Biggest changeResults of Operations The following tables set forth selected consolidated statement of operations data and such data as a percentage of total revenue for each of the periods indicated (in thousands): Year Ended January 31, 2022 2021 Revenue: Licenses $ 481,427 $ 346,035 Subscription services 369,867 232,542 Professional services and other 40,958 29,066 Total revenue 892,252 607,643 Cost of revenue: Licenses (1) 11,888 7,054 Subscription services (1)(2)(3) 60,565 24,215 Professional services and other (2)(3) 96,415 34,588 Total cost of revenue 168,868 65,857 Gross profit 723,384 541,786 Operating expenses: Sales and marketing (1)(2)(3) 697,682 380,154 Research and development (2)(3) 276,657 109,920 General and administrative (1)(2)(3) 249,991 162,035 Total operating expenses 1,224,330 652,109 Operating loss (500,946) (110,323) Interest income 3,551 1,152 Other (expense) income, net (13,488) 14,513 Loss before income taxes (510,883) (94,658) Provision for (benefit from) income taxes 14,703 (2,265) Net loss $ (525,586) $ (92,393) Year Ended January 31, (1) Includes amortization of acquired intangible assets as follows (in thousands): 2022 2021 Cost of licenses revenue $ 2,521 $ 2,493 Cost of subscription services revenue 1,100 — Sales and marketing 1,397 115 General and administrative 101 — Total amortization of acquired intangible assets $ 5,119 $ 2,608 (2) Includes stock-based compensation expense as follows (in thousands): Year Ended January 31, 2022 2021 Cost of subscription services revenue $ 12,232 $ 513 Cost of professional services and other revenue 29,849 1,860 Sales and marketing 237,975 16,356 Research and development 135,713 11,435 General and administrative 99,814 56,003 Total stock-based compensation expense $ 515,583 $ 86,167 62 Table of Contents (3) Includes employer payroll tax expense related to equity transactions as follows (in thousands): Year Ended January 31, 2022 2021 Cost of subscription services revenue $ 1,142 $ — Cost of professional services and other revenue 4,516 — Sales and marketing 39,615 — Research and development 5,810 — General and administrative 3,001 — Total employer payroll tax expense related to equity transactions $ 54,084 $ — The following table sets forth our consolidated statement of operations data expressed as a percentage of revenue for the period indicated: Year Ended January 31, 2022 2021 Revenue: Licenses 54 % 57 % Subscription services 41 % 38 % Professional services and other 5 % 5 % Total revenue 100 % 100 % Cost of revenue: Licenses 1 % 1 % Subscription services 7 % 4 % Professional services and other 11 % 6 % Total cost of revenue 19 % 11 % Gross profit 81 % 89 % Operating expenses: Sales and marketing 78 % 62 % Research and development 31 % 18 % General and administrative 28 % 27 % Total operating expenses 137 % 107 % Operating loss (56) % (18) % Interest income — % — % Other (expense) income, net (1) % 2 % Loss before income taxes (57) % (16) % Provision for (benefit from) income taxes 2 % (1) % Net loss (59) % (15) % Comparison of Fiscal Year 2022 and Fiscal Year 2021 Revenue Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Licenses $ 481,427 $ 346,035 $ 135,392 39 % Subscription services 369,867 232,542 137,325 59 % Professional services and other 40,958 29,066 11,892 41 % Total revenue $ 892,252 $ 607,643 $ 284,609 47 % Total revenue increased by $284.6 million, or 47%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021, primarily due to an increase in licenses revenue of $135.4 million and 63 Table of Contents increase in subscription services revenue of $137.3 million.
Biggest changeNet Loss Over the longer term, we seek to drive durable growth while improving profitability and aligning resources to maximize return on investment through operational efficiencies. 60 Table of Contents Results of Operations The following table sets forth selected consolidated statement of operations data for each of the periods indicated (in thousands): Year Ended January 31, 2023 2022 Revenue: Licenses $ 497,836 $ 481,427 Subscription services 508,823 369,867 Professional services and other 51,922 40,958 Total revenue 1,058,581 892,252 Cost of revenue: Licenses (1) 10,421 11,888 Subscription services (1)(2)(3)(4) 87,366 60,565 Professional services and other (2)(3)(4) 82,264 96,415 Total cost of revenue 180,051 168,868 Gross profit 878,530 723,384 Operating expenses: Sales and marketing (1)(2)(3)(4) 701,558 697,682 Research and development (2)(3)(4) 285,750 276,657 General and administrative (1)(2)(3)(4) 239,505 249,991 Total operating expenses 1,226,813 1,224,330 Operating loss (348,283) (500,946) Interest income 27,955 3,551 Other income (expense), net 2,767 (13,488) Loss before income taxes (317,561) (510,883) Provision for income taxes 10,791 14,703 Net loss $ (328,352) $ (525,586) (1) Includes amortization of acquired intangible assets as follows (in thousands): Year Ended January 31, 2023 2022 Cost of licenses revenue $ 2,754 $ 2,521 Cost of subscription services revenue 1,811 1,100 Sales and marketing 2,153 1,397 General and administrative 178 101 Total amortization of acquired intangible assets $ 6,896 $ 5,119 (2) Includes stock-based compensation expense as follows (in thousands): Year Ended January 31, 2023 2022 Cost of subscription services revenue $ 11,894 $ 12,232 Cost of professional services and other revenue 11,855 29,849 Sales and marketing 154,922 237,975 Research and development 102,546 135,713 General and administrative 88,623 99,814 Total stock-based compensation expense $ 369,840 $ 515,583 61 Table of Contents (3) Includes employer payroll tax expense related to employee equity transactions as follows (in thousands): Year Ended January 31, 2023 2022 Cost of subscription services revenue $ 272 $ 1,142 Cost of professional services and other revenue 263 4,516 Sales and marketing 4,605 39,615 Research and development 1,692 5,810 General and administrative 930 3,001 Total employer payroll tax expense related to equity transactions $ 7,762 $ 54,084 (4) Includes restructuring expense as follows (in thousands): Year Ended January 31, 2023 2022 Cost of subscription services revenue $ 182 $ — Cost of professional services and other revenue 710 — Sales and marketing 19,491 — Research and development 494 — General and administrative 2,569 — Total restructuring expense $ 23,446 $ — The following table sets forth our consolidated statement of operations data expressed as a percentage of revenue for the periods indicated: Year Ended January 31, 2023 2022 Revenue: Licenses 47 % 54 % Subscription services 48 % 41 % Professional services and other 5 % 5 % Total revenue 100 % 100 % Cost of revenue: Licenses 1 % 1 % Subscription services 8 % 7 % Professional services and other 8 % 11 % Total cost of revenue 17 % 19 % Gross profit 83 % 81 % Operating expenses: Sales and marketing 66 % 78 % Research and development 27 % 31 % General and administrative 23 % 28 % Total operating expenses 116 % 137 % Operating loss (33) % (56) % Interest income 3 % — % Other income (expense), net — % (1) % Loss before income taxes (30) % (57) % Provision for income taxes 1 % 2 % Net loss (31) % (59) % 62 Table of Contents Comparison of Fiscal Year 2023 and Fiscal Year 2022 Revenue Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Licenses $ 497,836 $ 481,427 $ 16,409 3 % Subscription services 508,823 369,867 138,956 38 % Professional services and other 51,922 40,958 10,964 27 % Total revenue $ 1,058,581 $ 892,252 $ 166,329 19 % Total revenue increased by $166.3 million, or 19%, for fiscal year 2023 compared to fiscal year 2022, primarily due to a $139.0 million increase in subscription services revenue, related in part to the transition to our Flex Offerings, and a $16.4 million increase in licenses revenue.
