13,259) (65,195) (80) Other (expense) income, net (55) (676) (92) Loss before interest income and income taxes (13,314) (65,871) (80) Interest income 31,091 7,235 >100 Income (loss) before income taxes 17,777 (58,636) nm Provision for income taxes 1,710 938 nm Net income (loss) and comprehensive income (loss) $ 16,067 $ (59,574) nm ________________ (1) Includes stock-based compensation expenses as follows: Year Ended December 31, (In thousands) 2023 2022 Cost of revenues $ 55 $ 38 Research and development 45,119 26,373 Sales and marketing 3,908 2,540 General and administrative 46,139 44,869 Total $ 95,221 $ 73,820 72 Table of Contents (2) Includes amortization of capitalized software and depreciation of property and equipment as follows: Year Ended December 31, (In thousands) 2023 2022 Cost of revenues (a) $ 2,020 $ 870 Research and development 1,650 1,500 Sales and marketing (a) 1,165 1,072 General and administrative 2,260 1,428 Total $ 7,095 $ 4,870 ________________ (a) Amortization of capitalized software is recorded to Cost of revenue and Sales and marketing for revenue and non-revenue generating capitalized software, respectively.
However, there are a number of limitations related to the use of non-GAAP financial measures, and these non-GAAP measures should be considered in addition to, not as a substitute for or in isolation from, our financial results prepared in accordance with GAAP.
However, there are a number of limitations related to the use of non-GAAP financial measures, and these non-GAAP financial measures should be considered in addition to, not as a substitute for or in isolation from, our financial results prepared in accordance with GAAP.
Our predominant sources of revenue are time-based subscriptions, in-app advertising placement by third parties and the Duolingo English Test. Revenue is recognized upon transfer of control of promised goods or services to customers in an amount that reflects the consideration expected to be received in exchange for those goods or services.
Our predominant sources of revenue are time-based subscriptions, in-app advertising placement by third parties, the Duolingo English Test, and In-App purchases. Revenue is recognized upon transfer of control of promised goods or services to customers in an amount that reflects the consideration expected to be received in exchange for those goods or services.
Critical Accounting Policies and Estimates The preparation of our Consolidated Financial Statements in accordance with GAAP requires management to make estimates and assumptions about future events that affect amounts reported in our Consolidated Financial Statements and related notes, as well as the related disclosure of contingent assets and liabilities at the date of the financial statements.
Critical Accounting Estimates The preparation of our Consolidated Financial Statements in accordance with GAAP requires management to make estimates and assumptions about future events that affect amounts reported in our Consolidated Financial Statements and related notes, as well as the related disclosure of contingent assets and liabilities at the date of the financial statements.
The Founder Awards vest upon the satisfaction of both a service-based condition and a performance-based condition and generally are settled one year after vesting. The service-based condition is satisfied as to 25% of the Founder Awards on each anniversary of the completion of the IPO, subject to the continuous service of the founders through the applicable date.
The Founder Awards vest upon the satisfaction of both a service-based condition and a performance-based condition and generally are settled one year after vesting. The service-based condition is satisfied as to 25% of the Founder Awards on each anniversary of the IPO, subject to the continuous service of the founders through the applicable date.
Management evaluated the development and selection of its critical accounting policies and estimates and believes that the following involve a higher degree of judgment, complexity or uncertainty and are most significant to reporting our results of operations and financial position, and are therefore discussed as critical.
Management evaluated the development and selection of its critical accounting estimates and believes that the following involve a higher degree of judgment, complexity or uncertainty and are most significant to reporting our results of operations and financial position, and are therefore discussed as critical.
Initial Public Offering 59 Table of Contents On July 30, 2021, Duolingo completed its Initial Public Offering (“IPO”) of 5.9 million shares of its Class A common stock at a price to the public of $102.00 per share, 4.5 million of which were sold by the Company and 1.4 million of which were sold by certain selling stockholders, which includes the exercise in full by the underwriters of their option to purchase from the Company an additional 0.8 million shares of the Company’s Class A common stock.
Initial Public Offering 63 Table of Contents On July 30, 2021, Duolingo completed its Initial Public Offering (“IPO”) of 5.9 million shares of its Class A common stock at a price to the public of $102.00 per share, 4.5 million of which were sold by the Company and 1.4 million of which were sold by certain selling stockholders, which includes the exercise in full by the underwriters of their option to purchase from the Company an additional 0.8 million shares of the Company’s Class A common stock.
The following table presents a reconciliation of our net loss, the most directly comparable financial measure presented in accordance with GAAP, to Adjusted EBITDA.
The following table presents a reconciliation of our net income (loss), the most directly comparable financial measure presented in accordance with GAAP, to Adjusted EBITDA.
The Company also recognizes revenue from Dos Lenguas LLC, “Duo’s Taquería,” a restaurant that opened during 2022, in the space adjacent to our headquarters in Pittsburgh. Basis of Presentation Items within Management's Discussion and Analysis of Financial Condition and Results of Operations include a discussion of changes between the years ended December 31, 2022 and 2021.
The Company also recognizes revenue from Dos Lenguas LLC, “Duo’s Taquería,” a restaurant that opened during 2022, in the space adjacent to our headquarters in Pittsburgh. Basis of Presentation Items within Management's Discussion and Analysis of Financial Condition and Results of Operations include a discussion of changes between the years ended December 31, 2023 and 2022.
We use this data and the insights that come from it to continually improve both engagement and efficacy. • Paid Subscriber Conversion : As learners tend to use our product for months or even years before they decide to subscribe, we enjoy economic benefits from attracting new users well into their tenure on the platform.
