Biggest changeGeneral and administrative expenses also include lease expenses associated with our office spaces, as well as software expense, each of which are allocated based on employee headcount, and other professional related costs. 41 Results of Operations (in thousands) Fiscal year ended January 31, Statements of Operations Data: 2022 2021 2020 Revenue $ 390,577 $ 354,661 $ 298,829 Cost of revenue (1) 98,299 86,404 77,030 Gross profit 292,278 268,257 221,799 Operating expenses: Sales and marketing (1) 230,467 228,417 218,076 Research and development (1) 68,350 58,146 49,445 General and administrative (1) 83,420 76,026 77,231 Total operating expenses 382,237 362,589 344,752 Loss from operations (89,959) (94,332) (122,953) Interest income 22 532 4,099 Interest expense (544) (614) (308) Other expense, net (1,501) (181) (1,285) Loss from operations before income taxes (91,982) (94,595) (120,447) (Provision for) benefit from income taxes (1,277) (97) (1,097) Net loss $ (93,259) $ (94,692) $ (121,544) (1) Amounts include stock-based compensation expense as follows: Fiscal year ended January 31, (in thousands) 2022 2021 2020 Cost of revenue $ 7,099 $ 5,724 $ 4,115 Sales and marketing 26,496 32,581 31,421 Research and development 20,654 17,071 13,212 General and administrative 19,231 16,918 19,022 Total stock-based compensation expense $ 73,480 $ 72,294 $ 67,770 42 The following table sets forth selected consolidated statements of operations data for each of the periods indicated as a percentage of total revenue: Fiscal year ended January 31, 2022 2021 2020 Revenue 100 % 100 % 100 % Cost of revenue 25 24 26 Gross profit 74.8 75.6 74.2 Operating expenses: Sales and marketing 59 65 73 Research and development 18 16 16 General and administrative 21 21 26 Total operating expenses 98 102 115 Loss from operations (23) (26) (41) Interest income — — 1 Interest expense — (1) — Other expense, net — — — Loss from operations before income taxes (23) (27) (40) (Provision for) benefit from income taxes — — (1) Net loss (23) % (27) % (41) % Fiscal Year Ended January 31, 2022 Compared to Fiscal Year Ended January 31, 2021 Revenue and Cost of Revenue Fiscal year ended January 31, Variance (in thousands) 2022 2021 Dollars Percent Revenue $ 390,577 $ 354,661 $ 35,916 10 % Cost of revenue 98,299 86,404 $ 11,895 14 % Gross profit $ 292,278 $ 268,257 $ 24,021 9 % Gross margin 74.8 % 75.6 % Total revenue was $390.6 million for the fiscal year ended January 31, 2022, compared to $354.7 million for the fiscal year ended January 31, 2021, an increase of $35.9 million or 10%, primarily driven by new customer subscriptions to our platform, and to a lesser extent included expanded subscriptions for existing customers.
Biggest changeGeneral and administrative expenses also include lease expenses associated with our office spaces, as well as software expense, each of which are allocated based on employee headcount, and other professional related costs. 43 Results of Operations The following table sets forth selected consolidated statement of operations data for each of the periods indicated: (in thousands) Fiscal year ended January 31, Statements of Operations Data: 2023 2022 2021 Revenue $ 400,850 $ 390,577 $ 354,661 Cost of revenue (1) 103,960 98,299 86,404 Gross profit 296,890 292,278 268,257 Operating expenses: Sales and marketing (1) 211,479 230,467 228,417 Research and development (1) 70,903 68,350 58,146 General and administrative (1) 79,336 83,420 76,026 Total operating expenses 361,718 382,237 362,589 Loss from operations (64,828) (89,959) (94,332) Interest income 1,684 22 532 Interest expense (589) (544) (614) Other expense, net (125) (1,501) (181) Loss from operations before income taxes (63,858) (91,982) (94,595) Provision for income taxes (2,080) (1,277) (97) Net loss $ (65,938) $ (93,259) $ (94,692) (1) Amounts include stock-based compensation expense as follows: Fiscal year ended January 31, (in thousands) 2023 2022 2021 Cost of revenue $ 5,042 $ 7,099 $ 5,724 Sales and marketing 22,961 26,496 32,581 Research and development 16,401 20,654 17,071 General and administrative 18,674 19,231 16,918 Total stock-based compensation expense $ 63,078 $ 73,480 $ 72,294 Decreases in stock-based compensation expense for the fiscal year ended January 31, 2023, compared to the fiscal year ended January 31, 2022 are largely due to decreases in the fair value of awards granted. 44 The following table sets forth selected consolidated statements of operations data for each of the periods indicated as a percentage of total revenue: Fiscal year ended January 31, 2023 2022 2021 Revenue 100 % 100 % 100 % Cost of revenue 26 25 24 Gross profit 74 75 76 Operating expenses: Sales and marketing 53 59 65 Research and development 17 18 16 General and administrative 20 21 21 Total operating expenses 90 98 102 Loss from operations (16) (23) (26) Interest income — — — Interest expense — — (1) Other expense, net — — — Loss from operations before income taxes (16) (23) (27) Provision for income taxes — — — Net loss (16) % (23) % (27) % Note: Numbers rounded for presentation purposes and may not sum.