Impact of COVID-19 When the COVID-19 pandemic began to unfold, we took decisive action across our internal and customer operations to ensure the resilience of our company and the safety of our employees.
Impact of COVID-19 When the COVID-19 pandemic began to unfold, we took decisive action across our internal and customer operations to ensure the resilience of the Company and the safety of our employees.
We calculate dollar-based net retention rate as of a period end by starting with the ARR from the cohort of all customers as of 12 months prior to such period-end ("Prior Period ARR"). We then calculate the ARR from these same customers as of the current period-end ("Current Period ARR").
We calculate dollar-based net retention rate as of a period end by starting with Prior Period ARR , the ARR from the cohort of all customers as of 12 months prior to such period end. We then calculate Current Period ARR , the ARR from these same customers as of the current period end.
We expect that our research and development expenses will increase in absolute dollars for the foreseeable future as we continue to invest in research and development efforts to develop new technology and enhance the functionality and capabilities of our existing products and platform infrastructure.
We expect that our research and development expenses will increase in absolute dollars for the foreseeable future as we continue to invest in efforts to develop new technology and enhance the functionality and capabilities of our existing products and platform infrastructure.
Net proceeds were $687.9 million after deducting underwriting discounts and commissions of $35.6 million and offering expenses of $4.5 million. In July 2020, we completed our Series E preferred stock financing with gross proceeds totaling $225.9 million. In February 2021, we completed our Series F preferred stock financing with gross proceeds totaling $750.0 million.
Net proceeds were $687.9 million after deducting underwriting discounts and commissions of $35.6 million and offering expenses of $4.5 million. In February 2021, we completed our Series F preferred stock financing with gross proceeds totaling $750.0 million. In July 2020, we completed our Series E preferred stock financing with gross proceeds totaling $225.9 million.
This discussion, particularly information with respect to our future results of operations or financial condition, business strategy and plans and objectives of management for future operations, includes forward-looking statements that involve risks and uncertainties as described under the heading “ Special Note Regarding Forward-Looking Statements ” in this Annual Report on Form 10-K.
This discussion, particularly with respect to our future results of operations or financial condition, business strategy and plans and objectives of management for future operations, includes forward-looking statements that involve risks and uncertainties as described under the heading “ Special Note Regarding Forward-Looking Statements ” in this Annual Report on Form 10-K.
As a public market for our common stock did not exist prior to the IPO, we have limited trading history on which to base expectations of volatility; we presently estimate expected volatility based on the volatility of similar publicly held entities, referred to as “guideline companies,” over a look-back period equivalent to the expected term.
As a public market for our common stock did not exist prior to the IPO, we have limited trading history on which to base expectations of volatility; we presently estimate expected volatility based on the volatility of a group of similar publicly held entities, referred to as “guideline companies,” over a look-back period equivalent to the expected term.
We do not yet have sufficient relevant historical exercise data to provide a reasonable basis for estimation of expected term post-IPO; we presently use the simplified method permitted under Staff Accounting Bulletin 14, which deems the expected term to be the average of the time-to-vest and the contractual life. • Expected volatility.
We do not yet have sufficient relevant historical exercise data to provide a reasonable basis for estimation of expected term post-IPO; we presently use the simplified method permitted under Staff Accounting Bulletin 14, which deems the expected term to be the average of the time-to-vest and the contractual life.
Credit Facility In January 2020, we entered into an Amended and Restated Loan and Security Agreement (the "Credit Agreement") with HSBC Bank USA, N.A, HSBC Ventures USA Inc., and Silicon Valley Bank, which provided a $100.0 million senior secured revolving credit facility. We repaid the Credit Agreement in full in July 2020.
In January 2020, we entered into an Amended and Restated Loan and Security Agreement with HSBC Bank USA, N.A, HSBC Ventures USA Inc., and Silicon Valley Bank, which provided a $100.0 million senior secured revolving credit facility, and which we repaid in full in July 2020.
Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our audited consolidated financial statements and related notes for the fiscal year ended January 31, 2022 included elsewhere in this Annual Report on Form 10-K.
Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our audited consolidated financial statements and related notes for the fiscal year ended January 31, 2023 included elsewhere in this Annual Report on Form 10-K.
Our future capital requirements will depend on many factors, including our revenue growth rate, our product sales, license renewal activity, the timing and the amount of cash received from customers, the expansion of sales and marketing activities, the timing and extent of spending to support development efforts, the introduction of new and enhanced products, the continuing market adoption of our products, expenses associated with our international expansion, and the timing and extent of additional capital expenditures to invest in existing and new office spaces.
Our future capital requirements will depend on many factors, including our revenue growth rate, sales of our products and services, license renewal activity, the timing and the amount of cash received from customers, the expansion of sales and marketing activities, the timing and extent of spending to support development efforts, the introduction of new and enhanced products, the continuing market adoption of our products, expenses associated with our international expansion, and the timing and extent of capital expenditures to invest in existing and new office spaces.