We use this data and the insights that come from it to continually improve both engagement and efficacy. • Paid Subscriber Conversion : As learners tend to use our product for months or even years before they decide to subscribe, we enjoy economic benefits from users well into their tenure on the platform.
Other Revenue For users who are unable or unwilling to pay a subscription fee, we provide free access to our product and generate advertising revenue from the sale of display and video advertising delivered through 60 Table of Contents advertising impressions. We generally enter into arrangements with the major programmatic advertising networks to monetize our advertising inventory.
Other Revenue For users who are unable or unwilling to pay a subscription fee, we provide free access to our product and generate advertising revenue from the sale of display and video advertising delivered through 64 Table of Contents advertising impressions. We generally enter into arrangements with the major programmatic advertising networks to monetize our advertising inventory.
The following table sets forth the components of our Consolidated Statements of Operations and Comprehensive Loss for each of the periods presented as a percentage of revenue.
The following table sets forth the components of our Consolidated Statements of Operations and Comprehensive Income (Loss) for each of the periods presented as a percentage of revenue.
The measurement period for MAUs is the three months ended December 31, 2022 and the same period in the prior year where applicable, and the analysis of results is based on those periods. MAUs are a measure of the size of our global active user community on Duolingo.
The measurement period for MAUs is the three months ended December 31, 2023 and the same period in the prior year where applicable, and the analysis of results is based on those periods. MAUs are a measure of the size of our global active user community on Duolingo.
The measurement period for DAUs is the three months ended December 31, 2022 and the same period in the prior year where applicable, and the analysis of results is based on those periods. DAUs are a measure of the consistent engagement of our global user community on Duolingo.
The measurement period for DAUs is the three months ended December 31, 2023 and the same period in the prior year where applicable, and the analysis of results is based on those periods. DAUs are a measure of the consistent engagement of our global user community on Duolingo.
Principal Agent Considerations —We make our application available to be downloaded through third-party digital distribution service providers. Users who purchase subscriptions also pay through the respective app stores. We evaluate the purchases via third-party payment processors to determine whether its revenues should be reported gross or net of fees retained by the payment processor.
Principal Agent Considerations — We make our application available to be downloaded through third-party digital distribution service providers. Users who purchase subscriptions also pay through the respective app stores. We evaluate the purchases via third-party payment processors to determine 78 Table of Contents whether its revenues should be reported gross or net of fees retained by the payment processor.
The increase in free cash flow in both periods was mainly attributable to the increase in net cash provided by operating activities. Constant Currency: The effect of currency exchange rates on our business is an important factor in understanding period to period comparisons.
The increase in free cash flow was mainly attributable to the increase in net cash provided by operating activities. Constant Currency. The effect of currency exchange rates on our business is an important factor in understanding period to period comparisons.
These millions of learners provide two benefits to our business model: ◦ They become advocates for Duolingo and provide word-of-mouth publicity for our product, which enables our growth and has allowed us to make very selective and efficient marketing investments. ◦ Our users complete over 900 million exercises every day, generating large amounts of data that powers our high-volume A/B testing and novel AI techniques.
These millions of learners provide two benefits to our business model: ◦ They become advocates for Duolingo and provide word-of-mouth publicity for our product, which enables our growth and has allowed us to make very selective and efficient marketing investments. ◦ Our users complete over one billion exercises every day, generating large amounts of data that powers our high-volume A/B testing and novel AI techniques.
We grew MAUs through product initiatives designed to make the app more social and engaging, through marketing and through improving our courses, all of which we believe helped us attract new users, retain existing users, and reengage the millions of former users who return to our language learning app. Daily active users (DAUs).
We grew MAUs through product initiatives designed to make the app more social and engaging, through marketing, and through improving our courses, all of which we believe helped us attract new users, retain existing users, and reengage the millions of former users who return to our Duolingo App. Daily active users (DAUs).
The following critical accounting policies reflect the significant estimates and judgments used in the preparation of our Consolidated Financial Statements. 73 Table of Contents Revenue Recognition Nature of Revenue We account for revenue contracts with customers by applying the five step model in Accounting Standards Codification (“ASC”) 606, Revenue from Contracts with Customers .
The following critical accounting policies reflect the significant estimates and judgments used in the preparation of our Consolidated Financial Statements. Revenue Recognition Nature of Revenue We account for revenue contracts with customers by applying the five step model in Accounting Standards Codification (“ASC”) 606, Revenue from Contracts with Customers .
As there is a significant level of integration and interdependency with the online functionality, which is not the 74 Table of Contents case with the offline functionality, we believe we have a single performance obligation for the online functionality and offline content. Equity Based Compensation We follow ASC 718, Compensation-Stock Compensation , to account for our equity based compensation.
As there is a significant level of integration and interdependency with the online functionality, which is not the case with the offline functionality, we believe we have a single performance obligation for the online functionality and offline content. Equity Based Compensation We follow ASC 718, Compensation-Stock Compensation , to account for our equity based compensation.
Free Cash Flow: Free cash flow represents net cash provided by operating activities, reduced by capitalized software development costs and purchases of property and equipment, and increased by IPO and public company costs, transaction costs related to an acquisition, taxes paid related to stock-based compensation equity awards and other costs, as we believe they are not indicative of future liquidity.
Free cash flow represents net cash provided by operating activities, reduced by capitalized software development costs and purchases of property and equipment and increased by taxes paid related to stock-based compensation equity awards, IPO and public company costs, transaction costs related to an acquisition and an acquisition earn-out payment as we believe they are not indicative of future liquidity.
