Biggest changeYears Ended December 31, 2022 2021 2020 Net Revenue: Platform 87 % 82 % 70 % Devices 13 % 18 % 30 % Total net revenue 100 % 100 % 100 % Cost of Revenue: Platform 38 % 30 % 28 % Devices 16 % 19 % 27 % Total cost of revenue 54 % 49 % 55 % Gross Profit (Loss): Platform 49 % 52 % 42 % Devices (3) % (1) % 3 % Total gross profit 46 % 51 % 45 % Operating Expenses: Research and development 25 % 17 % 20 % Sales and marketing 27 % 16 % 17 % General and administrative 11 % 9 % 10 % Total operating expenses 63 % 42 % 47 % Income (Loss) from Operations (17) % 9 % (2) % Other Income (Expense), Net: Interest expense — % — % — % Other income (expense), net 1 % — % — % Total other income (expense), net 1 % — % — % Income (Loss) Before Income Taxes (16) % 9 % (2) % Income tax expense (benefit) — % — % — % Net Income (Loss) (16) % 9 % (2) % 55 Table o f Contents Comparison of Years Ended December 31, 2022 and 2021 Net Revenue Years Ended December 31, 2022 2021 Change $ Change % (in thousands, except percentages) Platform $ 2,711,441 $ 2,264,920 $ 446,521 20 % Devices 415,093 499,664 (84,571) (17) % Total net revenue $ 3,126,534 $ 2,764,584 $ 361,950 13 % Platform Platform revenue increased by $446.5 million, or 20%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021, primarily attributable to higher advertising revenue which includes revenue from our demand-side ad platform as well as higher content distribution services, including higher revenue from media and entertainment promotional spending and Premium Subscriptions.
Biggest changeYears Ended December 31, 2023 2022 2021 Net Revenue: Platform 86 % 87 % 82 % Devices 14 % 13 % 18 % Total net revenue 100 % 100 % 100 % Cost of Revenue: Platform 41 % 38 % 30 % Devices 15 % 16 % 19 % Total cost of revenue 56 % 54 % 49 % Gross Profit (Loss): Platform 45 % 49 % 52 % Devices (1) % (3) % (1) % Total gross profit 44 % 46 % 51 % Operating Expenses: Research and development 25 % 25 % 17 % Sales and marketing 30 % 27 % 16 % General and administrative 12 % 11 % 9 % Total operating expenses 67 % 63 % 42 % Income (Loss) from Operations (23) % (17) % 9 % Other Income, Net: Interest expense — % — % — % Other income, net 3 % 1 % — % Total other income, net 3 % 1 % — % Income (Loss) Before Income Taxes (20) % (16) % 9 % Income tax expense (benefit) — % — % — % Net Income (Loss) (20) % (16) % 9 % Comparison of Years Ended December 31, 2023 and 2022 Net Revenue Years Ended December 31, 2023 2022 Change $ Change % (in thousands, except percentages) Platform $ 2,994,105 $ 2,711,441 $ 282,664 10 % Devices 490,514 415,093 75,421 18 % Total net revenue $ 3,484,619 $ 3,126,534 $ 358,085 11 % Platform Platform revenue increased by $282.7 million, or 10%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022, primarily due to an increase in revenue from streaming services distribution, such as revenue share on content subscriptions and Premium Subscriptions through The Roku Channel, which was offset by slightly lower revenue from advertising driven primarily by weakness in media and entertainment promotional spending. 57 Table of Contents Devices Devices revenue increased by $75.4 million, or 18%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022. $10.0 million of the increase was due to a change in estimated transaction price for a licensing arrangement with a service operator for which performance obligations were satisfied in prior periods and was recognized as revenue during the three months ended March 31, 2023.
We define streaming hours as the aggregate amount of time streaming devices stream content on our platform in a given period. Hours streamed from The Roku Channel on non-Roku platforms are not included in this metric. Additionally, smart home products do not contribute to our streaming hours. We report streaming hours on a calendar basis.
We define Streaming Hours as the aggregate amount of time Roku streaming devices stream content on our platform in a given period. Hours streamed from The Roku Channel on non-Roku platforms are not included in this metric. Additionally, smart home products do not contribute to our Streaming Hours. We report Streaming Hours on a calendar basis.
Consistent with industry practices, we enter into firm, non-cancelable, and unconditional purchase commitments with our manufacturers to acquire products through a combination of purchase orders, supplier contracts, and open orders based on projected demand information. Our manufacturers source components and build our products based on these demand forecasts.
Consistent with industry practices, we enter into firm, non-cancelable, and unconditional purchase commitments with our contract manufacturers to acquire products through a combination of purchase orders, supplier contracts, and open orders based on projected demand information. Our contract manufacturers source components and build our products based on these demand forecasts.
We define ARPU as our platform revenue for the trailing four quarters divided by the average of the number of active accounts at the end of the current period and the end of the corresponding period in the prior year. ARPU measures the rate at which we are monetizing our active account base and the progress of our platform business.
