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Table of Contents
UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549 
FORM 10-Q
(Mark One)
QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the quarterly period ended September 30, 2022
or
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the transition period from ___________ to ___________
Commission File Number              001-40956
Udemy, Inc.
(Exact Name of Registrant as Specified in its Charter)
Delaware27-1779864
(State or Other Jurisdiction of
Incorporation or Organization)
(I.R.S. Employer Identification No.)
600 Harrison Street, 3rd Floor
San Francisco, California
94107
(Address of Principal Executive Offices)(Zip Code)
(415) 813-1710
(Registrant’s Telephone Number, Including Area Code)
Securities registered pursuant to Section 12(b) of the Act:
Title of each classTrading Symbol(s)Name of each exchange on which registered
Common Stock, $0.00001 par valueUDMYThe Nasdaq Stock Market
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.  Yes     No  
Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§ 232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).  Yes     No 
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filer ☐
Accelerated filer 
Non-accelerated filer  
Smaller reporting company 
Emerging growth company 
If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.    
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Act).  Yes     No 
As of October 26, 2022, 141,322,356 shares of the registrant’s common stock were outstanding.


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Summary of risk factors
Our business is subject to numerous risks and uncertainties, including those highlighted in the section of this report titled “Risk Factors.” The following is a summary of the principal risks we face, any of which could adversely affect our business, operating results, financial condition, or prospects:
We have a history of losses, and we may not be able to generate sufficient revenue to achieve or maintain profitability in the future. We incurred net losses of $101.7 million and $38.6 million during the nine months ended September 30, 2022 and 2021, respectively, and, as of September 30, 2022, we had an accumulated deficit of $560.3 million.
We have a limited history in an emerging and dynamic market, which makes it difficult to evaluate our future results of operations.

•     Our results of operations may fluctuate significantly from period to period due to a wide range of factors, which makes our future results difficult to predict.

•     Our rapid growth may not be sustainable and depends on our ability to attract new learners, instructors, and organizations and retain existing ones.

•     Our platform relies on a limited number of instructors who create a significant portion of the most popular content on our platform, and the loss of these instructor relationships could adversely affect our business, financial condition, and results of operations.

•     If we fail to maintain and expand our relationships with Udemy Business (“UB” or “Enterprise”) customers, our ability to grow our business and revenue will suffer.

•     We operate in a highly competitive market, and we may not be able to compete successfully against current and future competitors.

•     The market for online learning solutions is relatively new and may not grow as we expect, which may harm our business, financial condition, and results of operations.

•     Adherence to our values and our focus on long-term sustainability may negatively impact our short or medium term financial performance.

•     The COVID-19 pandemic could affect our business, financial condition, and results of operations in volatile and unpredictable ways.

•     Acquisitions and other strategic investments may expose us to significant risks, any of which could materially adversely affect our business, financial condition, and results of operations.

•     Changes in laws or regulations relating to privacy, data protection, or cybersecurity, including those relating to the protection or transfer of data relating to individuals, or any actual or perceived failure by us to comply with such laws and regulations or any other obligations could adversely affect our business.

•     We may be unable to adequately obtain, maintain, protect, and enforce our intellectual property and proprietary information, which could adversely affect our business, financial condition, and results of operations.

•     We could face liability, or our reputation might be harmed, as a result of courses posted to our platform.

•     Intellectual property litigation, including litigation related to content available on our platform, could result in significant costs and adversely affect our business, financial condition, results of operations, and reputation.

•     We are an emerging growth company, and any decision to comply only with certain reduced reporting and disclosure requirements applicable to emerging growth companies could make our common stock less attractive to investors.

•     The trading price of our common stock may be volatile, and you could lose all or part of your investment.
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Special note regarding forward-looking statements

This Quarterly Report on Form 10-Q (“Form 10-Q”) contains forward-looking statements within the meaning of the Private Securities Litigation Reform Act of 1995. All statements other than statements of historical facts contained in this Form 10-Q, including statements regarding our future results of operations or financial condition, business strategy and plans, and objectives of management for future operations, are forward-looking statements. In some cases, you can identify forward-looking statements by terms such as “may,” “will,” “should,” “would,” “expect,” “plan,” “anticipate,” “could,” “intend,” “target,” “project,” “contemplate,” “believe,” “estimate,” “predict,” “potential,” or “continue,” or the negative of these terms or other similar expressions that concern our expectations, strategy, plans or intentions. Forward-looking statements contained in this Form 10-Q include, but are not limited to, statements about:
our expectations regarding our financial and operating performance, including our expectations regarding our revenue, costs, monthly average buyers, number of UB customers, UB Annual Recurring Revenue, UB Net Dollar Retention Rate, segment revenue, segment gross profit, adjusted EBITDA, and adjusted EBITDA margin;
our ability to successfully execute our business and growth strategy;
our ability to attract and retain learners, instructors, and enterprise customers;
the timing and success of new features, integrations, capabilities, and other platform enhancements by us, or by our competitors to their offerings, or any other changes in the competitive landscape of our markets and industry;
anticipated trends, developments, and challenges in our industry, business, and the markets in which we operate;
the size of our addressable markets, market share, and market trends, including our ability to grow our business internationally;
the effects of the COVID-19 pandemic on our business, the market for online learning solutions, and the global economy generally;
the sufficiency of our cash, cash equivalents, and investments to meet our liquidity needs;
our ability to develop and protect our brand and reputation;
our expectations and management of future growth;
our expectations concerning relationships with third parties;
our ability to attract, retain, and motivate our skilled personnel, including members of our senior management team;
our expectations regarding the effects of existing and developing laws and regulations, including with respect to taxation and privacy, data protection, and cybersecurity;
our ability to maintain the security and availability of our platform;
our ability to successfully defend litigation brought against us;
our ability to successfully identify, execute, and integrate any potential acquisitions or strategic investments;
our expectations regarding our income and other tax liabilities;
our ability to effectively manage our exposure to fluctuations in foreign currency exchange rates;
our ability to obtain, maintain, protect, and enforce our intellectual property and proprietary information; and
the increased expenses associated with being a public company.
Actual events or results may differ from those expressed in forward-looking statements. As such, you should not rely on forward-looking statements as predictions of future events. We have based the forward-looking statements contained in this Form 10-Q primarily on our current expectations and projections about future events and trends that we believe may affect our business, financial condition, operating results, prospects, strategy, and financial needs. The outcome of the events described in these forward-looking statements is subject to risks, uncertainties, assumptions, and other factors described in the section titled “Risk Factors” and elsewhere in this Form 10-Q. Moreover, we operate in a highly competitive and rapidly changing environment. New risks and uncertainties emerge from time to time, and it is not possible for us to predict all risks and uncertainties that could have an impact on the forward-looking statements contained in this Form 10-Q. The results, events and circumstances reflected in the forward-looking statements may not be achieved or occur, and actual results, events or circumstances could differ materially from those described in the forward-looking statements.
In addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based on information available to us as of the date of this Form 10-Q. While we believe that such information provides a reasonable basis for these statements, such information may be limited or incomplete. Our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely on these statements.
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The forward-looking statements made in this Form 10-Q relate only to events as of the date on which the statements are made. We undertake no obligation to update any forward-looking statements made in this Form 10-Q to reflect events or circumstances after the date of this Form 10-Q or to reflect new information, actual results, revised expectations, or the occurrence of unanticipated events, except as required by law. We may not actually achieve the plans, intentions or expectations disclosed in our forward-looking statements, and you should not place undue reliance on our forward-looking statements.
Investors and others should note that we may announce material information to the public through filings with the Securities and Exchange Commission, our website (udemy.com), press releases, public conference calls, and public webcasts. We encourage our investors and others to review the information disclosed through such channels as such information could be deemed to be material information. Please note that this list may be updated from time to time.

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PART I. FINANCIAL INFORMATION
Item 1. Condensed Consolidated Financial Statements (unaudited)
Udemy, Inc.
Condensed Consolidated Balance Sheets
(in thousands, except share and per share amounts)
(unaudited)
September 30,December 31,
20222021
Assets
Current assets:
Cash and cash equivalents$427,914 $533,868 
Marketable securities66,052  
Accounts receivable, net of allowance for doubtful accounts of $1,072 and $678 as of September 30, 2022, and December 31, 2021, respectively.
71,580 73,180 
Prepaid expenses and other current assets13,478 15,927 
Deferred contract costs, current29,373 18,898 
Total current assets608,397 641,873 
Property and equipment, net7,816 9,887 
Capitalized software, net25,887 20,054 
Operating lease right-of-use assets12,939  
Restricted cash, non-current3,629 2,900 
Deferred contract costs, non-current32,817 25,647 
Strategic investments12,104 10,000 
Intangible assets, net10,397 13,597 
Goodwill12,646 12,646 
Other assets3,761 3,247 
Total assets$730,393 $739,851 
Liabilities and stockholders' equity
Current liabilities:
Accounts payable$17,060 $34,627 
Accrued expenses and other current liabilities36,777 40,140 
Content costs payable34,437 35,961 
Accrued compensation and benefits25,111 22,341 
Operating lease liabilities, current7,008  
Deferred revenue, current237,852 208,274 
Total current liabilities358,245 341,343 
Operating lease liabilities, non-current8,014  
Deferred revenue, non-current3,096 2,280 
Other liabilities, non-current4,522 6,528 
Total liabilities373,877 350,151 
Note 10 – Commitments and contingencies
Stockholders' equity:
Preferred stock, $0.00001 par value - 50,000,000 shares authorized; zero shares issued and outstanding as of September 30, 2022, and December 31, 2021.
  
Common stock, $0.00001 par value - 950,000,000 shares authorized; 141,260,274 and 139,164,693 shares issued and outstanding as of September 30, 2022, and December 31, 2021, respectively.
1 1 
Additional paid-in capital917,031 848,229 
Accumulated other comprehensive loss(265)(1)
Accumulated deficit(560,251)(458,529)
Total stockholders’ equity356,516 389,700 
Total liabilities and stockholders' equity$730,393 $739,851 
See accompanying notes to condensed consolidated financial statements.
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Udemy, Inc.
Condensed Consolidated Statements of Operations
(in thousands, except share and per share amounts)
(unaudited)
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Revenue$158,432 $129,563 $463,767 $380,206 
Cost of revenue69,080 57,986 201,330 171,902 
Gross profit89,352 71,577 262,437 208,304 
Operating expenses
Sales and marketing77,490 52,258 212,789 156,399 
Research and development28,062 16,703 74,595 46,898 
General and administrative27,051 12,166 72,147 41,969 
Total operating expenses132,603 81,127 359,531 245,266 
Loss from operations(43,251)(9,550)(97,094)(36,962)
Other income (expense)
Interest income (expense), net592 (61)962 (452)
Other expense, net(3,523)(196)(4,439)(714)
Total other expense, net(2,931)(257)(3,477)(1,166)
Net loss before taxes(46,182)(9,807)(100,571)(38,128)
Income tax (provision) benefit(511)545 (1,151)(514)
Net loss attributable to common stockholders$(46,693)$(9,262)$(101,722)$(38,642)
Net loss per share attributable to common stockholders
     Basic and diluted$(0.33)$(0.25)$(0.73)$(1.04)
Weighted-average shares used in computing net loss per share attributable to common stockholders
     Basic and diluted140,951,605 37,740,586 140,116,156 37,068,570 
See accompanying notes to condensed consolidated financial statements.
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Udemy, Inc.
Condensed Consolidated Statements of Comprehensive Loss
(in thousands)
(unaudited)

Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Net loss$(46,693)$(9,262)$(101,722)$(38,642)
Foreign currency translation loss, net of tax(32) (50) 
Change in unrealized gain or loss on marketable securities, net of tax(214) (214) 
Comprehensive loss$(46,939)$(9,262)$(101,986)$(38,642)
See accompanying notes to condensed consolidated financial statements.
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Udemy, Inc
Condensed Consolidated Statements of Redeemable Convertible Preferred Stock and
Stockholders’ Equity (Deficit)
(in thousands, except share amounts)
(unaudited)
Redeemable Convertible
Preferred Stock
Common StockAdditional
Paid-In
Capital
Accumulated
Other
Comprehensive Income (Loss)
Accumulated
Deficit
Total
Stockholders’
Equity (Deficit)
SharesAmountSharesAmount
Balance—June 30, 2022
 $ 140,622,937 $1 $888,522 $(19)$(513,558)$374,946 
Stock-based compensation— — — — 26,428 — — 26,428 
Exercise of stock options— — 427,684 — 2,019 — — 2,019 
Vesting of restricted stock units— — 209,553 — — — —  
Reclassification of stock appreciation rights— — — — 62 — — 62 
Other comprehensive loss— — — — — (246)— (246)
Net loss— — — — — — (46,693)(46,693)
Balance—September 30, 2022
 $ 141,260,174 $1 $917,031 $(265)$(560,251)$356,516 
Balance—June 30, 2021
85,403,933 $274,267 37,523,533 $ $141,112 $ $(407,883)$(266,771)
Stock-based compensation— — — — 7,578 — — 7,578 
Exercise of stock options— — 416,393 — 1,647 — — 1,647 
Restricted stock issued for business combination— — 61,300 — — — — — 
Net loss— — — — — — (9,262)(9,262)
Balance—September 30, 2021
85,403,933 $274,267 38,001,226 $ $150,337 $ $(417,145)$(266,808)
Redeemable Convertible
Preferred Stock
Common StockAdditional
Paid-In
Capital
Accumulated
Other
Comprehensive Income (Loss)
Accumulated
Deficit
Total
Stockholders’
Equity (Deficit)
SharesAmountSharesAmount
Balance—December 31, 2021
 $ 139,164,693 $1 $848,229 $(1)$(458,529)$389,700 
Stock-based compensation— — — — 57,457 — — 57,457 
Exercise of stock options— — 1,273,968 — 5,653 — — 5,653 
Vesting of restricted stock units— — 294,759 — 67 — — 67 
Reclassification of stock appreciation rights— — — — 62 — — 62 
Issuance of common stock under employee stock purchase plan— — 526,754 — 5,563 — — 5,563 
Other comprehensive loss— — — — — (264)— (264)
Net loss— — — — — — (101,722)(101,722)
Balance—September 30, 2022
 $ 141,260,174 $1 $917,031 $(265)$(560,251)$356,516 
Balance—December 31, 2020
85,391,338 $274,104 35,627,503 $ $117,818 $ $(378,503)$(260,685)
Exercise of Series A-1 redeemable convertible preferred stock warrants12,595 163 — — — — — — 
Stock-based compensation— — — — 24,511 — — 24,511 
Exercise of stock options— — 2,312,423 — 8,008 — — 8,008 
Restricted stock issued for business combination— — 61,300 — — — — — 
Net loss— — — — — — (38,642)(38,642)
Balance—September 30, 2021
85,403,933 $274,267 38,001,226 $ $150,337 $ $(417,145)$(266,808)
See accompanying notes to condensed consolidated financial statements.
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Udemy, Inc.
Condensed Consolidated Statements of Cash Flows
(in thousands)
(unaudited)
Nine Months Ended September 30,
20222021
Cash flows from operating activities:
Net loss$(101,722)$(38,642)
Adjustments to reconcile net loss to net cash used in operating activities:
Depreciation and amortization15,616 10,400 
Amortization of deferred sales commissions22,558 11,995 
Stock-based compensation53,043 23,704 
Provision for doubtful accounts467 324 
Accretion of marketable securities(138) 
Non-cash operating lease expense4,643  
Unrealized loss on strategic investments2,896  
Other460  
Changes in operating assets and liabilities:
Accounts receivable1,132 5,715 
Prepaid expenses and other assets1,375 (6,252)
Deferred contract costs(40,203)(25,455)
Accounts payable, accrued expenses and other liabilities(14,257)(13,455)
Content costs payable(1,525)(989)
Operating lease liabilities(5,012) 
Deferred revenue30,395 23,234 
Net cash used in operating activities(30,272)(9,421)
Cash flows from investing activities:
Purchases of marketable securities(66,128) 
Purchases of property and equipment(1,397)(4,554)
Capitalized software costs(10,652)(9,767)
Purchases of strategic investments(5,000) 
Payments related to business combination, net of cash acquired(1,500)(24,490)
Net cash used in investing activities(84,677)(38,811)
Cash flows from financing activities:
Net proceeds from exercise of stock options5,785 7,619 
Proceeds from share purchases under employee stock purchase plan5,563  
Payment of redeemable convertible preferred stock issuance costs (2,250)
Payment of deferred offering costs(1,586)(1,992)
Net proceeds from exercise of Series A-1 redeemable convertible preferred stock warrants 2 
Net cash provided by financing activities9,762 3,379 
Effect of foreign exchange rates on cash flows(38) 
Net decrease in cash, cash equivalents and restricted cash(105,225)(44,853)
Cash, cash equivalents and restricted cash—Beginning of period
536,768 177,931 
Cash, cash equivalents and restricted cash—End of period
$431,543 $133,078 
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Nine Months Ended September 30,
20222021
Reconciliation of cash, cash equivalents, and restricted cash:
Cash and cash equivalents$427,914 $130,178 
Restricted cash3,629 2,900 
Total cash, cash equivalents, and restricted cash$431,543 $133,078 
Supplemental disclosures of cash flow information:
Interest paid$13 $72 
Income taxes paid$516 $385 
Supplemental disclosure of non-cash investing and financing activities:
Unpaid deferred offering costs$ $3,090 
Stock-based compensation in capitalized costs$4,310 $1,451 
Acquisition holdback liability $ $1,500 
Changes in purchases of property and equipment in accounts payable and accrued expenses$108 $119 
Unrealized gains and losses on marketable securities$215 $ 
See accompanying notes to condensed consolidated financial statements.
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Udemy, Inc.
Notes to Condensed Consolidated Financial Statements
(unaudited)
1. Organization and description of business
Description of business
Udemy, Inc. (“Udemy” or the “Company”) was incorporated in January 2010 under the laws of the state of Delaware. The Company is headquartered in San Francisco, California.
Udemy is a global marketplace platform for teaching and learning, connecting millions of learners to the skills they need to succeed. The Company’s platform allows learners all over the world to access affordable and relevant content from expert instructors. Udemy combines high-quality content, insights and analytics, and technology into a single, unified platform that is purpose-built to meet the specific needs of both individual learners and enterprise customers.
Initial public offering
On October 29, 2021, the Company completed its initial public offering ("IPO") of common stock, in which it sold 14,500,000 shares. The shares were sold at a price to the public of $29.00 per share for net proceeds of $397.4 million, after deducting underwriting discounts and commissions of $23.1 million. Underwriters were granted an option for a period of 30 days to purchase up to 2,175,000 additional shares of common stock. Upon the completion of the IPO, deferred offering costs of $6.8 million were reclassified into additional paid-in capital as a reduction of the net proceeds received from the IPO. Upon the closing of the IPO, all outstanding shares of the Company’s redeemable convertible preferred stock automatically converted into 85,403,933 shares of common stock on a one-for-one basis.

On November 24, 2021, the underwriters exercised the right to purchase 650,000 additional shares of common stock from the Company, resulting in additional net proceeds of $17.8 million, after deducting underwriting discounts and commissions of $1.0 million. The remaining option to purchase additional shares expired unexercised at the end of the 30 day period.

2. Summary of significant accounting policies
Basis of consolidation and presentationThe accompanying condensed consolidated financial statements have been prepared in accordance with accounting principles generally accepted in the United States of America (“GAAP”). The condensed consolidated financial statements include the accounts of the Company and its wholly owned subsidiaries. All intercompany transactions and balances have been eliminated in consolidation, and all other normal and recurring adjustments that are, in the opinion of management, necessary for a fair presentation of the results of the periods presented have been made.
These unaudited condensed consolidated financial statements should be read in conjunction with the audited consolidated financial statements and notes included in the Company’s Annual Report on Form 10-K for the fiscal year ended December 31, 2021, which was originally filed with the SEC on March 25, 2022.
Segment informationThe Company defines its segments as those operations the chief operating decision maker (“CODM”), determined to be the Chief Executive Officer of the Company, regularly reviews to allocate resources and assess performance. For the three and nine months ended September 30, 2022 and 2021, the Company operated under two operating and reportable segments: Consumer and Enterprise. The Company continually monitors and reviews its segment reporting structure in accordance with Accounting Standards Codification (“ASC”) Topic 280, Segment Reporting, to determine whether any changes have occurred that would impact its reportable segments. For further information on the Company’s segment reporting, see Note 16 – Segment and geographic information.
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Use of estimatesThe preparation of condensed consolidated financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosure of contingent assets and liabilities at the dates of the condensed consolidated financial statements and the results of operations during the reporting periods.
Significant estimates and assumptions reflected in the condensed consolidated financial statements include, but are not limited to, allowance for doubtful accounts, capitalization of internally developed software and associated useful lives, stock-based compensation, determination of the income tax valuation allowance and the potential outcome of uncertain tax positions, estimated instructor withholding tax obligations, estimated period of consumption for consumer learners’ single course purchases, the period of benefit for deferred commissions, the fair value and associated useful lives of intangible assets and goodwill acquired via business combinations, and the valuation of privately-held strategic investments, including impairments. Management periodically evaluates such estimates and assumptions for continued reasonableness.
Actual results may ultimately differ from management’s estimates and such differences could be material to the financial position and results of operations.

Coronavirus disease 2019 (“COVID-19”)In March 2020, the World Health Organization declared the outbreak of the coronavirus disease named COVID-19 a pandemic. The COVID-19 pandemic has created and may continue to create significant uncertainty in global financial markets. This uncertainty may positively or adversely impact certain aspects of the business, including but not limited to customer demand and spending, the ability to raise capital, impairment of assets, and cash collections. While the Company has not experienced a material negative impact to its business, results of operations, financial position, and liquidity, the future duration, impact, and disruption of the COVID-19 outbreak to the Company’s operations is uncertain.
Concentration of credit riskFinancial instruments that potentially subject the Company to concentrations of credit risk consist primarily of cash and cash equivalents, marketable securities, restricted cash, and accounts receivable. For cash and restricted cash, the Company is exposed to credit risk in the event of default by the financial institutions to the extent the amounts recorded on the accompanying condensed consolidated balance sheets are in excess of federal insurance limits. The Company’s investments, classified as cash equivalents and marketable securities, consist of high-credit-quality instruments and fixed-income securities.
The Company generally does not require collateral or other security in support of accounts receivable. To reduce credit risk, management performs ongoing evaluations of its customers’ financial condition. The Company analyzes the need for reserves for potential credit losses and records allowances for doubtful accounts when necessary. No customer accounted for more than 10% of total accounts receivable as of September 30, 2022, or December 31, 2021. No customer accounted for more than 10% of total revenue during the three and nine months ended September 30, 2022 and 2021.
Summary of significant accounting policiesExcept as described below, there were no significant changes to the Company’s significant accounting policies disclosed in Note 2 – Summary of significant accounting policies of the Company’s Annual Report on Form 10-K for the fiscal year ended December 31, 2021, which was originally filed with the SEC on March 25, 2022.

Accounts receivable and allowance for doubtful accounts— Accounts receivable primarily represent amounts owed to the Company for Enterprise subscriptions. Also included in accounts receivable are amounts due from payment processors or mobile application store partners that settle over a period longer than five business days. Accounts receivable balances are recorded at the invoiced amount and are non-interest-bearing. Accounts receivable are presented net of allowances for doubtful accounts. Management assesses the Company’s ability to collect outstanding receivables and records allowances when collection becomes doubtful. The provision for bad debt is recorded in general and administrative expenses in the accompanying condensed consolidated statements of operations. These estimates are based on the assessment of the credit worthiness of the Company’s customers based on multiple sources of information and analysis of such factors as the Company’s historical collection experience and industry and geographic concentrations of credit risk. Accounts receivable deemed to be uncollectible are written off, net of any amounts that may be collected.

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Balance at Beginning of PeriodCharged to ExpensesCharges Utilized/Written-offBalance at End of Period
Allowance for doubtful accounts
Nine months ended September 30, 2022$678 $467 $(73)$1,072 
Nine months ended September 30, 2021$643 $324 $(260)$707 

Operating leases— The Company leases real estate facilities under non-cancelable operating leases with various expiration dates through fiscal year 2026. The Company determines if an arrangement contains a lease at inception based on whether there is an identified tangible asset and whether the Company controls the use of the identified asset throughout the period of use.

The Company adopted Accounting Standard Update (“ASU”) No. 2016-02, Leases (Topic 842) on January 1, 2022.