In-app purchases consist of learners purchasing one-time benefits within the app, such as “Streak Freezes” and “Timer Boosts.” In addition to monetizing the Duolingo language learning app, we generate revenue from the Duolingo English Test by charging test takers a one-time fee that generally costs $49. University program acceptance is a driver of Duolingo English Test revenue.
In-app purchases consist of learners purchasing one-time benefits within the app, such as “Streak Freezes” and “Timer Boosts.” In addition to monetizing the Duolingo App, we generate revenue from the Duolingo English Test by charging test takers a one-time fee that generally costs $59. University program acceptance is a driver of Duolingo English Test revenue.
Management evaluates its accounting policies, estimates and judgments on an ongoing basis. Management bases its estimates and judgments on historical experience, current trends and various other factors that are believed to be relevant at the time the Consolidated Financial Statements are prepared. Actual results may differ from these estimates under different assumptions and conditions.
Management evaluates its accounting 77 Table of Contents policies, estimates and judgments on an ongoing basis. Management bases its estimates and judgments on historical experience, current trends and various other factors that are believed to be relevant at the time the Consolidated Financial Statements are prepared. Actual results may differ from these estimates under different assumptions and conditions.
The performance-based 75 Table of Contents condition will be satisfied with respect to each of ten equal tranches only upon the achievement of the specified stock-price hurdles for each such tranche over a period of ten years from the date of grant.
The performance-based condition will be satisfied with respect to each of ten equal tranches only upon the achievement of the specified stock-price hurdles for each such tranche over a period of ten years from the date of grant.
Monthly active users (MAUs) and daily active users (DAUs), along with paid subscribers, are operating metrics that help inform management about the underlying growth in users of our platform, and are a measure of our monetization efforts.
Monthly active users (MAUs) and daily active users (DAUs), along with paid subscribers, subscription bookings and total bookings, are operating metrics that help inform management about the underlying growth in users of our platform, and are a measure of our monetization efforts.
For a discussion of changes from the year ended December 31, 2021 to the year ended December 31, 2020, refer to Management’s Discussion and Analysis of Financial Condition and Results of Operation in Part II, Item 7. of our Annual report on Form 10-K for the year ended December 31, 2021 (filed with the SEC on March 3, 2022).
For a discussion of changes from the year ended December 31, 2022 to the year ended December 31, 2021, refer to Management’s Discussion and Analysis of Financial Condition and Results of Operation in Part II, Item 7. of our Annual report on Form 10-K for the year ended December 31, 2022 (filed with the SEC on March 1, 2023).
Overview Our flagship app has organically become the world’s most popular way to learn languages and the top-grossing Education app in the App Stores, offering courses in over 40 languages to over 60 million monthly active users for the three months ended December 31, 2022.
Overview Our flagship app has organically become the world’s most popular way to learn languages and the top-grossing Education app in the App Stores, offering courses in over 40 languages to over 85 million monthly active users for the three months ended December 31, 2023.
The impact of changes in foreign currency may vary significantly from period to period, and such changes generally are outside of the control of our management. We calculate constant currency revenues by using current period foreign currency revenues and translating them to constant currency using prior year comparable period exchange rates.
The impact of changes in foreign currency may vary significantly from period to period, and such changes generally are outside of the control of our management. We calculate constant currency revenues by using current period foreign currency revenues and translating them to constant currency using prior year comparable period exchange rates for the entire period of related bookings.
Interest Income 67 Table of Contents Interest income consists of income earned on our money market funds included in cash and cash equivalents and on our marketable securities. Other (Expense) Income, Net Other (expense) income, net consists primarily of foreign currency exchange losses and gains losses.
Interest Income Interest income consists of income earned on our money market funds included in cash and cash equivalents and on our marketable securities. Other (expense) income, net Other (expense) income, net consists primarily of foreign currency exchange gains and losses.
Historically, the number of users on our platform and the number of subscribers we have increase in January and then moderate throughout the first quarter and second quarter back to our secular growth trend.
Historically, the number of users on our platform and the number of subscribers we have increase in the beginning of the year and then moderate throughout the first quarter and second quarter back to our secular growth trend.
In the third quarter, historically, we’ve seen the number of users on our platform increase as our product is used by students that return to school in certain geographies.
In the third quarter, historically, we’ve seen the number of users on our platform increase in part because our product is used by students that return to school in certain geographies.
MAUs are defined as unique Duolingo users who engage with our mobile language learning application or the language learning section of our website each month. MAUs are reported for a measurement period by taking the average of the MAUs for each calendar month in that measurement period.
MAUs are defined as unique users who engage with our Duolingo App or the learning section of our website each month. MAUs are reported for a measurement period by taking the average of the MAUs for each calendar month in that measurement period.
DAUs are defined as unique Duolingo users who engage with our mobile language learning application or the language learning section of our website each calendar day. DAUs are reported for a measurement period by taking the average of the DAUs for each day in that measurement period.
DAUs are defined as unique users who engage with our Duolingo App or the learning section of our website each calendar day. DAUs are reported for a measurement period by taking the average of the DAUs for each day in that measurement period.
The user has the ability to download limited content offline. However, as there is a significant level of integration and interdependency with the online functionality, we consider the service to be a single performance obligation for the online and offline content. We enter into arrangements with advertising networks to monetize the in-app advertising inventory.
However, as there is a significant level of integration and interdependency with the online functionality, we consider the service to be a single performance obligation for the online and offline content. We enter into arrangements with advertising networks to monetize the in-app advertising inventory.
