Biggest changeFor the year ended December 31, 2021, net cash used in financing activities was $51.2 million, consisting of $63.7 million for the partial repurchase of 2023 Notes, partially offset by $6.6 million of net proceeds received in connection with the early termination of bond hedges and warrants related to the 2023 Notes, and $5.9 million of cash received from the exercise of stock options. 78 Table of Contents For the year ended December 31, 2020, net cash provided by financing activities was $434.7 million, consisting of proceeds from the issuance of common stock of $311.3 million, net of issuance costs, from the May 2020 common stock offering, issuance of $132.6 million principal amount of the 2025 Notes, net of issuance costs, from the November 2020 offering of the 2025 Notes, $34.1 million in net proceeds received in connection with the early termination of bond hedges and warrants related to the 2023 Notes, and $13.3 million of cash received from the exercise of stock options, partially offset by the Capped Call transactions of $39.8 million and payment of contingent consideration related to the acquisition of Cloud Lending, of which $16.9 million of the payment was estimated at acquisition date fair value and included in financing activities.
Biggest changeFor the year ended December 31, 2021, net cash used in financing activities was $51.2 million, consisting of $63.7 million for the partial repurchase of 2023 Notes, partially offset by $6.6 million of net proceeds received in connection with the early termination of bond hedges and warrants related to the 2023 Notes, and $5.9 million of cash received from the exercise of stock options.
Over the long term, we intend to continue to invest in additional sales representatives to identify and address opportunities in the financial institution, FinTech, Alt-FI and Brand markets across the U.S. and internationally and to increase our number of sales support and marketing personnel, as well as our investment in marketing initiatives designed to increase awareness of our solutions and generate new customer opportunities.
Over the long term, we intend to continue to invest in additional sales representatives to identify and address opportunities in the financial institution, FinTech and Alt-FI markets across the U.S. and internationally and to increase our number of sales support and marketing personnel, as well as our investment in marketing initiatives designed to increase awareness of our solutions and generate new customer opportunities.
For the year ended December 31, 2022, our net cash and cash equivalents provided by operating activities was $36.6 million, which consisted of non-cash adjustments of $166.0 million, partially offset by a net loss of $109.0 million and cash outflows from changes in operating assets and liabilities of $20.5 million.
For the year ended December 31, 2022, our net cash provided by operating activities was $36.6 million, which consisted of non-cash adjustments of $166.0 million, partially offset by a net loss of $109.0 million and cash outflows from changes in operating assets and liabilities of $20.5 million.
We calculate ARR as the annualized value of all recurring revenue recognized in the last month of the reporting period, with the exception of variable revenue in excess of contracted amounts for which we instead take the average monthly run rate of the trailing three months within that reporting period.
We calculate Subscription ARR as the annualized value of all recurring subscription revenue recognized in the last month of the reporting period, with the exception of variable revenue in excess of contracted amounts for which we instead take the average monthly run rate of the trailing three months within that reporting period.
We recognize any related implementation services revenues ratably over the initial customer agreement term beginning on the date we commence recognizing subscription fees. Contract asset balances arise primarily when we provide services in advance of billing for those services.
We typically recognize any related implementation services revenues ratably over the initial customer agreement term beginning on the date we commence recognizing subscription fees. Contract asset balances arise primarily when we provide services in advance of billing for those services.
Additionally, over the past several years we have acquired or developed new solutions and additional functionality that serve a broader range of needs of financial institutions as well as the needs of FinTechs, Alt-FIs and Brands.
Additionally, over the past several years we have acquired or developed new solutions and additional functionality that serve a broader range of needs of financial institutions as well as the needs of FinTechs and Alt-FIs.
Total Other Income (Expense), Net Total other income (expense), net, consists primarily of interest income and expense, other non-operating income and expense, loss on disposal of long-lived assets, foreign currency translation adjustment and loss on extinguishment of debt. We earn interest income on our cash, cash equivalents and investments.
Total Other Income (Expense), Net Total other income (expense), net, consists primarily of interest income and expense, other non-operating income and expense, loss on disposal of long-lived assets, foreign currency translation adjustment and gain (loss) on extinguishment of debt. We earn interest income on our cash, cash equivalents and investments.
We currently intend to increase investments in technology innovation and software development as we enhance our solutions and platforms and increase or expand the number of solutions that we offer.
We intend to increase investments in technology innovation and software development as we enhance our solutions and platforms and increase or expand the number of solutions that we offer.
The duration and severity of these events, general economic conditions and their long-term effects on us and our customers remain uncertain and difficult to predict.
The duration and severity of these general economic conditions and their long-term effects on us and our customers remain uncertain and difficult to predict.
Over the long term, we expect cost of revenues to continue to grow in absolute dollars as we grow our business but to fluctuate as a percentage of revenues based principally on the level and timing of implementation support activities, timing of capitalized software development costs, debit card related pass-through fees, and other related costs.
Over the long term, we expect cost of revenues to continue to grow in absolute dollars as we grow our business but to fluctuate as a percentage of revenues based principally on cost efficiencies realized in the business, the level and timing of implementation support activities, timing of capitalized software development costs, debit card related pass-through fees, and other related costs.
The promised consideration may include fixed amounts, variable amounts or both. Revenues are recognized net of sales credits and allowances. Revenue-generating activities are directly related to the sale, implementation and support of our solutions within a single operating segment.
The promised consideration may include fixed amounts, variable amounts or both. Revenues are recognized net of sales credits and allowances. Revenue-generating activities directly relate to the sale, implementation and support of our solutions within a single operating segment.
A discussion regarding year-to-year comparisons between the year ended December 31, 2021 and December 31, 2020 can be found under Item 7 in our Annual Report on Form 10-K for the fiscal year ended December 31, 2021.
A discussion regarding year-to-year comparisons between the year ended December 31, 2022 and December 31, 2021 can be found under Item 7 in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022.