Net cash used in operating activities for the fiscal year ended January 31, 2022 of $55.0 million was driven by cash payments for operating expenditures, primarily associated with the compensation of our teams, including increased year-end fiscal 2021 sales commissions and bonuses paid in the first quarter of fiscal 2022 and employer payroll taxes related to employee equity transactions.
Net cash used in operating activities for fiscal year 2022 of $55.0 million was driven by cash payments for operating expenditures, primarily associated with the compensation of our teams, including increased year-end fiscal 2021 sales commissions and bonuses paid in the first quarter of fiscal 2022 and employer payroll taxes related to employee equity transactions.
Our fiscal quarters end on April 30, July 31, and October 31, and our fiscal year ends January 31. References to fiscal years 2022, 2021, and 2020 in this Annual Report on Form 10-K refer to our fiscal years ended January 31, 2022, 2021, and 2020, respectively.
Our fiscal quarters end on April 30, July 31, and October 31, and our fiscal year ends January 31. References to fiscal years 2023, 2022, and 2021 in this Annual Report on Form 10-K refer to our fiscal years ended January 31, 2023, 2022, and 2021, respectively.
Obligations under contracts that we can cancel without a significant penalty are not included in the table above. Critical Accounting Estimates Our consolidated financial statements are prepared in accordance with GAAP.
Obligations under contracts that we can cancel without a significant penalty are not included in the table above. Critical Accounting Estimates Our consolidated financial statements are prepared in accordance with U.S. GAAP .
For both types of licenses, revenue is recognized at the point in time at which the customer is able to use and benefit from the software, which is generally upon delivery to the customer or upon commencement of the renewal term.
Revenue for licenses is recognized at the point in time at which the customer is able to use and benefit from the software, which is generally upon delivery to the customer or upon commencement of the renewal term.
We believe that our existing cash, cash equivalents, marketable securities, payments from customers, and borrowing capacity will be sufficient to fund our anticipated cash requirements for the next twelve months.
We believe that our existing cash, cash equivalents, marketable securities, payments from customers, and borrowing capacity will be sufficient to fund our anticipated cash requirements for the next twelve months and the long term.
Our operational rigor, digital infrastructure, and global footprint have enabled us to support our customers navigating new challenges presented by the pandemic and existing needs to automate.
Our operational rigor, digital infrastructure, and global footprint have enabled us to support our customers navigating new challenges presented by the pandemic as well as existing needs to automate.
Revenue Recognition We recognize revenue in accordance with Accounting Standards Codification ("ASC") 606, Revenue from Contracts with Customers. ASC 606 requires recognition of revenue when control of promised goods or services is transferred to customers, in an amount that reflects the consideration we expect to be entitled to receive in exchange for those goods or services.
Revenue Recognition We recognize revenue in accordance with ASC 606, Revenue from Contracts with Customers. ASC 606 requires recognition of revenue when control of promised goods or services is transferred to customers, in an amount that reflects the consideration we expect to be entitled to receive in exchange for those goods or services.
We expect cost of professional services and other revenue to continue to increase in absolute dollars for the foreseeable future as our customer base grows. 60 Table of Contents Operating Expenses Our operating expenses consist of sales and marketing, research and development, and general and administrative expenses.
We expect cost of professional services and other revenue to continue to increase in absolute dollars for the foreseeable future as our customer base grows. Operating Expenses Our operating expenses consist of sales and marketing, research and development, and general and administrative expenses.
Our primary uses of cash from operating activities are for personnel-related expenses, direct costs to deliver our licenses, and marketing expenses. To date, our operating cash flows have generally been negative and we have supplemented working capital requirements primarily through net proceeds from the sale of equity securities.
Our primary uses of cash from operating activities are for personnel-related expenses, direct costs to deliver licenses and provide subscription and professional services, and marketing expenses. To date, our operating cash flows have generally been negative and we have supplemented working capital requirements primarily through net proceeds from the sale of equity securities.
A discussion regarding our financial condition and our results of operations for fiscal year 2022 compared to fiscal year 2021 is presented below.
A discussion regarding our financial condition and our results of operations for fiscal year 2023 compared to fiscal year 2022 is presented below.
Our research and development expenses may fluctuate as a percentage of our total revenue from period to period due to the timing and extent of these expenses.
Our research and development expenses may fluctuate as a percentage of revenue from period to period due to the timing and extent of expenses.
ARR is the key performance metric we use in managing our business because it illustrates our ability to acquire new subscription customers and to maintain and expand our relationship with existing subscription customers. We define ARR as annualized invoiced amounts per solution SKU from subscription licenses and maintenance obligations assuming no increases or reductions in their subscriptions.
ARR is the key performance metric we use in managing our business because it illustrates our ability to acquire new subscription customers and to maintain and expand our relationships with existing subscription customers. We define ARR as annualized invoiced amounts per solution SKU from subscription licenses and maintenance and support obligations assuming no increases or reductions in customers' subscriptions.
Our invoiced amounts are not matched to transfer of control of the performance obligations associated with the underlying subscription licenses and maintenance obligations as they are with respect to our GAAP revenue. This can result in timing differences between our GAAP revenue and ARR calculations.
Our invoiced amounts are not matched to transfer of control of the performance obligations associated with the underlying subscription licenses and maintenance and support obligations. This can result in timing differences between our GAAP revenue and ARR calculations.
Our dollar-based net retention rate, which represents the net expansion of ARR from existing customers over the preceding 12 months, was 145% as of both January 31, 2022 and 2021.
Our dollar-based net retention rate, which represents the net expansion of ARR from existing customers over the preceding 12 months, was 123% and 145% as of January 31, 2023 and 2022, respectively.
Other cash operating expenditures included payments for professional services, software, and office rent. These outflows were partially offset by cash collections from our customers, which were approximately 44% higher than in the prior year.
Other cash operating expenditures included payments related to our workforce restructuring, and payments for professional services, software, and office rent. These outflows were partially offset by cash collections from our customers, which were approximately 26% higher than in the prior year.
ARR does not include the costs we may incur to obtain such subscription licenses or provide such maintenance, and does not reflect any actual or anticipated reductions in invoiced value due to contract non-renewals or service cancellations other than for specific bad debt or disputed amounts.