The liquidity-based vesting condition was satisfied upon the occurrence of the IPO on July 30, 2021, and $2,035 of stock-based compensation expense was recognized related to those awards. For awards granted subsequent to the IPO, each RSU vests based upon the satisfaction of length of service.
The liquidity-based vesting condition was 79 Table of Contents satisfied upon the completion of the IPO on July 30, 2021, and $2,035 of stock-based compensation expense was recognized related to those awards. For awards granted subsequent to the IPO, each RSU vests based upon the satisfaction of length of service.
Constant currency revenue percentage change is calculated by determining the change in current period revenues over prior year comparable period revenues where current period foreign currency revenues are translated using prior year comparable period exchange rates. 63 Table of Contents Adjusted EBITDA.
Constant currency revenue percentage change is calculated by determining the change in current period revenues over prior year comparable period revenues where current period foreign currency revenues are translated using prior year comparable period exchange rates. Adjusted EBITDA.
Direct marketing spend and other expenses as a percentage of revenue decreased for both periods presented as a result of applying learnings from past years, which enabled us to spend marketing expenses more efficiently. General and Administrative.
Direct marketing spend and other marketing expenses as a percentage of revenue decreased as a result of applying learnings from past years, which enabled us to spend marketing expenses more efficiently. General and Administrative.
For the years ended December 31, 2022 and 2021, we generated $428.6 million and $294.2 million of total bookings, respectively, representing an increase of 46% from the prior year period. We grew total bookings through the growth in subscription bookings noted above, in addition to growth in advertising, the Duolingo English Test, and other bookings, primarily related to in-app purchases.
For the years ended December 31, 2023 and 2022, we generated $622.2 million and $428.6 million total bookings, respectively, representing an increase of 45% from the prior year period. We grew total bookings through growth in subscription bookings noted above, in addition to growth in the Duolingo English Test and other bookings, primarily related to in-app purchases.
We may be required to seek additional equity. If we are unable to raise additional capital or generate cash flows necessary to expand our operations and invest in continued innovation, we may not be able to compete successfully, which would harm our business, operations and financial condition.
If we cannot meet our future capital requirements, we may be required to seek additional equity. If we are unable to raise additional capital or generate cash flows necessary to expand our operations and invest in continued innovation, we may not be able to compete successfully, which would harm our business and financial condition and results of operations.
Recent Accounting Pronouncements See Note 2, Basis of Presentation and Summary of Significant Accounting Policies in the notes to our Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K for a discussion of Recent Accounting Pronouncements.
Recent Accounting Pronouncements 81 Table of Contents See Note 1. Description of the Business and Basis of Presentation and Note 2. Summary of Significant Accounting Policies in the notes to our Consolidated Financial Statements included in Part II, Item 8 of this Annual Report on Form 10-K for a discussion of Recent Accounting Pronouncements.
As of December 31, 2022, we had deferred revenues of $157.6 million, which is recorded as a current liability and expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria have been met.
As of December 31, 2023, we had deferred revenues of $249.2 million, which is recorded as a current liability and expected to be recognized as revenue in the next 12 months, provided all other revenue recognition criteria have been met.
We grew DAUs through many of the same product initiatives as we grew MAUs, such as making the product more fun and engaging. Paid Subscribers. Paid subscribers are defined as users who pay for access to Super Duolingo, including subscribers who pay for a family plan, and had an active subscription as of the end of the measurement period.
We grew DAUs through many of the same product initiatives as we grew MAUs, such as making the product more fun and engaging. Paid Subscribers. Paid subscribers are defined as users who pay for access to any Duolingo subscription offering and had an active subscription as of the end of the measurement period.
The following table presents a reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP, to free cash flow: Year Ended December 31, ( In thousands) 2022 2021 Net cash provided by operating activities $ 53,656 $ 9,170 Less: Capitalized software development costs and purchases of intangible assets (4,562) (2,620) Less: Purchases of property and equipment (5,562) (3,586) Plus: IPO and public company costs (1) 338 3,909 Plus: Acquisition transaction costs (2) 185 — Plus: Acquisition earn-out costs (3) 113 — Plus: Taxes paid related to stock-based compensation equity awards (4) 2,002 1,653 Plus: Other (5) — 4,220 Free cash flow $ 46,170 $ 12,746 ________________ (1) IPO and public company costs include costs associated with IPO readiness incurred in 2021 and costs associated with the establishment of our public company structure and processes, including consultant costs, a one-time fee associated with the set-up of our initial proxy statement, and fees paid to consultants and Deloitte for work in connection with remediation of the material weakness disclosed in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
The following table presents a reconciliation of net cash provided by operating activities, the most directly comparable financial measure calculated in accordance with GAAP, to free cash flow: Year Ended December 31, ( In thousands) 2023 2022 Net cash provided by operating activities $ 153,614 $ 53,656 Less: Capitalized software development costs and purchases of intangible assets (10,493) (4,562) Less: Purchases of property and equipment (3,191) (5,562) Plus: Taxes paid related to stock-based compensation equity awards 4,005 2,002 Plus: Public company costs (1) — 338 Plus: Acquisition transaction costs (2) — 185 Plus: Acquisition earn-out payment (3) 338 113 Free cash flow $ 144,273 $ 46,170 ________________ (1) Public company costs include costs associated with the establishment of our public company structure and processes, including consultant costs, a one-time fee associated with the set-up of our initial proxy statement, and fees paid to consultants and Deloitte for work in connection with remediation of the material weakness disclosed in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
Our advertising revenue is primarily a function of the number of our free users, hours of engagement of our free users, and our ability to provide innovative advertising placements that are relevant to our users and enhance returns for our advertising partners.