Financing Activities Net cash provided by financing activities of $24.6 million for the fiscal year ended January 31, 2022 was primarily related to proceeds from exercise of stock options of $19.2 million, and net proceeds from employee stock purchase plan withholdings of $5.7 million, partially offset by payments of deferred financing costs of $0.3 million.
Net cash provided by financing activities of $24.6 million for the fiscal year ended January 31, 2022 was primarily related to proceeds from exercise of stock options of $19.2 million, and net proceeds from employee stock purchase plan withholdings of $5.7 million, partially offset by payments of deferred financing costs of $0.3 million.
The increase reflected a $5.5 million increase in personnel- 43 related costs, inclusive of a $3.5 million increase in costs to obtain revenue contracts. In addition, there was a $2.3 million increase in depreciation expense and a $0.9 million increase in advertising costs associated with certain brand media campaigns.
The increase reflected a $5.5 million increase in personnel-related costs, inclusive of a $3.5 million increase in costs to obtain revenue contracts. In addition, there was a $2.3 million increase in depreciation expense and a $0.9 million increase in advertising costs associated with certain brand media campaigns.
The Credit Agreement provides for a senior secured revolving loan facility of up to $50.0 million that matures three years after the effective date, with the right subject to certain conditions to add an incremental revolving loan facility of up to $50.0 million in the aggregate.
The Credit Facility provides for a senior secured revolving loan facility of up to $50.0 million that matures three years after the effective date, with the right subject to certain conditions to add an incremental revolving loan facility of up to $50.0 million in the aggregate.
These increases were partially offset by Knowledge Network application provider fees which decreased $5.1 million due to favorable contract renewal terms with certain providers in the prior year. Gross margin was 74.8% for the fiscal year ended January 31, 2022, compared to 75.6% for the fiscal year ended January 31, 2021 as reflected in the discussion above.
These increases were partially offset by Publisher Network application provider fees which decreased $5.1 million due to favorable contract renewal terms with certain providers in the prior year. Gross margin was 74.8% for the fiscal year ended January 31, 2022, compared to 75.6% for the fiscal year ended January 31, 2021 as reflected in the discussion above.
We offer subscriptions in a discrete range of packages, with pricing based on specified feature sets and the number of licenses managed by the customer as well as on a capacity-basis. Fiscal Year Our fiscal year ends on January 31 st . References to fiscal 2022, for example, are to the fiscal year ended January 31, 2022.
We offer subscriptions in a discrete range of packages, with pricing based on specified feature sets and the number of licenses managed by the customer as well as on a capacity-basis. Fiscal Year Our fiscal year ends on January 31 st . References to fiscal 2023, for example, are to the fiscal year ended January 31, 2023.
In certain instances, we enter into a contract that includes a promise to provide certain technical or customized professional services, in addition to a promise to provide its subscription and associated support. Our professional services performance obligation is distinct as it does not significantly change or enhance the functionality of the Yext platform.
In certain instances, we enter into a contract that includes a promise to provide certain technical or customized professional services, in addition to a promise to provide its subscription and associated support. Our professional services performance obligation is distinct as it does not significantly change or enhance the functionality of the Answers platform.
The obligations under the Credit Agreement are secured by a lien on substantially all of our tangible and intangible property and by a pledge of all of our equity interests of material direct and indirect domestic subsidiaries and 66% of each class of capital stock of any material first-tier foreign subsidiaries, subject to limited exceptions.
The obligations under the Credit Facility are secured by a lien on substantially all of our tangible and intangible property and by a pledge of all of our equity interests of material direct and indirect domestic subsidiaries and 66% of each class of capital stock of any material first-tier foreign subsidiaries, subject to limited exceptions.
See Note 2 "Summary of Significant Accounting Policies" to our consolidated financial statements for further discussion on our accounting policies. Our most critical accounting policies and estimates, based on the degree of judgment and complexity, are discussed below. Revenue Recognition We derive our revenue primarily from our subscriptions and associated support to the Yext platform.
See Note 2 "Summary of Significant Accounting Policies" to our consolidated financial statements for further discussion on our accounting policies. Our most critical accounting policies and estimates, based on the degree of judgment and complexity, are discussed below. Revenue Recognition We derive our revenue primarily from our subscriptions and associated support to the Answers platform.
Our platform is built to leverage the structured data stored in the Knowledge Graph to deliver a modern search experience on a business's or organization's own website, as well as across approximately 200 service and application providers, which we refer to as our Knowledge Network and includes Amazon Alexa, Apple Maps, Bing, Cortana, Facebook, Google, Google Assistant, Google Maps, Siri and Yelp.
Our platform is built to leverage the structured data stored in the Knowledge Graph to deliver a modern search experience on a business's or organization's own website, as well as across over 200 service and application providers, which we refer to as our Publisher Network and includes Amazon Alexa, Apple Maps, Bing, Cortana, Facebook, Google, Google Assistant, Google Maps, Siri and Yelp.
Cost of revenue also includes fees associated with our Knowledge Network application provider arrangements, the nature of which may be unpaid, fixed, or variable, and are unpaid with many of our larger providers, as well as the costs associated with our data centers.
