APPIAN CORP (APPN) FY 2022 MD&A
This page reproduces the company's own Item 7 MD&A text from the linked SEC filing. It is filer text, not grepcent analysis, scoring, or investment advice.
Item 7. Management's Discussion and Analysis of Financial Condition and Results of Operations
The following discussion and analysis of our financial condition and results of operations should be read in conjunction with our consolidated financial statements and related notes included elsewhere in this Annual Report on Form 10-K. In addition to historical financial information, the following discussion contains forward-looking statements that reflect our plans, estimates, and beliefs. Our actual results could differ materially from those contained in or implied by any forward-looking statements. Factors that could cause or contribute to these differences include those under “Risk Factors” included in Part I, Item 1A or in other parts of this Annual Report on Form 10-K.
Overview
Appian is a software company that automates business processes. The Appian Platform includes everything you need to design, automate, and optimize even the most complex processes, from start to finish. The world's most innovative organizations trust Appian to improve their workflows, unify data, and optimize operations—resulting in better growth and superior customer experiences.
We have generated the majority of our revenue from sales of subscriptions, which include (1) cloud subscriptions bundled with maintenance and support and hosting services and (2) term license subscriptions bundled with maintenance and support. Our subscription contracts are priced based primarily on the number of users who access and utilize the applications built on our platform or, alternatively, non-user based single application licenses. Our subscription contract terms generally vary from one to three years with most providing for payment in advance on an annual, quarterly, or monthly basis. Due to the variability of our billing terms and the episodic nature of our customers purchasing additional subscriptions, we do not believe changes in our deferred revenue in a given period are directly correlated with our revenue growth.
We have invested in our Customer Success organization to help ensure customers are able to build and deploy applications on our platform. We have several strategic partnerships, including with KPMG, Accenture, PwC, EY, Infosys, Wipro, and Deloitte, which allow them to refer customers to us in order to purchase subscriptions and then our partners provide professional services directly to the customers using our platform. We intend to further grow our base of strategic partners to provide broader customer coverage and solution delivery capabilities. In addition, over time we expect our professional services revenue as a percentage of total revenue to decline as we increasingly rely on strategic partners to help our customers deploy our software. We believe our investment in professional services, including strategic partners building their practices around Appian, will drive increased adoption of our platform.
As of December 31, 2022, we had 925 customers in a variety of industries, of which 712 customers were commercial and 213 customers were government or non-commercial entities. Our customers include financial services, government, life sciences, insurance, manufacturing, energy, healthcare, telecommunications, and transportation organizations. Generally, our sales team targets its efforts to organizations with over 2,000 employees and $2 billion in annual revenue. Revenue from government agencies represented 19.2%, 19.6%, and 18.1% of our total revenue in 2022, 2021, and 2020, respectively. No single end-customer accounted for more than 10% of our total revenue in 2022, 2021, and 2020.
We offer our platform globally. Our platform supports multiple languages to facilitate collaboration and address challenges in multinational organizations. In 2022, 2021, and 2020, 33.5%, 34.0%, and 33.8%, respectively, of our total revenue was generated from customers outside of the United States. As of December 31, 2022, we operated in 15 countries. We believe we have a significant opportunity to continue to grow our international footprint. We are investing in new geographies, including through investment in direct and indirect sales channels, professional services, and customer support and implementation partners.
We have experienced strong revenue growth, with revenue of $468.0 million, $369.3 million, and $304.6 million in 2022, 2021, and 2020, respectively. Our subscriptions revenue was $340.2 million, $263.7 million, and $198.7 million in 2022, 2021, and 2020, respectively, and includes sales of our cloud subscriptions, on-premises term license subscriptions, and maintenance and support. Our cloud subscription revenue was $236.9 million, $179.4 million, and $129.2 million in 2022, 2021, and 2020, respectively.
We have invested in developing our platform, expanding our sales and marketing and research and development capabilities, and providing general and administrative resources to support our growth. We intend to continue to invest in our
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business to take advantage of our market opportunity. As a result, we incurred net losses of $150.9 million, $88.6 million, and $33.5 million in 2022, 2021, and 2020, respectively. We also used cash in operations of $106.6 million, $53.9 million, and $7.6 million in 2022, 2021, and 2020, respectively.
Our Business Model
Our business model focuses on maximizing the lifetime value of customer relationships, which is a function of the duration of a customer’s deployment of our platform as well as the price and number of subscriptions of our platform a customer purchases. We incur significant customer acquisition costs, including expenses associated with hiring new sales representatives, who can take anywhere from six months to a year to become productive given the length of our sales cycle, and marketing costs, with the exception of sales commissions, are expensed as incurred.
At the same time, we believe the costs we incur to retain customers and drive additional purchases of software are lower than our customer acquisition costs on a relative basis. Over time, we expect a large portion of our customers to renew their subscriptions and purchase additional subscriptions as they continue to build more applications and add more users to our platform. Over the last three completed fiscal years, we had an average cloud subscription gross revenue renewal rate of 99%, which is calculated by dividing (i) the cloud subscription revenue from renewing cloud customers in the current 12-month period that were cloud customers during the entirety of the prior 12-month period, giving effect to price increases but excluding additional cloud subscription for additional users, or upsells, by (ii) our cloud subscription revenue from all cloud customers in the corresponding prior 12-month period that were cloud customers during the entirety of such prior 12-month period.
We measure the effectiveness of our business model by comparing the lifetime value of our customer relationships to our customer acquisition costs. On a rolling 12-month basis, we estimate that for each of the past five fiscal years, the average lifetime value of a customer has exceeded 7x the associated average cost of acquiring them, including the year ended December 31, 2022.
Key Factors Affecting Our Performance
The following are several key factors that affect our performance:
•Market Adoption of Our Platform. Our ability to grow our customer base and drive market adoption of our platform is affected by the pace at which organizations digitally transform. We expect our revenue growth will be primarily driven by the pace of adoption and penetration of our platform. We offer a leading custom software platform and intend to continue to invest to expand our customer base. The degree to which prospective customers recognize the need for our software platform that enables organizations to digitally transform, and subsequently allocate budget dollars to purchase our software, will drive our ability to acquire new customers and increase sales to existing customers, which, in turn, will affect our future financial performance.
•Growth of Our Customer Base. We believe we have a substantial opportunity to grow our customer base. We define a customer as an entity with an active subscription or maintenance and support contract or a legacy perpetual license as of the specified measurement date. Furthermore, we define a new customer as an entity that has entered into its first active subscription or maintenance and support contract within one calendar year of the specified measurement date while existing customers are defined as entities that have maintained an active subscription or maintenance and support contract for at least one calendar year from the specified measurement date. Legacy customers from entities acquired in business combinations are not counted as new customers until they enter into a new active subscription or maintenance and support contract with us subsequent to the completion of the business combination. Additionally, to the extent we contract with one or more entities under common control, we count those entities as separate customers.