We define ARPU as our platform revenue for the trailing four quarters divided by the average of the number of Active Accounts at the end of the current period and the end of the corresponding period in the prior year. ARPU measures the rate at which we are monetizing our Active Accounts base and the progress of our platform business.
We believe that this also occurs across a wide variety of non-Roku streaming devices and other set-top boxes. Since the first quarter of 2020, all of our Roku streaming devices include a Roku OS feature that is designed to identify when content has been continuously streaming on a channel for an extended period of time without user interaction.
We believe that this also occurs across a wide variety of non-Roku streaming devices and other set-top boxes. Since the first quarter of 2020, all of our Roku streaming devices include a Roku OS feature that is designed to identify when content has been continuously streaming on an app for an extended period of time without user interaction.
(as amended on May 3, 2019, the “Credit Agreement”), which provides for (i) a four-year revolving credit facility in the aggregate principal amount of up to $100.0 million (the “Revolving Credit Facility”), (ii) a four-year delayed draw term loan A facility in the aggregate principal amount of up to $100.0 million (the “Term Loan A Facility”), and (iii) an uncommitted incremental facility subject to certain conditions (together with the Revolving Credit Facility and the Term Loan A Facility, collectively, the “Credit Facility”).
(as amended on May 3, 2019, the “Credit Agreement”), which provided for (i) a four-year revolving credit facility in the aggregate principal amount of up to $100.0 million (the “Revolving Credit Facility”), (ii) a four-year delayed draw term loan A facility in the aggregate principal amount of up to $100.0 million (the “Term Loan A Facility”), and (iii) an uncommitted incremental facility subject to certain conditions (together with the Revolving Credit Facility and the Term Loan A Facility, collectively, the “Credit Facility”).
Our future capital requirements, the adequacy of available funds, and cash flows from operations could be affected by various risks and uncertainties, including, but not limited to, those detailed in Part I, Item 1A, Risk Factors in this Annual Report and the effects of the current macroeconomic environment.
Our future capital requirements, the adequacy of available funds, and cash flows from operations could be affected by various risks, uncertainties, including, but not limited to, those detailed in Item 1A, Risk Factors in this Annual Report and the effects of the current macroeconomic environment.
Moreover, streaming hours on our platform are measured whenever a streaming device is streaming content, whether a viewer is actively watching or not.
Moreover, Streaming Hours on our platform are measured whenever a Roku streaming device is streaming content, whether a viewer is actively watching or not.
For example, if a Roku player is connected to a TV, and the viewer turns off the TV, steps away, or falls asleep and does not stop or pause the player, then the particular streaming channel may continue to play content for a period of time determined by the streaming channel.
For example, if a Roku player is connected to a TV, and the viewer turns off the TV, steps away, or falls asleep and does not stop or pause the player, then the particular streaming app may continue to play content for a period of time determined by the streaming app.
For additional information regarding content commitments, see Note 13 to the consolidated financial statements in Item 8 of this Annual Report. • Operating lease liabilities that are included in our consolidated balance sheets and liabilities related to the lease arrangements that have not yet commenced.
For additional information regarding content commitments, see Note 12 to the consolidated financial statements in Item 8 of this Annual Report. • Operating lease liabilities that are included in our consolidated balance sheets and liabilities related to the lease arrangements that have not yet commenced.
Cost of revenue, devices also includes technology licenses or royalty fees on devices we sell or license, inbound and outbound freight, duty and logistics costs, third-party packaging, inventory provisions, and allocated overhead costs related to facilities, customer support, and salaries, benefits, and stock-based compensation for operations personnel.
Cost of revenue, devices also includes technology licenses or royalty fees on devices we sell, inbound and outbound freight, duty and logistics costs, third-party packaging, inventory provisions, and allocated overhead costs related to facilities, third-party cloud services, customer support, and salaries, benefits, and stock-based compensation for operations personnel.
This feature, which we refer to as “Are you still watching,” periodically prompts the user to confirm that they are still watching the selected channel and closes the channel if the user does not respond affirmatively. We believe that the implementation of this feature across the Roku platform benefits us, our customers, channel partners, and advertisers.
This feature, which we refer to as “Are you still watching,” periodically prompts the user to confirm that they are still watching the selected app and closes the app if the user does not respond affirmatively. We believe that the implementation of this feature across the Roku platform benefits us, our customers, content partners, and advertisers.
In our international markets, we primarily sell our devices through wholesale distributors which, in turn, re-sell to retailers. Cost of Revenue Cost of Revenue, Platform Cost of revenue, platform primarily consists of costs associated with acquiring advertising inventory and amortization costs of content, both licensed and produced, and revenue share with content publishers.
In our international markets, we primarily sell our devices through wholesale distributors which, in turn, sell to retailers. Cost of Revenue Cost of Revenue, Platform Cost of revenue, platform primarily consists of costs associated with acquiring advertising inventory and amortization costs of content, both licensed and produced, and revenue share with content partners .