Our advertising revenue is primarily a function of the number of our free users, lessons completed by our free users, and our ability to provide innovative advertising placements that are relevant to our users and enhance returns for our advertising partners.
As of December 31, 2022, we maintained a valuation allowance of approximately $108,504 against our domestic net deferred tax assets primarily related to net operating loss carryforwards, research and development credit carryforwards and research and development expense capitalization.
As of December 31, 2023, we maintained a valuation allowance of approximately $156,870 against our domestic net deferred tax assets primarily related to net operating loss carryforwards, research and development credit carryforwards and research and development expense capitalization.
We performed its analysis in accordance with applicable elements of the practice aid issued by the American Institute of Certified Public Accountants’ (“AICPA”) Practice Guide, Valuation of Privately Held Company Equity Securities Issued as Compensation; with this guidance, our board of directors exercised reasonable judgment and considered numerous and subjective factors to determine the best estimate of fair value of our common stock, including the following: Company Specific Factors • Actual and forecasted operating and financial performance based on management’s estimate; • The development and maintenance of client relationships; • Client and industry recognition; • The hiring and retention of key personnel; • The historical lack of a public market for our common stock; General Economic Factors • Industry trends and competitive environment; • Trends in client and the at-large public spending, including client and public confidence; • Overall economic indicators; • The general economic outlook; and • The common stock valuations have historically leveraged the historical appraisals we have received to value our common stock, utilizing an income approach. 76 Table of Contents Income Taxes Deferred tax assets and liabilities are recognized principally for the expected tax consequences of temporary differences between the tax basis of assets and liabilities and their reported amounts, using currently enacted tax rates.
We performed its analysis in accordance with applicable elements of the practice aid issued by the American Institute of Certified Public Accountants’ (“AICPA”) Practice Guide, Valuation of Privately Held Company Equity Securities Issued as Compensation; with this guidance, our board of directors exercised reasonable judgment and considered numerous and subjective factors to determine the best estimate of fair value of our common stock, including the following: Company Specific Factors • Actual and forecasted operating and financial performance based on management’s estimate; • The development and maintenance of client relationships; • Client and industry recognition; • The hiring and retention of key personnel; • The historical lack of a public market for our common stock; General Economic Factors 80 Table of Contents • Industry trends and competitive environment; • Trends in client and the at-large public spending, including client and public confidence; • Overall economic indicators; • The general economic outlook; and • The common stock valuations have historically leveraged the historical appraisals we have received to value our common stock, utilizing an income approach.
We had approximately 60.7 million and 42.4 million MAUs for the three months ended December 31, 2022 and 2021, respectively, representing an increase of 43% from the prior year period.
We had approximately 88.4 million and 60.7 million MAUs for the three months ended December 31, 2023 and 2022, respectively, representing an increase of 46% from the prior year period.
This has allowed us to scale to more than 60 million MAUs for the three months ended December 31, 2022.
This has allowed us to scale to more than 85 million MAUs for the three months ended December 31, 2023.
As of December 31, 2022, over 3,800 higher education programs around the world accept the Duolingo English Test results as proof of English proficiency for international student admissions, including the top 25 undergraduate programs ranked by international enrollment, as well as top schools such as Yale, Stanford, MIT, Duke and Columbia.
As of December 31, 2023, over 4,000 higher education programs around the world accept the Duolingo English Test results as proof of English proficiency for international student admissions, including the top 25 undergraduate programs in the U.S. ranked by international enrollment, as well as top schools such as Yale, Stanford, MIT, Duke and Columbia.
We had approximately 16.3 million and 10.1 million DAUs for the three months ended December 31, 2022 and 2021, respectively, representing an increase of 62% from the prior year period. The DAU / MAU ratio, which we believe is an indicator of user engagement, increased to 26.9% from 23.8% a year ago.
We had approximately 26.9 million and 16.3 million DAUs for the three months ended December 31, 2023 and 2022, respectively, representing an increase of 65% from the prior year period. The DAU / MAU ratio, which we believe is an indicator of user engagement, increased to 30.4% from 26.9% a year ago.
Our marketable securities consist of US government treasury and agency securities. We believe that our existing cash and cash equivalents, and cash flow from operations will be sufficient to support working capital and capital expenditure requirements for at least the next 12 months.
Our cash and cash equivalents primarily consist of bank deposits and money market funds. Our marketable securities consist of U.S. government treasury and agency securities. We believe that our existing cash and cash equivalents, and cash flow from operations will be sufficient to support working capital and capital expenditure requirements for at least the next 12 months.
Personnel costs are the most significant component of operating expenses and consist of salaries, benefits, and stock-based compensation expense. Operating expenses also include overhead costs for facilities, including depreciation expense. Research and Development.
Operating Expenses Our operating expenses consist of research and development, sales and marketing, and general and administrative expenses. Personnel costs are the most significant component of operating expenses and 70 Table of Contents consist of salaries, benefits, and stock-based compensation expense. Operating expenses also include overhead costs for facilities, including depreciation expense. Research and Development.
This engagement and satisfaction, we believe, helps to drive organic growth in MAUs and DAUs, growth in, and better retention of, paid subscribers, as well as increased advertising opportunities with free users. 70 Table of Contents Sales and Marketing.
Increased engagement and efficacy, we believe, help drive organic growth in MAUs and DAUs, 74 Table of Contents growth in, and better retention of, paid subscribers, as well as increased advertising opportunities with free users. Sales and Marketing.
Provision for Income Taxes Provision for income taxes increased $0.8 million, during the year ended December 31, 2022, primarily attributable to estimated foreign tax expense as well as the impact, for US federal income tax purposes, of the capitalization of research and development expenses in accordance with Internal Revenue Code ("IRC") Section 174.