We have aggressively invested, and intend to continue to invest, in our sales team in order to drive sales to new customers. We continue to make investments to enhance the expertise of our sales and marketing organization within our key industry verticals of financial services, government, and life sciences. In addition, we have established relationships with strategic partners who work with organizations undergoing digital transformations. We had a total customer count of 925, 816, and 693 as of December 31, 2022, 2021, and 2020, respectively. Our number of customers with active software subscription agreements was 896, 783, and 654 as of December 31, 2022, 2021, and 2020,
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respectively. Our ability to continue to grow our customer base is dependent, in part, upon our ability to differentiate ourselves within the increasingly competitive markets in which we participate.
•Further Penetration of Existing Customers. Our sales team seeks to generate additional revenue from existing customers by adding new users to our platform. Many of our customers begin by building a single application and then grow to build dozens of applications on our platform. Generally, the development of new applications on our platform results in the expansion of our user base within an organization and a corresponding increase in revenue. As a result of this “land and expand” strategy, we have generated significant additional revenue from our customer base. Our ability to increase sales to existing customers will depend on a number of factors, including the size of our sales and professional services teams, customers’ level of satisfaction with our platform and professional services, pricing, economic conditions, and our customers’ overall spending levels. We have also re-focused some of our professional services personnel to become customer success managers. Their role is to ensure customers realize value from our platform and support strategic partners and the “land and expand” strategy versus delivering billable hours.
•Mix of Subscriptions and Professional Services Revenue. We believe our professional services have driven customer success and facilitated the adoption of our platform by customers. During the initial period of deployment by a customer, we generally provide a greater amount of support in building applications and training than later in the deployment, with a typical engagement lasting from two to six months. At the same time, many of our customers have historically purchased subscriptions only for a limited set of their total potential end users. As a result of these factors, the proportion of total revenue for a customer associated with professional services is relatively high during the initial deployment period. Over time, as the need for professional services associated with user deployments decreases and the number of end users increases, we expect subscriptions revenue as a percentage of total revenue to increase. In addition, we continue to grow our base of strategic partners to provide broader customer coverage and solution delivery capabilities. These partners perform professional services with respect to any new service contracts they originate. As the usage of partners expands, we expect the proportion of our total revenue from subscriptions to increase over time relative to professional services. In 2022, 2021, and 2020, 72.7%, 71.4%, and 65.2% of our revenue, respectively, was derived from sales of subscriptions, while the remaining 27.3%, 28.6%, and 34.8%, respectively, was derived from the sale of professional services.
•Investments in Growth. We have made, and plan to continue to make, investments for long-term growth, including investing in our platform and infrastructure to continuously maximize their power and speed, meet the evolving needs of our customers, and take advantage of our market opportunity. In addition, we continue to pursue strategic acquisitions that enhance our product offerings. We also intend to continue to invest in sales and marketing as we further expand our sales teams, increase our marketing activities, and grow our international operations.
Seasonality
We have historically experienced seasonality in terms of when we enter into agreements with customers. We typically enter into a significantly higher percentage of agreements with new customers, as well as renewal agreements with existing customers, in the fourth quarter. The increase in customer agreements for the fourth quarter is attributable to large enterprise account buying patterns typical in the software industry. Furthermore, we usually enter into a significant portion of agreements with customers during the last month of each quarter, and often the last two weeks of each quarter. However, we recognize the majority of our subscriptions revenue ratably over the terms of our subscription agreements, which are generally one to three years in length. As a result, a substantial portion of the subscriptions revenue we report in each period will be derived from the recognition of deferred revenue relating to agreements entered into during previous periods. Consequently, a decline in new sales or renewals in any one period may not be immediately reflected in our revenue results for that period. Such a decline, however, will negatively affect our revenue in future periods. Accordingly, the effect of significant downturns in sales and market acceptance of our platform and potential changes in our rate of renewals may not be fully reflected in our results of operations until future periods.
While we will continue to recognize the majority of our subscriptions revenue ratably over the terms of our subscription agreements, we may experience greater variability and reduced comparability of our quarterly revenue and results with respect to the timing and nature of our term license subscription agreements due to the upfront revenue recognition. See Note 3 to the consolidated financial statements for further details on our revenue recognition policies.
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Key Metrics
We monitor the following metrics to help us measure and evaluate the effectiveness of our operations. All dollar amounts are presented in thousands.
Cloud Subscription Revenue
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| Cloud subscription revenue | $ | 236,922 | $ | 179,415 | $ | 129,219 |
Cloud subscription revenue includes cloud subscriptions bundled with maintenance and support and hosting services. In 2022, 2021, and 2020, 69.7%, 68.0%, and 65.0%, respectively, of subscriptions revenue was cloud subscription revenue. Our cloud subscription revenue for any customer is primarily determined by the number of users who access and utilize the applications built on our platform or by the number of application licenses purchased, as well as the price paid. We believe increasing cloud subscription revenue is an indicator of the demand for our platform, the pace at which the market for our solutions is growing, the productivity of our sales team and strategic relationships in growing our customer base, and our ability to further penetrate our existing customer base.
Cloud Subscription Revenue Retention Rate
| As of December 31, | ||||||||
|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||
| Cloud subscription revenue retention rate | 115 | % | 116 | % | 119 | % |
A key factor to our success is the renewal and expansion of subscription agreements with our existing customers. We calculate this metric over a set of customers who have been with us for at least one full year. To calculate our cloud subscription revenue retention rate for a particular trailing 12-month period, we first establish the recurring cloud subscription revenue for the previous trailing 12-month period. This effectively represents recurring dollars we should expect in the current trailing 12-month period from the cohort of customers from the previous trailing 12-month period without any expansion or contraction. We subsequently measure the recurring cloud subscription revenue in the current trailing 12-month period from the cohort of customers from the previous trailing 12-month period. Cloud subscription revenue retention rate is then calculated by dividing the aggregate recurring cloud subscription revenue in the current trailing 12-month period by the previous trailing 12-month period. This calculation includes the combined impact on our revenue from customer non-renewals, pricing changes, and growth in the number of users on our platform. Our cloud subscription revenue retention rate can fluctuate from period to period due to large customer contracts in any given period.
Key Components of Results of Operations
We generate revenue primarily through sales of subscriptions to our platform as well as professional services. We generally sell our software on a per-user basis or through non-user based single application licenses. We generally bill customers and collect payment for subscriptions to our platform in advance on an annual, quarterly, or monthly basis. In certain instances, we have had customers pay their entire contract value up front.