ARR does not include the costs we may incur to obtain such subscription licenses or provide such maintenance and support, and does not reflect any actual or anticipated reductions in invoiced value due to contract non-renewals or service cancellations other than for specific reserves, for example those for credit losses or disputed amounts.
Liquidity and Capital Resources We have financed operations since our inception primarily through customer payments and net proceeds from sales of equity securities. Our principal uses of cash in recent periods have been funding our operations, investing in capital expenditures, and engaging in various business acquisitions.
Liquidity and Capital Resources We have financed operations since our inception primarily through customer payments and net proceeds from sales of equity securities. Our principal uses of cash in recent periods have been to fund our operations, invest in capital expenditures, and engage in various business acquisitions.
Professional Services and Other Cost of professional services and other revenue primarily consists of personnel-related expenses of our professional services team, including salaries and bonuses, stock-based compensation expense, and employee benefit costs. Cost of professional services and other revenue also includes expenses related to third-party consulting services and allocated overhead.
Professional Services and Other Cost of professional services and other revenue primarily consists of personnel-related expenses of our professional services team, including salaries and bonuses, stock-based compensation expense, and employee benefit costs. Cost of professional services and other revenue also includes expenses related to third-party consulting services and allocated overhead. We recognize these expenses as they are incurred.
Financing Activities Net cash provided by financing activities for the fiscal year ended January 31, 2022 of $1,469.7 million was primarily driven by $749.8 million in net proceeds from issuance of Series F convertible preferred stock, $692.4 million in net proceeds from our IPO after deducting underwriting expenses and commissions, proceeds from employee stock purchase plan contributions of $19.0 million, proceeds from the exercise of stock options of $12.2 million, and net receipts of tax withholdings on sell-to-cover equity award transactions of $10.4 million, partially offset by payments of tax withholdings on net settlement of equity awards of $10.5 million and payments of IPO-related costs of $3.7 million.
Net cash provided by financing activities for fiscal year 2022 of $1,469.7 million was primarily driven by $749.8 million in net proceeds from issuance of Series F convertible preferred stock, $692.4 million in net proceeds from our IPO after deducting underwriting expenses and commissions, proceeds from ESPP contributions of $19.0 67 Table of Contents million, proceeds from stock option exercises of $12.2 million, and net receipts of tax withholdings on sell-to-cover equity award transactions of $10.4 million, partially offset by payments of tax withholdings on net settlement of equity awards of $10.5 million, and payments of IPO-related costs of $3.7 million.
Approximately 27% of the increase in revenue was from new customers and the remainder was attributable to existing customers. As we continued to expand our sales efforts in the United States and internationally, our revenue increased across all geographical regions.
Approximately 34% of the increase in total revenue was from new customers and the remainder was attributable to existing customers. As we continued to expand our sales efforts in the U.S. and internationally, our revenue increased across all geographical regions.
The Credit Facility is subject to customary fees for loan facilities of this type, including ongoing commitment fees at a rate of 0.25% per annum on the daily amount available to be drawn. As of January 31, 2022, we had no outstanding debt under the Credit Facility and were in compliance with our covenants thereunder.
The Credit Facility is subject to customary fees for loan facilities of this type, including ongoing commitment fees at a rate of 0.25% per annum on the daily amount available to be drawn. As of January 31, 2023, we had no outstanding debt under the Credit Facility.
Our ARR may fluctuate as a result of a number of factors, including customers’ satisfaction or dissatisfaction with our platform and professional services, pricing, competitive offerings, economic conditions, or overall changes in our customers’ spending levels.
Our ARR may fluctuate as a result of a number of factors, including customers’ satisfaction or dissatisfaction with our platform, pricing, competitive offerings, economic conditions, overall changes in our customers’ spending levels, and our ability to successfully execute on our strategic goals.
At January 31, 2022 and 2021, our ARR was $925.3 million and $580.5 million, respectively, representing a growth rate of 59%. Approximately 25% of this growth rate was due to new customers and 75% of this growth rate was due to existing customers.
At January 31, 2023 and 2022, our ARR was $1,203.8 million and $925.3 million, respectively, representing a growth rate of 30%. Approximately 25% of this growth rate was due to new customers and 75% of this growth rate was due to existing customers.
As of January 31, 2022 and 2021, our principal sources of liquidity were cash, cash equivalents, restricted cash, and marketable securities totaling $1,884.7 million and $474.0 million, respectively, and we had an accumulated deficit of $1,495.9 million and $970.4 million, respectively.
As of January 31, 2023 and 2022, our principal sources of liquidity were cash, cash equivalents, and marketable securities totaling $1,759.8 million and $1,884.7 million, respectively, and we had an accumulated deficit of $1,824.3 million and $1,495.9 million, respectively.
Global demand for automation has continued to accelerate as automation becomes ever more critical for business execution and performance in a remote working environment, and we have continued to invest in the development and marketing of our automation platform to meet that demand.
Global demand for automation has continued to accelerate as automation becomes ever more critical for business execution and performance in remote working environments, and we have continued to invest in the development and marketing of our automation platform to meet that demand. Key Performance Metric We monitor ARR to help us measure and evaluate the effectiveness of our operations.
Moreover, our presentation of ARR may differ from similarly titled metrics presented by other companies and may not be comparable to such other metrics. For further information, s ee the section titled “ Risk Factors —Risks Related to Our Business, Products, Operations, and Industry" included in Part I, Item 1A of this Annual Report on Form 10-K.
For further information, s ee the section titled “ Risk Factors —Risks Related to Our Business, Products, Operations, and Industry " included in Part I, Item 1A of this Annual Report on Form 10-K.
The effective tax rate was (2.9)% and 2.4% for the fiscal years ended January 31, 2022 and January 31, 2021, respectively. The change was primarily driven by higher foreign tax expenses resulting from higher year-over-year earnings of our cost-plus margin entities.
The effective tax rate was (3.4)% and (2.9)% for fiscal years 2023 and 2022, respectively. The change was primarily driven by lower foreign tax expenses resulting from lower year-over-year earnings of our cost-plus margin entities, coupled with lower permanent differences in those jurisdictions.
At the inception of a contract with a customer, we assess the goods or services promised to identify distinct performance obligations. The distinct performance obligations identified in our typical contracts include but are not limited to software license (term or perpetual), support and maintenance, when-and-if-available upgrades, training services, and professional services.