Cost of revenue also includes fees associated with our Publisher Network application provider arrangements, the nature of which may be unpaid, fixed, or variable, and are unpaid with many of our larger providers, as well as the costs associated with our data centers.
Our subscription and associated support performance obligation is distinct because a customer's use of the Yext platform is fully functional upon access, does not require any additional development, modification or customization, and is often sold separately.
Our subscription and associated support performance obligation is distinct because a customer's use of the Answers platform is fully functional upon access, does not require any additional development, modification or customization, and is often sold separately.
We determine the average benefit period by considering both qualitative and quantitative factors, which include the estimated life of capitalized software development costs resulting from additional functionality to the Yext platform and estimated customer life, among other such factors.
We determine the average benefit period by considering both qualitative and quantitative factors, which include the estimated life of capitalized software development costs resulting from additional functionality to the Answers platform and estimated customer life, among other such factors.
Our platform powers all of our key features, including Listings, Pages, and Answers, along with its other features and capabilities. We sell our platform throughout the world to customers of all sizes, including our enterprise, mid-size, and third-party reseller customers.
Our platform powers all of our key features, including Listings, Pages, and Search, along with its other features and capabilities. We sell our platform throughout the world to customers of all sizes, including our enterprise, mid-size, and third-party reseller customers.
We divide the single month revenue from each of those customer cohorts for the applicable month in the current year by the single month revenue of that same customer cohort for the corresponding month in the prior year.
We divided the single month revenue from each of those customer cohorts for the applicable month in the current year by the single month revenue of that same customer cohort for the corresponding month in the prior year.
The Credit Agreement contains customary affirmative and negative covenants and restrictions, as well as financial covenants that require us to maintain the year-over-year growth rate of its ordinary course recurring revenue for a trailing four fiscal quarter period above specified rates when certain liquidity thresholds are not met and to maintain a consolidated quick ratio of at least 1.50 to 1.00 tested on a monthly basis.
The Credit Facility contains customary affirmative and negative covenants and restrictions, as well as financial covenants that require us to maintain the year-over-year growth rate of its recurring revenue for a trailing four fiscal quarter period above specified 49 rates when certain liquidity thresholds are not met and to maintain a consolidated quick ratio of at least 1.50 to 1.00 tested on a monthly basis.
Investing Activities Net cash used in investing activities of $13.4 million for the fiscal year ended January 31, 2022 reflected capital expenditures primarily associated with our new corporate headquarters in New York, NY.
Investing Activities Net cash used in investing activities of $6.2 million for the fiscal year ended January 31, 2023 reflected capital expenditures. Net cash used in investing activities of $13.4 million for the fiscal year ended January 31, 2022 reflected capital expenditures primarily associated with our new corporate headquarters in New York, NY.
Cost of revenue was $98.3 million for the fiscal year ended January 31, 2022, compared to $86.4 million for the fiscal year ended January 31, 2021, an increase of $11.9 million, or 14%.
Cost of Revenue and Gross Margin Cost of revenue was $98.3 million for the fiscal year ended January 31, 2022, compared to $86.4 million for the fiscal year ended January 31, 2021, an increase of $11.9 million, or 14%.
In transactions with resellers, we are only party to the transaction with the reseller and are not a party to the reseller's transaction with its customer. Revenue is a function of the number of customers, the number of licenses with each customer, the package to which each customer subscribes, the price of the package and renewal rates.
In transactions with resellers, we are only party to the transaction with the reseller and are not a party to the reseller's transaction with its customer. Revenue is a function of the number of customers, the number of licenses or capacity purchased by each customer, the package to which each customer subscribes, the price of the package and renewal rates.
In addition, there were changes in unearned revenue of $12.7 million, operating lease liabilities of $8.9 million, and costs to obtain revenue contracts of $2.4 million.
In addition, there were positive adjustments resulting from changes in unearned revenue of $12.7 million, operating lease liabilities of $8.9 million, and costs to obtain revenue contracts of $2.4 million.
In addition, cost of revenue includes depreciation expense, including with respect to certain capitalized software development costs incurred in connection with additional functionality to our platform. Cost of revenue also includes lease expenses associated with our office spaces, which are allocated based on employee headcount.
In addition, cost of revenue includes depreciation expense, which includes amounts allocated based on employee headcount, as well as amounts related to certain capitalized software development costs incurred in connection with additional functionality to our platform. Cost of revenue also includes lease expenses associated with our office spaces, which are allocated based on employee headcount.
The estimated number of stock-based awards that will ultimately vest requires judgment, and to the extent actual results, or updated estimates, differ from our current estimates, such amounts will be recorded as a cumulative adjustment in the period actual results are realized or estimates are revised.
The estimated forfeiture rate applied to employee awards is based on historical forfeiture rates. The estimated number of stock-based awards that will ultimately vest requires judgment, and to the extent actual results, or updated estimates, differ from our current estimates, such amounts will be recorded as a cumulative adjustment in the period actual results are realized or estimates are revised.
Our cash flows, including net cash used in or provided by operating activities, may vary significantly from quarter to quarter, due to the timing of billings, cash collections, lease payments and capital expenditures, significant marketing events and related expenses, the potential effects of the COVID-19 pandemic, among other factors.