Revenue
Our revenue is comprised of the following:
Subscriptions
Subscriptions revenue is primarily derived from cloud subscriptions bundled with maintenance and support and hosting services and on-premises term license subscriptions bundled with maintenance and support. Our maintenance and support agreements provide customers with the right to unspecified software upgrades, maintenance releases and patches released
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during the term of the maintenance and support agreement on a when-and-if-available basis, and rights to technical support. On-premises term license subscriptions are offered when the customer prefers to self-manage the deployment of our platform within their own infrastructure. When our platform is delivered as a cloud subscription, we manage operational needs in third-party hosted data centers.
Professional Services
Our professional services revenue is comprised of fees for consulting services, including application development, deployment assistance, and training related to our platform. Over time, we expect professional services revenue as a percentage of total revenue to decrease as the usage of our partner network expands.
Cost of Revenue
Subscriptions
Cost of subscriptions revenue consists primarily of fees paid to our third-party managed hosting providers and other third-party service providers, personnel costs, including payroll and benefits for our technology operations and customer support teams, amortization of developed technology, and allocated overhead costs. We expect cost of revenue to continue to increase in absolute dollars for the foreseeable future as our customer base grows.
Professional Services
Cost of professional services revenue includes all direct and indirect costs to deliver our professional services and training, including employee compensation for our global professional services and training personnel, third-party contractor costs, allocated overhead costs, and the costs of billable expenses such as travel and lodging. The unpredictability of the timing of providing services related to significant professional services agreements sold on a standalone basis may cause significant fluctuations in our cost of professional services which, in turn, may impact our financial results.
Gross Profit and Gross Margin
Gross profit and gross margin (defined as gross profit as a percentage of total revenue), have been, and will continue to be, affected by various factors, including the mix of cloud subscriptions and on-premises term license subscriptions, the mix of total subscriptions revenue and professional services revenue, subscription pricing, the costs associated with third-party hosting providers, and the extent to which we expand our professional services to support future growth. Our gross margin may fluctuate from period to period based on the above factors.
Subscriptions Gross Margin
Subscriptions gross margin is primarily affected by the growth in our subscriptions revenue as compared to the growth in, and timing of, costs to support such revenue. We expect to continue to invest in customer support and cloud operations to support growth in our business, and the timing of those investments is expected to cause subscriptions gross margin to fluctuate on a quarterly basis.
Professional Services Gross Margin
Professional services gross margin is affected by the growth in our professional services revenue as compared to the growth in, and timing of, the cost of our Customer Success organization as we continue to invest in the growth of our business. Professional services gross margin is also impacted by the amount of services performed by subcontractors and partners as opposed to internal resources. In 2021, we had a lower usage of subcontractors and performed fewer in-person professional services engagements and deployments, both of which reduced certain classes of expenses and improved professional services margins. In 2022, these margins began to decline. In 2023, we expect professional services gross margin to be consistent with 2022; however, the margin remains subject to fluctuation based on the factors discussed above.
Operating Expenses
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Operating expenses consist of sales and marketing, research and development, and general and administrative expenses. Personnel-related costs such as salaries, bonuses, commissions, payroll tax payments, and stock-based compensation expense are the most significant components of each of these expense categories. Other components of each category include professional fees for third-party services such as contract labor, legal, software development resources, and consulting as well as allocated overhead costs, which can include, among other types of costs, facility costs, travel and entertainment expenditures, human resources costs such as placement fees, referral bonuses, training costs, and employee relations spending, office-related expenditures, and information technology costs for such items as infrastructure, software, and cloud computing services.
In general, our operating expenses are expected to continue to increase in absolute dollars as we invest resources in growing our various teams. Our total employee headcount grew from 1,798 employees at December 31, 2021 to 2,307 employees at December 31, 2022. We expect to continue to hire new employees in order to support our anticipated revenue growth, although at a more measured rate than prior years.
Sales and Marketing Expense
Sales and marketing expense primarily includes personnel costs, including salaries, bonuses, commissions, stock-based compensation, and other personnel costs related to sales teams. Additional major expenses in this category include travel and entertainment, marketing activities and promotional events, subcontracting fees, and allocated overhead costs.
The number of employees in sales and marketing functions grew from 552 at December 31, 2021 to 730 at December 31, 2022. In order to continue to grow our business, geographical footprint, and brand awareness, we expect to continue investing resources in sales and marketing by increasing the number of sales and account management teams. As a result, we expect sales and marketing expense to increase in absolute dollars as we continue to invest to acquire new customers and further expand usage of our platform within our existing customer base.
Research and Development Expense
Research and development expense consists primarily of personnel costs for our employees who develop and enhance our platform, including salaries, bonuses, stock-based compensation, and other personnel costs. Also included are non-personnel costs such as subcontracting, consulting, and professional fees to third party development resources, and allocated overhead costs.
Our research and development efforts are focused on enhancing the capabilities, speed, and power of our software platform. The number of employees in research and development functions grew from 488 at December 31, 2021 to 652 at December 31, 2022. A portion of our headcount growth in 2022 was attributable to a new product development center opened in India. Although we expect research and development expense to continue to increase in absolute dollars as such costs are critical to maintain and improve the quality of applications and our competitive position, we believe our new product development center will result in cost savings over time.
General and Administrative Expense
General and administrative expense consists primarily of personnel costs, including salaries, bonuses, stock-based compensation, and other personnel costs for our administrative, legal, information technology, human resources, finance and accounting, as well as our senior executives. Additional expenses included in this category are non-personnel costs such as travel-related expenses, contracting and professional fees for such services as audits, taxation, and legal, insurance and other corporate expenses, including allocated overhead costs, and bad debt expenses.
The number of employees in general and administrative functions grew from 224 at December 31, 2021 to 316 at December 31, 2022. Additionally, we incurred significant legal costs in 2021 and 2022 in connection with two separate lawsuits involving an effort to enforce our intellectual property and to defend against reciprocal false advertising and related claims with a competitor. In 2023, we expect general and administrative expense to decrease in absolute dollars largely due to an anticipated decline in legal costs.
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Other Non-Operating Expense (Income)
Other Expense (Income), Net
Other expense (income), net, consists primarily of unrealized and realized gains and losses related to changes in foreign currency exchange rates, interest income on our cash and cash equivalents and investments, gains or losses on the disposal of property and equipment, and other sources of income or expense not related to our core business operations.
Interest Expense
Interest expense consists primarily of interest on our debt, amortization of deferred financing fees, unused credit facility fees, and commitment fees on our letters of credit.