See Item 1A, Risk Factors, and the Note Regarding Forward Looking Statements elsewhere in this Annual Report for additional details. 52 Table o f Contents Key Performance Metrics The key performance metrics we use to evaluate our business, measure our performance, develop financial forecasts and make strategic decisions are gross profit, active accounts, streaming hours, and ARPU.
See Item 1A, Risk Factors, and the Note Regarding Forward Looking Statements elsewhere in this Annual Report for additional details. 53 Table of Contents Key Performance Metrics The key performance metrics we use to evaluate our business, measure our performance, develop financial forecasts and make strategic decisions are gross profit, Active Accounts, Streaming Hours, and ARPU.
Cost of Revenue, Devices Cost of revenue, devices is comprised mostly of manufacturing costs payable to third party manufacturers for devices we sell which include streaming players, audio products and smart home products.
Cost of Revenue, Devices Cost of revenue, devices is comprised mostly of manufacturing costs payable to third party manufacturers for devices we sell which include streaming players, Roku-branded TVs, audio products and smart home products.
These activities can materially impact our liquidity and capital resources. We believe our existing cash and cash equivalents balance and cash flow from operations will be sufficient to meet our working capital, capital expenditures, and material cash requirements from known contractual obligations for the next twelve months and beyond.
These activities may materially impact our liquidity and capital resources. We believe our existing cash and cash equivalents balance will be sufficient to meet our working capital, capital expenditures, and material cash requirements from known contractual obligations for the next twelve months and beyond.
Although we believe we have adequately provided for our uncertain tax positions, no assurance can be given that the final tax outcome of these matters will not be materially different. Critical Accounting Policies and Estimates Our financial statements are prepared in accordance with generally accepted accounting principles in the United States.
Although we believe we have adequately provided for our uncertain tax positions, no assurance can be given that the final tax outcome of these matters will not be materially different. 61 Table of Contents Critical Accounting Estimates Our financial statements are prepared in accordance with generally accepted accounting principles in the United States.
This section of this Annual Report generally discusses fiscal years 2022 and 2021 and year-to-year comparisons between those years.
This section of this Annual Report generally discusses fiscal years 2023 and 2022 and year-to-year comparisons between those years.
For additional information regarding manufacturing purchase commitments, see Note 13 to the consolidated financial statements in Item 8 of this Annual Report. • Commitments to license content from content publishers and produce content under contractual arrangements.
For additional information regarding manufacturing purchase commitments, see Note 12 to the consolidated financial statements in Item 8 of this Annual Report. • Commitments to license content from content partners and produce content under contractual arrangements.
Our gross profit was $1,441.1 million and $1,408.6 million for the years ended December 31, 2022 and 2021, respectively, reflecting an increase of 2%. Active Accounts We believe that the number of active accounts is a relevant measure to gauge the size of our user base.
Our gross profit was $1,522.6 million and $1,441.1 million for the years ended December 31, 2023 and 2022, respectively, reflecting an increase of 6%. Active Accounts We believe that the number of Active Accounts is a relevant measure to gauge the size of our user base.
Discussions of fiscal year 2020 and year-to-year comparisons between fiscal years 2021 and 2020 that are not included in this Annual Report can be found in Management’s Discussion and Analysis of Financial Condition and Results of Operations in Part II, Item 7 of our Annual Report for the fiscal year ended December 31, 2021 filed with the SEC on February 18, 2022.
Discussions of fiscal year 2021 and year-to-year comparisons between fiscal years 2022 and 2021 that are not included in this Annual Report can be found in Management’s Discussion and Analysis of Financial Condition and Results of Operations in Item 7 of our Annual Report for the fiscal year ended December 31, 2022 filed with the SEC on February 16, 2023.
Devices revenue is generated from the sale of streaming players, audio products, smart home products, and, beginning in 2023, Roku-branded TVs, and related accessories as well as from licensing arrangements with service operators and licensed Roku TV partners. We expect to continue to manage the average selling prices (“ASP”) of Roku streaming devices to increase our active accounts.
Devices revenue is generated from the sale of streaming players, Roku-branded TVs (beginning in March 2023), smart home products and services, audio products, and related accessories as well as revenue from licensing arrangements with service operators. We expect to continue to manage the average selling prices of Roku streaming devices to increase our Active Accounts.
However, our revenue from content publishers is not tied to the hours streamed on their streaming channels, and the number of streaming hours does not correlate to revenue earned from such content publishers or ARPU on a period-by-period basis.
However, our revenue from content partners is not tied to the hours streamed on their streaming apps, and the number of Streaming Hours does not correlate to revenue earned from such content partners or ARPU on a period-by-period basis.
Some of our leading channel partners, including Netflix, also have implemented similar features within their channels. This Roku OS feature supplements these channel features. This feature has not had and is not expected to have a material impact on our future financial performance.
Some of our leading content partners, including Netflix, also have implemented similar features within their apps. This Roku OS feature supplements these app features. This feature has not had and is not expected to have a material impact on our future financial performance.
Operating and Other Expenses Research and Development Research and development expenses consist primarily of personnel-related costs, including salaries, benefits, and stock-based compensation for our development teams as well as outsourced development fees. In addition, research and development expenses include allocated facilities and overhead costs.