Our cash flows, including net cash used in or provided by operating activities, may vary significantly from quarter to quarter, due to the timing of billings, cash collections and lease payments, significant marketing events and related expenses, and other factors.
Research and development expenses also include lease expenses associated with our office spaces, as well as software expense, each of which are allocated based on employee headcount. General and administrative expenses .
Research and development expenses also include data centers costs associated with pre-production costs for testing and quality assurance, as well as lease expenses associated with our office spaces, and software expense, each of which are allocated based on employee headcount. General and administrative expenses .
In addition, other companies may not publish this or similar metrics. Thus, our non-GAAP net loss should be considered in addition to, not as a substitute for, nor superior to or in isolation from, measures prepared in accordance with GAAP.
In addition, other companies may not publish these or similar metrics. Thus, our revenue on a constant currency basis should be considered in addition to, not as a substitute for, nor superior to or in isolation from, measures prepared in accordance with GAAP.
We believe non-GAAP net loss provides investors and other users of our financial information consistency and comparability with our past financial performance and facilitates period-to-period comparisons of our results of operations.
We define non-GAAP net loss as our GAAP net loss as adjusted to exclude the effects of stock-based compensation expense. We believe non-GAAP net loss provides investors and other users of our financial information consistency and comparability with our past financial performance and facilitates period-to-period comparisons of our results of operations.
We use non-GAAP net loss in conjunction with traditional GAAP net loss as part of our overall assessment of our performance, including the preparation of our annual operating budget and quarterly forecasts, and to evaluate the effectiveness of our business strategies. Our definition may differ from the definitions used by other companies and therefore comparability may be limited.
We use non-GAAP net loss in conjunction with traditional GAAP net loss as part of our overall assessment of our performance, including the preparation of our annual operating budget and quarterly forecasts, and to evaluate the effectiveness of our business strategies.
Under the Credit Agreement, loans bear interest, at our option, at an annual rate based on LIBOR or a base rate. Loans based on LIBOR shall bear interest at a rate between LIBOR plus 2.50% and LIBOR plus 3.00%, depending on our average daily usage of the revolving loan facility.
As amended, the revolving loans bear interest, at our election, at an annual rate based on SOFR or a base rate. Loans based on SOFR shall bear interest at a rate between SOFR plus 2.50% and SOFR plus 3.00%, depending on our average daily usage of the revolving loan facility and subject to a SOFR floor of 1.00%.
We then determine the dollar-based weighted average of each of the monthly rates, and this average represents the dollar-based net retention rate for the period.
We then determined the dollar-based weighted average of each of the monthly rates, which represented the dollar-based net retention rate for the period.
We may continue to see some existing and potential customers, in particular customers in industries that have been highly impacted by the pandemic such as retail and food services as well as certain geographies such as Europe, reduce, suspend or delay technology spending, request to renegotiate contracts to obtain concessions such as, extended billing and payment terms; shorten the duration of contracts; or elect not to renew their subscriptions which could materially adversely impact our business, financial condition and results of operations in future periods.
However, if the macroeconomic uncertainty increases, we may continue to experience a negative impact on existing and potential customers that may reduce, suspend or delay technology spending, request to renegotiate contracts to obtain concessions such as, extended billing and payment terms; shorten the duration of contracts; or elect not to renew their subscriptions which could materially adversely impact our business, financial condition and results of operations in future periods.
Factors that could cause or contribute to these differences include, but are not limited to, those discussed in the section titled "Risk Factors" under Part I, Item 1A in this Annual Report on Form 10-K.
Factors that could cause or contribute to these differences include, but are not limited to, those discussed in the section titled "Risk Factors" under Part I, Item 1A in this Annual Report on Form 10-K. Overview Yext organizes a business's facts so it can deliver relevant, actionable answers to consumer questions throughout the digital ecosystem.
Revenue recognized from subscriptions and associated support to our platform was 93% and 95%, while revenue recognized from professional services was 7% and 5%, for the fiscal years ended January 31, 2021 and 2020, respectively.
Revenue recognized from subscriptions and associated support to our platform was 91% and 92%, while revenue recognized from professional services was 9% and 8%, for the fiscal years ended January 31, 2023 and 2022, respectively.
Fiscal Year Ended January 31, 2021 Compared to Fiscal Year Ended January 31, 2020 Revenue and Cost of Revenue Fiscal year ended January 31, Variance (in thousands) 2021 2020 Dollars Percent Revenue $ 354,661 $ 298,829 $ 55,832 19 % Cost of revenue 86,404 77,030 $ 9,374 12 % Gross profit $ 268,257 $ 221,799 $ 46,458 21 % Gross margin 75.6 % 74.2 % Total revenue was $354.7 million for the fiscal year ended January 31, 2021, compared to $298.8 million for the fiscal year ended January 31, 2020, an increase of $55.8 million or 19%, primarily driven by new customer subscriptions to our platform, and to a lesser extent included expanded subscriptions for existing customers.