Results of Operations
The following table sets forth our consolidated statements of operations data (in thousands):
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| Revenue | ||||||||||
| Subscriptions | $ | 340,152 | $ | 263,738 | $ | 198,710 | ||||
| Professional services | 127,839 | 105,521 | 105,863 | |||||||
| Total revenue | 467,991 | 369,259 | 304,573 | |||||||
| Cost of revenue | ||||||||||
| Subscriptions(1) | 36,005 | 27,330 | 20,826 | |||||||
| Professional services(1) | 97,301 | 76,763 | 67,940 | |||||||
| Total cost of revenue | 133,306 | 104,093 | 88,766 | |||||||
| Gross profit | 334,685 | 265,166 | 215,807 | |||||||
| Operating expenses | ||||||||||
| Sales and marketing(1) | 220,374 | 167,852 | 130,316 | |||||||
| Research and development(1) | 139,210 | 97,517 | 70,241 | |||||||
| General and administrative(1) | 120,111 | 83,704 | 53,152 | |||||||
| Total operating expenses | 479,695 | 349,073 | 253,709 | |||||||
| Operating loss | (145,010) | (83,907) | (37,902) | |||||||
| Other non-operating expense (income) | ||||||||||
| Other expense (income), net | 3,545 | 3,584 | (5,786) | |||||||
| Interest expense | 1,673 | 372 | 478 | |||||||
| Total other non-operating expense (income) | 5,218 | 3,956 | (5,308) | |||||||
| Loss before income taxes | (150,228) | (87,863) | (32,594) | |||||||
| Income tax expense | 692 | 778 | 883 | |||||||
| Net loss | $ | (150,920) | $ | (88,641) | $ | (33,477) |
(1) Stock-based compensation as a component of these line items is as follows:
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| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| (in thousands) | ||||||||||
| Cost of revenue | ||||||||||
| Subscriptions | $ | 996 | $ | 1,199 | $ | 943 | ||||
| Professional services | 5,309 | 3,131 | 1,477 | |||||||
| Operating expenses | ||||||||||
| Sales and marketing | 9,152 | 5,426 | 2,821 | |||||||
| Research and development | 12,523 | 5,224 | 2,718 | |||||||
| General and administrative | 10,850 | 8,864 | 7,320 | |||||||
| Total stock-based compensation expense | $ | 38,830 | $ | 23,844 | $ | 15,279 |
The following table sets forth our consolidated statements of operations data expressed as a percentage of total revenue:
| Year Ended December 31, | ||||||||
|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||
| Revenue | ||||||||
| Subscriptions | 72.7 | % | 71.4 | % | 65.2 | % | ||
| Professional services | 27.3 | 28.6 | 34.8 | |||||
| Total revenue | 100.0 | 100.0 | 100.0 | |||||
| Cost of revenue | ||||||||
| Subscriptions | 7.7 | 7.4 | 6.8 | |||||
| Professional services | 20.8 | 20.8 | 22.3 | |||||
| Total cost of revenue | 28.5 | 28.2 | 29.1 | |||||
| Gross profit | 71.5 | 71.8 | 70.9 | |||||
| Operating expenses | ||||||||
| Sales and marketing | 47.1 | 45.5 | 42.8 | |||||
| Research and development | 29.7 | 26.4 | 23.1 | |||||
| General and administrative | 25.7 | 22.7 | 17.5 | |||||
| Total operating expenses | 102.5 | 94.6 | 83.4 | |||||
| Operating loss | (31.0) | (22.8) | (12.5) | |||||
| Other non-operating expense (income) | ||||||||
| Other expense (income), net | 0.8 | 1.0 | (1.9) | |||||
| Interest expense | 0.4 | 0.1 | 0.2 | |||||
| Total other non-operating expense (income) | 1.2 | 1.1 | (1.7) | |||||
| Loss before income taxes | (32.2) | (23.9) | (10.8) | |||||
| Income tax expense | 0.1 | 0.2 | 0.3 | |||||
| Net loss | (32.3) | % | (24.1) | % | (11.1) | % |
Year Ended December 31, 2022 Compared to the Year Ended December 31, 2021
Revenue
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| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Revenue: | |||||||||||||
| Subscriptions | $ | 340,152 | $ | 263,738 | $ | 76,414 | 29.0% | ||||||
| Professional services | 127,839 | 105,521 | 22,318 | 21.2% | |||||||||
| Total revenue | $ | 467,991 | $ | 369,259 | $ | 98,732 | 26.7% |
Total revenue increased $98.7 million, or 26.7%, in 2022 compared to 2021 due to an increase in our subscriptions revenue of $76.4 million and an increase in our professional services revenue of $22.3 million. The increase in subscriptions revenue was driven by a $57.5 million increase in cloud subscription revenue, a $16.6 million increase in on-premises software revenue, and a $2.4 million increase in maintenance and support revenue. With respect to new versus existing customers, $63.2 million of the increase in subscriptions revenue was derived from expanded deployments and corresponding sales of additional subscriptions to existing customers while $13.2 million was driven from sales of subscriptions to new customers. The increase in professional services revenue was due to a $9.2 million increase in revenue from existing customers coupled with a $13.1 million increase in sales to new customers.
Cost of Revenue
| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Cost of revenue: | |||||||||||||
| Subscriptions | $ | 36,005 | $ | 27,330 | $ | 8,675 | 31.7% | ||||||
| Professional services | 97,301 | 76,763 | 20,538 | 26.8% | |||||||||
| Total cost of revenue | $ | 133,306 | $ | 104,093 | $ | 29,213 | 28.1% | ||||||
| Subscriptions gross margin | 89.4 | % | 89.6 | % | |||||||||
| Professional services gross margin | 23.9 | % | 27.3 | % | |||||||||
| Total gross margin | 71.5 | % | 71.8 | % |
Cost of revenue increased $29.2 million, or 28.1%, in 2022 compared to 2021, primarily due to a $17.2 million increase in professional services and product support personnel costs, a $5.9 million increase in other cost of revenue, a $2.9 million increase in contractor costs, a $1.8 million increase in travel and entertainment expenses, and a $1.4 million increase in overhead costs. Personnel costs increased due to an increase in professional services and product support personnel headcount of 14.0% from December 31, 2021 to December 31, 2022 in addition to increased wages and fringe benefits, coupled with a $2.0 million increase in stock-based compensation. The increase in other cost of revenue was driven by increased hosting costs as sales of our cloud offering grew in 2022, while the increase in overhead costs was due largely to an increase in certain allocated costs tied to our growth such as spending for offices, human resources costs, and information technology expenses as well as allocated depreciation and amortization. Contractor costs increased in 2022 compared to 2021 due to an increase in the usage of subcontractors for professional service engagements. Travel and entertainment expenses increased primarily as a result of an increasing shift towards in-person engagements and activities as COVID restrictions eased in 2022.