Provision for income taxes Provision for income taxes increased $0.8 million, during the year ended December 31, 2023, primarily attributable to the impact, for U,S, federal and state income tax purposes, of the capitalization of research and development expenses in accordance with Internal Revenue Code ("IRC") Section 174.
Total bookings represent the amounts we receive from a purchase of a subscription to Super Duolingo, a purchase of a Duolingo English Test, an in-app purchase for a virtual good, and from advertising networks for advertisements served to our users.
Subscription bookings represent the amounts we receive from a purchase of any Duolingo subscription offering. Total bookings include subscription bookings, income from advertising networks for advertisements served to our users, purchases of the Duolingo English Test, and in-app purchases of virtual goods.
Revenue is recognized net of any taxes collected from customers, which are subsequently remitted to governmental authorities. Revenue from time-based subscriptions includes a stand-ready obligation to provide hosting services that are consumed by the customer over the subscription period.
Revenue is recognized net of any taxes collected from customers, which are subsequently remitted to governmental authorities. Revenue from time-based subscriptions includes a stand-ready obligation to provide hosting services that are consumed by the customer over the subscription period. Users can purchase our premium subscriptions monthly or a year-long subscription and pay for the subscription at the time of purchase.
Subscription revenues totaled $273,507 for the year ended December 31, 2022, an increase of 51% over the year ended December 31, 2021 on a reported basis, and 55% on a constant currency basis. Seasonality We experience some seasonality in both user growth and monetization on our platform.
Subscription revenues totaled $404.7 million for the year ended December 31, 2023, which represented an increase of 48% (on both a reported and constant currency basis) over the year ended December 31, 2022. Seasonality We experience some seasonality in both user growth and monetization on our platform.
We intend to continue to invest additional resources in our infrastructure and our customer support and success organization to expand the capabilities of our platform and ensure that our users are realizing the full benefit of our products.
We intend to continue to invest additional resources in our infrastructure and our customer support and success organization to expand the capabilities of our platform and ensure that our users are realizing the full benefit of our products. The level, timing, and relative investment in these areas could affect our cost of revenues in the future.
The risk-free interest rate is based on the yield curve of a zero-coupon US Treasury bond on the date the option award was granted with a maturity equal to the expected term of the option award. We have not and do not expect to pay dividends on our common shares.
Treasury bond on the date the option award was granted with a maturity equal to the expected term of the option award. We have not and do not expect to pay dividends on our common shares.
Year Ended December 31, ( In thousands) 2022 2021 Net loss $ (59,574) $ (60,135) Interest income (7,235) (19) Provision for income taxes 938 177 Depreciation and amortization 4,870 2,726 Stock-based compensation expenses related to equity awards (1) 75,822 42,457 IPO and public company costs (2) 338 3,909 Acquisition transaction costs (3) 185 — Acquisition earn-out costs (4) 113 — Tender offer-related costs (5) — 5,599 Other expenses (6) — 4,220 Adjusted EBITDA $ 15,457 $ (1,066) ________________ (1) In addition to stock-based compensation expense of $73.8 million and $40.8 million for the years ended December 31, 2022 and 2021, respectively, this includes costs incurred related to taxes paid on equity transactions as follows: Year Ended December 31, (In thousands) 2022 2021 Research and development $ 701 $ 631 Sales and marketing 45 53 General and administrative 1,256 969 Total $ 2,002 $ 1,653 (2) IPO and public company costs include costs associated with IPO readiness incurred in 2021 and costs associated with the establishment of our public company structure and processes, including consultant costs, a one-time fee associated with the set-up of our initial proxy statement, and fees paid to consultants and Deloitte for work in connection with remediation of the material weakness disclosed in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
Year Ended December 31, ( In thousands) 2023 2022 Net income (loss) $ 16,067 $ (59,574) Add (deduct): Interest income (31,091) (7,235) Provision for income taxes 1,710 938 Depreciation and amortization 7,095 4,870 Stock-based compensation expenses related to equity awards (1) 99,226 75,822 Public company costs (2) — 338 Acquisition transaction costs (3) — 185 Acquisition earn-out costs (4) 338 113 Gain on sale of capitalized software (5) (100) — Loss on disposal of leasehold improvements (6) 433 — Adjusted EBITDA $ 93,678 $ 15,457 ________________ (1) In addition to stock-based compensation expense of $95.2 million and $73.8 million for the years ended December 31, 2023 and 2022, this includes costs incurred related to taxes paid on equity transactions as follows: Year Ended December 31, (In thousands) 2023 2022 Research and development $ 1,693 $ 701 Sales and marketing 93 45 General and administrative 2,219 1,256 Total $ 4,005 $ 2,002 (2) Public company costs include costs associated with the establishment of our public company structure and processes, including consultant costs, a one-time fee associated with the set-up of our initial proxy statement, and fees paid to consultants and Deloitte for work in connection with remediation of the material weakness disclosed in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
We expect engineers, designers, and product managers to represent a significant portion of our employees for the foreseeable future. We regularly test product improvements with our users. Many of these tests start by making small changes in the product that affect small numbers of users. As the tests evolve, they can require increasing investment and can impact more users.
We regularly test product improvements with our users. Many of these tests start by making small changes in the product that affect small numbers of users. As the tests evolve, they can require increasing investment and can impact more users.
The following table provides the change in cost of revenues, along with related gross margins: Year Ended December 31, 2022 2021 (in thousands) Costs Gross Margin Costs Gross Margin Total cost of revenues $ 99,431 73.1 % $ 69,186 72.4 % Operating Expenses Research and Development.