Fiscal Year Ended January 31, 2022 Compared to Fiscal Year Ended January 31, 2021 Revenue and Cost of Revenue Fiscal year ended January 31, Variance (in thousands) 2022 2021 Dollars Percent Revenue $ 390,577 $ 354,661 $ 35,916 10 % Cost of revenue 98,299 86,404 $ 11,895 14 % Gross profit $ 292,278 $ 268,257 $ 24,021 9 % Gross margin 74.8 % 75.6 % Total revenue was $390.6 million for the fiscal year ended January 31, 2022, compared to $354.7 million for the fiscal year ended January 31, 2021, an increase of $35.9 million or 10%, primarily driven by new customer subscriptions to our platform, and to a lesser extent included expanded subscriptions for existing customers.
Loans based on the base rate shall bear interest at a rate between the base rate minus 0.50% and the base rate plus 0.00%, depending on our average daily usage of the revolving loan facility.
Loans based on the base rate shall bear interest at a rate between the base rate minus 0.50% and the base rate plus 0.00%, depending on our average daily usage of the revolving loan facility. See Part I Item 1A “Risk Factors - Our credit facility contains restrictive covenants that may limit our operating flexibility".
Critical Accounting Policies and Estimates Our management's discussion and analysis of our financial condition and results of operations is based on our financial statements, which have been prepared in accordance with accounting principles generally accepted in the United States of America ("GAAP").
Contractual Obligations See Note 14 "Commitments and Contingencies", to the consolidated financial statements for our discussion on contractual obligations. Critical Accounting Policies and Estimates Our management's discussion and analysis of our financial condition and results of operations is based on our financial statements, which have been prepared in accordance with GAAP.
We encourage investors and others to review our financial information in its entirety, not to rely on any single financial measure and to view non-GAAP net loss in conjunction with GAAP net loss.
We compensate for these limitations by providing a reconciliation of our non-GAAP financial measures to the most closely related GAAP financial measures. We encourage investors and others to review our financial information in its entirety, not to rely on any single financial measure and to view non-GAAP net loss and Adjusted EBITDA in conjunction with GAAP net loss.
This was partially offset by a $1.3 million decrease in bad debt expense as the prior year period had higher expense to reflect the initial impacts of the COVID-19 pandemic.
This was partially offset by a $1.3 million decrease in bad debt expense as the prior year period had higher expense to reflect the initial impacts of the COVID-19 pandemic. Net Loss Net loss was $65.9 million, $93.3 million, and $94.7 million for the fiscal years ended January 31, 2023, 2022 and 2021, respectively.
These adjustments included stock-based compensation expense of $72.3 million, amortization of operating lease right-of-use assets of $12.2 million, depreciation and amortization expense of $10.6 million, and bad debt expense of $2.5 million, reflecting an increase in the allowance for doubtful accounts in light of impacts from the COVID-19 pandemic.
Net cash provided by operating activities of $1.2 million for the fiscal year ended January 31, 2021 reflected our net loss of $94.7 million, adjusted by non-cash charges including stock-based compensation expense of $72.3 million, amortization of operating lease right-of-use assets of $12.2 million, depreciation and amortization expense of $10.6 million, and bad debt expense of $2.5 million, reflecting an increase in the allowance for doubtful accounts in light of impacts from the COVID-19 pandemic.
Our contracts are typically one year in length, but may be up to three years or longer in length. Revenue is a function of the number of customers, the number of licenses or capacity purchased by each customer, the package to which each customer subscribes, the price of the package and renewal rates.
Revenue is a function of the number of customers, the number of licenses or capacity purchased by each customer, the package to which each customer subscribes, the price of the package and renewal rates.
Costs Capitalized to Obtain Revenue Contracts We capitalize costs of obtaining revenue contracts that are incremental and recoverable. Incremental costs primarily include sales commissions, certain related incentives, and associated payroll tax and fringe benefit costs.
See Note 2 "Summary of Significant Accounting Policies" and Note 3 "Revenue" to our consolidated financial statements for further discussion on our revenue recognition. 51 Costs Capitalized to Obtain Revenue Contracts We capitalize costs of obtaining revenue contracts that are incremental and recoverable. Incremental costs primarily include sales commissions, certain related incentives, and associated payroll tax and fringe benefit costs.
The fair value of restricted stock units and restricted stock are calculated based on the fair value of our common stock on the date of grant, while the fair value of stock options are calculated using a Black-Scholes option-pricing model.
The fair value of restricted stock units and restricted stock are estimated on the date of grant based on the fair value of our Company’s common stock. The fair value of performance-based restricted stock units are estimated on the date of grant using a Monte Carlo simulation model.
Amortization of costs capitalized to obtain revenue contracts is included in sales and marketing expense in the consolidated statements of operations and comprehensive loss. Stock-Based Compensation Stock-based compensation for all employee and non-employee stock-based awards, including restricted stock units and restricted stock, is measured at fair value on the date of grant and recognized over the service period.
Stock-Based Compensation Stock-based compensation for all employee and non-employee stock-based awards, including restricted stock units, restricted stock, performance-based restricted stock units, and options to purchase common stock, is measured at fair value on the date of grant and recognized over the service period.
Net cash used in investing activities of $65.1 million for the fiscal year ended January 31, 2021 reflected capital expenditures primarily associated with our new corporate headquarters in New York, NY, and our office spaces in Rosslyn, VA and Tokyo, Japan, among others.