Factors that could cause or contribute to these differences include those discussed below and elsewhere in this Annual Report on Form 10-K, particularly in the sections titled "Risk Factors" and “Special Note Regarding Forward Looking Statements” above for a discussion of the uncertainties, risks and assumptions associated with these statements.
Factors that could cause or contribute to these differences include those discussed below and elsewhere in this Annual Report on Form 10-K, particularly in the sections titled "Risk Factors" and "Special Note Regarding Forward Looking Statements" above for a discussion of the uncertainties, risks and assumptions associated with these statements.
Certain research and development costs that are related to our software development, which include salaries and other personnel-related costs, including employee benefits, stock-based compensation and bonuses attributed to programmers, software engineers and quality control teams working on our software solutions, are capitalized and are included in intangible assets, net on the consolidated balance sheets.
Certain research and development costs that are related to our software development, which include salaries and other personnel-related costs, comprised of employee benefits, stock-based compensation and bonuses attributed to programmers, software engineers and quality control teams working on our software solutions, are capitalized and included in intangible assets, net on the consolidated balance sheets.
The structure and terms of our Helix arrangements with FinTechs and Brands vary, but typically involve relatively lower contracted minimum revenues and instead emphasize usage-based revenue, with such revenue recognized as it is incurred. We have achieved significant growth since our inception.
The structure and terms of our Helix arrangements with FinTechs vary, but typically involve relatively lower contracted minimum revenues and instead emphasize usage-based revenue, with such revenue recognized as it is incurred. We have achieved high growth since our inception.
We had annual revenue churn of 6.3%, 5.4% and 5.9% for the years ended December 31, 2022, 2021, and 2020, respectively. Our use of revenue churn has limitations as an analytical tool, and investors should not consider it in isolation. Other companies in our industry may calculate revenue churn differently, which reduces its usefulness as a comparative measure.
We had annual revenue churn of 6.1%, 6.3% and 5.4% for the years ended December 31, 2023, 2022 and 2021, respectively. Our use of revenue churn has limitations as an analytical tool, and investors should not consider it in isolation. Other companies in our industry may calculate revenue churn differently, which reduces its usefulness as a comparative measure.
Our integrated, end-to-end collection of solutions includes retail, small business and commercial banking, regulatory and compliance, digital lending, relationship pricing, open platform solutions, BaaS, digital account opening, account switching and data-driven sales enablement, spending insights and portfolio management solutions among others.
Our integrated, end-to-end collection of solutions includes retail, SMB and commercial banking, regulatory and compliance, digital lending and relationship pricing, open platform solutions, BaaS, digital account opening, account switching and data-driven sales enablement, spending insights and portfolio management solutions among others.
ARR does not include revenue from professional services or other sources of revenue that are not deemed to be recurring in nature. ARR is not a forecast of future revenue, which can be impacted by contract start and end dates and renewal rates.
Total ARR does not include revenue from professional services or other sources of revenue that are not deemed to be recurring in nature. Subscription and Total ARR are not a forecast of future revenue, which can be impacted by contract start and end dates and renewal rates.
We consider these adjustments, to some extent, to be unpredictable and dependent on a significant number of factors that are outside of our control. Furthermore, merger and acquisition activities result in operating expenses that would not otherwise have been incurred by us in the normal course of our organic business operations.
We consider these adjustments, to some extent, to be unpredictable and dependent on a significant number of factors that are outside of our control. Furthermore, transaction-related activities result in operating expenses that would not otherwise have been incurred by us in the normal course of our organic business operations.
We have also introduced the Q2 Innovation Studio, an API-based and SDK-based open technology platform that allows our financial institution customers and other technology partners to develop unique extensions of and integrations to our digital banking platform, allowing financial institutions to quickly and easily deploy customized experiences and the latest financial services expected by End Users. 59 Table of Contents We believe that financial services providers are best served by a broad integrated portfolio of digital solutions that provide rapid, flexible and comprehensive integration with internal and third-party solutions allowing them to provide modern, intuitive digital financial services in a secure, regulatory-compliant manner.
We have also introduced the Q2 Innovation Studio, an API-based and SDK-based open technology platform that allows our financial institution customers and other technology partners to develop unique extensions of and integrations to our digital banking platform, allowing financial institutions to quickly and easily deploy customized experiences and the latest financial services expected by End Users. 60 Table of Contents We believe that financial services providers are best served by a broad integrated portfolio of digital solutions that provide rapid, flexible and comprehensive integration with internal and third-party solutions allowing them to provide modern, intuitive, advanced and regulatory-compliant digital banking and lending services.
We had 444, 448 and 450 Installed Customers on our digital banking platform as of December 31, 2022, 2021 and 2020, respectively.
We had 450, 444 and 448 Installed Customers on our digital banking platform as of December 31, 2023, 2022 and 2021, respectively.
We provide non-GAAP information that excludes restructuring charges related to the estimated costs of exiting and terminating facility lease commitments, partially offset by anticipated sublease income, any related impairments of the right of use assets as they relate to corporate restructuring and exit activities, as well as severance and other related compensation charges associated with eliminating certain positions in connection with initiatives to optimally align our resources to the businesses that will drive the most long-term value.
We provide non-GAAP information that excludes restructuring charges related to the estimated costs of exiting and terminating facility lease commitments, partially offset by anticipated sublease income, any related impairments of the right of use assets as they relate to corporate restructuring and exit activities, as well as severance and other related compensation charges associated with eliminating certain positions in connection with initiatives intended to align our resources to the portions of our business that we believe will drive the most long-term value.
The rate at which our customers add Registered Users vary significantly period-to-period based on the timing of our implementations of new customers, the timing of registration of new End Users and customers performing inactive account clean-up.
The rate at which our customers add Registered Users varies significantly from period-to-period based on the timing of our implementations of new customers, the timing of registration of new End Users and customers performing inactive account clean-up.