Operating and Other Expenses Research and Development Research and development expenses consist primarily of salaries, benefits, and stock-based compensation for our development teams as well as outsourced development expenses. In addition, research and development expenses include allocated facilities and overhead expenses.
Business Conditions and Macroeconomic Factors Macroeconomic factors, such as increased inflation and interest rates, recessionary fears, financial and credit market fluctuations, changes in economic policy, the prolonged COVID-19 pandemic, global supply chain constraints, and geopolitical developments (such as the war in Ukraine), have had, and we believe will continue to have, an impact on our business and results of operations.
Business Conditions and Macroeconomic Factors Macroeconomic factors, such as increased inflation and interest rates, recessionary fears, financial and credit market fluctuations, changes in economic policy, global supply chain constraints, and geopolitical developments (such as the war in Ukraine and the unrest in the Middle East), have had, and we believe may continue to have, an impact on our business and results of operations.
We streamed 87.4 billion and 73.2 billion h ours during the years ended December 31, 2022 and 2021, respectively reflecting an increase of 19%. Average Revenue per User We measure our platform monetization progress with ARPU, which we believe represents the inherent value of our business.
We streamed 106.0 billion and 87.4 billion h ours during the years ended December 31, 2023 and 2022, respectively, reflecting an increase of 21%. 54 Table of Contents Average Revenue per User We measure our platform monetization progress with ARPU, which we believe represents the inherent value of our business.
During the year ended December 31, 2022, the volume of streaming players sold decreased by 14% and the average selling price of streaming players decreased by 5% as compared to the year ended December 31, 2021.
The volume of streaming players sold decreased by 8% and the average selling price of streaming players increased by 1% during the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Sales and Marketing Sales and marketing expenses consist primarily of personnel-related costs, including salaries, benefits, commissions, and stock-based compensation for our employees engaged in sales and sales support, marketing, communications, data science and analytics, business development, product management, and partner support functions. Sales and marketing expenses also include marketing, retail and merchandising costs, and allocated facilities and overhead expenses.
Sales and Marketing Sales and marketing expenses consist primarily of salaries, benefits, commissions, and stock-based compensation for our employees engaged in sales and sales support, marketing, communications, data science and analytics, business development, product management, and partner support functions.
Platform revenue is generated from the sale of digital advertising and related services including the demand-side platform and content distribution services such as subscription and transaction revenue shares, media and entertainment promotional spending, the sale of Premium Subscriptions, and the sale of branded channel buttons on remote controls.
Platform revenue is generated from the sale of digital advertising (including direct and programmatic video advertising, media and entertainment promotional spending, and related services) and streaming services distribution (including subscription and transaction revenue shares, the sale of Premium Subscriptions, and the sale of branded app buttons on remote controls). Streaming services distribution was previously referred to as content distribution services.
The primary uses of cash are costs of revenue including costs to acquire advertising inventory, costs to license and produce content, third-party manufacturing costs for our products, as well as operating expenses including payroll-related expenses, consulting and professional service fees, and facility and marketing expenses. Other uses of cash include purchases of property and equipment and mergers and acquisitions.
The primary uses of cash are costs of revenue including costs to acquire advertising inventory, costs to license and produce content, third-party manufacturing costs for our products, as well as operating expenses such as personnel-related expenses including employee termination payments, consulting and professional service expenses, facility expenses, and marketing expenses.
Our ad inventory includes video ad inventory from AVOD content in The Roku Channel, native display ads on our home screen and screen saver, as well as ad inventory we obtain through our content distribution agreements with publishers.
Our ad inventory includes video ad inventory from AVOD content in The Roku Channel, native display ads on our home screen and screen saver, as well as ad inventory we obtain through our streaming services distribution agreements with our content partners. To supplement supply, we purchase advertising inventory from our content partners, on an as needed basis.
We have established a full valuation allowance to offset the U.S. and Netherlands net deferred tax assets due to the uncertainty of realizing future tax benefits from our net operating loss carry-forwards and other deferred tax assets.
A valuation allowance is established when it is more likely than not that the deferred tax assets will not be realized. We have established a full valuation allowance for our U.S. and Netherlands net deferred tax assets due to the uncertainty of realizing future tax benefits from our net operating loss carry-forwards and other deferred tax assets.
We perform an ongoing analysis of various factors including our historical experience, promotional programs, claims to date, and other business factors to determine the allowances for sales returns and sales incentives.
Allowances for Sales Returns and Sales Incentives Our accounts receivable is stated at invoice value less estimated allowances that include allowance for sales returns and sales incentives. We perform an ongoing analysis of various factors including our historical experience, promotional programs, claims to date, and other business factors to determine the allowances for sales returns and sales incentives.
For example, a single account may be used by more than one individual, such as a family, and one account may be used on multiple streaming devices. We had 70.0 million and 60.1 million active accounts as of December 31, 2022 and 2021, respectively reflecting an increase of 16%.