Net cash used in investing activities of $65.1 million for the fiscal year ended January 31, 2021 reflected capital expenditures primarily associated with our new corporate headquarters in New York, NY, and our office spaces in Rosslyn, VA and Tokyo, Japan, among others. 50 Financing Activities Net cash used in financing activities of $79.0 million for the fiscal year ended January 31, 2023 was primarily related to $77.3 million in cash outflows associated with repurchases of common stock as part of our share repurchase program, as well as payments for taxes related to the net share settlement of stock-based compensation awards of $5.1 million and payments of deferred financing costs of $0.5 million.
Our revenue is predominately derived from our enterprise, mid-size, and third-party reseller customers. Revenue from our small business customers represented less than 5% of total revenue for each period.
Our revenue is predominately derived from our enterprise, mid-size, and third-party reseller customers.
The incremental borrowing rate is determined based on what we would estimate to pay for a collateralized loan over a similar term and economic environment for each lease arrangement.
The incremental borrowing rate is determined based on what we would estimate to pay for a collateralized loan over a similar term and economic environment for each lease arrangement. 52 With respect to our operating lease arrangements, we account for lease components, and non-lease components that are fixed, as a single lease component in the measurement of operating lease liabilities and right-of-us assets.
Stock-based compensation expense is recognized over the requisite service periods of awards, which is typically one to four years for restricted stock units and restricted stock. The estimated forfeiture rate applied to employee awards is based on historical forfeiture rates.
The fair value of stock options are estimated on the date of grant using a Black-Scholes option-pricing model. Stock-based compensation expense is generally recognized over the requisite service periods of awards, which is typically one to four years for restricted stock units and restricted stock, and four years for options and performance-based restricted stock units.
We continue to be committed to our business, the strength of our platform, our ability to continue to execute on our strategy, and our efforts to support our customers.
The uncertain duration of these measures has had and may continue to have an adverse impact on our financial condition and operating results in future periods. We continue to be committed to our business, the strength of our platform, our ability to continue to execute on our strategy, and our efforts to support our customers.
This overall increase primarily reflects the increases in costs associated with our data centers of $3.2 million, personnel-related costs of $1.6 million, stock-based compensation expense of $1.6 million, and software expense of $1.4 million.
The increase was primarily driven by a $4.9 million increase in personnel-related costs and a $1.3 million increase in costs associated with our data centers. These increases were partially offset by a $4.3 million decrease in stock-based compensation expense, largely due to decreases in the fair value of awards granted.
Amounts that have been invoiced for non-cancelable contracts are recorded 49 in accounts receivable and unearned revenue or revenue. See Note 2 "Summary of Significant Accounting Policies" and Note 3 "Revenue" to our consolidated financial statements for further discussion on our revenue recognition.
Amounts that have been invoiced for non-cancelable contracts are recorded in accounts receivable and unearned revenue or revenue.
Lease arrangements with an initial term of 12 months or less are recognized on a straight-line basis over the lease term and are not recorded on the consolidated balance sheet. Recent Accounting Pronouncements See Note 2 "Summary of Significant Accounting Policies" to the consolidated financial statements for our discussion about adopted and pending recent accounting pronouncements. 51
Recent Accounting Pronouncements See Note 2 "Summary of Significant Accounting Policies- Recent Accounting Pronouncements", to the consolidated financial statements for our discussion about adopted and pending recent accounting pronouncements. 53
No significant debt issuance costs were incurred in association with the Credit Agreement. In January 2021, we amended the Credit Agreement which modified the conditions pursuant to which subsidiaries are required to become guarantors.
Credit Arrangements On March 11, 2020, we entered into a credit agreement with Silicon Valley Bank (the “Credit Agreement”). In January 2021, we amended the Credit Agreement which modified the conditions pursuant to which subsidiaries are required to become guarantors.
Net Loss Net loss was $93.3 million, $94.7 million, and $121.5 million for the fiscal years ended January 31, 2022, 2021 and 2020. Non-GAAP Net Loss In addition to our financial results determined in accordance with GAAP, we believe that non-GAAP net loss is useful in evaluating our operating performance and our business.
Non-GAAP Financial Measures In addition to our financial results determined in accordance with GAAP, we believe that certain non-GAAP financial measures are useful in evaluating our operating performance and our business. 47 Non-GAAP net loss is a financial measure that is not calculated in accordance with GAAP.
These adjustments included stock-based compensation expense of $73.5 million, depreciation and amortization expense of $16.8 million, amortization of operating lease right-of-use assets of $9.3 million, and bad debt expense of $1.3 million. In addition, there were changes in unearned revenue of $33.3 million and changes in prepaid expenses and other current assets of $4.2 million.
In addition, there were positive adjustments resulting from changes in unearned revenue of $33.3 million and changes in prepaid expenses and other current assets of $4.2 million.
Research and development expense was $58.1 million for the fiscal year ended January 31, 2021, compared to $49.4 million for the fiscal year ended January 31, 2020, an increase of $8.7 million, or 18%.
These decreases were partially offset by a $3.1 million increase in conferences and events and a $2.8 million increase in employee travel. Research and development expense was $70.9 million for the fiscal year ended January 31, 2023, compared to $68.4 million for the fiscal year ended January 31, 2022, an increase of $2.6 million, or 4%.