Interest expense consists primarily of the interest from the amortization of debt discount prior to the adoption of ASU 2020-06, issuance costs, and coupon interest attributable to our convertible notes issued in February 2018, or 2023 Notes, our convertible notes issued in June 2019, or 2026 Notes, and our convertible notes issued in November 2020, or 2025 Notes, as well as fees and interest associated with the letter of credit issued to our landlord for the security deposit for our corporate headquarters.
Interest expense consists primarily of the interest from the amortization of debt issuance costs and coupon interest attributable to our convertible notes issued in February 2018, or 2023 Notes, our convertible notes issued in June 2019, or 2026 Notes and our convertible notes issued in November 2020, or 2025 Notes, as well as fees and interest associated with the letter of credit issued to our landlord for the security deposit for our corporate headquarters.
We generally price our digital banking platform solutions based on the number of solutions purchased by our customers and the number of Registered Users or commercial account holders utilizing our solutions.
We generally price our digital banking platform solutions based on the number of solutions purchased by our customers and the number of Registered Users (as defined below) or commercial account holders utilizing our solutions.
Lease and other restructuring charges Lease and other restructuring charges include costs related to the early vacating of certain facilities, any related impairment of the right of use assets and ongoing expenses of other vacated facilities, partially offset by anticipated sublease income from the associated facilities, as well as severance and other related compensation charges associated with eliminating certain positions in connection with initiatives to optimally align our resources to the businesses that will drive the most long-term value.
Lease and Other Restructuring Charges Lease and other restructuring charges include costs related to the early vacating of certain facilities, any related impairment of the right of use assets and ongoing expenses of other vacated facilities, partially offset by anticipated sublease income from the associated facilities, as well as severance and other related compensation charges associated with eliminating certain positions in connection with initiatives intended to align our resources to the portions of our business that we believe will drive the most long-term value.
The structure and terms of our newer lending arrangements vary, but generally are also sold on a subscription basis through our direct sales organization, and the related revenues are recognized over the terms of the customer agreements.
The structure and terms of our digital lending and relationship pricing arrangements vary, but generally are also sold on a subscription basis through our direct sales organization, and the related revenues are recognized over the terms of the customer agreements.
During each of the past 10 years, our average number of Registered Users (as defined below) per installed customer on our digital banking platform, or Installed Customer, has grown, and in many instances we have been able to sell additional solutions to existing customers.
During each of the past 11 years, our average number of Registered Users per installed customer on our digital banking platform, or Installed Customer, has grown, and in many instances we have been able to sell additional solutions to existing customers.
The structure and terms of our newer lending arrangements vary, but generally are also sold on a subscription basis through our direct sales organization, and the related revenues are recognized over the terms of the customer agreements.
The structure and terms of our digital lending and relationship pricing arrangements vary, but generally are also sold on a subscription basis through our direct sales organization, and the related revenues are recognized over the terms of the customer agreements.
Items such as the deferred revenue reduction from purchase accounting, stock-based compensation, acquisition related costs, amortization of acquired technology, amortization of acquired intangible assets, partnership termination charges and lease and other restructuring charges can have a material impact on our GAAP financial results. Non-GAAP Revenue We define non-GAAP revenue as total revenue excluding the impact of purchase accounting.
Items such as the deferred revenue reduction from purchase accounting, stock-based compensation, transaction-related costs, amortization of acquired technology, amortization of acquired intangible assets and lease and other restructuring charges can have a material impact on our GAAP financial results. 63 Table of Contents Non-GAAP Revenue We define non-GAAP revenue as total revenue excluding the impact of purchase accounting.
We believe that providing these non-GAAP measures that exclude acquisition related costs, allows users of our financial statements to better review and understand the historical and current results of our continuing operations, and also facilitates comparisons to our historical results and results of less acquisitive peer companies, both with and without such adjustments. • Partnership termination charges.
We believe that providing these non-GAAP measures that exclude transaction-related costs allows users of our financial statements to better review and understand the historical and current results of our continuing operations, and also facilitates comparisons to our historical results and results of less acquisitive peer companies, both with and without such adjustments. • Lease and other restructuring charges.
We generally price our consumer digital banking platform solutions based on the number of Registered Users, while our commercial digital banking platform solutions are priced using various methodologies, some of which have minimal impact on Registered Users. As the number of Registered Users of our solutions increases, our revenues generally tend to grow.
We generally price our consumer digital banking platform solutions based on the number of Registered Users, while our commercial digital banking platform solutions are priced using various methodologies. As the number of Registered Users of our solutions increases, our revenues generally tend to grow.
We generally earn additional revenues from our digital banking platform customers based on the number of transactions that End Users perform on our solutions in excess of the levels included in our standard subscription fee.
We generally earn additional revenues from our digital banking platform customers based on the number of End Users on our solutions, the number of transactions that End Users perform on our solutions, and the excess number of users and transactions above what is included in our standard subscription fee.
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 replace these items. Our use of ARR has limitations as an analytical tool, and investors should not consider it in isolation.
Subscription and Total ARR should be viewed independently of revenue and deferred revenue as Subscription and Total ARR are operating metrics and are not intended to be combined with or replace these items. Our use of Subscription and Total ARR has limitations as an analytical tool, and investors should not consider it in isolation.
We estimate the fair value of market stock units on the date of grant using a Monte Carlo simulation model. The determination of fair value of the market stock units is affected by our stock price and a number of assumptions including the expected volatility and the risk-free interest rate.
We value TSR PSUs and MSUs on grant date using the Monte Carlo simulation model. The determination of fair value is affected by our stock price and a number of assumptions including the expected volatility and the risk-free interest rate.
Our expected volatility at the date of grant was based on the historical volatilities of our stock and peer firms' stocks and the Index over the performance period. We assume no dividend yield and recognize compensation expense ratably over the performance period of the market stock unit award.
Our expected volatility at the date of grant is based on the historical volatilities of our stock and peer firms' stocks and the Index over the performance period. We assume no dividend yield and recognize compensation expense ratably over the performance period of the award, as applicable.