Subscriptions gross margin was 89.4% in 2022 as compared to 89.6% in 2021. Professional services gross margin decreased to 23.9% in 2022 compared to 27.3% in 2021 due to higher personnel and allocated resources costs in 2022. These cost increases were partially offset by higher professional services revenue. Additionally, fewer in-person professional services engagements and deployments and a lower usage of subcontractors in 2021 led to temporarily improved margins in the prior year driven by impacts from the COVID-19 pandemic. Total gross margin fell slightly to 71.5% in 2022 as compared to 71.8% in 2021 driven largely by the higher cost of professional services revenue.
Sales and Marketing Expense
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| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Sales and marketing | $ | 220,374 | $ | 167,852 | $ | 52,522 | 31.3% | ||||||
| % of revenue | 47.1 | % | 45.5 | % |
Sales and marketing expense increased $52.5 million, or 31.3%, in 2022 compared to 2021, primarily due to a $33.3 million increase in sales and marketing personnel costs, a $13.7 million increase in overhead costs, and a $7.2 million increase in marketing costs. These increases were partially offset by a $1.7 million decrease in professional fees. Personnel costs increased due to an increase in sales and marketing personnel headcount of 32.2% from December 31, 2021 to December 31, 2022 in addition to increased wages and fringe benefits, increased sales commissions driven by both contracts with new customers and renewals with existing customers, and a $3.7 million increase in stock-based compensation expense. Overhead costs increased due to larger travel and entertainment expenses as return to office initiatives increased and more in-person sales and marketing events were held during 2022 as compared to 2021. Additionally, allocated costs tied to our growth increased in such areas as facilities, information technology, and human resources. Marketing costs increased due to an increase in the number of marketing events held year over year as well as increased spending on advertising and lead generation. These increases were slightly offset by lesser spending on marketing materials. Professional fees decreased due to lower engagement of and fees paid to third-party marketing consultants.
Research and Development Expense
| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Research and development | $ | 139,210 | $ | 97,517 | $ | 41,693 | 42.8% | ||||||
| % of revenue | 29.7 | % | 26.4 | % |
Research and development expense increased $41.7 million, or 42.8%, in 2022 compared to 2021, primarily due to a $34.6 million increase in research and development personnel costs, a $5.4 million increase in overhead costs, and a $1.6 million increase in professional fees. Personnel costs increased due to an increase in research and development personnel headcount of 33.6% from December 31, 2021 to December 31, 2022 in addition to increased wages and fringe benefits, coupled with a $7.3 million increase in stock-based compensation expense. Overhead costs increased due largely to higher allocated costs tied to our growth, such as information technology spending related to cloud computing, human resources costs, and office spending. Professional fees increased due to an increase in consulting services fees driven by higher usage of external resources to assist in our platform development efforts.
General and Administrative Expense
| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| General and administrative expense | $ | 120,111 | $ | 83,704 | $ | 36,407 | 43.5% | ||||||
| % of revenue | 25.7 | % | 22.7 | % |
General and administrative expense increased $36.4 million, or 43.5%, in 2022 compared to 2021, primarily due to a $15.4 million increase in general and administrative personnel costs, a $10.9 million increase in professional fees, and a $10.1 million increase in overhead costs. Personnel costs increased due to an increase in general and administrative personnel headcount of 41.1% from December 31, 2021 to December 31, 2022 in addition to increased wages and fringe benefits, coupled with a $2.0 million increase in stock compensation expense. Professional fees increased due largely to higher legal and consulting fees. Overhead costs increased primarily due to higher allocated costs tied to our growth in areas such as information technology
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spending, human resources costs, and office spending as well as an increase in certain general corporate costs such as rent expense, depreciation, and bad debt expense.
Other Expense, Net
| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Other expense, net | $ | 3,545 | $ | 3,584 | $ | (39) | (1.1)% | ||||||
| % of revenue | 0.8 | % | 1.0 | % |
Other expense, net was $3.5 million in 2022 compared to other expense, net of $3.6 million in 2021. There were $6.1 million in foreign exchange losses in 2022 compared to $3.7 million in foreign exchange losses in 2021. However, the increase in foreign exchange losses was offset by a $1.2 million increase in other income attributable to a payment received in 2022 from a local government as a result of the Company achieving certain economic development criteria and a $1.1 million increase in interest income.
Interest Expense
| Year Ended December 31, | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | ||||||||||
| (dollars in thousands) | |||||||||||||
| Interest expense | $ | 1,673 | $ | 372 | $ | 1,301 | *** | ||||||
| % of revenue | 0.4 | % | 0.1 | % |
*** - Indicates a percentage change that is not meaningful
Interest expense increased $1.3 million in 2022 compared to the same period in 2021, primarily due to interest expense on the new term loan facility we entered into during the fourth quarter of 2022.
Year Ended December 31, 2021 Compared to the Year Ended December 31, 2020
For a discussion and analysis of changes in financial condition and results of operations for the year ended December 31, 2021 as compared to the year ended December 31, 2020, refer to our Annual Report on Form 10-K for the fiscal year ended December 31, 2021, filed with the SEC on February 17, 2022.
Backlog
Backlog represents non-cancellable future amounts to be recognized under cloud and on-premises term license subscription agreements and is representative of our remaining performance obligations. As of December 31, 2022 and 2021, we had backlog of $376.5 million and $285.5 million, respectively. Approximately 35% of our backlog as of December 31, 2022 is not expected to be recognized in 2023. Additionally, we expect backlog to continue to increase in absolute dollars as we continue to increase the number of cloud agreements we enter into. However, the amount of backlog relative to the total value of our contracts can change from quarter to quarter and year to year for several reasons, including the specific timing and duration of cloud and term license subscription agreements with large customers, the specific timing of customer renewals, changes in customer financial circumstances, and foreign currency fluctuations. We often sign multiple-year cloud subscription agreements. Backlog may vary based on changes in the average non-cancellable term of a cloud and on-premises term license subscription agreements.
Non-GAAP Financial Measures
To supplement its consolidated financial statements, which are prepared and presented in accordance with GAAP, we provide investors with certain non-GAAP financial performance measures. We use these non-GAAP financial performance
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measures for financial and operational decision-making and as a means to evaluate period-to-period comparisons. Management believes these non-GAAP financial measures provide meaningful supplemental information regarding our performance by excluding certain expenses that may not be indicative of its recurring core business operating results. We believe both management and investors benefit from referring to these non-GAAP financial measures in assessing our performance and when planning, forecasting, and analyzing future periods. These non-GAAP financial measures also facilitate management’s internal comparisons to historical performance as well as comparisons to competitors’ operating results. We believe these non-GAAP financial measures are useful to investors both because (1) they allow for greater transparency with respect to measures used by management in its financial and operational decision-making and (2) they are used by institutional investors and the analyst community to help them analyze the health of our business.