Operating Expenses Fiscal year ended January 31, Variance (in thousands) 2021 2020 Dollars Percent Sales and marketing $ 228,417 $ 218,076 $ 10,341 5 % Research and development $ 58,146 $ 49,445 $ 8,701 18 % General and administrative $ 76,026 $ 77,231 $ (1,205) (2) % Sales and marketing expense was $228.4 million for the fiscal year ended January 31, 2021, compared to $218.1 million for the fiscal year ended January 31, 2020, an increase of $10.3 million, or 5%.
Operating Expenses Fiscal year ended January 31, Variance (in thousands) 2023 2022 Dollars Percent Sales and marketing $ 211,479 $ 230,467 $ (18,988) (8) % Research and development $ 70,903 $ 68,350 $ 2,553 4 % General and administrative $ 79,336 $ 83,420 $ (4,084) (5) % Sales and marketing expense was $211.5 million for the fiscal year ended January 31, 2023, compared to $230.5 million for the fiscal year ended January 31, 2022, a decrease of $19.0 million, or 8%.
However, because we generally recognize revenue from our customer contracts ratably over the term of the contract, changes in our contracting activity in the near term may not be fully reflected in our results of operations and overall financial performance until future periods.
Therefore, changes in our contracting activity in the near term may not be fully reflected in our results of operations and overall financial performance until future periods. See Part I Item 1A “Risk Factors” for further discussion of the possible impact of the current macroeconomic conditions on our business.
We calculate this metric for a particular period by first establishing a cohort of the enterprise, mid-size, and third-party reseller customers, who had active contracts at the end of each month of the same period in the prior year.
The following table provides our dollar-based net retention rate for the fiscal years ended January 31, 2023, 2022 and 2021: January 31, 2023 2022 2021 Dollar-Based Net Retention Rate (ARR) Direct Customers 97% 101% 100% Third-Party Reseller Customers 92% 101% 92% Total Customers 96% 101% 98% Historically, we presented dollar-based net retention rate on a revenue basis whereby we first established a cohort of enterprise, mid-size, and third-party reseller customers, who had active contracts at the end of each month of the same period in the prior year.
As of such date, the $50.0 million revolving loan facility had $35.7 million available and $14.3 million in letters of credit allocated as security in connection with office space. 47 Cash Flows The following table summarizes our cash flows: Fiscal year ended January 31, (in thousands) 2022 2021 2020 Net cash provided by (used in) operating activities $ 21,849 $ 1,204 $ (30,768) Net cash (used in) provided by investing activities $ (13,418) $ (65,111) $ 39,308 Net cash provided by financing activities $ 24,617 $ 22,548 $ 168,373 Operating Activities Net cash provided by operating activities of $21.8 million for the fiscal year ended January 31, 2022 was primarily due to positive adjustments in reconciling our net loss of $93.3 million to net cash provided by operating activities.
Cash Flows The following table summarizes our cash flows: Fiscal year ended January 31, (in thousands) 2023 2022 2021 Net cash provided by operating activities $ 17,853 $ 21,849 $ 1,204 Net cash used in investing activities $ (6,193) $ (13,418) $ (65,111) Net cash (used in) provided by financing activities $ (79,021) $ 24,617 $ 22,548 Operating Activities Net cash provided by operating activities of $17.9 million for the fiscal year ended January 31, 2023 reflected our net loss of $65.9 million, adjusted by non-cash charges including stock-based compensation expense of $63.1 million, depreciation and amortization expense of $17.6 million and amortization of operating lease right-of-use assets of $8.8 million.
With respect to our operating lease arrangements, we account for lease components, and non-lease components that are fixed, as a single lease component in the measurement of operating lease liabilities and right-of-us assets. Non-lease components that are variable are expensed as incurred in the consolidated statement of operations and comprehensive loss.
Non-lease components that are variable are expensed as incurred in the consolidated statement of operations and comprehensive loss. Lease arrangements with an initial term of 12 months or less are recognized on a straight-line basis over the lease term and are not recorded on the consolidated balance sheet.
We assess our performance in this respect using a metric we refer to as our dollar-based net retention rate. Our dollar-based net retention rate was 98%, 102%, and 106% for the fiscal years ended January 31, 2022, 2021 and 2020, respectively.
We assess our performance in this area using a metric we refer to as our dollar-based net retention rate, which compares the ARR from a set of subscription customers across comparable periods.
These increases were partially offset by a decrease in Knowledge Network application provider costs of $1.0 million as a result of more favorable contract terms with certain providers. Gross margin was 75.6% for the fiscal year ended January 31, 2021, compared to 74.2% for the fiscal year ended January 31, 2020 as reflected in the discussion above.
These increases were partially offset by a $2.1 million decrease in stock-based compensation expense, largely due to decreases in the fair value of awards granted, as well as a $1.2 million decrease in Publisher Network provider fees due to favorable contract renewal terms with certain providers in the prior year.
Overview Yext organizes a business's facts so it can provide official answers to consumer questions starting with the business's own website and then extending across search engines and voice assistants. Our platform lets businesses structure the facts about their brands in a database called the Knowledge Graph.