At the inception of a contract with a customer, we assess the goods or services promised to identify distinct performance obligations. The distinct performance obligations identified in our typical contracts include, but are not limited to, software licenses, SaaS , maintenance and support, and professional services. The pattern and timing of revenue recognition for each of these performance obligations varies.
We expect that our general and administrative expenses will decrease as a percentage of our total revenue as our revenue grows over the longer term, although our general and administrative expenses may fluctuate as a percentage of our revenue from period to period due to the timing and extent of these expenses.
We expect that over the longer term our general and administrative expenses will decrease as a percentage of revenue, although this percentage may fluctuate from period to period due to timing and extent of expenses. Interest Income Interest income consists of interest income earned on our cash deposits, cash and cash equivalents balances, and marketable securities.
Our effective tax rate is affected by tax rates in foreign jurisdictions and the relative amounts of income we earn in those jurisdictions, as well as by non-deductible expenses as permanent differences and by changes in our valuation allowances.
DTAs , as we have concluded that it is more likely than not that these DTAs will not be realized. Our effective tax rate is affected by tax rates in foreign jurisdictions and the relative amounts of income we earn in those jurisdictions, as well as by non-deductible expenses as permanent differences and by ch anges in our valuation allowances.
Interest Income Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Interest income $ 3,551 $ 1,152 $ 2,399 208 % Percentage of revenue — % — % Interest income increased by $2.4 million, or 208%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021 as a result of the period-over-period increase in our cash and cash equivalents and marketable securities.
Interest Income Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Interest income $ 27,955 $ 3,551 $ 24,404 687 % Percentage of revenue 3 % — % Interest income increased by $24.4 million, or 687%, for fiscal year 2023 compared to fiscal year 2022 as a result of a period-over-period increase in our marketable securities and the associated impact of increased interest rates on these accounts.
Other (Expense) Income, Net Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Other (expense) income, net $ (13,488) $ 14,513 $ (28,001) (193) % Percentage of revenue (1) % 2 % 65 Table of Contents Other expense, net increased by $28.0 million, or 193%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021.
Other Income (Expense), Net Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Other income (expense), net $ 2,767 $ (13,488) $ 16,255 121 % Percentage of revenue — % (1) % Other income, net increased by $16.3 million, or 121%, for fiscal year 2023 compared to fiscal year 2022.
In April 2021, we completed our IPO, which resulted in the issuance of 13.0 million shares of our Class A common stock at a public offering price of $56.00 per share, including 3.6 million shares pursuant to the exercise in full of the underwriters’ option to purchase additional shares.
During the fiscal years ended January 31, 2023 and 2022, we reported net losses of $328.4 million and $525.6 million, respectively, and net cash used in operations of $10.0 million and $55.0 million, respectively. 65 Table of Contents In April 2021, we completed our IPO , which resulted in the issuance of 13.0 million shares of our Class A common stock at a public offering price of $56.00 per share, including 3.6 million shares pursuant to the exercise in full of the underwriters’ option to purchase additional shares.
Cost of subscription services revenue was also impacted by an increase in hosting and software services of $5.5 million, an increase in depreciation and amortization expense of $2.3 million, and an increase in third-party consulting fees of $1.5 million.
Sales and marketing expense was also impacted by an $8.2 million increase in third-party consulting fees, a $3.2 million increase in rent, a $1.8 million increase in depreciation and amortization, and a $1.6 million increase in hosting costs.
Net cash used in investing activities for the fiscal year ended January 31, 2021 of $126.0 million was driven by purchases of marketable securities of $103.1 million, deferred payments related to previous business 67 Table of Contents acquisitions of $19.7 million, capital expenditures of $2.0 million, and capitalized software development costs of $1.2 million.
Net cash used in investing activities for fiscal year 2022 of $35.4 million was driven by $15.4 million in net purchases of marketable securities, capital expenditures of $8.9 million, payments related to business acquisitions of $5.5 million, capitalized software development costs of $3.0 million, and $2.7 million in other investing activities.
Provision For (Benefit From) Income Taxes Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Provision for (benefit from) income taxes $ 14,703 $ (2,265) $ 16,968 (749) % Percentage of revenue 2 % (1) % Provision for income taxes increased by $17.0 million, or 749%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021.
Provision For Income Taxes Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Provision for income taxes $ 10,791 $ 14,703 $ (3,912) (27) % Percentage of revenue 1 % 2 % Provision for income taxes decreased by $3.9 million, or 27%, for fiscal year 2023 compared to fiscal year 2022.
Following the completion of the IPO in April 2021, we have incurred and expect to continue to incur additional general and administrative expenses as a result of operating as a public company. As a result, we expect the dollar amount of our general and administrative expenses to increase for the foreseeable future.
Following the completion of the IPO in April 2021, we have incurred and expect to continue to incur additional general and administrative expenses as a result of operating as a public company, including as a result of our transition from emerging growth company to large accelerated filer status at the end of fiscal year 2023.
General and Administrative Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) General and administrative $ 249,991 $ 162,035 $ 87,956 54 % Percentage of revenue 28 % 27 % General and administrative expense increased by $88.0 million, or 54%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021.
General and Administrative Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) General and administrative $ 239,505 $ 249,991 $ (10,486) (4) % Percentage of revenue 23 % 28 % General and administrative expense decreased by $10.5 million, or 4%, for fiscal year 2023 compared to fiscal year 2022.
Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended January 31, 2022 2021 (dollars in thousands) Net cash (used in) provided by operating activities (1) $ (54,963) $ 29,177 Net cash used in investing activities $ (35,442) $ (125,991) Net cash provided by financing activities $ 1,469,673 $ 250,418 (1) Inclusive of: Payments for employer payroll taxes related to employee equity transactions $ (51,693) $ — Net receipts of employee tax withholdings on stock option exercises $ 6,382 $ — Operating Activities Our largest source of operating cash is cash generation from sales to our customers.
However, uncertainty remains over liquidity concerns in the broader financial services industry, and there may be additional impacts to our business and our industry that we cannot predict at this time. 66 Table of Contents Cash Flows The following table summarizes our cash flows for the periods presented: Year Ended January 31, 2023 2022 (dollars in thousands) Net cash used in operating activities (1) $ (9,981) $ (54,963) Net cash used in investing activities (289,143) (35,442) Net cash (used in) provided by financing activities (60,669) 1,469,673 (1) Inclusive of: Cash paid for employer payroll taxes related to employee equity transactions $ (9,112) $ (51,693) Net (payments) receipts of employee tax withholdings on stock option exercises (5,394) 6,382 Cash paid for restructuring costs (19,339) — Operating Activities Our largest source of operating cash is cash generation from sales to our customers.