The non-GAAP financial performance measures include non-GAAP net loss, non-GAAP net loss per share, and non-GAAP operating loss. These non-GAAP financial performance measures exclude the effect of stock-based compensation expense and certain litigation-related expenses consisting of legal and other professional fees which are not indicative of our core operating performance and are not part of our normal course of business. While these items may be recurring in nature and should not be disregarded in the evaluation of our earnings performance, it is useful to exclude such items when analyzing current results and trends compared to other periods as these items can vary significantly from period to period depending on specific underlying transactions or events that may occur. Therefore, while we may incur or recognize these types of expenses in the future, the Company believes removing these items for purposes of calculating the non-GAAP financial measures provides investors with a more focused presentation of our ongoing operating performance.
We also discuss adjusted EBITDA, a non-GAAP financial performance measure we believes offers a useful view of the overall operation of its businesses. We define adjusted EBITDA as net loss before (1) other expenses, net, (2) interest expense, (3) income tax expense, (4) depreciation and amortization, (5) stock-based compensation expense, and (6) litigation expenses directly associated with the Pegasystems cases. The most directly comparable GAAP financial measure to adjusted EBITDA is net loss. Users should consider the limitations of using adjusted EBITDA, including the fact this measure does not provide a complete measure of our operating performance. Adjusted EBITDA is not intended to purport to be an alternate to net loss as a measure of operating performance or to cash flows from operating activities as a measure of liquidity.
The presentation of these non-GAAP financial measures is not intended to be considered in isolation from, as a substitute for, or superior to the financial information prepared and presented in accordance with GAAP, and our non-GAAP measures may be different from non-GAAP measures used by other companies.
The following tables reconcile our non-GAAP measures to their nearest comparable GAAP measures. The reconciliation of GAAP operating loss to non-GAAP operating loss for the years ended December 31, 2022, 2021, and 2020 is as follows (in thousands):
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| GAAP operating loss | $ | (145,010) | $ | (83,907) | $ | (37,902) | ||||
| Add back: | ||||||||||
| Stock-based compensation expense | 38,830 | 23,844 | 15,279 | |||||||
| Litigation expenses | 22,886 | 16,400 | — | |||||||
| Non-GAAP operating loss | $ | (83,294) | $ | (43,663) | $ | (22,623) |
The following table reconciles GAAP net loss to non-GAAP net loss for the years ended December 31, 2022, 2021, and 2020 (in thousands):
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| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| GAAP net loss | $ | (150,920) | $ | (88,641) | $ | (33,477) | ||||
| Add back: | ||||||||||
| Stock-based compensation expense | 38,830 | 23,844 | 15,279 | |||||||
| Litigation expenses | 22,886 | 16,400 | — | |||||||
| Loss on disposal of property and equipment | 3 | 79 | 22 | |||||||
| Non-GAAP net loss | $ | (89,201) | $ | (48,318) | $ | (18,176) |
The following table sets forth non-GAAP net loss per share for the years ended December 31, 2022, 2021, and 2020 (in thousands except share and per share data):
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| Non-GAAP net loss | $ | (89,201) | $ | (48,318) | $ | (18,176) | ||||
| Non-GAAP weighted average shares used to compute net loss per share, basic and diluted | 72,455,175 | 71,036,490 | 69,050,565 | |||||||
| Non-GAAP net loss per share, basic and diluted | $ | (1.23) | $ | (0.68) | $ | (0.26) |
GAAP basic and diluted weighted average shares outstanding were equal to non-GAAP basic and diluted weighted average shares outstanding for each of the years ended December 31, 2022, 2021, and 2020.
The following table reconciles GAAP net loss per share to non-GAAP net loss per share for the years ended December 31, 2022, 2021, and 2020:
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| GAAP net loss per share, basic and diluted | $ | (2.08) | $ | (1.25) | $ | (0.48) | ||||
| Add back: | ||||||||||
| Non-GAAP adjustments to net loss per share | 0.85 | 0.57 | 0.22 | |||||||
| Non-GAAP net loss per share, basic and diluted | $ | (1.23) | $ | (0.68) | $ | (0.26) |
The following table reconciles GAAP net loss to adjusted EBITDA for the years ended December 31, 2022, 2021, and 2020 (in thousands):
| Year Ended December 31, | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | 2020 | ||||||||
| GAAP net loss | $ | (150,920) | $ | (88,641) | $ | (33,477) | ||||
| Other expense (income), net | 3,545 | 3,584 | (5,786) | |||||||
| Interest expense | 1,673 | 372 | 478 | |||||||
| Income tax expense | 692 | 778 | 883 | |||||||
| Depreciation and amortization of intangible assets | 7,297 | 5,743 | 5,851 | |||||||
| Stock-based compensation expense | 38,830 | 23,844 | 15,279 | |||||||
| Litigation expenses | 22,886 | 16,400 | — | |||||||
| Adjusted EBITDA | $ | (75,997) | $ | (37,920) | $ | (16,772) |
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Liquidity and Capital Resources
The following table presents selected financial information and statistics pertaining to liquidity and capital resources as of and for the years ended December 31, 2022 and 2021 (in thousands):
| As of December 31, | ||||||
|---|---|---|---|---|---|---|
| 2022 | 2021 | |||||
| Cash and cash equivalents | $ | 148,132 | $ | 100,796 | ||
| Short-term investments and marketable securities | 47,863 | 55,179 | ||||
| Property and equipment, net | 41,855 | 36,913 | ||||
| Long-term investments | — | 12,044 | ||||
| Working capital* | 149,996 | 121,752 |
* Defined as current assets net of current liabilities, excluding the current portion of restricted cash
As of December 31, 2022, we had $148.1 million of cash and cash equivalents and $47.9 million of short-term investments and marketable securities. We believe our existing cash and cash equivalents and short-term investments and marketable securities, together with any positive cash flows from operations and available borrowings under our line of credit, will be sufficient to support working capital and capital expenditure requirements for at least the next 12 months.
We recently have, and in the future may enter into, investments in or acquisitions of complementary businesses, products, or technologies, which could also require us to seek additional equity financing, incur indebtedness, or use cash resources. We have no present binding agreements or commitments to enter into any such acquisitions. If we are unable to raise additional capital when desired, our business, operating results, and financial condition could be adversely affected.
Sources of Funds
We have historically financed our operations in large part with equity financing arrangements. Through 2022, we have completed four public offerings and received net proceeds of $344.8 million. Outside of equity offerings, we have financed our operations through sales of subscriptions and professional services.
To further help strengthen our financial position and support our growth initiatives, on November 3, 2022 we entered into a new Senior Secured Credit Facilities Credit Agreement (the “Credit Agreement”) which provides for a five-year term loan facility in an aggregate principal amount of $100.0 million and, in addition, up to $50.0 million for a revolving credit facility, including a letter of credit sub-facility in the aggregate availability amount of $15.0 million and a swingline sub-facility in the aggregate availability amount of $10.0 million (as a sublimit of the revolving loan facility). On December 13, 2022, we executed the first amendment to the credit agreement which increased the aggregate principal amount of the term loan facility by $20.0 million and increased the limit of the revolving facility by $10.0 million.