Operating leases are included in operating lease right-of-use (“ROU”) assets and in operating lease liabilities in the accompanying condensed consolidated balance sheet. Operating lease ROU assets represent the Company’s right to use an underlying asset for the lease term and operating lease liabilities represent the Company’s obligation to make lease payments arising from the lease.

The Company measures its operating lease liabilities at lease inception date based on the present value of total lease payments over the lease term. Total lease payments are discounted to present value using the more readily determinable of (i) the rate implicit in the lease or (ii) the Company’s incremental borrowing rate (which is the estimated rate the Company would be required to pay for a collateralized borrowing equal to the total lease payments over the term of the lease). Because the Company’s operating leases generally do not provide an implicit rate, the Company estimates its incremental borrowing rate using information available at the lease commencement date, including but not limited to credit rating, lease term, and the currency in which the arrangement is denominated. The Company’s operating lease ROU assets are equal to the corresponding operating lease liability, adjusted for payments made to the lessor at or before the commencement date, initial direct costs incurred, and tenant incentives under the lease.

The Company does not assume renewals or early terminations unless it is reasonably certain to exercise these options at commencement. The Company does not allocate consideration between lease and non-lease components. Variable lease payments, such as those for common area maintenance or property taxes, are not included in the measurement of operating lease liabilities and are expensed as incurred. In addition, the Company does not recognize operating ROU assets or operating lease liabilities for leases with a term of 12 months or less for all asset classes. Operating lease expense is recognized on a straight-line basis over the lease term.

Lease accounting prior to the adoption of Topic 842

The Company recorded total rent expense on a straight-line basis over the lease term consistent with Topic 840. The Company recorded the difference between cash rent payments and straight-line rent expense, generally due to rent escalations and tenant improvement allowances, as a deferred rent liability within accrued expenses and other current liabilities and other liabilities, non-current, each of which were immaterial as of December 31, 2021.

Marketable securities— Marketable securities consist of obligations issued by the U.S. Treasury and other U.S. federal agencies, corporate debt, and commercial paper securities, with an original maturity greater than 90 days at the date of purchase and are classified as available-for-sale securities. As the Company views these securities as available to support current operations, it has classified all available-for-sale securities as current assets. Available-for-sale securities are initially recorded at cost and periodically adjusted to fair value with unrealized gains and losses reported as a component of accumulated other comprehensive income (loss) in stockholders’ equity (deficit), while realized gains and losses are reported within other income (expense), net as a component of net loss. An impairment charge is recorded in the condensed consolidated statements of operations for declines in fair value below the cost of an individual investment that are deemed to be other-than-temporary.
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Recently Adopted Accounting PronouncementsIn August 2018, the FASB issued ASU No. 2018-15, Intangibles-Goodwill and Other-Internal-Use Software (Subtopic 350-40): Customer’s Accounting for Implementation Costs Incurred in a Cloud Computing Arrangement That Is a Service Contract. The ASU aligns the requirements for capitalizing implementation costs incurred in a hosting arrangement that is a service contract with the requirements for capitalizing implementation costs incurred to develop or obtain internal-use software. The Company adopted the standard with an effective date of January 1, 2021 using the prospective transition adoption approach. Capitalized implementation costs are recorded in prepaid expenses and other current assets and other assets in the condensed consolidated balance sheet. The adoption of this ASU did not have a material impact on the condensed consolidated financial statements.
In February 2016, the FASB issued ASU No. 2016-02, Leases (Topic 842). The new standard requires a lessee to record an asset representing the lessees’ right to use the underlying asset and a liability to make lease payments. At inception, lessees must classify all leases as either finance or operating based on five criteria. Balance sheet recognition of finance and operating leases is similar, but the pattern of expense recognition in the income statement, as well as the effect on the statement of cash flows, differs depending on the lease classification.

The Company adopted Topic 842 on January 1, 2022, using the modified retrospective approach. The Company elected the package of practical expedients, the use of hindsight in determining the lease term, and the practical expedient to not recognize an operating ROU asset or operating lease liability for leases with a term of 12 months or less. Upon adoption, the Company recognized $17.6 million in operating ROU assets and $20.0 million in operating lease liabilities in its condensed consolidated balance sheets. The difference between the amounts of operating ROU assets and operating lease liabilities consisted of deferred rent and prepaid rent that were derecognized upon transition. There was no adoption date impact to accumulated deficit, and adoption of the new standard did not have a material impact on the Company’s condensed consolidated statements of operations or cash flows.

In October 2021, the FASB issued ASU 2021-08, Business Combinations (Topic 805), Accounting for Contract Assets and Contract Liabilities from Contracts with Customers, which aims to improve the accounting for acquired revenue contracts with customers in a business combination by addressing diversity in practice and inconsistency related to (1) recognition of an acquired contract liability and (2) payment terms and their effect on subsequent revenue recognized by the acquirer. The Company elected to early adopt this standard on a prospective basis on January 1, 2022. There has been no impact of adoption to date, as the Company has not entered into any business combinations since adoption.
The Company is an emerging growth company (“EGC”), as defined in the Jumpstart Our Business Startups Act of 2012 (the “JOBS Act”). Under the JOBS Act, EGCs can delay adopting new or revised accounting standards issued subsequent to the enactment of the JOBS Act until those standards apply to private companies. The Company has elected to use this extended transition period for complying with new or revised accounting standards that have different effective dates for public and private companies until the earlier of the date that it (i) is no longer an EGC or (ii) affirmatively and irrevocably opts out of the extended transition period provided in the JOBS Act. As a result, the condensed consolidated financial statements may not be comparable to companies that comply with the new or revised accounting pronouncements as of public company effective dates. Based on the market value of its common stock held by non-affiliates as of the last business day of the second fiscal quarter ended June 30, 2022, the Company will cease to be an EGC on December 31, 2022.

New accounting pronouncements not yet adoptedIn June 2016, the FASB issued ASU 2016-13, Financial Instruments-Credit Losses (Topic 326): Measurement of Credit Losses on Financial Instruments, which replaces the existing incurred loss impairment model with an expected credit loss model and requires a financial asset measured at amortized cost to be presented at the net amount expected to be collected. The FASB issued ASU 2019-10 in November 2019, which deferred the effective date for nonpublic entities, including EGCs, that had not yet adopted the original ASU. The Company will meet the criteria to become a large accelerated filer as of December 31, 2022, upon which time the ASU will become effective for the fiscal year ending on December 31, 2022. The Company is currently assessing the potential impact of the new standard on the Company’s condensed consolidated financial statements.
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In December 31, 2019, the FASB issued ASU 2019-12, Income Taxes (Topic 740), Simplifying the Accounting for income Taxes, which simplifies the accounting for income taxes by removing certain exceptions to the general principles of income taxes and reducing the cost and complexity in accounting for income taxes. The ASU is effective for the Company’s fiscal year beginning after December 15, 2021, and interim periods within fiscal years beginning after December 15, 2022. The Company is currently assessing the potential impact of the new standard on the Company’s condensed consolidated financial statements.

3. Revenue recognition

Deferred revenue Revenue recognized for the three months ended September 30, 2022 from amounts included in deferred revenue as of June 30, 2022 was $122.5 million. Revenue recognized for the three months ended September 30, 2021 from amounts included in deferred revenue as of June 30, 2021 was $92.4 million.

Revenue recognized for the nine months ended September 30, 2022 from amounts included in deferred revenue as of December 31, 2021 was $187.4 million. Revenue recognized for the nine months ended September 30, 2021 from amounts included in deferred revenue as of December 31, 2020 was $127.4 million.

The below table presents a summary of deferred revenue balances by reportable segment (in thousands):
September 30,December 31,December 31,
202220212020
Deferred revenue:
Enterprise$186,646 $148,966 $84,241 
Consumer54,302 61,588 58,135 
Total deferred revenue$240,948 $210,554 $142,376 

Remaining performance obligationsRemaining performance obligations represent the aggregate amount of the transaction price in contracts for performance obligations not delivered, or partially undelivered, as of the end of the reporting period. Remaining performance obligations primarily relate to unearned revenue from Consumer single course purchase arrangements and unearned and unbilled revenue from multi-year Enterprise subscription contracts with future installment payments at the end of any given period. As of September 30, 2022, the aggregate transaction price for remaining performance obligations was $433.7 million, of which 69% is expected to be recognized over the next twelve months and the remainder thereafter.

Deferred contract costsThe following table represents a rollforward of the Company’s deferred contract costs (in thousands):

Balance at Beginning of PeriodAdditionsAmortization ExpenseBalance at End of Period
Nine months ended September 30, 2022$44,545 $40,203 $(22,558)$62,190 
Nine months ended September 30, 2021$25,837 $25,455 $(11,995)$39,297 

4. Investments and fair value measurements

The Company considers fair value as the exchange price that would be received for an asset or paid to transfer a liability, an exit price, in the principal or most advantageous market for the asset or liability in an orderly transaction between market participants at the measurement date. Valuation techniques used to measure fair value are either observable or unobservable. Observable inputs reflect assumptions that market participants would use in pricing an asset or liability based on market data obtained from independent sources, while unobservable inputs reflect a reporting entity’s pricing based on their own market assumptions.

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The Company utilizes the following three-level fair value hierarchy to establish the priorities of the inputs used to measure fair value:

Level 1—Unadjusted quoted prices in active markets for identical assets or liabilities;

Level 2—Inputs are observable, unadjusted quoted prices for similar assets or liabilities in an active market, quoted prices for identical or similar assets or liabilities in markets that are not active, inputs other than quoted prices that are observable and market-corroborated inputs which are derived principally from or corroborated by observable market data; and

Level 3—Inputs are derived from valuation techniques in which one or more significant inputs or value drivers are unobservable.

The carrying amounts of cash, cash equivalents, restricted cash, accounts receivable, and accounts payable approximate fair value due to the relatively short-term maturities and are classified as short-term assets and liabilities, as appropriate, in the accompanying condensed consolidated balance sheets.

The Company’s money market funds and sweep account are classified within Level 1 of the fair value hierarchy because they are valued using quoted prices in active markets. The Company’s investments in U.S. government securities are classified within Level 2 of the fair value hierarchy because they have been valued using inputs other than quoted prices in active markets that are directly or indirectly observable. The Company’s strategic investment is classified within Level 3 of the fair value hierarchy because it has been valued using significant unobservable inputs for which the Company has been required to develop its own assumptions.

The Company accounts for its strategic investment under the measurement alternative, under which the cost to purchase is adjusted to fair value when there are observable transactions, less impairment. The Company evaluates its strategic investment for impairment at each reporting period. This evaluation consists of several potential qualitative and quantitative impairment indicators including, but not limited to, the investee's financial metrics, whether there were any significant adverse changes in the economic environment or general market conditions of the geographies and industries in which the investee operates, and any other publicly available information that may affect the value of the investment. Based on the assessment performed as of September 30, 2022, the Company recognized an impairment loss of $2.9 million during the three and nine months ended September 30, 2022, which is recorded in other expense, net in the accompanying condensed consolidated statements of operations.