Cost of professional services and other revenue increased primarily due to an increase of $46.4 million, in personnel-related expenses, which included $28.0 million in stock-based compensation expense, mostly due to recognition of expense beginning in the first quarter of fiscal 2022 as a result of the satisfaction of IPO-related performance condition for RSUs, and an increase of $4.5 million related to employer tax on settlement of equity awards, and the remainder of which was largely due to increased headcount.
Cost of professional services and other revenue decreased primarily due to a $23.3 million decrease in personnel-related expenses, which included an $18.0 million decrease in stock-based compensation expense mostly resulting from the satisfaction of IPO-related performance conditions for RSUs during fiscal year 2022 and a $4.3 million decrease in employer payroll tax expense related to equity transactions, partially offset by a $0.6 million increase in employee termination benefits related to our restructuring actions beginning in the second quarter of fiscal year 2023, and the remainder of which was largely due to a decrease in headcount.
Investing Activities Net cash used in investing activities for the fiscal year ended January 31, 2022 of $35.4 million was driven by $16.9 million in net purchases of marketable securities and other investments, $8.9 million in capital expenditures, $5.5 million in cash consideration associated with the acquisition of Cloud Elements, which is presented net of cash acquired, $3.0 million in capitalized software development costs, and $1.2 million in purchases of intangible assets.
Investing Activities Net cash used in investing activities for fiscal year 2023 of $289.1 million was primarily driven by $237.0 million in net purchases of marketable securities, $29.5 million in cash consideration associated with the acquisition of Re:Infer , which is presented net of cash acquired, and $23.8 million in capital expenditures.
Material Cash Requirements The following table summarizes the aggregate effect that our material contractual obligations as of January 31, 2022 are expected to have on our cash flows in the periods indicated (in thousands): Payments Due by Period Total Less Than 1 Year 1-3 Years 3-5 Years More Than 5 Years (dollars in thousands) Operating lease commitments $ 79,860 $ 2,399 $ 17,705 $ 10,337 $ 49,419 Purchase commitments 56,845 12,807 39,392 4,646 — Total contractual obligations $ 136,705 $ 15,206 $ 57,097 $ 14,983 $ 49,419 The amounts in the table above are associated with agreements that are enforceable and legally binding.
The following table summarizes the aggregate effect that our material contractual obligations as of January 31, 2023 are expected to have on our cash flows in the periods indicated (in thousands): Payments Due by Period Total Less Than 1 Year 1-3 Years 3-5 Years More Than 5 Years (dollars in thousands) Operating lease commitments $ 93,413 $ 11,950 $ 17,816 $ 14,919 $ 48,728 Purchase commitments 214,654 66,846 135,677 12,131 — Total contractual obligations $ 308,067 $ 78,796 $ 153,493 $ 27,050 $ 48,728 The amounts in the table above are associated with agreements that are enforceable and legally binding.
A discussion regarding our results of operations for fiscal year 2021 compared to fiscal year 2020 is presented in the Final Prospectus under the section titled "Management's Discussion and Analysis of Financial Condition and Results of Operations." Overview We are at the forefront of technology innovation and thought leadership in automation, creating an end-to-end platform that provides automation with user emulation at its core.
A discussion regarding our results of operations for fiscal year 2022 compared to fiscal year 2021 was presented in the 2022 Fo rm 10-K , under the section titled "Management's Discussion and Analysis of Financial Condition and Results of Operations." 55 Table of Contents Overview UiPath is at the forefront of technology innovation and thought leadership in automation, as the provider of an end-to-end platform that can help customers realize the true potential of digital transformation.
ARR should be viewed independently of revenue and deferred revenue as ARR is an operating metric and is not intended to be combined with or to replace these items.
ARR should be viewed independently of revenue and deferred revenue as ARR is an operating metric and is not intended to be combined with or to replace these items. For clarity, we use annualized invoiced amounts per solution SKU rather than revenue calculated in accordance with U.S. GAAP to calculate our ARR.
We may use the proceeds of future borrowings under the Credit Facility for refinancing other indebtedness, working capital, capital expenditures and other general corporate purposes, including permitted business acquisitions. Borrowings under the Credit Facility bear interest at a base rate, as defined in the Credit Facility, plus a margin of 2.0% or 3.0% depending on the base rate.
Borrowings under the Credit Facility bear interest at a base rate, as defined in the Credit Facility, plus a margin of 2.0% or 3.0% depending on the base rate.
Research and Development Research and development expenses consist primarily of personnel-related expenses, including salaries and bonuses, stock-based compensation expense, and employee benefits costs for our research and development employees. Research and development costs are expensed as incurred, with the exception of certain software development costs which are eligible for capitalization.
Research and development costs are expensed as incurred, with the exception of certain software development costs which are eligible for capitalization.
ASC 718 requires the measurement and recognition of compensation expense for all stock-based awards made to employees, directors, and non-employees based on the grant date fair value of the awards. The fair value of each RSU is equal to the fair value of our Class A common stock on the grant date.
ASC 718 requires the measurement and recognition of compensation expense for all stock-based awards made to employees, directors, and non-employees based on the grant date fair value of the awards. During fiscal year 2023, we granted 30.0 million RSUs and 5.0 million stock options, and issued 1.2 million shares under our ESPP.
We expect that our sales and marketing expense will decrease as a percentage of our total revenue over the long term, although our sales and marketing expenses may fluctuate as a percentage of our total revenue from period to period due to the timing and extent of these expenses.
We expect that over the longer term our sales and marketing expenses will decrease as a percentage of revenue, although this percentage may fluctuate from period to period due to timing and extent of expenses. 59 Table of Contents Research and Development Research and development expenses consist primarily of personnel-related expenses, including salaries and bonuses, stock-based compensation expense, and employee benefits costs for our research and development employees, and allocated overhead.
This increase was primarily attributable to an increase of $324.7 million in personnel-related expenses, which included an increase of $221.6 million in stock-based compensation, mostly due to recognition of expense beginning in the first quarter of fiscal 2022 as a result of the satisfaction of IPO-related performance condition for RSUs, and an increase of $39.3 million related to employer tax on settlement of equity awards, and the remainder of which was largely due to increased headcount.