The new Credit Agreement matures on November 3, 2027. We will use the proceeds from the $120.0 million term loan to fund the continued growth of our business and support our working capital requirements. We were in compliance with all covenants as of December 31, 2022. As of December 31, 2022, we had no outstanding borrowings under the revolving credit facility. The new Credit Agreement replaced our existing line of credit that was in place as of September 30, 2022.
We expect future sources of funds to consist primarily of cash generated from sales of subscriptions and the related professional services. We may also elect to raise additional sources of funding through draws on our new revolving credit facility, entering into new debt financing arrangements, or conducting additional public offerings. Our future capital requirements will depend on many factors, including our growth rate, the timing and extent of spending to support research and development efforts, the expansion of sales and marketing activities, particularly internationally, the introduction of new and enhanced products and functions as well as platform enhancements and professional services offerings, and the level of market acceptance of our product.
Uses of Funds
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Our current principal uses of cash are funding operations and other working capital requirements. Historically, we have also utilized cash to acquire complementary businesses, and we may pursue similar opportunities in the future. Over the past several years, revenue has increased significantly from year to year and, as a result, cash flows from customer collections have also grown. However, as we continue to invest in growing our business, operating expenses have also increased. Outside of cash used to fund operations, other uses of cash in 2022 included capital expenditures related to the expansion of our headquarters and purchases of short-term investments. Cash uses in 2021 included the acquisition of Lana Labs, purchases of investments, and capital expenditures.
Furthermore, in July 2021, we executed a non-cancellable cloud hosting arrangement with Amazon Web Services (“AWS”) that contains provisions for minimum purchase commitments. Specifically, purchase commitments under the agreement total $131.0 million over five years, including $22.0 million in the first year, $25.0 million in the second year, and $28.0 million in each of the third, fourth, and fifth years. The timing of payments under the agreement may vary, and the total amount of payments may exceed the minimum depending on the volume of services utilized. Spending under this agreement for the year ended December 31, 2022 totaled $33.1 million. In 2021, AWS spend totaled $22.0 million, $11.8 million of which was incurred under the new agreement.
Historical Cash Flows
| Year Ended December 31, | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022 | 2021 | $ Change | % Change | |||||||||||
| (dollars in thousands) | ||||||||||||||
| Beginning cash, cash equivalents, and restricted cash | $ | 103,960 | $ | 112,462 | $ | (8,502) | (7.6) | % | ||||||
| Operating activities: | ||||||||||||||
| Net loss | (150,920) | (88,641) | (62,279) | 70.3 | ||||||||||
| Stock-based compensation and other non-cash adjustments | 46,382 | 29,578 | 16,804 | 56.8 | ||||||||||
| Changes in working capital | (2,013) | 5,145 | (7,158) | *** | ||||||||||
| Net cash used by operating activities | (106,551) | (53,918) | (52,633) | 97.6 | ||||||||||
| Investing activities: | ||||||||||||||
| Net cash provided by investing activities | 10,264 | 41,936 | (31,672) | (75.5) | ||||||||||
| Financing activities: | ||||||||||||||
| Net cash provided by financing activities | 142,867 | 2,786 | 140,081 | *** | ||||||||||
| Effect of exchange rates | (159) | 694 | (853) | *** | ||||||||||
| Net increase (decrease) in cash, cash equivalents, and restricted cash | 46,421 | (8,502) | 54,923 | *** | ||||||||||
| Ending cash, cash equivalents, and restricted cash | $ | 150,381 | $ | 103,960 | $ | 46,421 | 44.7 | % |
*** Indicates a percentage that is not meaningful.
Operating Activities
Net cash used by operating activities was $106.6 million for 2022 as compared to $53.9 million used by operating activities for 2021. The increase in net cash used by operating activities was primarily due to a $62.3 million increase in net losses, most notably driven by the increase in operating expenses as discussed above. In addition, the increase in cash used by operating activities for 2022 was attributed to an increase in the use of working capital of $7.2 million. The change in working capital was primarily comprised of declines in accounts payable, prepaid assets, and accrued expenses, all due to timing of payments, partially offset by an increase in deferred revenue driven by higher cash payments from increases from subscription contracts.
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Investing Activities
Net cash provided by investing activities was $10.3 million for 2022 as compared to $41.9 million provided by investing activities for 2021. The change in net cash provided by investing activities was primarily impacted by a $23.4 million increase in purchases of investments, a $3.0 million increase in capital expenditures stemming from spending on the expansion of our headquarters, and a $36.0 million decrease in proceeds from the sale of investments. Partially offsetting these changes was a $30.7 million decrease related to the 2021 acquisition of Lana Labs.
Financing Activities
Net cash provided by financing activities was $142.9 million for 2022 as compared to $2.8 million in net cash provided by financing activities for 2021. The increase in net cash provided by financing activities was primarily due to $120.0 million in proceeds received from the new term loan facility and a $22.6 million increase in proceeds received from the exercise of stock options primarily resulting from the vesting of the 2019 CEO stock options during 2022. These increases were partially offset by $1.9 million in payments for debt issuance costs and a $0.6 million principal payment on the term loan.
For a discussion and analysis of net cash used in or provided by operating, investing, and financing activities for the year ended December 31, 2020, refer to our Annual Report on Form 10-K for the fiscal year ended December 31, 2021, filed with the SEC on February 17, 2022.
Critical Accounting Estimates
The preparation of our consolidated financial statements in conformity with accounting principles generally accepted in the U.S. requires us to make estimates and judgments that affect the amounts reported in those financial statements and accompanying notes. Although we believe the estimates we use are reasonable, due to the inherent uncertainty involved in making those estimates, actual results reported in future periods could differ from those estimates.
We believe the following accounting estimates involve a high degree of judgment and complexity. Accordingly, these are the estimates we believe are the most critical to aid in fully understanding and evaluating our consolidated financial condition and results of our operations. This commentary should be read in conjunction with our consolidated financial statements and the remainder of this Form 10-K.
Revenue Recognition
We generate subscriptions revenue primarily through the sale of cloud subscriptions bundled with maintenance and support and hosting services and term license subscriptions bundled with maintenance and support. We generate professional services revenue from fees for our consulting services, including application development and deployment assistance and training related to our platform. Significant judgments and estimates inherent in our revenue recognition are as follows:
Determining the Transaction Price
The transaction price, or the amount of consideration we expect to be entitled to receive in exchange for transferring services to our customers, includes both fixed and variable components. The variable components of our contracts, which have been nominal to date, include performance penalties, extended payment terms or implied price concessions, and warranty refunds. If necessary, we estimate these components using the expected value method, which estimates variable consideration as the sum of probability-weighted amounts in a range of possible consideration amounts. We believe this method is the most appropriate to utilize because our variable components could vary by contract, leading to multiple potential outcomes.