Our platform lets businesses structure the facts about their brands in a database called the Knowledge Graph.
The increase was primarily due to a $3.9 million increase 44 in stock-based compensation expense, a $3.0 million increase in personnel-related costs, reflecting higher headcount, which mainly consisted of salaries and wages, and a $0.8 million increase in software expense.
This was partially offset by a $0.7 million increase in personnel-related costs, reflecting higher headcount, a $0.7 million increase in software expense and a $0.4 million increase in depreciation expense.
Cost of revenue was $86.4 million for the fiscal year ended January 31, 2021, compared to $77.0 million for the fiscal year ended January 31, 2020, an increase of $9.4 million, or 12%.
Revenue attributable to third-party reseller customers was $87.2 million for the fiscal year ended January 31, 2022, compared to $88.9 million for the fiscal year ended January 31, 2021, a decrease of $1.7 million or 2% primarily due to customer attrition.
In addition, net cash used in operating activities was also partially offset by changes in unearned revenue of $42.3 million and accounts payable, accrued expenses and other liabilities of $8.3 million.
In addition, there were positive adjustments resulting from changes in costs to obtain revenue contracts of $8.0 million, unearned revenue of $3.5 million and accounts payable, accrued expenses and other current liabilities of $2.7 million.
The following table provides a reconciliation of GAAP net loss to non-GAAP net loss: Fiscal year ended January 31, (in thousands) 2022 2021 2020 Net loss $ (93,259) $ (94,692) $ (121,544) Plus: Stock-based compensation expense 73,480 72,294 67,770 Non-GAAP net loss $ (19,779) $ (22,398) $ (53,774) Dollar-Based Net Retention Rate We believe that our ability to retain our customers and expand the revenue they generate for us over time is an important component of our growth strategy and reflects the long term value of our customer relationships.
January 31, Variance 2023 2022 Dollars Percent Annual Recurring Revenue Direct Customers $ 327,017 $ 312,132 $ 14,885 5 % Third-Party Reseller Customers 73,343 78,353 (5,010) (6) % Total Annual Recurring Revenue $ 400,360 $ 390,485 $ 9,875 3 % Dollar-Based Net Retention Rate We believe that our ability to retain our customers and expand the ARR they generate for us over time is an important component of our growth strategy and reflects the long term value of our customer relationships.
General and administrative expense was $76.0 million for the fiscal year ended January 31, 2021, relatively consistent compared to $77.2 million for the fiscal year ended January 31, 2020, as decreases of $2.1 million in stock-based compensation expense and $2.0 million in employee travel, were generally offset by a $1.3 million increase in the allowance for doubtful accounts and a $0.8 million increase in software expense.
General and administrative expense was $79.3 million for the fiscal year ended January 31, 2023, compared to $83.4 million for the fiscal year ended January 31, 2022, a decrease of $4.1 million or 5%.
The increase was primarily due to a $23.6 million increase in personnel-related costs, reflecting higher headcount, which mainly consisted of salaries and wages and costs to obtain revenue contracts, a $2.8 million increase in software expense, a $1.4 million increase in operating and short-term lease expenses, a $1.3 million increase in depreciation expense, and a $1.2 million increase in stock-based compensation expense.
The decrease was primarily driven by a $4.2 million decrease in professional related costs, a $1.1 million decrease in bad debt expense and a $0.6 million decrease in stock-based compensation expense, largely due to decreases in the fair value of awards granted.
This was partially offset by positive reconciling adjustments related to non-cash charges of stock-based compensation expense of $67.8 million, amortization of operating lease right-of-use assets of $11.1 million and depreciation and amortization expense of $8.1 million.
Net cash provided by operating activities of $21.8 million for the fiscal year ended January 31, 2022 reflected our net loss of $93.3 million, adjusted by non-cash charges including stock-based compensation expense of $73.5 million, depreciation and amortization expense of $16.8 million, amortization of operating lease right-of-use assets of $9.3 million, and bad debt expense of $1.3 million.
Our revenue is predominately derived from our enterprise, mid-size, and third-party reseller customers. Revenue recognized from subscriptions and associated support to our platform was 92% and revenue recognized from professional services was 8%, for the fiscal year ended January 31, 2022, compared to 93% and 7%, respectively, for the fiscal year ended January 31, 2021.
Revenue recognized from subscriptions and associated support to our platform was 92% and revenue recognized from professional services was 8%, for the fiscal year ended January 31, 2022, compared to 93% and 7%, respectively, for the fiscal year ended January 31, 2021. 46 The following table summarizes our revenue by sales channel for the periods presented: Fiscal year ended January 31, Variance 2022 2021 Dollars Percent (in thousands) Direct Customers $ 303,338 $ 265,756 $ 37,582 14 % Third-Party Reseller Customers 87,239 88,905 (1,666) (2) % Total Revenue $ 390,577 $ 354,661 $ 35,916 10 % Revenue attributable to direct customers was $303.3 million for the fiscal year ended January 31, 2022, compared to $265.8 million for the fiscal year ended January 31, 2021, an increase of $37.6 million or 14%, primarily driven by new customer subscriptions to our platform, as well as expanded subscriptions for existing customers.