The Company’s assets and liabilities that are measured at fair value on a recurring or nonrecurring basis within the fair value hierarchy are as follows (in thousands):

As of September 30, 2022
Level 1Level 2Level 3
Cash equivalents:
Money market funds$1,457 $ $ 
U.S. government securities 7,464  
Total cash equivalents$1,457 $7,464 $ 
Marketable securities:
U.S. government securities$ $66,052 $ 
Noncurrent assets:
Strategic investments$ $ $12,104 
Liabilities:
Cash settled stock appreciation rights$ $ $522 

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As of December 31, 2021
Level 1Level 2Level 3
Noncurrent assets:
Strategic investments$ $ $10,000 
Liabilities:
Cash settled stock appreciation rights$ $ $818 

A summary of the changes in the fair value of Level 3 financial instruments, of which remeasurement of stock appreciation rights (“SARs”) are recognized in the condensed consolidated statements of operations, is as follows (in thousands):
WarrantsStock Appreciation RightsStrategic Investments
Balance— June 30, 2022
$ $419 $15,000 
Vesting and remeasurement of SARs, net of exercises— 165 — 
Amount reclassified from liability to equity upon exchange— (62)— 
Unrealized loss on strategic investments— — (2,896)
Balance— September 30, 2022
$ $522 $12,104 
Balance— June 30, 2021
$ $791 $ 
Vesting and remeasurement of SARs— 121 — 
Balance— September 30, 2021
$ $912 $ 
Balance— December 31, 2021
$ $818 $10,000 
Vesting and remeasurement of SARs, net of exercises— (234)— 
Purchases of strategic investments  5,000 
Amount reclassified from liability to equity upon exchange— (62)— 
Unrealized loss on strategic investments— — (2,896)
Balance— September 30, 2022
$ $522 $12,104 
Balance— December 31, 2020
$160 $268 $ 
Exercise of redeemable convertible preferred stock warrants(160)— — 
Vesting and remeasurement of SARs— 644— 
Balance— September 30, 2021
$ $912 $ 


During the nine months ended September 30, 2021, the remaining outstanding 12,595 warrants to purchase Series A-1 redeemable convertible preferred stock were exercised for an immaterial amount of cash proceeds at an exercise price of $0.196 per share. The Company reclassified the $0.2 million fair value of the warrants into Series A-1 redeemable convertible preferred stock on the condensed consolidated balance sheet. The change in fair value of the warrants during nine months ended September 30, 2021 was immaterial.
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5. Consolidated balance sheet components

Cash, cash equivalents, and marketable securities The amortized cost, unrealized gains and losses, and estimated fair value of cash, cash equivalents, and marketable securities consisted of the following (in thousands):
As of September 30, 2022
Amortized costUnrealized GainsUnrealized LossesFair Value
Cash and cash equivalents:
Cash$418,993 $ $ $418,993 
Money market funds1,457   1,457 
U.S. government securities7,463 1  7,464 
Total cash and cash equivalents427,913 1  427,914 
Marketable securities:
U.S. government securities66,267  (215)66,052 
Total cash, cash equivalents, and marketable securities$494,180 $1 $(215)$493,966 

The Company periodically evaluates its investments for other-than-temporary declines in fair value. The unrealized losses on available-for-sale securities were primarily due to unfavorable changes in interest rates subsequent to the initial purchase of these securities. No securities had been in a continuous unrealized loss position for twelve months or longer as of September 30, 2022. The Company expects to recover the full carrying value of its available-for-sale securities in an unrealized loss position as it does not intend or anticipate a need to sell these securities prior to recovering the associated unrealized losses. As a result, the Company does not consider any portion of the unrealized losses as of September 30, 2022 to represent an other-than temporary impairment.

As of September 30, 2022, the entirety of the Company’s marketable securities portfolio had contractual maturities of one year or less.
Prepaid expenses and other current assets— Prepaid expenses and other current assets consisted of the following (in thousands):
September 30,December 31,
20222021
Prepaid expenses$9,904 $12,465 
Capitalized cloud computing costs, current913 808 
Short term deposits115 745 
Other current assets2,546 1,909 
Prepaid expenses and other current assets$13,478 $15,927 
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Property and equipment, net— Property and equipment, net consisted of the following (in thousands):
September 30,December 31,
20222021
Computers and equipment$7,843 $6,798 
Furniture and fixtures4,843 4,701 
Purchased software383 383 
Leasehold improvements19,045 18,932 
Construction in progress18 18 
Total property and equipment32,132 30,832 
Less accumulated depreciation and amortization(24,316)(20,945)
Property and equipment, net$7,816 $9,887 
Depreciation expense was $1.1 million for both the three months ended September 30, 2022 and 2021, and $3.4 million and $3.3 million for the nine months ended September 30, 2022 and 2021, respectively.
Capitalized software, net— Capitalized software, net consisted of the following (in thousands):
September 30,December 31,
20222021
Capitalized software$58,637 $43,804 
Less accumulated amortization(32,750)(23,750)
Capitalized software, net$25,887 $20,054 
Amortization expense of capitalized software was $3.3 million and $2.5 million for the three months ended September 30, 2022 and 2021, respectively, and $9.0 million and $6.7 million for the nine months ended September 30, 2022 and 2021, respectively.

As of September 30, 2022, expected amortization expense for capitalized software over the remaining asset lives is as follows (in thousands):

Remainder of 2022$3,445 
202312,272 
20247,947 
20252,223 
Total expected amortization$25,887 

6. Leases

The Company adopted Topic 842 as of January 1, 2022 using the modified retrospective approach.

The Company leases real estate facilities under non-cancelable operating leases with various expiration dates through fiscal year 2026.

During the three months ended September 30, 2022, the Company recorded operating lease costs of $1.7 million and variable lease costs of $0.2 million. During the nine months ended September 30, 2022, the Company recorded operating lease costs of $5.1 million and variable lease costs of $0.6 million. During the three and nine months ended September 30, 2022, the Company recognized an immaterial amount for short term lease expense and no sublease income.

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The following tables set forth a summary of information pertaining to the Company’s operating leases (dollar amounts in thousands):

Nine Months Ended
September 30, 2022
Cash paid for amounts included in the measurement of operating lease liabilities, net of lease incentives$4,853 
As of September 30, 2022
Weighted average remaining term (years)2.2
Weighted average discount rate3.8 %

Future minimum lease payments under noncancellable operating leases with initial lease terms in excess of one year as of September 30, 2022, were as follows (in thousands):

Remainder of 2022$1,871 
20236,981 
20245,660 
2025809 
2026410 
Gross lease payments15,731 
Less imputed interest(709)
Present value of operating lease liabilities$15,022 

Future minimum lease payments as measured under Topic 840 for noncancellable operating leases as of December 31, 2021, were as follows (in thousands):

2022$7,826 
20237,212 
20245,921 
2025809 
2026410 
Total lease commitments$22,178 

Rent expense for operating leases under Topic 840 was $1.4 million for the three months ended September 30, 2021, and $4.2 million for the nine months ended September 30, 2021.

7. Business combinations
On August 24, 2021, the Company completed its acquisition of CorpU, an online learning platform and content catalog focused on blended executive training. The acquisition is intended to deepen the Company’s UB offerings through CorpU’s cohort-based learning in scalable, virtual environments. The transaction has been accounted for as a business combination.

The purchase price was $28.6 million, of which $27.1 million was paid at closing. The remaining balance of $1.5 million was paid during the three months ended September 30, 2022.

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The Company issued 61,300 shares of restricted common stock to a former executive of CorpU, which is not included in the calculation of the acquisition purchase price and is accounted for as post-acquisition stock-based compensation over a three-year term.

The total purchase consideration of the CorpU acquisition was allocated to the tangible and intangible assets acquired, and liabilities assumed, based upon their respective fair values as of the date of the acquisition. Management determined the preliminary fair values based on a number of factors, including a valuation from an independent third-party valuation firm. The excess of the purchase price over the net assets acquired was recorded as goodwill. Goodwill is attributable to the assembled workforce and anticipated synergies arising from the acquisition, and has been allocated to the Enterprise reporting segment for the purposes of annual impairment testing. The goodwill recorded in the acquisition is not expected to be deductible for income tax purposes.

The assets acquired and liabilities assumed were recorded at fair value as follows (in thousands):

Cash and cash equivalents$2,641 
Accounts receivable, net250 
Prepaid expenses and other current assets67 
Property and equipment, net133 
Intangible assets15,100 
Goodwill12,646 
Accounts payable and other liabilities(596)
Deferred revenue(1,610)
Total acquisition consideration$28,631 

The Company has included the financial results of CorpU in the condensed consolidated financial statements from the date of acquisition, which for the three and nine months ended September 30, 2022 and 2021 were not material. The business combination does not qualify as an acquisition of a significant business, and therefore pro forma financial statements were not required. Acquisition costs of $0.3 million were included in general and administrative expenses in the consolidated financial statements during the year of acquisition.


8. Intangible assets, net and goodwill

As of September 30, 2022, intangible assets, net acquired as part of the CorpU business combination were as follows (in thousands):
Estimated Useful LivesIntangible Assets, GrossAccumulated AmortizationIntangible Assets, Net
Customer relationships6 years$5,500 $(1,010)$4,490 
Vendor relationships 3 years4,500 (1,653)2,847 
Developed technology3 years4,200 (1,543)2,657 
Tradename2 years900 (497)403 
Total$15,100 $(4,703)$10,397 

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As of December 31, 2021, intangible assets, net acquired as part of the CorpU business combination were as follows (in thousands):
Estimated Useful LivesIntangible Assets, GrossAccumulated AmortizationIntangible Assets, Net
Customer relationships6 years$5,500 $(323)$5,177 
Vendor relationships 3 years4,500 (529)3,971 
Developed technology3 years4,200 (493)3,707 
Tradename2 years900 (158)742 
Total$15,100 $(1,503)$13,597 

Amortization expense of intangible assets for the three months ended September 30, 2022 and 2021, was $1.1 million and $0.4 million, respectively, and for the nine months ended September 30, 2022 and 2021 was $3.2 million and $0.4, respectively.

The expected future amortization expense for intangible assets as of September 30, 2022 was as follows (in thousands):

Remainder of 2022$1,066 
20234,108 
20242,795 
2025917 
2026917 
Thereafter594 
Total expected amortization$10,397 

Goodwill in the amount of $12.6 million was established as part of the CorpU acquisition on August 24, 2021. This amount represents the excess of the purchase price over the fair value of net assets acquired. There have been no adjustments to the carrying amount of goodwill as of September 30, 2022.

9. Accrued expenses and other current liabilities
Accrued expenses and other current liabilities consist of the following (in thousands):
September 30,December 31,
20222021
Accrued expenses$7,771 $7,326 
Indirect tax reserves19,259 18,392 
Indirect tax payables7,288 10,786 
Deferred rent, current 803 
Other current liabilities2,459 2,833 
Accrued expenses and other current liabilities$36,777 $40,140 
Indirect tax payables relate to amounts collected from customers on behalf of third-party taxing authorities, primarily on sales in the U.S. and in international jurisdictions. Indirect tax payables also include withholding taxes on payments made to the Company’s instructors before remitting these amounts to the taxing authorities.

Indirect tax reserves primarily relate to instructor withholding tax reserves.

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Instructor withholding tax reservesThe Company conducts operations in many tax jurisdictions throughout the United States and the rest of the world. The Company has an obligation to comply with information reporting and tax withholding requirements with regards to certain payments made to its U.S. and non-U.S. instructors. Under United States federal tax rules, in the case where the Company withholds less than the correct amount of tax or fails to report it, it is liable for the correct amount that it was required to withhold, plus interest and potential penalties. The Company may be entitled to relief on certain payments if the Company can obtain documentation (e.g. taxpayer identification forms) from instructors establishing that the instructor payee qualifies for reduced withholding tax rates, or that the instructor payee reported the payments and paid the corresponding taxes owed.

Prior to March 2020, the Company had not obtained appropriate taxpayer identification forms from instructors, nor remitted applicable tax withholding amounts to the U.S. Internal Revenue Service (“IRS”) where required. In accordance with GAAP, the Company recorded a provision for its tax exposure when it was both probable that a liability had been incurred and the amount of the exposure could be reasonably estimated. Given the significant quantity of instructor payments the Company makes in its operations, the Company has applied a statistical sampling approach that is analogous to methods commonly used by the IRS when determining the extent of withholding tax obligations during IRS audits for the historical instructor payments.

The instructor withholding provision estimate includes several key assumptions including, but not limited to, the tax characterization of the Company’s payments made to instructors, the historical lookback practices and scoping precedents of the IRS, the methods for sourcing of instructor payments to U.S. and non-U.S. jurisdictions, and management’s estimate of the penalty relief on certain instructor payments it will be entitled to.

Beginning in March 2020, the Company began collecting appropriate taxpayer identification forms from its instructors, assessing whether the forms justified a reduced rate of withholding or withholding exemption, and remitting withholding tax payments to the IRS where required. The Company also began reporting payments to its non-U.S. instructors and the IRS annually where required to do so.
In 2020, the Company approached the IRS to address the historical tax withholding amounts for instructors. Final settlement of the matter could differ materially from the estimate recorded in the accompanying condensed consolidated balance sheets, and there exists a reasonable possibility that the Company could incur losses that are significantly more or significantly less than the Company has accrued as of September 30, 2022 and December 31, 2021. As of September 30, 2022, the Company estimated $16.1 million as its best estimate of the probable, potential loss, which has been recorded in accrued expenses and other liabilities in the accompanying condensed consolidated balance sheets.