We continue to invest in personnel, business processes, third-party partners for intellectual property and transactional processing in our solutions and systems infrastructure to standardize our business processes and drive future efficiency in our implementations, customer support and data center operations.
We continue to invest in personnel, business process improvement, third-party partners for intellectual property and transactional processing in our solutions and systems infrastructure to standardize our business processes and drive future efficiency in our implementations, cloud-based hosting services, customer support and data center operations.
(4) Includes a reduction of zero, $1.5 million and $8.9 million related to the early extinguishment of a portion of our 2023 Notes for the years ended December 31, 2022, 2021 and 2020, respectively. 72 Table of Contents The following table sets forth our results of operations data as a percentage of revenues for each of the periods indicated: Year Ended December 31, 2022 2021 2020 Revenues (1) 100.0 % 100.0 % 100.0 % Cost of revenues (2) 54.7 % 54.9 % 56.6 % Gross margin 45.3 % 45.1 % 43.4 % Operating expenses: Sales and marketing 19.1 % 17.2 % 18.0 % Research and development 23.0 % 23.5 % 24.2 % General and administrative 15.9 % 15.6 % 17.6 % Acquisition related costs 0.2 % 0.5 % 0.1 % Amortization of acquired intangibles 3.2 % 3.6 % 4.4 % Partnership termination charges — % — % 3.3 % Lease and other restructuring charges (3) 2.3 % 0.4 % 0.5 % Total operating expenses 63.8 % 60.8 % 68.1 % Loss from operations (18.5) % (15.6) % (24.8) % Total other income (expense), net (4) (0.2) % (6.6) % (9.0) % Loss before income taxes (18.8) % (22.3) % (33.8) % Provision for income taxes (0.5) % (0.3) % (0.4) % Net loss (19.3) % (22.6) % (34.2) % _______________________________________________________________________________ (1) Includes deferred revenue reduction from purchase accounting of 0.1%, 0.4% and 1.1% for the years ended December 31, 2022, 2021 and 2020, respectively.
(3) Includes a gain of $19.9 million, a reduction of zero and a $1.5 million expense related to the early extinguishment of a portion of our convertible notes for the years ended December 31, 2023, 2022 and 2021, respectively. 73 Table of Contents The following table sets forth our results of operations data as a percentage of revenues for each of the periods indicated: Year Ended December 31, 2023 2022 2021 Revenues (1) 100.0 % 100.0 % 100.0 % Cost of revenues (2) 51.5 % 54.7 % 54.9 % Gross margin 48.5 % 45.3 % 45.1 % Operating expenses: Sales and marketing 17.5 % 19.1 % 17.2 % Research and development 22.0 % 23.0 % 23.5 % General and administrative 17.6 % 15.9 % 15.6 % Transaction-related costs — % 0.2 % 0.5 % Amortization of acquired intangibles 3.3 % 3.2 % 3.6 % Lease and other restructuring charges 1.8 % 2.3 % 0.4 % Total operating expenses 62.2 % 63.8 % 60.8 % Loss from operations (13.8) % (18.5) % (15.6) % Total other income (expense), net (3) 3.9 % (0.2) % (6.6) % Loss before income taxes (9.9) % (18.8) % (22.3) % Provision for income taxes (0.6) % (0.5) % (0.3) % Net loss (10.5) % (19.3) % (22.6) % _______________________________________________________________________________ (1) Includes deferred revenue reduction from purchase accounting of 0.1%, 0.1% and 0.4% for the years ended December 31, 2023, 2022 and 2021, respectively.
We estimate the fair value of the reporting unit using a "step one" analysis using a fair-value-based approach based on the market capitalization or a discounted cash flow analysis of projected future results to determine if it is more likely than not that the fair value of a reporting unit is less than its carrying amount.
We estimate the fair value of the reporting unit using a "step one" analysis using a fair-value-based approach based on market capitalization to determine if it is more likely than not that the fair value of the reporting unit is less than its carrying amount.
General and administrative expenses also include costs to comply with regulations governing public companies and financial institutions, costs of directors' and officers' liability insurance, investor relations activities and costs to comply with Section 404 of the Sarbanes-Oxley Act, or SOX.
General and administrative expenses also include costs to comply with regulations governing public companies and financial institutions, costs of directors' and officers' liability insurance, third-party legal fees, investor 76 Table of Contents relations activities and costs to comply with Section 404 of the Sarbanes-Oxley Act, or SOX.
We anticipate that research and development expenses will increase in absolute dollars in the future as we continue to support and expand our platform and enhance our existing solutions, as we believe existing customers will have an increased focus on maintaining and improving their digital banking offerings, including functionality such as digital account opening and online lending.
We anticipate that research and development expenses will increase in absolute dollars in the future as we continue to support and expand our platform and enhance our existing solutions, as we believe existing customers will have an increased focus on maintaining and improving their digital offerings.
We have deep domain expertise in developing and delivering secure, advanced digital solutions designed to help our customers and technology partners compete in the complex and heavily regulated financial services industry. Over 18 years ago, Q2 began by providing digital banking solutions to regional and community financial institutions.
We have deep domain expertise in developing and delivering advanced digital banking and lending solutions designed to help our customers and technology partners compete in the complex and heavily regulated financial services industry. Over 19 years ago, Q2 began by providing digital banking solutions to RCFIs.
The use of adjusted EBITDA as an analytical tool has limitations such as: • depreciation and amortization are non-cash charges, and the assets being depreciated or amortized will often have to be replaced in the future and adjusted EBITDA does not reflect cash requirements for such replacements; • adjusted EBITDA may not reflect changes in, or cash requirements for, our working capital needs or contractual commitments; • adjusted EBITDA does not reflect the potentially dilutive impact of stock-based compensation; • adjusted EBITDA does not reflect interest or tax payments that could reduce cash available for use; and • other companies, including companies in our industry, might calculate adjusted EBITDA or similarly titled measures differently, which reduces their usefulness as comparative measures.