The following table provides the change in cost of revenues, along with related gross margins: Year Ended December 31, 2023 2022 Change % Change (In thousands, except gross margin) Costs Gross Margin Costs Gross Margin Costs Gross Margin Total cost of revenues $ 142,105 73.2 % $ 99,431 73.1 % $ 42,674 0.1 % Operating Expenses Research and Development.
The following table summarizes our cash flows for the periods presented: Year Ended December 31, (in thousands) 2022 2021 Net cash provided by operating activities $ 53,656 $ 9,170 Net cash used for investing activities (14,174) (6,206) Net cash provided by financing activities 14,776 430,468 Net increase in cash and cash equivalents $ 54,258 $ 433,432 Operating Activities Cash flows from operating activities can fluctuate significantly from period to period due to timing of payments and cash collections.
The following table summarizes our cash flows for the periods presented: Year Ended December 31, (In thousands) 2023 2022 Net cash provided by operating activities $ 153,614 $ 53,656 Net cash used for investing activities (13,584) (14,174) Net cash provided by financing activities 2,135 14,776 Net increase in cash, cash equivalents and restricted cash $ 142,165 $ 54,258 Operating Activities Cash flows from operating activities can fluctuate significantly from period to period due to timing of payments and cash collections.
We determined the expected life of our options using the simplified method described in the SEC Staff Accounting Bulletin Topic 14, Share-Based Payment , which defines the expected life as the average of the contractual term and the vesting period.
We determined the expected life of our options using the simplified method described in the SEC Staff Accounting Bulletin Topic 14, Share-Based Payment , which defines the expected life as the average of the contractual term and the vesting period. The risk-free interest rate is based on the yield curve of a zero-coupon U.S.
Year Ended December 31, 2022 2021 Revenues 100 % 100 % Cost of revenues 27 28 Gross profit 73 72 Operating expenses: Research and development 41 41 Sales and marketing 18 24 General and administrative 32 31 Total operating expenses 91 96 Loss from operations (18) (24) Other (expense) income, net — — Loss before interest income and provision for income taxes (18) (24) Interest income 2 — Loss before provision for income taxes (16) (24) Provision for income taxes — — Net loss and comprehensive loss (16) % (24) % Revenues Revenues increased $118.7 million, or 47%, to $369.5 million during the year ended December 31, 2022, from revenues of $250.8 million during the year ended December 31, 2021.
Year Ended December 31, 2023 2022 Revenues 100 % 100 % Cost of revenues 27 27 Gross profit 73 73 Operating expenses: Research and development 37 41 Sales and marketing 14 18 General and administrative 25 32 Total operating expenses 76 91 Loss from operations (2) (18) Other (expense) income, net — — Loss before interest income and income taxes (3) (18) Interest income 6 2 Income (loss) before income taxes 3 (16) Provision for income taxes — — Net income (loss) and comprehensive income (loss) 3 % (16) % Revenues Revenues increased $161.6 million, or 44%, to $531.1 million during the year ended December 31, 2023, from revenues of $369.5 million during the year ended December 31, 2022.
Offsetting this increase was a decline in Advertising margins, which was primarily due to decreases in average advertising revenue per DAU.
This increase in gross margin was partially offset by a decline in Advertising margins, which was due to decreases in average revenue per DAU.
For the year ended December 31, 2022 and 2021, we generated Adjusted EBITDA of $15.5 million and an Adjusted EBITDA loss of $1.1 million, respectively. Adjusted EBITDA increased in both periods due to a combination of our growth in revenue, improved gross margin, and reduction in operating expenses as a percentage of revenue as compared to the prior year periods.
For the years ended December 31, 2023 and 2022, we generated Adjusted EBITDA of $93.7 million and $15.5 million, respectively. Adjusted EBITDA increased due to a combination of our growth in revenue and a reduction in operating expenses as a percentage of revenue as compared to the prior year periods. Free Cash Flow.
For the years ended December 31, 2022 and 2021, we generated $331.8 million and $224.5 million of subscription bookings, respectively, representing an increase of 48% from the prior year period. We grew subscription bookings by selling more first-time and renewal subscriptions. Subscription bookings grow when we convert a greater proportion of users to first-time subscribers, and increase renewal rates.
For the years ended December 31, 2023 and 2022, we generated $495.5 million and $331.8 million of subscription bookings, respectively, representing an increase of 49% from the prior year period. We grew subscription bookings by selling more first-time and renewal subscriptions.
Three Months Ended December 31, (Operating metrics are in millions) 2022 2021 Operating Metrics Monthly active users (MAUs) 60.7 42.4 Daily active users (DAUs) 16.3 10.1 Paid subscribers (at period end) 4.2 2.5 61 Table of Contents Year Ended December 31, 2022 2021 Operating Metrics Subscription bookings $ 331,803 $ 224,520 Total bookings $ 428,647 $ 294,247 Non-GAAP Financial Measures Net loss (GAAP) $ (59,574) $ (60,135) Adjusted EBITDA $ 15,457 $ (1,066) Net cash provided by operating activities (GAAP) $ 53,656 $ 9,170 Free cash flow $ 46,170 $ 12,746 Operating Metrics Monthly active users (MAUs).