Changes in the estimated amount the Company has determined it will owe are recorded in general and administrative expenses in the accompanying condensed consolidated statements of operations. Estimated interest is recorded in interest income (expense), net in the accompanying condensed consolidated statement of operations.

Changes to the instructor withholding tax reserve are as follows (in thousands):

Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Balance, beginning of period$15,850 $22,534 $17,036 $22,166 
Amounts charged to (released from) expense201 (4,028)(985)(3,660)
Net payments and settlements    
Balance, end of period$16,051 $18,506 $16,051 $18,506 

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10. Commitments and contingencies
Noncancellable purchase commitmentsThe Company has contractual commitments with its cloud infrastructure provider, network service providers and paid advertising vendors that are noncancellable. As of September 30, 2022, the Company had approximately $14.6 million worth of future minimum payments under the Company’s noncancellable purchase commitments which are expected to be paid through 2024.
IndemnificationThe Company enters into indemnification provisions under agreements with other parties in the ordinary course of business, including certain business partners, investors, contractors, and the Company’s officers, directors, and certain employees. The Company has agreed to indemnify and defend the indemnified party’s claims and related losses suffered or incurred by the indemnified party resulting from actual or threatened third-party claims because of the Company’s activities or, in some cases, non-compliance with certain representations and warranties made by the Company. In general, the Company does not record any liability for these indemnities in the accompanying condensed consolidated balance sheets as the amounts cannot be reasonably estimated and are not considered probable. The Company does, however, accrue for losses for any known contingent liability, including those that may arise from indemnification provisions, when future payment is probable. To date, losses recorded in the Company’s condensed consolidated statements of operations in connection with the indemnification provisions have not been material.
LitigationFrom time to time, in the ordinary course of business, the Company is subject to legal proceedings, claims, investigations, and other proceedings, including claims of alleged infringement of third-party patents and other intellectual property rights, and commercial, employment, and other matters. In accordance with generally accepted accounting principles, the Company makes a provision for a liability when it is both probable that a liability has been incurred and the amount of the loss can be reasonably estimated. These provisions are reviewed at least annually and adjusted to reflect the impacts of negotiations, settlements, rulings, advice of legal counsel, and other information and events pertaining to a particular case. The outcome of such litigation is not expected to have a material effect on the financial position, results of operation and cash flows of the Company. The Company has recorded an immaterial amount related to all outstanding litigation matters as of September 30, 2022.

11. Income taxes

The provision for income taxes for interim periods is determined using an estimate of the Company’s annual effective tax rate, adjusted for discrete items, if any, that are taken into consideration in the relevant period. Each quarter, the Company updates the estimate of the annual effective tax rate, and if the estimated tax rate changes, the Company records a cumulative adjustment to the provision.

The income tax provision resulted in an effective tax rate of (1.1)% and 5.6% for the three months ended September 30, 2022 and 2021, respectively, and (1.1)% and (1.3)% for the nine months ended September 30, 2022 and 2021, respectively. During the three and nine months ended September 30, 2022, as compared to the same periods in the prior year, the effective tax rate decreased primarily due to changes in foreign tax expense and foreign withholding taxes. The difference between the 21% statutory federal tax rate and the effective tax rate was primarily a result of income earned in jurisdictions with higher statutory tax rates, foreign withholding taxes, and tax credits offset by change in valuation allowance.

As of September 30, 2022 and December 31, 2021, the Company has provided a valuation allowance against U.S. federal and state deferred tax assets. Management continues to evaluate the realizability of deferred tax assets and the related valuation allowance. If management's assessment of the deferred tax assets or the corresponding valuation allowance were to change, the Company would record the related adjustment to income during the period in which management makes the determination.

The Company recognizes interest and penalties associated with uncertain tax benefits as part of the income tax provision. To date, the Company has not recognized any interest and penalties in its condensed consolidated statements of operations, nor has it accrued for or made payments for interest and penalties.

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The Company is subject to taxation in the U.S. and various foreign jurisdictions. Due to net operating loss (“NOL”) carryforwards and tax credit carryforwards, the statutes of limitations remain open for tax years from inception of the Company through 2021. There are currently no income tax audits underway by U.S. federal or state taxing authorities.

12. Employee retirement plan
The Company maintains a 401(k) retirement savings plan covering eligible employees. Employee contributions to the plan consist of a percentage based on eligible employee compensation. The Company matches 25% of an employee’s contribution up to 6% of the employee’s compensation, with a cap of $500 annually, subject to a two-year graded vesting schedule that vests 50% after an employee’s first year of employment and 100% after two years of employment. The Company contributed an immaterial amount for the three months ended September 30, 2022 and 2021, and $0.4 million and $0.3 million for the nine months ended September 30, 2022 and 2021, respectively.

13. Related party transactions
Naspers Ltd. (“Naspers”), through an investment entity controlled by Prosus N.V. (“Prosus”), beneficially owns more than 5% of the Company’s outstanding capital stock. A current member of the Company’s Board of Directors is an executive officer of a Prosus operating subsidiary, OLX Global B.V. A former member of the Company’s Board of Directors, who resigned in September 2022, was an executive officer of Prosus. Naspers and certain entities directly and indirectly controlled by Naspers are customers of the Company’s Enterprise subscription offering. The Company recorded $0.3 million and $0.3 million of revenue from services provided to these customers during the three months ended September 30, 2022 and 2021, respectively, and $1.1 million and $0.9 million for the nine months ended September 30, 2022 and 2021. As of September 30, 2022 and December 31, 2021, the Company had an accounts receivable balance with these customers of $0.1 million and $0.1 million, respectively.

Insight Partners, where a member of the Company’s Board of Directors is a Managing Director, is affiliated with certain vendors that the Company has contracted to provide technology and software solutions. During the three months ended September 30, 2022 and 2021, the Company recorded $0.2 million and $0.1 million, respectively, of expenses with these vendors. During the nine months ended September 30, 2022 and 2021, the Company recorded $0.7 million and $0.3 million, respectively, of expense with these vendors. As of September 30, 2022 and December 31, 2021, the Company had an accounts payable balance with these vendors of zero and $0.1 million, respectively.

Certain members of the Company’s Board of Directors also serve as executive officers for customers of the Company’s Enterprise subscription offering. The Company recorded $0.2 million and $0.4 million of revenue from services provided to these customers during the three and nine months ended September 30, 2022, respectively, and an immaterial amount of revenue for the three and nine months ended September 30, 2021. As of September 30, 2022, the Company had an immaterial accounts receivable balance with these customers, and a balance of zero as of December 31, 2021.

14. Stockholders' equity
Preferred stock— In connection with the IPO, the Company’s amended and restated certificate of incorporation became effective, which authorized the issuance of 50,000,000 shares of undesignated preferred stock with a par value of $0.00001 per share with rights and preferences, including voting rights, designated from time to time by the board of directors.

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Common stock— Common stockholders are entitled to one vote per share. The Company had the following common stock reserved for future issuance as of September 30, 2022, and December 31, 2021, respectively:

September 30,December 31,
20222021
Stock options to purchase common stock (1)
10,728,915 20,342,259 
Shares available for future issuance under:
2021 Equity Incentive Plan5,287,548 11,417,359 
2021 Employee Stock Purchase Plan2,273,246 2,800,000 
Total shares of common stock reserved18,289,709 34,559,618 
(1) Excludes 82,791 and 106,155 cash-settled SARs outstanding as of September 30, 2022, and December 31, 2021, respectively.
Equity incentive plans— In 2010, the Company adopted the 2010 Equity Incentive Plan (the “2010 Plan”). The 2010 Plan provided for incentive stock options (“ISOs”), non-statutory stock options (“NSOs”, collectively with ISOs, “stock options”), SARs, restricted stock, and restricted stock units (“RSUs”) to be granted to eligible employees, directors, and consultants. The 2010 Plan was terminated in October 2021 in connection with the IPO but continues to govern the terms and conditions of the outstanding awards granted pursuant to the 2010 Plan. No further equity awards will be granted under the 2010 Plan.
The Company adopted the 2021 Equity Incentive Plan (the "2021 Plan") in September 2021, which became effective on October 28, 2021 (collectively with the 2010 Plan, the “Equity Incentive Plans”) and was approved by the Company’s stockholders. The 2021 Plan provides for the granting of ISOs, NSOs, SARs, restricted stock, RSUs, and performance awards to eligible employees, directors, and consultants.

The Company initially reserved 13,800,000 shares for issuance under the 2021 Plan. The amount available for issuance is subject to an annual increase on the first day of each calendar year, beginning on January 1, 2023, in an amount equal to 5% of the outstanding shares of the Company’s common stock on the last day of the immediately preceding calendar year or a lesser amount determined by the Company’s Board of Directors or compensation committee. The amount available for issuance shall also include Returning Shares, which are any shares subject to awards granted under the 2010 Plan that, on or after October 29, 2021, expire or otherwise terminate without having been exercised in full, are tendered to or withheld by the Company for payment of an exercise price or for tax withholding obligations, or are forfeited to or repurchased by the Company due to failure to vest.

Equity Exchange— On July 11, 2022, the Company launched an equity exchange program (the “Equity Exchange”) in which eligible employees and executives were able to exchange certain outstanding stock options and SARs, whether vested or unvested, with a per share exercise price equal to or greater than $11.13, for RSUs on a one-for-one basis. Upon expiration of the offer to exchange on August 6, 2022, 6,958,544 stock options and SARs (collectively, the “Exchanged Awards”) were canceled and immediately exchanged for an equivalent number of new RSUs, representing a participation rate by eligible awards of approximately 97%.

The incremental stock-based compensation expense associated with the Equity Exchange was calculated as the excess of the fair value of each new RSU awarded, as measured on the date exchanged, over the fair value of the corresponding Exchanged Awards, as measured immediately prior to the exchange closing on August 6, 2022. The fair value of the new RSUs was estimated using the fair value of the Company’s common stock on the exchange date. The following table summarizes the weighted-average assumptions used in the Black-Scholes option-pricing model to estimate the fair value of the Exchanged Awards as of August 6, 2022:

Risk-free interest rate3.0%
Expected volatility68.6%
Expected life (in years)4.9
Expected dividend yield%
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The Company will recognize the $45.7 million of incremental stock-based compensation expense associated with the modification, as well as the remaining unrecognized expense associated with the Exchanged Awards at the time of the exchange, on a straight-line basis over the requisite service period for the new RSUs, adjusted as needed for those new RSUs issued for certain Exchanged Awards whose per share exercise prices were lower than the Company’s stock price at the exchange date. The requisite service periods for the new RSUs are determined by the per share exercise price of the corresponding Exchanged Awards, ranging from two to three years.

Stock optionsThe Company may grant stock options at exercise prices not less than the fair market value at the date of grant. These options generally expire 10 years from the date of grant. The Company recognizes stock-based compensation expense on a straight-line basis over the requisite service period for each award, which is generally even over four years.

The following is a summary of activity for stock options under the Equity Incentive Plans:

Options OutstandingWeighted Average Exercise PriceWeighted Average Remaining Contractual TermAggregate Intrinsic Value
(In Thousands)
Balance - December 31, 2021
19,942,259 $9.70 8.14$226,350 
Granted   
Exercised (1,273,968)4.44 
Canceled in connection with the Equity Exchange(6,762,489)18.62 
Canceled (1,226,887)13.49 
Balance - September 30, 2022
10,678,915 $4.25 6.63$84,557 
Vested & expected to vest as of September 30, 2022
10,678,915 $4.25 6.63$84,557 
Exercisable as of September 30, 2022
8,388,865 $3.95 6.49$68,602 
There were no stock options granted during the nine months ended September 30, 2022.

Total aggregate intrinsic value of options exercised during the nine months ended September 30, 2022 and 2021, was $11.0 million and $46.7 million, respectively.

As of September 30, 2022, total unrecognized stock-based compensation expense related to unvested stock options was $7.7 million, which will be recognized over a weighted average period of 1.0 year.

Stock appreciation rights— The Company may grant SARs at exercise prices not less than the fair market value at the date of grant. The SARs are liability-classified awards that generally expire 10 years from the date of grant. The Company recognizes stock-based compensation expense on a straight-line basis over the requisite service period for each award, which is generally even over four years.