The use of adjusted EBITDA as an analytical tool has limitations such as: • depreciation and amortization are non-cash charges, and the assets being depreciated or amortized will often have to be replaced in the future and adjusted EBITDA does not reflect cash requirements for such replacements; • adjusted EBITDA may not reflect changes in, or cash requirements for, our working capital needs or contractual commitments; • adjusted EBITDA does not reflect the potentially dilutive impact of stock-based compensation; • adjusted EBITDA does not reflect interest or tax payments that could reduce cash available for use; and • other companies, including companies in our industry, might calculate adjusted EBITDA or similarly titled measures differently, which reduces their usefulness as comparative measures. 65 Table of Contents Because of these and other limitations, you should consider adjusted EBITDA together with our GAAP financial measures including cash flow from operations and net loss.
Under certain circumstances, we have determined that these implementation services qualify as a separate performance obligation in certain markets and geographies, and the implementation services for these agreements are recognized over time as services are performed. Professional services revenues consist primarily of Premier Services.
Implementation services for on-premises agreements are recognized at commencement date. Under certain circumstances, we have determined that these implementation services qualify as a separate performance obligation in certain markets and geographies, and the implementation services for these agreements are recognized over time as services are performed. 69 Table of Contents Professional services revenues consist primarily of Premier Services.
Because of these unique characteristics of stock-based compensation, we exclude these expenses when analyzing the organization's business performance. • Acquisition related costs . We exclude certain expense items resulting from our evaluation and completion of merger and acquisition opportunities, such as related legal, accounting and consulting fees, as well as changes in fair value of contingent consideration and retention expense.
Because of these unique characteristics of stock-based compensation, we exclude these expenses when analyzing the organization's business performance. • Transaction-related costs . We exclude certain expense items resulting from our evaluation and completion of merger and acquisition and divestiture opportunities, such as related legal, accounting and consulting fees and retention expense.
Our solutions include a broad and deep portfolio of digital banking solutions; lending solutions; an open technology platform, the Q2 Innovation Studio, which is a portfolio of technologies and programs which can be leveraged to design, develop, and distribute innovative products, services, features, and integrations by enabling a partnership ecosystem on Q2's digital banking platform; and Helix, a comprehensive banking as a service, or BaaS, solution, which enables innovative companies to integrate banking products and services into their offerings.
Our solutions include a broad and deep portfolio of digital banking solutions; digital lending and relationship pricing solutions; an open technology platform, the Q2 Innovation Studio, which is a portfolio of technologies and programs which can be leveraged to design, develop, and distribute innovative products, services, features, and integrations by enabling a partnership ecosystem on Q2's digital banking platform; and Helix, a comprehensive banking as a service, or BaaS, solution which also serves as a cloud-native core, both of which enable innovative companies and financial institutions to integrate unique banking products and services into their offerings.
Judgment is required to determine the accounting for these types of revenue. We consider various factors including the degree to which usage is interdependent or interrelated to past services, costs to us per user over the contract, and contractual price per user changes and their relationship to market terms, forecasted data, and our cost to fulfill the obligation.
We consider various factors including the degree to which usage is interdependent or interrelated to past services, costs to us per user over the contract, and contractual price per user changes and their relationship to market terms, forecasted data, and our cost to fulfill the obligation.
Annualized Recurring Revenue We believe Annualized Recurring Revenue, or ARR, provides important information about our future revenue potential, our ability to acquire new clients, and our ability to maintain and expand our relationship with existing clients.
We believe Subscription ARR, and Total Annual Recurring Revenue, or Total ARR, provide important information about our future revenue potential, our ability to acquire new clients, and our ability to maintain and expand our relationship with existing clients.
Cash Flows The following table summarizes our cash flows for the periods indicated (in thousands): Year Ended December 31, 2022 2021 2020 Net cash provided by (used in): Operating activities $ 36,556 $ 31,092 $ (2,938) Investing activities (165,555) (65,129) (124,163) Financing activities 5,882 (51,160) 434,676 Effect of exchange rate changes on cash, cash equivalents and restricted cash (802) (167) 48 Net increase (decrease) in cash, cash equivalents and restricted cash $ (123,919) $ (85,364) $ 307,623 Cash Flows from Operating Activities Our operating activities are primarily influenced by net loss less non-cash items, the amount and timing of customer receipts and vendor payments and by the amount of cash we invest in personnel and infrastructure to support the anticipated growth of our business and increase in the number of installed customers.
Cash Flows The following table summarizes our cash flows for the periods indicated (in thousands): Year Ended December 31, 2023 2022 2021 Net cash provided by (used in): Operating activities $ 70,292 $ 36,556 $ 31,092 Investing activities 113,268 (165,555) (65,129) Financing activities (152,012) 5,882 (51,160) Effect of exchange rate changes on cash, cash equivalents and restricted cash 182 (802) (167) Net increase (decrease) in cash, cash equivalents and restricted cash $ 31,730 $ (123,919) $ (85,364) 78 Table of Contents Cash Flows from Operating Activities Our cash flows from operating activities are primarily influenced by net loss less non-cash items, the amount and timing of customer receipts and vendor payments and by the amount of cash we invest in personnel and infrastructure to support the anticipated growth of our business and increase in the number of installed customers.
Our ARR also includes the contracted minimums associated with all contracts in place at the end of the quarter that have not yet commenced, and revenue generated from Premier Services.
Our Total ARR also includes the contracted minimums associated with all contracts in place at the end of the quarter for which revenue recognition has not yet commenced, and revenue generated from Premier Services.
Please see "Management's Discussion and Analysis of Financial Condition and Results of Operations—Key Operating Measures" for additional detail on how we define "Installed Customers" and "Registered Users." We believe we have a significant opportunity to continue to grow our business and that the investments we are making are positioning us to continue to realize revenue growth and improve our operating efficiencies.