For example, an Active Account may include more than one individual, such as a family, and one Active Account may include use of multiple Roku streaming devices. We had 80.0 million and 70.0 million Active Accounts as of December 31, 2023 and 2022, respectively, reflecting an increase of 14%.
The ongoing effects of the pandemic and associated economic conditions remain difficult to predict due to numerous uncertainties. We believe that the direct and indirect impacts of these business conditions and macroeconomic factors are difficult to isolate or quantify.
We believe that the direct and indirect impacts of these business conditions and macroeconomic factors are difficult to isolate or quantify.
Less than 2% of our cash was held outside the United States in accounts held by our foreign subsidiaries, which are used to fund foreign operations. Our primary sources of cash are receipts from platform and devices revenue and proceeds from equity sales, including equity issued pursuant to our employee equity incentive plans.
Approximately 4% of our cash was held outside the United States in accounts held by our foreign subsidiaries, which are used to fund foreign operations. Our primary sources of cash are receipts from platform and devices revenue.
We have a full valuation allowance for deferred tax assets, including net operating losses primarily for the U.S. and any jurisdiction where we do not expect to realize their benefits in the future. We expect to maintain this valuation allowance for the foreseeable future.
Income Tax Expense Our income tax expense consists primarily of income taxes in certain foreign jurisdictions where we conduct business and income taxes in the United States. We have a full valuation allowance for deferred tax assets, including net operating losses primarily for the U.S. and any jurisdiction where we do not expect to realize their benefits in the future.
Results of Operations The following table sets forth selected consolidated statements of operations data as a percentage of total revenue for each of the periods indicated.
We expect to maintain this valuation allowance for the foreseeable future. 56 Table of Contents Results of Operations The following table sets forth selected consolidated statements of operations data as a percentage of total revenue for each of the periods indicated.
For additional information regarding our lease liabilities, see Note 10 to the consolidated financial statements in Item 8 of this Annual Report. The contractual commitments discussed above are associated with agreements that are enforceable and legally binding. Obligations under contracts that we can cancel without a significant penalty are not included above.
For additional information regarding our lease liabilities, see Note 9 to the consolidated financial statements in Item 8 of this Annual Report. Our restructuring efforts to consolidate office space did not materially change our operating lease obligations. The contractual commitments discussed above are associated with agreements that are enforceable and legally binding.
The estimate of the variable consideration is based on the assessment of historical, current, and forecasted performance noted and expected from the performance obligation. For the sale of third-party goods and services, we evaluate whether we are the principal, and report revenue on a gross basis, or an agent, and report revenue on a net basis.
For the sale of third-party goods and services, we evaluate whether we are the principal, and report revenue on a gross basis, or an agent, and report revenue on a net basis.
If such facts and circumstances indicate an asset group’s carrying amount may not be recoverable, we assess the recoverability of purchased-intangible assets by comparing the projected undiscounted net cash flows associated with the asset group against their respective carrying amounts. Impairment, if any, is based on the excess of the carrying amount over the fair value of these asset groups.
If such facts and circumstances indicate an asset or asset group’s carrying amount may not be recoverable, we assess its recoverability by comparing the projected undiscounted net cash flows directly associated with the use and eventual disposition of the asset or asset group against their respective carrying amounts.
While the current macroeconomic environment has not severely impacted our liquidity and capital resources to date, it has contributed to disruption and volatility in local economies and in capital and credit markets, which could adversely affect our liquidity and capital resources in the future. 58 Table o f Contents We may attempt to raise additional capital through the sale of equity securities or other financing arrangements.
While the current macroeconomic environment has not severely impacted our liquidity and capital resources to date, it has contributed to disruption and volatility in local economies and in capital and credit markets, which could adversely affect our liquidity and capital resources in the future.
For those performance obligations that are not routinely sold separately, we determine SSP using information that may include market conditions and other observable inputs.
For those performance obligations that are not routinely sold separately, we determine SSP using information that may include market conditions and other observable inputs. When arrangements have variable consideration, we utilize the expected value method to estimate the amount expected to be received.
We expect our general and administrative expenses to increase in absolute dollars due to the expansion of our business and related infrastructure. 54 Table o f Contents Other Income (Expense), Net For the years ended December 31, 2022 and 2021, other income (expense), net consists of interest income on cash and cash equivalents, income recognized related to non-cash consideration associated with the delivery of services as part of a strategic commercial arrangement, i nter est expense that includes interest on our debt and amortization of deferred debt costs, foreign currency re-measurement, and transaction gains and losses.
Other Income, Net For the years ended December 31, 2023 and 2022, other income, net consists of interest income on cash and cash equivalents, income recognized related to non-cash consideration associated with the delivery of services as part of a strategic commercial arrangement, i nter est expense that includes interest on our debt and amortization of deferred debt costs, foreign currency re-measurement, transaction gains and losses, and net change in the fair value of the Strategic Investment (as defined in Note 7 to the consolidated financial statements in Item 8 of this Annual Report).