This decrease was primarily attributable to a $6.7 million decrease in personnel-related expenses, which included an $11.2 million decrease in stock-based compensation mostly resulting from the satisfaction of IPO-related performance conditions for RSUs during fiscal 2022 and a $2.1 million decrease in employer payroll tax expense related to equity transactions, partially offset by a $4.2 million increase in salaries largely due to increased 64 Table of Contents headcount, and a $2.2 million increase in employee termination benefits related to our restructuring actions beginning in the second quarter of fiscal year 2023.
Professional Services and Other Professional services and other revenue consists of fees associated with professional services for process automation, customer education, and training services. Our professional services contracts are structured on a time and materials or fixed price basis, and the related revenue is recognized as the services are rendered.
Our professional services contracts are structured on a time and materials or fixed price basis, and the related revenue is recognized as the services are rendered. Cost of Revenue Licenses Cost of licenses revenue consists of all direct costs to deliver our licenses to customers, amortization of software development costs related to our licenses, and amortization of acquired developed technology.
Similar to travel and entertainment, trade show expenses also decreased in fiscal year 2021 and through the first half of fiscal year 2022, as a result of the COVID-19 pandemic. We have since seen trade show expenses resume, largely in connection with our FORWARD IV user conference in October 2021.
Sales and marketing expenses also include sales and partner commissions, marketing event costs, advertising costs, travel, trade shows, other marketing materials, and allocated overhead. Similar to travel and entertainment, trade show expenses also decreased in fiscal year 2021 and through the first half of fiscal year 2022, as a result of the COVID-19 pandemic.
Sales and Marketing Sales and marketing expenses consist primarily of personnel-related expenses associated with our sales and marketing teams and related sales support teams, including salaries and bonuses, stock-based compensation expense, and employee benefit costs. Sales and marketing expenses also include sales and partner commissions, marketing event costs, advertising costs, travel, trade shows, other marketing materials, and allocated overhead.
During fiscal year 2023, we reinstated travel and in-person meetings and events, resulting in a resumption of these expenses. Sales and Marketing Sales and marketing expenses consist primarily of personnel-related expenses associated with our sales and marketing teams and related sales support teams, including salaries and bonuses, stock-based compensation expense, and employee benefit costs.
Cost of licenses revenue increased primarily due to an increase in third-party software resale costs of $5.1 million, partially offset by a decrease in amortization of software development costs.
Cost of licenses revenue decreased primarily due to a $1.9 million decrease in third-party software resale costs, partially offset by an increase in amortization of acquired intangible assets. Cost of subscription services revenue grew primarily due to a $15.4 million increase in personnel-related expenses as a result of higher headcount during fiscal year 2023.
Other (Expense) Income, Net Other (expense) inc ome, net primarily consists of foreign exchange gains and losses and gains and losses associated with foreign currency forward contracts. 61 Table of Contents Provision For (Benefit From) Income Taxes Provision for (benefit from) income taxes consists of U.S. federal and state income taxes and income taxes in certain foreign jurisdictions in which we conduct business.
Other Income (Expense), Net Other inc ome (expense) , net primarily consists of foreign exchange gains and losses. Other income (expense), net also includes gains and losses associated with foreign currency forward contracts for those periods in which such contracts were outstanding.
Cost of professional services and other revenue was also impacted by a $15.7 million increase in third-party consulting fees.
Cost of subscription services revenue was also impacted by a $7.2 million increase in hosting and software services expenses, a $1.6 million increase in third-party software resale costs, a $1.1 million increase in depreciation and amortization, and a $0.6 million increase in rent and other administrative costs.
Our obligations under the Credit Facility are secured by substantially all of our assets, except for our intellectual property. The Credit Facility contains certain customary covenants, including, but not limited to, those relating to additional indebtedness, liens, asset divestitures, and affiliate transactions.
The Credit Facility contains certain customary covenants, including, but not limited to, those relating to additional indebtedness, liens, asset divestitures, and affiliate transactions. We may use the proceeds of future borrowings under the Credit Facility for refinancing other indebtedness, working capital, capital expenditures, and other general corporate purposes, including permitted business acquisitions.
Cost of Revenue and Gross Margin Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Licenses $ 11,888 $ 7,054 $ 4,834 69 % Subscription services 60,565 24,215 36,350 150 % Professional services and other 96,415 34,588 61,827 179 % Total cost of revenue $ 168,868 $ 65,857 $ 103,011 156 % Gross margin 81 % 89 % Total cost of revenue increased by $103.0 million, or 156%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021.
Cost of Revenue and Gross Margin Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Licenses $ 10,421 $ 11,888 $ (1,467) (12) % Subscription services 87,366 60,565 26,801 44 % Professional services and other 82,264 96,415 (14,151) (15) % Total cost of revenue $ 180,051 $ 168,868 $ 11,183 7 % Gross margin 83 % 81 % Total cost of revenue increased by $11.2 million, or 7%, for fiscal year 2023 compared to fiscal year 2022.
General and administrative expense was also impacted by an increase of $12.1 million in third-party consulting fees, an increase of $9.9 million in insurance-related expenses as a result of becoming a public company, an increase of $3.9 million related to hosted business applications, and an increase of $3.3 million related to other tax expenses, partially offset by a $4.8 million aggregate decrease in bad debt and rent expenses.
General and administrative expense was also impacted by a $6.7 million decrease in third-party consulting fees, a $5.1 million decrease in other tax expense, and a $2.9 million decrease in hosted business applications.
From time to time, we also sell perpetual licenses that provide customers the right to use software for an indefinite period of time.
Licenses We primarily sell term licenses (including the term license portion of Flex Offerings), which provide customers the right to use software for a specified period of time.
In October 2020, we entered into a new Senior Secured Credit Facility (the "Credit Facility") with HSBC Ventures USA Inc., 66 Table of Contents Silicon Valley Bank, Sumitomo Mitsui Banking Corporation, and Mizuho Bank, LTD, which provided a $200.0 million senior secured revolving credit facility with a maturity date of October 30, 2023.
Credit Facility In October 2020, we entered into th e Credit Facility with HSBC Ventures USA Inc., Silicon Valley Bank, Sumitomo Mitsui Banking Corporation, and Mizuho Bank, LTD. Our obligations under the Credit Facility are secured by substantially all of our assets, except for our intellectual property.