Please see "Key Operating Measures" for additional detail on how we define "Installed Customers" and "Registered Users." We believe we have the opportunity to continue to grow our business and that the investments we are making are positioning us to continue to realize revenue growth and improve our operating efficiencies.
We have rapidly grown since then through a combination of broad market acceptance of our award-winning solutions and relentless innovation, investment and acquisitions, while expanding our solutions to larger financial institutions.
We have rapidly grown since then through a combination of broad market acceptance of our award-winning solutions and relentless innovation, investment and acquisitions.
We anticipate that sales and marketing expenses will continue to increase in absolute dollars in the future as we add personnel to support our revenue growth and as we increase marketing spend to attract new customers, retain and grow existing customers, build brand awareness, and as we continue to return to in-person sales formats and experiences for future user conferences, including our annual client conference to be held in 2023.
We anticipate that sales and marketing expenses will continue to increase in absolute dollars in the long-term as we continue to support our revenue growth and increase marketing spend to attract new customers, retain and grow existing customers, build brand awareness, and as we continue to hold in-person sales formats and experiences for future user conferences, including our annual client conference typically held during the second quarter.
We derive the majority of our revenues from subscription fees for the use of our solutions hosted in either our data centers or cloud-based hosting services, transactional revenue from bill-pay solutions and revenues for professional services and implementation services related to our solutions.
We derive the majority of our revenues from subscription fees for the use of our solutions hosted in either our data centers or with cloud-based service providers, transactional revenue from bill-pay solutions, revenues for professional services and implementation services related to our solutions and certain third-party related pass-through fees.
Our Installed Customers had approximately 21.1 million, 19.2 million and 17.8 million Registered Users as of December 31, 2022, 2021 and 2020, respectively.
Our Installed Customers had approximately 22.0 million, 21.1 million and 19.2 million Registered Users as of December 31, 2023, 2022 and 2021, respectively.
We assess our performance in this area using a metric we refer to as our net revenue retention rate, which we previously referred to as our revenue retention rate.
One of the ways we assess our performance in this area is by using a metric we refer to as our net revenue retention rate, which we previously referred to as our revenue retention rate.
(2) Includes amortization of acquired technology of $22.7 million, $22.0 million and $21.3 million for the years ended December 31, 2022, 2021 and 2020, respectively.
(2) Includes amortization of acquired technology of $23.4 million, $22.7 million and $22.0 million for the years ended December 31, 2023, 2022 and 2021, respectively.
Our control is evidenced by our involvement in the integration of the good or service on our platform before it is transferred to our customers and is further supported by us being primarily responsible to our customers and having a level of discretion in establishing pricing.
Our control is evidenced by our involvement in the integration of the good or service on our platform before it is transferred to our customers and is further supported by us being primarily responsible to our customers and having a level of discretion in establishing pricing. Revenues provided from agreements in which we are an agent are insignificant.
Over the long term, we anticipate that general and administrative expenses will continue to increase in absolute dollars as we continue to incur both increased external audit fees as well as additional spending to ensure continued regulatory and SOX compliance. We expect such expenses to decline as a percentage of our revenues over the longer term as our revenues grow.
Over the long term, we anticipate that general and administrative expenses will continue to increase in absolute dollars as we continue to incur both increased external audit fees as well as additional spending to ensure continued regulatory and SOX compliance.
We recognize the software license revenue once the customer obtains control of the license and the remaining arrangement consideration for maintenance revenue over time on a ratable basis over the term of the software license.
We recognize software license revenue once the customer obtains control of the license, which generally occurs at the start of each license term. We recognize the remaining arrangement consideration for maintenance revenue over time on a ratable basis over the term of the software license.
Other companies in our industry may calculate ARR differently, which reduces its usefulness as a comparative measure.
Other companies in our industry may calculate net revenue retention rate differently, which reduces its usefulness as a comparative measure.
Our obligations under our convertible senior notes are described in Note 12 to our consolidated financial statements included in this Annual Report on Form 10-K. Information regarding our non-cancellable lease and other purchase commitments as of December 31, 2022 can be found in Note 11 to our consolidated financial statements included in this Annual Report on Form 10-K.
Information regarding our non-cancellable lease and other purchase commitments as of December 31, 2023 can be found in Notes 10 and 11 to our consolidated financial statements included in this Annual Report on Form 10-K.
Acquisition Related Costs Acquisition related costs include compensation expenses related to milestone provisions and retention agreements with certain former shareholders and employees of acquired businesses, which are recognized as earned, changes in fair value of the contingent consideration related to potential acquisition earnout payments and various legal and professional service expenses incurred in connection with merger and acquisition related matters, which are recognized when incurred.
Transaction-Related Costs Transaction-related costs include compensation expenses related to milestone provisions and retention agreements with certain former shareholders and employees of acquired businesses, which are recognized as earned, and various legal and professional service expenses incurred in connection with merger and acquisition and divestiture related matters, which are recognized when incurred.
While the financial institutions market is well-defined due to the regulatory classifications of those financial institutions, markets for FinTechs, Alt-FIs and brands are broader and more difficult to define due to the changing number of providers in each market.
We primarily sell our solutions through our direct sales organization. While the financial institutions market is well-defined due to the regulatory classifications of those financial institutions, markets for FinTechs and Alt-FIs are broader and more difficult to define due to the changing number of providers in each market.
We amortize the costs for an implementation once revenue recognition commences, and we amortize those implementation costs to cost of revenues over the expected period of customer benefit, which has been determined to be the estimated life of the technology.
We amortize the costs for an implementation once revenue recognition commences, and we amortize those implementation costs to cost of revenues over the expected period of customer benefit, which has been determined to be the estimated life of the technology. Other costs not directly recoverable from future revenues are expensed in the period incurred.
General and administrative expenses consist primarily of salaries and other personnel-related costs of our administrative, finance and accounting, information systems, legal and human resources employees.
General and administrative expenses consist primarily of salaries, stock-based compensation and other personnel-related costs of our administrative, finance and accounting, information systems, legal, human resources employees and certain members of our executive team.