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The following is a summary of activity for SARs under the Equity Incentive Plans:
SARs OutstandingWeighted Average Exercise PriceWeighted Average Remaining Contractual TermAggregate Intrinsic Value
(In Thousands)
Balance - December 31, 2021
106,155 $8.45 8.25$1,267 
Granted —  
Exercised (743)3.63 
Canceled in connection with the Equity Exchange(21,055)19.19 
Canceled(1,566)18.95 
Balance - September 30, 2022
82,791 $5.57 7.06$546 
Vested & expected to vest as of September 30, 2022
82,791 $5.57 7.06$546 
Exercisable as of September 30, 2022
61,845 $5.36 6.98$423 

There were no SARs granted during the nine months ended September 30, 2022.

As of September 30, 2022, total compensation cost related to unvested SARs not yet recognized was $0.2 million, which will be recognized over a weighted average period of 1.2 years.

Restricted stock units— The fair value of RSUs is determined using the fair value of the Company’s common stock on the date of grant. The Company recognizes stock-based compensation expense for RSUs with service-based vesting conditions on a straight-line basis over the requisite service period for each award, which typically vest over a three or four-year period.

A summary of RSU activity under the 2021 Plan is as follows:
RSUs OutstandingWeighted Average Grant Date Fair Value
Unvested - December 31, 2021
2,545,051$27.64 
Granted 8,183,583$13.40 
Awarded in connection with the Equity Exchange (1)
7,133,544 $19.06 
Released(294,779)$18.29 
Canceled(847,920)$19.15 
Unvested - September 30, 2022
16,719,479$17.60 
(1) Inclusive of 175,000 Performance-Based Awards that were separately modified, as discussed below.

As of September 30, 2022, total unrecognized stock-based compensation expense related to unvested RSUs was $233.6 million, which will be recognized over a weighted average period of 2.9 years.

Performance-based awards— Under the Equity Incentive Plans, the Company may grant share-based awards whose vesting is contingent on meeting various departmental or company-wide performance goals, such as the achievement of certain sales targets or an IPO event, in lieu of or in addition to a service-based vesting condition (“Performance-Based Awards”). Such awards are generally granted with an exercise price equal to the fair market value of the underlying common stock share on the date of grant and have a contractual term of 10 years. If vesting is dependent on satisfying a performance condition that is probable of being achieved, the Company estimates the expected term as the midpoint between the time at which the performance conditions are probable of being satisfied and the contractual term of the award. If vesting is dependent on satisfying a performance condition that is not probable of being achieved and the service period is not explicitly stated, the Company estimates the expected term as the contractual term. The remaining inputs to the Black-Scholes option pricing model used to determine grant date fair value, including risk-free interest, expected volatility, and expected dividend yield, are calculated using the same method as that used for stock options with service-based vesting conditions. Grants for Performance-Based Awards are made out of the same pool of stock options available for future issuance under the Equity Incentive Plans.
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Compensation expense for Performance-Based Awards is based on the grant date fair market value. The Company recognizes expense for Performance-Based Awards having either (a) multiple performance-based vesting conditions, or (b) performance and graded service-based vesting conditions, by separately attributing each vesting tranche of the award over the requisite service period applicable to each vesting condition. Management’s estimate of the number of shares expected to vest is based on the anticipated achievement of the specified performance goals. If the performance-based vesting condition is considered probable of being achieved, the Company recognizes expense over the remaining service period based on the probable outcome of achievement. If the performance goals are not met, no compensation cost is recognized, and any previously recognized compensation cost is reversed. For awards with both performance and service-based vesting conditions where the performance condition is considered improbable of being achieved, the Company does not recognize expense until the performance condition is satisfied, after which time expense is recognized over the requisite service period.

The Company had one Performance-Based Award outstanding as of September 30, 2022, and two Performance-Based Awards outstanding as of December 31, 2021.
In 2018, the Company granted an award of 50,000 stock options that was eligible to vest upon the closing of the Company’s IPO occurring prior to the sixth (6th) anniversary of the date the award was granted and subject to recipient’s continued service to the Company. Upon the completion of the IPO requirement, the options vest in 48 equal monthly installments thereafter, subject to the recipient continuing to provide service to the Company through each vesting date. Prior to the Company’s IPO on October, 29, 2021, management considered the performance-based vesting conditions improbable of being satisfied. Upon completion of the IPO, the performance condition was satisfied, and the Company recognized an immaterial amount of cumulative stock-based compensation expense.
In 2020, the Company granted 350,000 stock options with performance-based vesting conditions, with 50% vesting when the Company achieves $230.0 million in UB Annual Recurring Revenue (“ARR”), and the other 50% vesting when the Company achieves $330.0 million in UB ARR. Management considered that both performance-based vesting conditions were probable of being satisfied during the performance period. As such, the Company began recognizing expense for each tranche of the award using the estimated time period by which the performance conditions are probable of being achieved.

The $230.0 million UB ARR performance condition was achieved in the fourth quarter of fiscal year 2021, and the Board of Directors’ compensation committee formally certified satisfaction of the performance condition in February 2022. The first, vested tranche of the award participated in the Equity Exchange program, as described in the section above, resulting in the cancellation of 175,000 performance-based stock options and the subsequent issuance of an equal number of RSUs. The $330.0 million UB ARR performance condition was achieved and certified by the Board of Directors’ compensation committee in the third quarter of fiscal year 2022. In the same quarter, after the certification occurred, the second tranche was separately modified under equivalent terms and accounting treatment to those described in the Equity Exchange section above, resulting in the cancellation of 175,000 performance-based stock options and the concurrent issuance of an equal number of RSUs. Modification of the second tranche resulted in incremental stock-based compensation expense of $0.9 million, which will be recognized on a straight-line basis over the requisite service period. Each tranche of the new RSUs fully vest in November 2022.
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The following table summarizes the activities of Performance-Based Awards under the Equity Incentive Plans:

Performance-Based Awards OutstandingWeighted Average Exercise PriceWeighted Average Remaining Contractual TermAggregate Intrinsic Value
(In Thousands)
Balance - December 31, 2021
400,000 $10.12 8.60$3,768 
Granted  
Exercised  
Canceled (1)
(350,000)11.13 
Balance - September 30, 2022
50,000 $3.06 5.83$452 
Vested & expected to vest as of September 30, 2022
50,000 $3.06 5.83$452 
Exercisable as of September 30, 2022
10,416 $3.06 5.83$94 
(1) 175,000 shares were canceled as part of the Equity Exchange, and 175,000 shares were canceled as part of the modification discussed above.

As of September 30, 2022, total compensation cost related to unvested Performance-Based Awards not yet recognized was $0.1 million, which will be recognized over a weighted average period of 2.6 years.

Employee stock purchase plan— The 2021 Employee Stock Purchase Plan (the “ESPP”) became effective on October 29, 2021. The Company initially reserved 2,800,000 shares of the Company's common stock under the ESPP. Shares reserved for issuance shall increase on the first day of the fiscal year, beginning in fiscal 2023, in an amount equal to the least of 1% of the outstanding shares of common stock on the last day of the immediately preceding fiscal year, three times the initial number of shares reserved under the ESPP, or a lesser amount determined by the Company’s Board of Directors or compensation committee.

The ESPP allows eligible employees to purchase shares of the Company’s common stock at a discount of 15% during an offering period. Offering periods are 24-month periods beginning on the first trading day on or after May 20 or November 20 (defined as the enrollment date), except for the first offering period which commenced on October 29, 2021, and will end on November 20, 2023. Each offering period has four purchase periods which last approximately 6 months, or the length of time between exercise dates (defined as the first trading day on or after May 20 and November 20 of each purchase period), except that the first purchase period of any offering period is the time between the enrollment date and first exercise date. At the start of an offering period, eligible employees may elect to contribute up to 15% of their eligible compensation each payroll period during that offering period to purchase shares of common stock in accordance with the ESPP.

On each exercise date, eligible employees will purchase the Company’s common stock at a price per share equal to 85% of the lesser of the fair market value of the Company’s common stock on (i) the enrollment date or (ii) the exercise date. In the event that the fair market value per share of the Company’s common stock at the end of a six-month purchase period is lower than the fair market value per share at the first day of the related offering period, a reset occurs that automatically cancels the current offering period and enrolls participants in a new offering period.

During the nine months ended September 30, 2022, 525,037 shares of common stock were issued under the ESPP.

On May 20, 2022, the Company’s ESPP purchase price was reset. Under the reset provision, if the closing stock price on the purchase date falls below the closing stock price on the offering date of an ongoing offering period, the ongoing offering terminates immediately following the purchase of ESPP shares on the purchase date. Participants in the terminated offering are then automatically enrolled in the new offering period. The ESPP reset resulted in an incremental compensation cost of $3.4 million which will be recognized on a straight-line basis over the new offering period ending in May 2024.

As of September 30, 2022, total unrecognized compensation cost for the ESPP was $7.3 million, which will be recognized over a weighted average period of 1.6 years.
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Other equity transactions— During the first quarter of 2021, the Company facilitated a tender offer for certain eligible employees to sell 236,086 vested stock options and outstanding shares of common stock to an existing investor at a per share price of $23.75 per share. The Company recorded stock-based compensation of $1.6 million during the nine months ended September 30, 2021, in its condensed consolidated statements of operations for the difference between the price paid and the fair value of the Company’s common stock on the date of the transaction.
On August 24, 2021, the Company issued 61,300 shares of Udemy restricted common stock to a former executive of CorpU at a grant date fair value per share of $34.14. The total compensation cost recognized during the three and nine months ended September 30, 2022 was $0.2 million and $0.5 million, respectively, and an immaterial amount for the three and nine months ended September 30, 2021. As of September 30, 2022, total compensation cost related to the restricted stock not yet recognized was $1.3 million, which will be recognized over a weighted average period of 1.9 years.

Total stock-based compensation expense included in the condensed consolidated statements of operations was as follows (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Cost of revenue$1,611 $350 $3,440 $888 
Sales and marketing9,372 2,149 18,516 5,784 
Research and development6,258 1,304 13,303 4,445 
General and administrative7,728 3,417 17,784 12,587 
Total stock-based compensation expense$24,969 $7,220 $53,043 $23,704 

The Company capitalized $1.6 million and $0.5 million of stock-based compensation expense as capitalized software during the three months ended September 30, 2022 and 2021, respectively, and $4.2 million and $1.5 million during the nine months ended September 30, 2022 and 2021, respectively.

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15. Net loss per share
The following table presents the calculation of basic and diluted net loss per share attributable to common stockholders (in thousands, except share and per share amounts):

Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Numerator:
Net loss attributable to common stockholders$(46,693)$(9,262)$(101,722)$(38,642)
Denominator:
Weighted-average shares used in computing net loss per share attributable to common stockholders
Basic and diluted140,951,605 37,740,586 140,116,156 37,068,570 
Net loss per share attributable to common stockholders
Basic and diluted$(0.33)$(0.25)$(0.73)$(1.04)

The following potentially dilutive securities were excluded from the computation of diluted net loss per share calculations, because the impact of including them would have been anti-dilutive:

Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Redeemable convertible preferred stock 85,403,933  85,403,933 
Stock options10,728,915 21,221,320 10,728,915 21,221,320 
RSUs and restricted stock16,760,346 61,300 16,760,346 61,300 
Contingently issuable shares under ESPP296,205  296,205  
Total potentially dilutive securities27,785,466 106,686,553 27,785,466 106,686,553 