Three Months Ended December 31, (Operating metrics are in millions) 2023 2022 Operating Metrics Monthly active users (MAUs) 88.4 60.7 Daily active users (DAUs) 26.9 16.3 Paid subscribers (at period end) 6.6 4.2 65 Table of Contents Year Ended December 31, (In thousands) 2023 2022 Operating Metrics Subscription bookings $ 495,497 $ 331,803 Total bookings $ 622,181 $ 428,647 Non-GAAP Financial Measures Net income (loss) (GAAP) $ 16,067 $ (59,574) Adjusted EBITDA $ 93,678 $ 15,457 Net cash provided by operating activities (GAAP) $ 153,614 $ 53,656 Free cash flow $ 144,273 $ 46,170 Operating Metrics Monthly active users (MAUs).
As of December 31, 2022, subscribers made up 7.8% of our average MAUs over the last twelve months as compared to 6.2% of our average MAUs during the year ended December 31, 2021. Subscription Our subscription offering is called Super Duolingo.
As of December 31, 2023, subscribers made up 8.3% of our average MAUs over the last twelve months as compared to 7.8% of our average MAUs during the year ended December 31, 2022. Subscription Our subscription offerings as of the date of this filing are called Super Duolingo and Duolingo Max.
The main drivers of the increase for both periods were: • Subscription revenue increased $92.8 million during the year ended December 31, 2022, primarily due to an increase in the average number of paid subscribers during the periods presented; • Advertising revenue increased $6.2 million during the year ended December 31, 2022.
The main drivers of the increase were: • Subscription revenue increased by $131.2 million during the year ended December 31, 2023, primarily due to an increase in the average number of paid subscribers during the period; • Advertising revenue increased by $5.1 million during the year ended December 31, 2023.
Provision for Income Taxes The provision for income taxes represents the income tax expense associated with our operations based on the tax laws of the jurisdictions in which we operate. These foreign jurisdictions have different statutory tax rates than the United States.
Provision for income taxes 71 Table of Contents The provision for income taxes represents the income tax provision associated with our operations based on the tax laws of the jurisdictions in which we operate. In addition to the U.S., we also operate in foreign jurisdictions that have different statutory rates.
The Company also uses non-GAAP constant currency revenues and non-GAAP percentage change in constant currency revenues, which exclude the impact of fluctuations in foreign currency exchange rates, for financial and operational decision-making and as a means to evaluate period-to-period comparisons.
We use non-GAAP percentage change in constant currency revenues, which exclude the impact of fluctuations in foreign currency exchange rates, for financial and operational decision-making and as a means to evaluate period-to-period comparisons. We believe this information is useful to investors to facilitate comparisons and better identify trends in our business.
General and administrative expense increased $39.3 million, or 50%, to $117.8 million during the year ended December 31, 2022 from $78.6 million during the year ended December 31, 2021.
General and administrative expense increased by $14.3 million, or 12%, to $132.1 million during the year ended December 31, 2023 from $117.8 million during the year ended December 31, 2022.
Our gross profit may fluctuate from period to period as our revenues fluctuate, and also as a result of the timing and amount of investments we make in items related to cost of revenues. Operating Expenses Our operating expenses consist of research and development, sales and marketing, and general and administrative expenses.
Gross Profit and Gross Margin Gross profit represents revenues less cost of revenues. Gross margin is gross profit expressed as a percentage of revenues. Our gross profit may fluctuate from period to period as our revenues fluctuate, and also as a result of the timing and amount of investments we make in items related to cost of revenues.
Each unique user account is treated as a single paid subscriber regardless of whether such user purchases multiple subscriptions, and the count of paid subscribers does not include users who are currently on a free trial or who are non-paying members of a family plan. 62 Table of Contents As of December 31, 2022 and 2021, we had approximately 4.2 million and 2.5 million paid subscribers, respectively, representing an increase of 67% from the prior year period.
Each unique user account is treated as a single paid subscriber regardless of whether such user purchases multiple subscriptions, and the count of paid subscribers does not include users who are currently on a free trial or who are non-paying members of a family plan.
This increase was mainly due to the decrease of net loss adjusted by stock-based compensation expense, in addition to an increase in deferred revenue. Investing Activities Cash used in investing activities increased $8.0 million, or 128%, to $14.2 million for the year ended December 31, 2022, from $6.2 million for the year ended December 31, 2021.
This increase was mainly due to generation of net income during the current period in addition to an increase in non-cash stock-based compensation expense. 76 Table of Contents Investing Activities Cash used for investing activities decreased by $0.6 million, or 4%, to $13.6 million for the year ended December 31, 2023, from $14.2 million for the year ended December 31, 2022.
Other companies, including companies in our industry, may calculate these non-GAAP financial measures differently or not at all, which reduces their usefulness as comparative measures.
Other companies, including companies in our industry, may calculate these non-GAAP financial measures differently or not at all, which reduces their usefulness as comparative measures. The effect of currency exchange rates on our business is an important factor in understanding period to period comparisons.
Our largest source of operating cash is cash collection from sales of subscriptions to our users. Our primary uses of cash from operating activities are for personnel expenses, marketing expenses, hosting expenses, and overhead expenses. Cash provided by operating activities for the year ended December 31, 2022 increased $44.5 million, or 485%, to $53.7 million.
Our largest source of operating cash is cash collection from sales of subscriptions to our users. Our primary uses of cash from operating activities are for personnel expenses, marketing expenses, hosting expenses, and overhead expenses.
Users can purchase Super Duolingo monthly or they can purchase a six-month or year-long subscription and pay for the subscription at the time of purchase. Under the year-long subscription, users can purchase a single plan or a family plan. The family plan includes up to six users on one subscription. Such payments are initially recorded to deferred revenue.
Under the year-long subscription, users can purchase a single plan or a family plan. The family plan includes up to six users on one subscription. Such payments are initially recorded to deferred revenue. The user has the ability to download limited content offline.