The effective delivery and management of secure and advanced digital solutions in the complex and heavily regulated financial services industry requires significant resources, personnel and expertise. We provide digital solutions that are designed to be highly configurable, scalable and adaptable to the specific needs of our customers.
Significant resources, personnel and expertise are required to effectively deliver and manage advanced digital banking and lending solutions in the complex and heavily regulated financial services industry. We provide digital solutions that are designed to be highly configurable, scalable and adaptable to the specific needs of our customers.
Actual results might differ from these estimates under different assumptions or conditions. 67 Table of Contents Our significant accounting policies are described in Note 2 to our consolidated financial statements appearing elsewhere in this Annual Report on Form 10-K, and we believe that the accounting policies discussed below involve the greatest degree of complexity and exercise of significant judgments and estimates by our management.
Our significant accounting policies are described in Note 2 to our consolidated financial statements appearing elsewhere in this Annual Report on Form 10-K, and we believe that the accounting policies discussed below involve the greatest degree of complexity and exercise of significant judgments and estimates by our management.
Amounts that have been invoiced are recorded in accounts receivable, and in revenues or deferred revenues, depending on when control of the service transfers to the customer. We continue to monitor the impacts the current inflationary environment and a potential global macroeconomic slowdown may have on our business into 2023.
Amounts that have been invoiced are recorded in accounts receivable, and in revenues or deferred revenues, depending on when control of the service transfers to the customer. We continue to monitor the impacts that higher interest rates, the current inflationary environment, challenges in the financial services industry, and global macroeconomic uncertainty may have on our business.
We recognize compensation expense ratably over the requisite service period. 70 Table of Contents Purchase Price Allocation, Intangible Assets and Goodwill The purchase price allocation for business combinations and asset acquisitions requires extensive use of accounting estimates and judgments to allocate the purchase price to the identifiable tangible and intangible assets acquired and liabilities assumed based on their respective fair values.
Purchase Price Allocation, Intangible Assets and Goodwill The purchase price allocation for business combinations and asset acquisitions requires extensive use of accounting estimates and judgments to allocate the purchase price to the identifiable tangible and intangible assets acquired and liabilities assumed based on their respective fair values.
Year Ended December 31, 2022 2021 2020 Revenue: GAAP revenue $ 565,673 $ 498,720 $ 402,751 Deferred revenue reduction from purchase accounting 644 2,129 4,404 Total Non-GAAP revenue $ 566,317 $ 500,849 $ 407,155 Non-GAAP Operating Income We provide non-GAAP operating income excluding such items as deferred revenue reduction from purchase accounting, stock-based compensation, acquisition related costs, amortization of acquired technology, amortization of acquired intangible assets, partnership termination charges and lease and other restructuring charges.
Year Ended December 31, 2023 2022 2021 Revenue: GAAP revenue $ 624,624 $ 565,673 $ 498,720 Deferred revenue reduction from purchase accounting 344 644 2,129 Total Non-GAAP revenue $ 624,968 $ 566,317 $ 500,849 Non-GAAP Operating Income We provide non-GAAP operating income that excludes such items as deferred revenue reduction from purchase accounting, stock-based compensation, transaction-related costs, amortization of acquired technology, amortization of acquired intangible assets and lease and other restructuring charges.
If we are successful in growing our revenues by selling additional innovative solutions to existing customers and creating deeper End User engagement, we anticipate that greater economies of scale and increased operating leverage will improve our margins over the long term. We sell our solutions primarily through our professional sales organization.
Many of these investments will occur in advance of any associated benefit. If we are successful in growing our revenues by selling additional innovative solutions to existing customers and creating deeper End User engagement, we anticipate that greater economies of scale and increased operating leverage will improve our margins over the long term.
Other costs not directly recoverable from future revenues are expensed in the period incurred. 65 Table of Contents We capitalize certain software development costs for those employees who are directly associated with and who devote time to developing our software solutions on an individual product basis, including those related to programmers, software engineers and quality control teams, as well as third-party development costs.
We capitalize certain software development costs for those employees who are directly associated with and who devote time to developing our software solutions on an individual product basis, including those related to programmers, software engineers and quality control teams, as well as third-party development costs.
In accordance with GAAP, we base our estimates on historical experience and on various other assumptions that we believe are reasonable under the circumstances.
In accordance with GAAP, we base our estimates on historical experience and on various other assumptions that we believe are reasonable under the circumstances. Actual results might differ from these estimates under different assumptions or conditions.
This increase was primarily attributable to an $14.4 million increase in third-party costs related to intellectual property included in our solutions, transaction processing costs incurred as a result of the increase in End Users from new and existing customers, as well as an increase in pass-through fees, a $10.7 million increase in personnel costs due to an increase in the number of personnel who provide implementation and customer support services and maintain our data centers and other technical infrastructure, a $6.2 million increase in co-location facility costs and depreciation for our data center assets resulting from the increased infrastructure necessary to support our growing customer base, a $2.0 million increase in overhead costs and other discretionary and travel-related expenses, a $1.3 million increase from amortization of capitalized implementation services and a $0.7 million increase from amortization of acquired customer technology resulting from our recently acquired businesses.
This increase was primarily attributable to a $7.8 million increase in co-location facility costs and depreciation for our data center assets resulting from the increased infrastructure necessary to support our growing customer base, a $6.6 million increase from the amortization of capitalized software development and capitalized implementation services, a $2.4 million increase in personnel costs, including an increase in the number of personnel who provide implementation and customer support services and maintain our data centers and other technical infrastructure and a $0.7 million increase from amortization of acquired customer technology resulting from the Sensibill business acquired in the fourth quarter of 2022, partially offset by a $2.3 million decrease in pass-through fees, a $2.0 million decrease in third-party costs related to intellectual property included in our solutions and transaction processing costs incurred and a $0.6 million decrease in overhead costs and other discretionary expenses.