Gross profit for the platform segment increased by $85.4 million, or 6%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021, primarily driven by the overall growth in our platform revenue. 56 Table o f Contents Devices The cost of revenue, devices decreased by $31.7 million, or 6%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
Gross profit for the platform segment increased by $34.8 million, or 2%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022, primarily driven by the overall growth in our platform revenue.
If our estimates regarding accounts receivable allowances differ from the actual results, the losses or gains could be material. 61 Table o f Contents Provision for Income Taxes We account for income taxes in accordance with authoritative guidance, which requires the use of the asset and liability method.
If our estimates regarding accounts receivable allowances differ from the actual results, the losses or gains could be material. Provision for Income Taxes We are subject to income taxes in the U.S. and foreign jurisdictions. We account for income taxes using the asset and liability method.
Devices Revenue We generate devices revenue from the sale of streaming players and other devices such as audio products, smart home products and accessories through consumer retail distribution channels and online retailers. Our devices revenue also includes licensing arrangements with service operators and licensed Roku TV partners. We generate most of our devices revenue in the United States.
To date, we have generated most of our platform revenue in the United States. Devices Revenue We generate devices revenue from the sale of streaming players, Roku-branded TVs, smart home products and services, audio products, and related accessories. Our devices revenue also includes licensing arrangements with service operators. We generate most of our devices revenue in the United States.
Cash Flows The following table summarizes our cash flows for the periods presented (in thousands): Years Ended December 31, 2022 2021 Consolidated Statements of Cash Flows Data: Cash flows provided by operating activities $ 11,795 $ 228,081 Cash flows used in investing activities $ (201,696) $ (176,819) Cash flows provided by financing activities $ 8,357 $ 1,003,147 Cash Flows from Operating Activities Our operating activities provided cash of $11.8 million for the year ended December 31, 2022.
See Note 10 to the consolidated financial statements in Item 8 of this Annual Report for additional details. 60 Table of Contents Cash Flows The following table summarizes our cash flows for the periods presented (in thousands): Years Ended December 31, 2023 2022 Consolidated Statements of Cash Flows Data: Cash flows provided by operating activities $ 255,856 $ 11,795 Cash flows used in investing activities $ (92,619) $ (201,696) Cash flows (used in) provided by financing activities $ (61,243) $ 8,357 Cash Flows from Operating Activities Our operating activities provided cash of $255.9 million for the year ended December 31, 2023.
Our net loss of $498.0 million for the year ended December 31, 2022 was adjusted by non-cash charges of $700.1 million comprised mainly of stock-based compensation, amortization of content assets, depreciation and amortization on property and equipment and intangible assets, amortization of operating right-of-use assets, and impairment of certain intangible technology assets adjusted by net gains on remeasurement of foreign currency denominated assets and liabilities.
Our net loss of $709.6 million for the year ended December 31, 2023 was adjusted by non-cash charges of $972.7 million comprised mainly of stock-based compensation, amortization of content assets, depreciation and amortization of property and equipment and intangible assets, amortization of operating right-of-use assets, impairment of assets as part of restructuring charges, and change in fair value of the Strategic Investment.
In addition, we have $6.1 million of uncertain tax positions as of December 31, 2022. We adjust these positions when facts and circumstances change, such as the closing of a tax audit or the refinement of an estimate. We are unable to accurately predict when these amounts will be realized or released.
Obligations under contracts that we can cancel without a significant penalty are not included above. In addition, we have $6.2 million of uncertain tax positions as of December 31, 2023. We adjust these positions when facts and circumstances change, such as the closing of a tax audit or the refinement of an estimate.
We review purchased-intangible assets whenever events or changes in circumstances indicate that the useful life is shorter than we had originally estimated, or that the carrying amount of the asset group to which it relates may not be recoverable.
Impairment of Long-Lived Assets We review long-lived assets, including property and equipment, right-of-use assets, and intangible assets with finite lives whenever events or changes in circumstances indicate the carrying amount of the asset or asset group to which it relates may not be recoverable.
Senior Secured Term Loan A and Revolving Credit Facilities On February 19, 2019, we entered into a Credit Agreement with Morgan Stanley Senior Funding, Inc.
Additionally, due to the current macroeconomic environment, we may be unable to obtain debt or equity financing on terms that are acceptable to us. Senior Secured Term Loan A and Revolving Credit Facilities On February 19, 2019, we entered into a Credit Agreement with Morgan Stanley Senior Funding, Inc.
The changes in our operating assets and liabilities used cash totaling $190.3 million mainly from an increase in content assets acquired and paid during the period, an increase in inventory on hand, an increase in prepaid expenses and accounts receivable balances offset by inflows from an increase in accounts payable and accrued liabilities and an increase in deferred revenue balances.
The changes in our operating assets and liabilities used cash totaling $7.3 million mainly due to payments made to acquire content, payments made for operating leases liabilities, and an increase in the accounts receivable balance at the end of the year due to higher revenue, offset by an increase in accounts payable and accrued liabilities due to timing of payments, an increase in deferred revenue, a decrease in prepaid expenses, and a decrease in inventory balances at the end of fiscal 2023.
Gross loss for the devices segment increased by $52.8 million, or 140%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
Devices The cost of revenue, devices increased by $28.7 million, or 6%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022.