Our variable consideration estimates are subject to subsequent true-up adjustments which may result in changes to transaction prices, but such true-up adjustments are not expected to be material. Variable consideration is also included in the transaction price only to the extent it is probable a significant reversal will not occur. Factors considered when determining to incorporate variable consideration in the transaction price include, but are not limited to, whether the variable consideration is highly susceptible to factors outside of the Company's influence, the length of time the uncertainty surrounding reversal is expected to last, our experience levels with similar types of contracts, our historical practices for similar contracts in similar
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circumstances, and the number and range of possible consideration amounts. The amount of variable consideration excluded from the transaction price for the years ended December 31, 2022, 2021, and 2020 was insignificant.
Allocating the Transaction Price Based on Standalone Selling Prices
We allocate the transaction price to each performance obligation in a contract based on its relative standalone selling price, or SSP. The SSP is the observable price at which we sell the product or service separately. In the absence of observable pricing, we estimate SSP using the residual approach. We establish SSP as follows:
1.Cloud subscriptions - Given the highly variable selling price of our could subscriptions, we establish the SSP of our cloud subscriptions using a residual approach after first determining the SSP of consulting and training services.
2.On-premises term license subscriptions - Given the highly variable selling price of our term license subscriptions, we have established the SSP of term license subscriptions using a residual approach after first determining the SSP of maintenance and support. Maintenance and support is sold on a standalone basis with renewals of our legacy perpetual software licenses and within a narrow range of the net license fee, resulting in a defined economic relationship existing between the license and maintenance and support.
3.Maintenance and support - We establish the SSP of maintenance and support as a percentage of the stated net subscription fee based on observable pricing of maintenance and support renewals from our legacy perpetual software licenses.
4.Consulting services and training services - The SSP of consulting services and training services is established based on the observable pricing of standalone sales within each geographic region where the services are sold.
Stock-Based Compensation
We measure and recognize compensation expense for all instrument types, including stock options, awards with market conditions, and restricted stock units, or RSUs, based on the estimated fair value of the award on the grant date. The valuation of stock options requires management to make certain estimates and judgments as discussed below.
Stock options
In June 2022, our Board of Directors granted a stock option to purchase 700,000 shares of our Class A common stock granted to our Chief Executive Officer. This was the only stock option awarded during 2022, 2021, and 2020. See Note 11 to the consolidated financial statements for further discussion of the award. The valuation method requires the use of subjective assumptions, including but not limited to, the following:
1.The expected term of the option - The expected term represents the period of time the stock options are expected to be outstanding. Due to the lack of sufficient historical exercise data to provide a reasonable basis upon which to otherwise estimate the expected term of the stock options, we use the simplified method to estimate the expected term. Under the simplified method, the expected term of an option is presumed to be the mid-point between the vesting date and the end of the contractual term.
2.Current trading price - The current price of our stock is based on the closing market price of our Class A common stock as quoted on the Nasdaq Global Market on the date of grant.
3.The expected stock price volatility - Expected volatility is based on the historical volatilities of our publicly traded stock. Expected volatility is sensitive to market- and company-specific conditions which may cause our stock price or the stock prices of our peers to fluctuate. Furthermore, expected volatility can be impacted by the companies we select as peers for inclusion in the analysis.
4.Expected dividend yield - We assume no dividend yield because dividends on our common stock are not expected to be paid in the near future, which is consistent with our history of not paying dividends on our common stock.
5.The risk-free interest rate - We utilize the yields of U.S. government securities, typically U.S. Treasury bonds, that have maturities commensurate with the expected term of the options.
Income Taxes
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Significant judgment is required in determining our annual tax expense and in evaluating our tax positions. Tax law requires certain items to be included in our tax returns at different times than when the items are reflected in the financial statements. The annual tax expense reflected in the consolidated income statement is different than that reported in our tax returns. Some of these differences are permanent (for example, expenses recorded for accounting purposes that are not deductible in the returns such as certain entertainment expenses) and some differences are temporary and reverse over time, such as depreciation expense. Temporary differences create deferred tax assets and liabilities. Deferred tax liabilities generally represent income recognized in the financial statements for which payment has been deferred, or expense for which a deduction has been taken already in the tax return but the expense has not yet been recognized in the financial statements. Deferred tax assets generally represent items that can be used as a tax deduction or credit in tax returns in future years for which a benefit has already been recorded in the financial statements, as well as tax attributes, such as loss or credits, that can be carried over and used in future years.
Valuation allowances are established when necessary to reduce deferred income tax assets to the amounts we believe are more likely than not to be recovered. This requires us to make judgments and estimates regarding future reversals of existing taxable temporary differences, future taxable income, and the impact of tax planning strategies. As of December 31, 2022, we continued to maintain a full valuation allowance against U.S. deferred tax assets based on our cumulative operating results as of December 31, 2022, three-year cumulative loss, and an assessment of our expected future results of operations. We have evaluated all evidence, both positive and negative, in assessing the likelihood of realizability, and we determined the negative evidence outweighed the positive evidence.
As of December 31, 2022, we have a valuation allowance of $18.7 million against gross foreign deferred tax assets of $24.0 million, before deferred tax liability netting. Based on our cumulative operating results as of December 31, 2022 and assessment of our expected future results of operations, we determined it was not more likely than not we would be able to realize the remaining deferred tax assets prior to expiration.
Our tax positions are subject to income tax audits by multiple tax jurisdictions throughout the world. We recognize the tax benefit of an uncertain tax position only if it is more likely than not that the position is sustainable upon examination by the taxing authority. We measure the tax benefit recognized as the largest amount of benefit which is more likely than not to be realized upon settlement with the taxing authority. This determination involves significant judgment in estimating the impact of uncertainties in the application of GAAP and complex tax laws. As of December 31, 2022 and 2021, we have an unrecognized tax benefit of $4.5 million and $3.1 million, respectively, none of which would affect our effective tax rate if recognized due to the full valuation allowance against U.S. deferred tax assets.
We calculate the current and deferred income tax provision based on estimates and assumptions that could differ from the actual results reflected in income tax returns filed in subsequent years and record adjustments based on filed income tax returns when identified. The amount of income taxes paid is subject to examination by U.S. federal, state, and foreign tax authorities. The estimate of the potential outcome of any uncertain tax issue is subject to our assessment of relevant risks, facts, and circumstances existing at that time. To the extent the assessment of such tax position changes, we record the change in estimate in the period in which we make that determination.
Recent Accounting Pronouncements
See Note 2 of our consolidated financial statements for information related to recently issued accounting standards.