16. Segment and geographic information
The Company’s Chief Executive Officer is its CODM. The CODM reviews separate financial information presented for the Company’s two segments, Consumer and Enterprise, in order to allocate resources and evaluate the Company’s financial performance.
The Consumer segment targets individual learners seeking to obtain hands-on learning, gain valuable job skills to advance their professional careers, or learn a new personal skill. The Enterprise segment is focused on helping business and government customers upskill and reskill their employees and public servants. The CODM measures the performance of each segment primarily based on segment revenue and segment gross profit.
Segment gross profit, as presented below, is defined as segment revenue less segment cost of revenue. Segment cost of revenue includes content costs, hosting and platform costs, customer support services, and payment processing fees that are allocable to each segment. Segment gross profit excludes amortization of capitalized software, depreciation, stock-based compensation, and amortization of intangible assets allocated to cost of revenue as the CODM does not include the information in his measurement of the performance of the operating segments. Additionally, the Company does not allocate sales and marketing expenses, research and development expenses, and general and administrative expenses because the CODM does not include the information in his measurement of the performance of the operating segments. The Udemy platform supports the operations of each segment.
The CODM does not use asset information by segments to assess performance and make decisions regarding allocation of resources, and the Company does not track its long-lived assets by segment. The geographic identification of these assets is set forth below.
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Financial information for each reportable segment was as follows (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Revenue
Consumer$74,567 $79,198 $240,364 $251,035 
Enterprise83,865 50,365 223,403 129,171 
Total Revenue$158,432 $129,563 $463,767 $380,206 
Segment cost of revenue
Consumer35,901 37,243 111,909 118,606 
Enterprise27,448 17,429 74,293 44,842 
Total segment cost of revenue$63,349 $54,672 $186,202 $163,448 
Segment gross profit
Consumer38,666 41,955 128,455 132,429 
Enterprise56,417 32,936 149,110 84,329 
Total segment gross profit$95,083 $74,891 $277,565 $216,758 
Reconciliation of segment gross profit to gross profit
Amortization of capitalized software3,261 2,501 9,000 6,689 
Amortization of intangible assets725 293 2,175 293 
Depreciation134 170 513 585 
Stock-based compensation1,611 350 3,440 887 
Total reconciling items5,731 3,314 15,128 8,454 
Total gross profit$89,352 $71,577 $262,437 $208,304 
Geographic information
Revenue: The following table summarizes the revenue by region based on the billing address of the Company’s customers (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
North America$65,809 $51,209 $189,284 $148,425 
Europe, Middle East, Africa45,788 39,050 139,729 124,666 
Asia Pacific35,210 29,200 101,125 77,509 
Latin America11,625 10,104 33,629 29,606 
Total revenue$158,432 $129,563 $463,767 $380,206 
No single country other than the United States represented 10% or more of the Company’s total revenue during the three and nine months ended September 30, 2022 and 2021.
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Long-lived assets: The following table presents the Company’s long-lived assets, which consist of tangible property and equipment, net of depreciation, and operating lease ROU assets, by geographic region (in thousands):
September 30,December 31,
20222021
North America$14,590 $6,922 
Rest of world6,098 2,832 
Total long-lived assets$20,688 $9,754 



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Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations
You should read the following discussion and analysis of our financial condition and results of operations together with our condensed consolidated financial statements and related notes included elsewhere in this Form 10-Q and our audited consolidated financial statements and the related notes and the discussion under the heading "Management's Discussion and Analysis of Financial Condition and Results of Operations" for the fiscal year ended December 31, 2021 included in the Annual Report on Form 10-K for the fiscal year ended December 31, 2021, which was originally filed with the SEC on March 25, 2022. In addition to historical consolidated financial information, the following discussion contains forward-looking statements that reflect our plans, estimates, and beliefs. Our actual results could differ materially from those discussed in the forward-looking statements. You should review the sections titled “Special Note Regarding Forward-Looking Statements” for a discussion of forward-looking statements and in Part II, Item 1A, “Risk Factors” for a discussion of factors that could cause actual results to differ materially from the results described in or implied by the forward-looking statements contained in the following discussion and analysis and elsewhere in this Form 10-Q.
Overview

Our mission is to create new possibilities for people and organizations everywhere by connecting them to the knowledge and skills they need to succeed in a changing world. Our marketplace platform, with thousands of up-to-date courses in dozens of languages, provides the tools that learners, instructors, and enterprises need to achieve their goals and reach their full potential.

We believe traditional education and training methods are fast becoming outdated. Technological advancements and novel industries have significantly altered the types of skills required of workers, and lifelong training and continuous skills acquisition are becoming the norm. There is a clear need to expand access to learning across traditional barriers such as geography and social demographics.

Udemy operates a two-sided marketplace where our instructors develop content to meet learner demand. Courses can be accessed through our direct-to-consumer or Udemy Business (“UB”) offerings. Our platform provides 57 million learners with access to over 213,000 courses in over 75 languages and 180 countries.

Udemy courses address learning objectives such as reskilling or upskilling in technology and business, enhancing soft skills, and personal development. We analyze platform data to better determine our learners’ needs, helping us match individuals with relevant courses and, within UB, learning paths for a more personalized experience. Our learners also receive access to interactive learning tools such as quizzes, exercises, and instructor questions-and-answers, or Q&A.

Within our marketplace and UB catalog, we provide learners with high-quality content by prioritizing courses based on factors such as learner feedback and ratings, topic relevance, content quality, and instructor engagement.

Key factors impacting our performance
We believe that the growth of our business and our future success are dependent upon many factors. While each of these factors presents significant opportunities for us, these factors also pose challenges that we must successfully address in order to sustain the growth of our business and enhance our results of operations.
Ability to attract and engage new learners and Udemy Business customers

To grow our business, we must attract new learners and UB customers efficiently and increase engagement on our platform over time. We acquire a substantial portion of our learners via organic channels and also use paid marketing to further enhance the growth of our learner base. Our organic channels include those outside of our paid market efforts, such as a Udemy brand name internet search. Once we bring new learners onto our platform, we work to create a best-in-class experience to encourage engagement and drive learning and career outcomes.

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Ability to retain and expand our existing learner and customer relationships

Our business and results of operations will depend on our ability to continue to drive higher usage of our platform within our existing customer base and our ability to add new customers.

Our efforts to grow our existing relationships with our consumer learners are focused on increasing their engagement and converting free learners into buyers. New learners to our platform typically begin to engage with our free courses, which serve as a funnel to grow our total learner base and drive referrals to our paid other offerings.

Our efforts to grow our UB offering are focused primarily on corporate and government customers. Historically, we have expanded from individual to department to multi-department to enterprise-wide sales as our value is proven. Building upon this success, we believe a significant opportunity exists for us to acquire new UB customers and expand our existing UB customers’ use of our platform by identifying new use cases and increasing the size of existing deployments.

We often enter into customized contractual arrangements with our UB customers in which we offer more favorable pricing terms in exchange for larger total contract values that accompany larger deployments. As we drive a greater portion of our revenue through our deployments with UB customers, we expect that our revenue will continue to grow significantly, but the price we charge UB customers per seat may decline, which could reduce margins in the future.

Ability to source in-demand content from our instructors

We believe that learners and UB customers are attracted to Udemy largely because of the high quality and wide selection of content our instructors offer. Continuing to source in-demand content and credentials from our instructors will be an important factor in attracting learners and UB customers and growing our revenue over time. When we offer content as part of the UB and consumer subscription offerings, our instructors agree to contribute such content exclusively through our platform, which we believe demonstrates our ability to increase the value of our platform through unique content.

Although we view the breadth and diverse expertise of our instructor base and the content they create as one of our competitive advantages, a significant portion of the most popular content on our platform, and as a result a significant portion of our revenue, is attributable to a limited number of our instructors. We experienced minimal turnover among top instructors during the three and nine months ended September 30, 2022.

Impact of mix of Consumer and Enterprise segments

Our mix of business among our Consumer and Enterprise segments is shifting, and this shift will affect our financial performance. Content costs for our Enterprise segment are lower relative to our Consumer segment. The mix of customer acquisition methods in our Consumer segment will substantially impact our financial performance. We presently expect that revenue from our Enterprise segment will grow faster than our Consumer segment, which will be beneficial to our overall margins.

Ability to expand our international footprint

We currently generate a significant portion of our revenue outside North America. We see a significant opportunity to expand our offerings into regions with large underserved adult learning populations. We have invested, and plan to continue to invest, in personnel and marketing efforts to support our international growth and expand our international operations as part of our strategy to grow our customer and learner base, particularly among our UB customers.

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Our investment in growth

We are actively investing in our business as we believe that we are only beginning to penetrate our market opportunity, and we intend to continue to invest in our future growth. We anticipate that our operating expenses will increase as we continue to build our sales and marketing efforts, expand our course catalog, expand our employee base, and invest in our technology development. Any investments we make in our sales and marketing organization, in encouraging the development of new content, and in expanding our platform offerings and capabilities, whether organically or through acquisitions, will occur in advance of the benefits from such investments, making it difficult to determine if we are efficiently allocating our resources in these areas.