We have pursued merger and acquisition activities in the past, such as the acquisition of the Nielsen AVA business, the This Old House business, and content rights from Quibi in fiscal 2021, and we may pursue additional merger and acquisition activities in the future, including the acquisition of rights to programming and content assets.
Other uses of cash include purchases of property and equipment and mergers and acquisitions. We have pursued merger and acquisition activities in the past, and we may pursue additional merger and acquisition activities in the future, including the acquisition of rights to programming and content assets.
These changes are mainly due to overall growth in the business combined with the timing of receipts from customers and payments to vendors. 59 Table o f Contents Cash Flows from Investing Activities Our investing activities for the year ended December 31, 2022 included cash outflows of $201.7 million consisting of purchases of property and equipment and expenditures related to the expansion of our office facilities of $161.7 million and the purchase of a strategic investment of $40.0 million.
Cash Flows from Investing Activities Our investing activities for the year ended December 31, 2023 included cash outflows of $92.6 million consisting of purchases of property and equipment and expenditures related to the expansion of our office facilities of $82.6 million and an additional investment in the Strategic Investment of $10.0 million.
For our current borrowings, we have elected a Eurodollar borrowing with interest at a rate equal to the adjusted one-month LIBOR rate plus an applicable margin of 1.75% based on our secured leverage ratio. The borrowings under the facility will be repaid in full in February 2023.
On November 18, 2019, we borrowed an aggregate principal amount of $100.0 million from the Term Loan A Facility. We elected an interest rate equal to the adjusted one-month LIBOR rate plus an applicable margin of 1.75% based on our secured leverage ratio.
Cost of Revenue Years Ended December 31, 2022 2021 Change $ Change % (in thousands, except percentages) Cost of Revenue: Platform $ 1,179,675 $ 818,506 $ 361,169 44 % Devices 505,737 537,478 (31,741) (6) % Total cost of revenue $ 1,685,412 $ 1,355,984 $ 329,428 24 % Gross Profit (Loss): Platform $ 1,531,766 $ 1,446,414 $ 85,352 6 % Devices (90,644) (37,814) (52,830) 140 % Total gross profit $ 1,441,122 $ 1,408,600 $ 32,522 2 % Platform The cost of revenue, platform increased by $361.2 million, or 44%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
Cost of Revenue and Gross Profit Years Ended December 31, 2023 2022 Change $ Change % (in thousands, except percentages) Cost of Revenue: Platform $ 1,427,546 $ 1,179,675 $ 247,871 21 % Devices 534,458 505,737 28,721 6 % Total cost of revenue $ 1,962,004 $ 1,685,412 $ 276,592 16 % Gross Profit (Loss): Platform $ 1,566,559 $ 1,531,766 $ 34,793 2 % Devices (43,944) (90,644) 46,700 (52) % Total gross profit $ 1,522,615 $ 1,441,122 $ 81,493 6 % Platform The cost of revenue, platform increased by $247.9 million, or 21%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022.
Cash Flows from Financing Activities Our financing activities provided cash of $8.4 million for the year ended December 31, 2022. We received cash proceeds of $18.4 million from the exercise of employee stock options. These inflows were offset by $10.0 million of repayments made on borrowings.
Cash Flows from Financing Activities Our financing activities used cash of $61.2 million for the year ended December 31, 2023. The cash outflow related primarily to the repayment of $80.0 million of our Credit Facility that became due in February 2023 offset by $18.8 million received from proceeds from the exercise of employee stock options.
ARPU was $41.68 as of December 31, 2022 as compared to $40.67 as of December 31, 2021, reflecting an increase of 2%. 53 Table o f Contents Components of Results of Operations Revenue Platform Revenue We generate platform revenue from digital advertising sales and related services including our demand-side ad platform and content distribution services such as subscription and transaction revenue sharing arrangements, media and entertainment promotional spending, the sale of Premium Subscriptions, and the sale of branded channel buttons on remote controls.
Components of Results of Operations Revenue Platform Revenue We generate platform revenue from the sale of digital advertising (including direct and programmatic video advertising, media and entertainment promotional spending, and related services) and streaming services distribution (including subscription and transaction revenue shares, the sale of Premium Subscriptions, and the sale of branded app buttons on remote controls).
Sales and marketing Sales and marketing expenses increased by $382.8 million, or 84%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
Sales and marketing Sales and marketing expenses increased by $194.9 million, or 23%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022. The increase was primarily driven by higher restructuring charges of $102.8 million comprised of asset impairments, facilities exit costs, and employee severance.
As of December 31, 2022, we were in compliance with all of the covenants of the Credit Agreement. See Note 11 to the consolidated financial statements in Item 8 of this Annual Report for additional details regarding the Credit Agreement.
We recorded a total restructuring charge of $356.1 million during the fiscal year ended December 31, 2023 as a result of these actions. See Note 17 to the consolidated financial statements in Item 8 of this Annual Report for additional details.