If actual results, or the plans and estimates used in future impairment analyses are lower than the original estimates used to assess the recoverability of these assets, we could incur impairment charges in a future period. The annual impairment test was performed as of October 31, 2022. No impairment of goodwill was identified during 2022.
If actual results, or the plans and estimates used in future impairment analyses are lower than the original estimates used to assess the recoverability of these assets, we could incur impairment charges in a future period.
The following table presents a reconciliation of net loss to adjusted EBITDA for each of the periods indicated (in thousands): Year Ended December 31, 2022 2021 2020 Reconciliation of net loss to adjusted EBITDA: Net loss $ (108,983) $ (112,746) $ (137,620) Depreciation and amortization 61,659 54,833 51,840 Stock-based compensation expense 65,157 54,334 49,235 Acquisition related costs 1,194 3,099 1,408 Provision for income taxes 2,908 1,643 1,416 Interest and other (income) expense, net 1,087 31,063 27,180 Deferred revenue reduction from purchase accounting 644 2,129 4,404 Partnership termination charges — — 13,244 Loss on extinguishment of debt — 1,513 8,932 Lease and other restructuring charges 13,225 2,008 2,181 Adjusted EBITDA $ 36,891 $ 37,876 $ 22,220 64 Table of Contents Components of Operating Results Revenues Revenue-generating activities directly relate to the sale, implementation and support of our solutions within a single operating segment.
The following table presents a reconciliation of net loss to adjusted EBITDA for each of the periods indicated (in thousands): Year Ended December 31, 2023 2022 2021 Reconciliation of net loss to adjusted EBITDA: Net loss $ (65,384) $ (108,983) $ (112,746) Depreciation and amortization 71,707 61,659 54,833 Stock-based compensation 79,188 65,157 54,334 Transaction-related costs 24 1,194 3,099 Provision for income taxes 3,562 2,908 1,643 Interest and other (income) expense, net (4,724) 1,087 31,063 Deferred revenue reduction from purchase accounting 344 644 2,129 (Gain) loss on extinguishment of debt (19,869) — 1,513 Lease and other restructuring charges 12,092 13,225 2,008 Adjusted EBITDA $ 76,940 $ 36,891 $ 37,876 Components of Operating Results Revenues Revenue-generating activities directly relate to the sale, implementation and support of our solutions within a single operating segment.
If the carrying value is not recoverable, an impairment is recognized to the extent that the carrying value of the asset group exceeds its fair value. 71 Table of Contents Results of Operations The following table sets forth our results of operations data for each of the periods indicated (in thousands): Year Ended December 31, 2022 2021 2020 Revenues (1) $ 565,673 $ 498,720 $ 402,751 Cost of revenues (2) 309,328 273,685 228,152 Gross profit 256,345 225,035 174,599 Operating expenses: Sales and marketing 108,214 85,564 72,323 Research and development 130,103 116,952 97,381 General and administrative 90,163 77,915 70,937 Acquisition related costs 1,176 2,690 478 Amortization of acquired intangibles 18,248 17,901 17,888 Partnership termination charges — — 13,244 Lease and other restructuring charges (3) 13,202 2,008 2,181 Total operating expenses 361,106 303,030 274,432 Loss from operations (104,761) (77,995) (99,833) Total other income (expense), net (4) (1,314) (33,108) (36,371) Loss before income taxes (106,075) (111,103) (136,204) Provision for income taxes (2,908) (1,643) (1,416) Net loss $ (108,983) $ (112,746) $ (137,620) ______________________________________________________________________________ (1) Includes deferred revenue reduction from purchase accounting of $0.6 million, $2.1 million and $4.4 million for the years ended December 31, 2022, 2021 and 2020, respectively.
If the carrying value is not recoverable, an impairment is recognized to the extent that the carrying value of the asset group exceeds its fair value. 72 Table of Contents Results of Operations The following table sets forth our results of operations data for each of the periods indicated (in thousands): Year Ended December 31, 2023 2022 2021 Revenues (1) $ 624,624 $ 565,673 $ 498,720 Cost of revenues (2) 321,973 309,328 273,685 Gross profit 302,651 256,345 225,035 Operating expenses: Sales and marketing 109,522 108,214 85,564 Research and development 137,334 130,103 116,952 General and administrative 110,186 90,163 77,915 Transaction-related costs 24 1,176 2,690 Amortization of acquired intangibles 20,667 18,248 17,901 Lease and other restructuring charges 10,975 13,202 2,008 Total operating expenses 388,708 361,106 303,030 Loss from operations (86,057) (104,761) (77,995) Total other income (expense), net (3) 24,235 (1,314) (33,108) Loss before income taxes (61,822) (106,075) (111,103) Provision for income taxes (3,562) (2,908) (1,643) Net loss $ (65,384) $ (108,983) $ (112,746) ______________________________________________________________________________ (1) Includes deferred revenue reduction from purchase accounting of $0.3 million, $0.6 million and $2.1 million for the years ended December 31, 2023, 2022 and 2021, respectively.
We believe that the exclusion of deferred revenue reduction from purchase accounting allows users of our financial statements to better review and understand the historical and current results of our continuing operations. 62 Table of Contents • Amortization of acquired technology and intangible assets .
We believe that the exclusion of deferred revenue reduction from purchase accounting allows users of our financial statements to better review and understand the historical and current results of our continuing operations. • Amortization of acquired technology and intangible assets . We provide non-GAAP information that excludes expenses related to purchased technology and intangible assets associated with our acquisitions.
We derive the majority of our revenues from subscription fees for the use of our solutions hosted in either our data centers or with cloud-based service providers, transactional revenue from bill-pay solutions, and revenues for professional services and implementation services related to our solutions. We recognize the corresponding revenues over time on a ratable basis over the customer agreement term.
We derive the majority of our revenues from subscription fees for the use of our solutions hosted in either our data centers or with cloud-based service providers, transactional revenue from bill-pay solutions, revenues for professional services and implementation services related to our solutions and certain third-party related pass-through fees.