Operating Expenses Sales and Marketing Year Ended January 31, 2022 2021 Change % Change (dollars in thousands) Sales and marketing $ 697,682 $ 380,154 $ 317,528 84 % Percentage of revenue 78 % 62 % Sales and marketing expense increased by $317.5 million, or 84%, for the fiscal year ended January 31, 2022 compared to the fiscal year ended January 31, 2021.
Research and Development Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Research and development $ 285,750 $ 276,657 $ 9,093 3 % Percentage of revenue 27 % 31 % Research and development expense increased by $9.1 million, or 3%, for fiscal year 2023 compared to fiscal year 2022.
A summary of ARR-related data at January 31, 2022 and 2021 is as follows: At January 31, 2022 2021 (dollars in thousands) Annualized renewal run-rate (ARR) $ 925,276 $ 580,483 Incremental annualized renewal run-rate (iARR) $ 344,793 $ 229,042 Customers with ARR greater than $1 million: Number of customers 158 89 Percent of fiscal year revenue 43 % 35 % Customers with ARR greater than $100 thousand: Number of customers 1,493 1,002 Percent of fiscal year revenue 79 % 75 % Dollar-based net retention rate 145 % 145 % Key Factors Affecting Our Performance Our results of operations and financial condition are impacted by the macro factors affecting our industry, including the proliferation of cloud-based applications, the cost of skilled human capital, and the global demand for automation solutions.
A summary of ARR-related data at January 31, 2023 and 2022 is as follows: At January 31, 2023 2022 (dollars in thousands) Annualized renewal run-rate (ARR) $ 1,203,845 $ 925,276 Incremental ARR (1) $ 278,569 $ 344,793 Customers with ARR ≥ $1 million: Number of customers 229 158 Percent of fiscal year revenue 43 % 43 % Customers with ARR ≥ $100 thousand: Number of customers 1,785 1,493 Percent of fiscal year revenue 81 % 79 % Dollar-based net retention rate 123 % 145 % (1) For the twelve months ended January 31, 2023 and 2022, respectively Components of Results of Operations Revenue We derive revenue from the sale of: (1) software licenses for use of our proprietary software and related maintenance and support; (2) the right to access certain software products we host (i.e., SaaS); and (3) professional services.
As cloud-based license software and services become a larger percentage of our total revenue, we expect the cloud offering to impact the timing of our recognition of revenue as well as impact our operating margins due to an increase in hosting fees and cloud infrastructure costs.
As sales of SaaS products become a larger percentage of our total revenue, we expect our gross margin to be impacted by increased hosting fees and cloud infrastructure costs.
The increase was primarily attributable to an increase of $157.6 million in personnel-related expenses, which included an increase of $124.3 million in stock-based compensation, mostly due to recognition of expense beginning in the first quarter of fiscal 2022 as a result of the satisfaction of IPO-related performance condition for RSUs, and an increase of $5.8 million related to employer tax on settlement of equity awards, and the remainder of which was largely due to increased headcount.
Research and development expense was also impacted by a $2.2 million decrease in personnel-related expenses, which included a $33.2 million decrease in stock-based compensation mostly resulting from the satisfaction of IPO-related performance conditions for RSUs during fiscal 2022 and a $4.1 million decrease in employer payroll tax expense related to equity transactions, partially offset by a $26.6 million increase in salaries primarily resulting from increased headcount, a $7.5 million increase in bonuses and other employee benefits, and a $0.4 million increase in employee termination benefits related to our restructuring actions beginning in the second quarter of fiscal year 2023.
Subscription Services Subscription services revenue consists of maintenance and support revenue generated through technical support and the provision of unspecified updates and upgrades on a when-and-if-available basis for both term and perpetual license arrangements. Maintenance and support for perpetual licenses is renewable, generally on an annual basis, at the option of the customer.
Subscription Services We generate subscription services revenue through the provision of: (1) maintenance and support services, which include technical support and unspecified updates and upgrades on a when-and-if-available basis for our licenses, and (2) SaaS products, including those sold as part of our Flex Offerings.
Our gross margin decreased to 81% for the fiscal year ended January 31, 2022 compared to 89% for the fiscal year ended January 31, 2021, primarily as a result of stock-based compensation expense recognized in connection with the satisfaction of performance-based vesting conditions following our IPO.
Our gross margin increased to 83% for fiscal year 2023 compared to 81% for fiscal year 2022, primarily as a result of higher stock-based compensation expense and employer payroll tax on settlement of equity awards recognized in fiscal year 2022 in connection with the satisfaction of IPO-related performance conditions for RSUs. 63 Table of Contents Operating Expenses Sales and Marketing Year Ended January 31, 2023 2022 Change % Change (dollars in thousands) Sales and marketing $ 701,558 $ 697,682 $ 3,876 1 % Percentage of revenue 66 % 78 % Sales and marketing expense increased by $3.9 million, or 1%, for fiscal year 2023 compared to fiscal year 2022.
Most of our contracts contain multiple performance obligations. The transaction price is allocated to the separate performance obligations on a relative SSP basis. Whenever possible, we refer to observable SSP, which is the price of the same good or service in standalone sales to similar customers in similar circumstances.
Whenever possible, we allocate the transaction price based on observable SSP, which is the price of the same good or service in standalone sales to similar customers in similar circumstances. If observable SSP is not available, we estimate the SSP using data that may include historical prices, discounting practices, list prices, cost data and other observable inputs.
We have also entered into the Credit Facility (as defined below) with an available borrowing capacity of $200.0 million.
In connection with our IPO, all shares of convertible preferred stock then outstanding automatically converted into shares of Class A common stock. In October 2020, we entered into the Credit Facility (described further below) with an available borrowing capacity of $200.0 million.
In evaluating the similarity of guideline companies, we consider factors such as industry, stage of life cycle, size, and degree of financial leverage. • Risk-free interest rate . The risk-free interest rate is based on the U.S. Treasury yield in effect at the time of grant for a period consistent with the expected term. • Estimated dividend yield .
In evaluating the similarity of guideline companies, we consider factors such as industry, stage of life cycle, size, and degree of financial leverage. The expected volatility for the aforementioned 2.1 million stock options ranged from 59.4% to 61.8%.