We expect sales and marketing expenses to increase in absolute dollars in future periods as we focus on growing active accounts, platform and devices revenue, and expanding our business internationally. General and Administrative General and administrative expenses consist primarily of salaries, benefits, and stock-based compensation for our finance, legal, information technology, human resources, and other administrative personnel.
Sales and marketing expenses also include marketing, retail and merchandising expenses, and allocated facilities and overhead expenses. 55 Table of Contents General and Administrative General and administrative expenses consist primarily of salaries, benefits, and stock-based compensation for our finance, legal, information technology, human resources, and other administrative personnel.
We expect to continue to incur expenses for facility and building related costs for our office locations in the United States and internationally. In addition, we expect to continue our investments in purchases of computer systems and other property and equipment.
Though we do not expect to incur expenses for facilities and building related costs at the same level as the last few fiscal years, we will continue to incur expenses on the maintenance of our facilities and purchases of computer systems, and other property and equipment, in order to support future growth in our business.
We had outstanding letters of credit of $37.7 million and $38.0 million as of December 31, 2022 and 2021, respectively, against the Revolving Credit Facility. Upon maturity of the Credit Facility, we expect to roll over the outstanding letters of credit into a new, cash secured, bilateral facility.
The Credit Facility matured on February 19, 2023 and the outstanding Term Loan A Facility was repaid in full. As of December 31, 2022, we had outstanding letters of credit against the Revolving Credit Facility of $37.7 million.
General and administrative General and administrative expenses increased by $88.4 million, or 34%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
General and administrative General and administrative expenses increased by $58.5 million, or 17%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022. The increase was primarily driven by higher restructuring charges of $53.9 million comprised of asset impairments, facilities exit costs, and employee severance.
Operating Expenses Years Ended December 31, 2022 2021 Change $ Change % (in thousands, except percentages) Research and development $ 788,913 $ 461,602 $ 327,311 71 % Sales and marketing 838,419 455,601 382,818 84 % General and administrative 344,678 256,297 88,381 34 % Total operating expenses $ 1,972,010 $ 1,173,500 $ 798,510 68 % Research and development Research and development expenses increased by $327.3 million, or 71%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021.
We manage the average selling prices of our products to increase our Active Accounts. 58 Table of Contents Operating Expenses Years Ended December 31, 2023 2022 Change $ Change % (in thousands, except percentages) Research and development $ 878,474 $ 788,913 $ 89,561 11 % Sales and marketing 1,033,359 838,419 194,940 23 % General and administrative 403,159 344,678 58,481 17 % Total operating expenses $ 2,314,992 $ 1,972,010 $ 342,982 17 % Research and development Research and development expenses increased by $89.6 million, or 11%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022.
If we raise additional financing by the incurrence of additional indebtedness, we may be subject to fixed payment obligations and also to restrictive covenants. Additionally, due to the current macroeconomic environment, we may be unable to obtain debt financing on terms that are acceptable to us.
We may attempt to raise additional capital through the sale of equity securities or other financing arrangements. If we raise additional funds by issuing equity, the ownership of our existing stockholders will be diluted. If we raise additional financing by the incurrence of indebtedness, we may be subject to fixed payment obligations and also to restrictive covenants.
This increase is primarily driven by higher advertising inventory costs, higher content amortization costs, Premium Subscription costs, and credit card processing fees all totaling $293.4 million. Platform costs increased an additional $67.3 million due to higher personnel costs and increases in cloud services costs for supporting the platform.
The increase of $182.4 million was primarily driven by higher costs of acquiring content, higher costs of Premium Subscriptions, and higher credit card processing fees, partially offset by lower content asset amortization and lower cost of advertising inventory.
Material Cash Requirements from Known Contractual Obligations Our material cash requirements from known contractual obligations as of December 31, 2022 consisted of: • Principal payments related to our Term Loan A Facility that are included in our consolidated balance sheets and the related periodic interest payments.
Material Cash Requirements from Known Contractual Obligations Our material cash requirements from known contractual obligations as of December 31, 2023 consisted of: • Commitments to purchase finished goods from our contract manufacturers and other inventory related items.
Recent Accounting Pronouncements The recent accounting pronouncements adopted during the year ended December 31, 2022 and those not yet adopted are discussed and included in Note 2 to the consolidated financial statements in Item 8 of this Annual Report. They are incorporated herein by reference.
Release of the valuation allowance would result in the recognition of U.S. federal and state deferred tax assets and a corresponding decrease to income tax expense in the period the release is recorded. Recent Accounting Pronouncements The recent accounting pronouncements are discussed and included in Note 2 to the consolidated financial statements in Item 8 of this Annual Report.
Devices Devices revenue decreased by $84.6 million, or 17%, during the year ended December 31, 2022 as compared to the year ended December 31, 2021, primarily due to a decrease in both the volume of streaming players sold and average selling prices.
Gross loss for the devices segment decreased by $46.7 million, or 52%, during the year ended December 31, 2023 as compared to the year ended December 31, 2022. The gross loss was driven by a higher cost of manufacturing of products in the devices segment as compared to the revenue generated from them.