Pace of adoption of cloud-based skill development solutions

Our ability to grow our learner base and drive market adoption of our platform is affected by the overall demand for cloud-based skill development solutions. The market for cloud-based skill development is less mature than the market for in-person, instructor-led-training, and potential customers may be slow or unwilling to migrate from these legacy approaches. We believe that as technology becomes increasingly critical to business operations, the need for cloud-based skill development solutions, particularly an integrated enterprise-grade platform such as ours, will increase, and our customer base and the breadth and deployment of usage in our customer base will also increase. However, it is difficult to predict customer adoption rates and demand, the future growth rate and size of the market for cloud-based skill development solutions, or the entry of competitive solutions.
Impact of COVID-19
In March 2020, the World Health Organization declared the outbreak of COVID-19 a pandemic. With the COVID-19 pandemic, there has been a significant increase in the adoption of online learning solutions, a trend we believe will continue over the long-term. We believe that this heightened demand for online learning solutions from individuals and businesses contributed in part to the significant increase in revenue we experienced beginning in the second quarter of 2020. However, the full extent of the impact of the pandemic on our business, financial condition, and results of operations depends on future developments that are uncertain and unpredictable, including the duration and scope of the pandemic (including any potential future waves of the pandemic, either domestically or globally); governmental, business, and individual actions that have been and continue to be taken in response to the pandemic, including the availability, adoption, and effectiveness of COVID-19 vaccines; the effect on our learners, instructors, and UB customers; disruptions or restrictions on our employees’ ability to work and travel; the availability and cost to access capital markets; and interruptions related to our cloud networking and mobile app infrastructure that impact our learners, instructors, and customers.
In response to the spread of COVID-19, we took precautionary measures intended to help minimize the risk of COVID-19 to our employees, including transitioning the majority of our employees to remote work and restricting business travel, which have contributed to immaterial decreases in our operating expenses, primarily travel and entertainment expense. While we have recently reopened our offices for voluntary use and anticipate that many of our employees may return to our physical offices in the future, the nature and extent of that return is uncertain. As our employees begin to return to our offices and begin to engage in business travel, we expect to incur additional expenses in connection with these activities.
For more information, see “Risk factors—Risks related to our business and operations—The COVID-19 pandemic could affect our business, financial condition, and results of operations in volatile and unpredictable ways.”
Components of results of operations
Revenue
We derive revenue from contracts with paid consumer learners and UB customers from access to our online learning platform. We recognize revenue from both our paid consumer learners and UB customers.
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Consumer revenue consists of individual course content purchases made by individual learners, as well as our consumer subscription offerings. Consumer revenue includes the gross transaction value paid by the learner at checkout, net of (a) actual and estimated refunds and (b) passthrough taxes collected from learners and remitted to governmental authorities. After a successful checkout, consumer learners receive a non-exclusive lifetime license to the digital course content in addition to stand-ready access to the Udemy platform hosting services needed to access the content. Access to the online content on the Udemy platform represents a series of distinct services as we continually provide access to and fulfill our hosting obligation to the learner. This series of distinct services represents a single performance obligation that is satisfied over the estimated service period. Revenue from single course purchases is recognized ratably over the estimated service period, which is four months from the date of enrollment, while revenue from consumer subscriptions is recognized ratably over the contractual subscription term.
Enterprise revenue primarily relates to enterprise license subscription contracts with annual or multi-year subscription terms. Enterprise subscriptions are generally billed in advance on a quarterly or annual basis. Subscription revenue excludes any taxes to be remitted to governmental authorities. Access to the Udemy platform represents a series of distinct services as we continually provide access to course content and fulfill our obligation to the UB customer over the subscription term. Because the series of distinct services represents a single performance obligation that is satisfied over time, we recognize revenue ratably over the contractual subscription term.
We are the principal with respect to revenue generated from sales to consumer and UB customers as we control the performance obligation and are the primary obligor with respect to delivering access to content to our customers.
Cost of revenue
Cost of revenue primarily consists of content costs, which are the payments to our instructors. Content costs are driven by the means by which we acquired the learner consuming the content. For courses offered on Udemy’s consumer marketplace, instructors earn a specific percentage of the net sale amount when a learner purchases the instructor’s course. For courses offered through Udemy Business or a consumer subscription offering, instructors earn a pro-rata share of a monthly instructor payments pool for that subscription offering. Each month, Udemy calculates the revenue for each subscription offering, with a fixed percentage allocated as an instructor payments pool. Instructors whose content is included in the collection earn a prorated portion of this pool based on the number of minutes of consumption their courses achieved that month.
Content costs as a percentage of revenue for our UB and consumer subscription offerings are lower relative to individual course content purchases in our consumer offering. As a result, shifts in the mix between our two offerings is expected to be a significant driver of future changes in gross margin. Content costs are recorded as cost of revenue in the period earned by our instructors. For consumer single course purchases, content costs are incurred at the time of purchase. As consumer course content revenue is recognized ratably over an estimated service period of four months, consumer gross margins are lower in the period of purchase, and higher in the remaining periods of the estimated service period over which revenue is recognized. For our subscription based UB offering, content costs are incurred based on monthly subscription fees, and margins are more stable from period to period.
Cost of revenue also includes payment and mobile processing fees, costs associated with hosting digital content, employee related expenses for our customer support organization, including salaries, benefits, stock-based compensation, facilities and other expenses, depreciation of network equipment, amortization of capitalized software, amortization of vendor relationships and developed technologies acquired through business combinations, and the portion of fees paid to certain reseller partners attributable to their providing customer support services to UB customers. We expect cost of revenue to generally decrease as a percentage of revenue as we increase the percentage of revenue derived from our UB offering.
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Operating expenses
Operating expenses consist of research and development, sales and marketing, and general and administrative expenses. Personnel costs are the most significant component of our operating expenses and consist of salaries, benefits, bonuses, stock-based compensation, and commissions. Our operating expenses also include allocated costs of facilities, information technology, depreciation, and amortization. Although our operating expenses may fluctuate from period to period, we currently expect our operating expenses to increase in absolute dollars over time.
Sales and marketing
Our sales and marketing expenses consist primarily of marketing costs, as well as personnel-related costs, including stock-based compensation and costs related to customer and instructor acquisition, amortization of deferred contract costs, amortization of tradenames and customer relationships acquired through business combinations, and brand marketing. Sales and marketing expenses also consist of costs incurred for hosting and customer support services related to providing our platform to free learners. We expect sales and marketing expenses to increase in absolute dollars as our business grows. In addition, we expect sales and marketing expenses as a percentage of revenue to vary from period to period but generally decrease over the long term.
Research and development
Our research and development expenses consist primarily of personnel-related costs, including stock-based compensation and costs related to the ongoing management, maintenance, and expansion of features and services offered on our platform. Research and development costs also include contracted services, supplies, and other miscellaneous expenses. We believe that continued investment in our platform is important to our future growth and to maintain and attract learners to our platform. As a result, we expect research and development expenses to increase in absolute dollars. In addition, we expect research and development expenses as a percentage of revenue to vary from period to period but generally decrease over the long term.
General and administrative
Our general and administrative expenses consist primarily of personnel-related costs, including stock-based compensation and costs related to our executive, legal, finance, and human resources departments, as well as charges for indirect tax reserves, bad debt expense, professional fees, and other corporate expenses.
We expect to incur additional expenses as a result of operating as a public company, including costs to comply with the rules and regulations applicable to companies listed on a national securities exchange, costs related to compliance and reporting obligations, and increased expenses for insurance, investor relations, and professional services. We expect general and administrative expenses to increase in absolute dollars as our business grows. In addition, we expect general and administrative expenses as a percentage of revenue to vary from period to period but generally decrease over the long term.
Interest income (expense), net
Interest income consists primarily of interest income earned on our cash equivalents and short-term and long-term investments, including amortization of premiums and accretion of discounts related to our available-for-sale marketable securities, net of associated fees. Interest expense consists primarily of interest expense recorded related to certain indirect tax reserves. Interest income and interest expense were each immaterial for the periods presented.
Other income (expense), net
Other income (expense), net consists primarily of foreign currency transaction gains and losses, as well as changes in the valuation of strategic investments, if any.
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Income tax provision
Our income tax provision consists primarily of income taxes in certain foreign jurisdictions in which we conduct business. We have a full valuation allowance against our U.S. federal and state deferred tax assets as the realization of the full amount of these deferred tax assets is uncertain, including net operating loss carryforwards and tax credits related primarily to research and development. The valuation allowance is driven by our overall loss position, and we will not be able to utilize any of these favorable tax attributes until we are in a taxable income position. When we begin to consistently operate in a taxable income position, we may release portions of the valuation allowance to recognize and use those tax attributes. Until then, we expect to maintain this full valuation allowance until it becomes more likely than not that the deferred tax assets will be realized.
Results of operations
The following table summarizes our results of operations for the periods presented. The results below are not necessarily indicative of results to be expected for future periods.
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
(in thousands, except share and per share amounts)
Revenue$158,432 $129,563 $463,767 $380,206 
Cost of revenue (1)(2)69,080 57,986 201,330 171,902 
Gross profit89,352 71,577 262,437 208,304 
Operating expenses (1)(2)
Sales and marketing77,490 52,258 212,789 156,399 
Research and development28,062 16,703 74,595 46,898 
General and administrative27,051 12,166 72,147 41,969 
Total operating expenses132,603 81,127 359,531 245,266 
Loss from operations(43,251)(9,550)(97,094)(36,962)
Other income (expense)
Interest income (expense), net592 (61)962 (452)
Other expense, net(3,523)(196)(4,439)(714)
Total other expense, net(2,931)(257)(3,477)(1,166)
Net loss before taxes(46,182)(9,807)(100,571)(38,128)
Income tax (provision) benefit(511)545 (1,151)(514)
Net loss attributable to common stockholders$(46,693)$(9,262)$(101,722)$(38,642)
Net loss per share attributable to common stockholders
Basic and diluted$(0.33)$(0.25)$(0.73)$(1.04)
Weighted-average shares used in computing net loss per share attributable to common stockholders
Basic and diluted140,951,605 37,740,586 140,116,156 37,068,570 
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(1)Includes stock-based compensation expense as follows (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Cost of revenue$1,611 $350 $3,440 $888 
Sales and marketing9,372 2,149 18,516 5,784 
Research and development6,258 1,304 13,303 4,445 
General and administrative7,728 3,417 17,784 12,587 
Total stock-based compensation expense$24,969 $7,220 $53,043 $23,704 
(2)     Includes amortization of intangible assets as follows (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Cost of revenue$725 $293 $2,175 $293 
Sales and marketing342 97 1,025 97 
Total amortization of intangible assets$1,067 $390 $3,200 $390 
The following table summarizes our results of operations as a percentage of revenue for each of the periods indicated:
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Revenue100 %100 %100 %100 %
Cost of revenue44 45 43 45 
Gross profit56 55 57 55 
Operating expenses
Sales and marketing49 40 46 41 
Research and development18 13 16 12 
General and administrative16 16 12 
Total operating expenses83 62 78 65 
Loss from operations(27)(7)(21)(10)
Other income (expense)
Interest income (expense), net— — — — 
Other expense, net(2)— (1)— 
Total other expense, net(2)— (1)— 
Net loss before taxes(29)(7)(22)(10)
Income tax (provision) benefit— — — — 
Net loss attributable to common stockholders(29)%(7)%(22)%(10)%
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Comparison of the three and nine months ended September 30, 2022 and 2021
Revenue
Three Months Ended September 30,ChangeNine Months Ended September 30,Change
20222021$%20222021$%
Revenue(in thousands, except percentages)
Consumer$74,567 $79,198 $(4,631)(6)%$240,364 $251,035 $(10,671)(4)%
Enterprise83,865 50,365 33,500 67 %223,403 129,171 94,232 73 %
Total revenue$158,432 $129,563 $28,869 22 %$463,767 $380,206 $83,561 22 %
Revenue for the three months ended September 30, 2022, was $158.4 million, compared to $129.6 million for the same period in the prior year, which represents an increase of $28.9 million, or 22%. For the three months ended September 30, 2022, Consumer and Enterprise revenue were $74.6 million and $83.9 million respectively, representing 47% and 53% of total revenue, respectively, compared to $79.2 million and $50.4 million, respectively, representing 61% and 39% of total revenue, respectively, for the same period in the prior year. The increase in revenue for the three months ended September 30, 2022 was primarily driven by the significant growth in our UB customer base, which was partially offset by a decrease in Consumer revenue during the same period.

For the three months ended September 30, 2022, total Consumer revenue decreased by $4.6 million, or 6%, compared to the same period in the prior year. The decrease in Consumer revenue was primarily due to a $3.8 million decrease in revenue recognized in the current period that was deferred from courses purchased in prior periods, as well as negative impacts from foreign currency exchange rates. The decrease was partially offset by a 4% increase in monthly average buyers.

For the three months ended September 30, 2022, total Enterprise revenue increased by $33.5 million, or 67%, compared to the same period in the prior year. The increase in Enterprise revenue was primarily driven by an increase in the number of UB customers, as well as an increase in the average deal size per new customer and net expansions in our existing UB customer base. Pricing was not a significant driver of the increase in revenue.
Revenue for the nine months ended September 30, 2022 was $463.8 million, compared to $380.2 million for the same period in the prior year, which represents an increase of $83.6 million, or 22%. For the nine months ended September 30, 2022, Consumer and Enterprise revenue were $240.4 million and $223.4 million respectively, representing 52% and 48% of total revenue, respectively, compared to $251.0 million and $129.2 million, respectively, representing 66% and 34% of total revenue, respectively, for the same period in the prior year. The increase in revenue for the nine months ended September 30, 2022 was primarily driven by the significant growth in our UB customer base, which was partially offset by a decrease in Consumer revenue during the same period.

For the nine months ended September 30, 2022, total Consumer revenue decreased by $10.7 million, or 4%, compared to the same period in the prior year. The decrease in Consumer revenue is primarily due to negative impacts from foreign currency exchange rates. Monthly average buyers were flat for the comparative periods.

For the nine months ended September 30, 2022, total Enterprise revenue increased by $94.2 million, or 73%, compared to the same period in the prior year. The increase in Enterprise revenue was primarily driven by an increase in the number of UB customers, as well as an increase in the average deal size per new customer and net expansions in our existing UB customer base. Pricing was not a significant driver of the increase in revenue.
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Cost of revenue, gross profit and gross margin
Three Months Ended September 30,ChangeNine Months Ended September 30,Change
20222021$%20222021$%
(in thousands, except percentages)
Cost of revenue$69,080 $57,986 $11,094 19 %$201,330 $171,902 $29,428 17 %
Gross profit89,352 71,577 17,775 25 %262,437 208,304 54,133 26 %
Gross margin56 %55 %57 %55 %
Cost of revenue for the three months ended September 30, 2022 was $69.1 million, compared to $58.0 million for the same period in the prior year, which represents an increase of $11.1 million, or 19%. Content costs for the Consumer and Enterprise segments were $28.4 million and $19.4 million for the three months ended September 30, 2022, respectively, compared to $30.6 million and $11.9 million for the same period in the prior year, respectively. Content costs as a percentage of segment revenue for the Consumer and Enterprise segments were 38% and 23% for the three months ended September 30, 2022, respectively, compared to 39% and 24% for the same period in the prior year, respectively.

Other than content costs, changes in other costs for our Consumer segment were immaterial between the periods presented. In our Enterprise segment, customer support costs increased by $2.5 million in the three months ended September 30, 2022 as compared to the same period in the prior year. On a consolidated basis, there was an increase of $0.8 million in amortization of capitalized software, an increase of $0.4 million of amortization of intangible assets, and an increase of $1.3 million related to stock-based compensation expense for the three months ended September 30, 2022, when compared to the same period in the prior year.

Gross margin was 56% for the three months ended September 30, 2022, compared to 55% for the same period in the prior year. The increase in gross margin was primarily due to a shift in mix of revenue toward our Enterprise segment, which has comparatively lower content costs as a percentage of revenue than the Consumer segment.

Cost of revenue for the nine months ended September 30, 2022 was $201.3 million, compared to $171.9 million for the same period in the prior year, which represents an increase of $29.4 million, or 17%. Content costs for the Consumer and Enterprise segments were $89.3 million and $52.1 million for the nine months ended September 30, 2022, respectively, compared to $97.9 million and $31.3 million for the same period in the prior year, respectively. Content costs as a percentage of segment revenue for the Consumer and Enterprise segments were 37% and 23% for the nine months ended September 30, 2022, respectively, compared to 39% and 24% for the same period in the prior year, respectively.

In our Consumer segment, customer support costs increased by $1.2 million, and hosting and platform costs increased by $1.2 million for the nine months ended September 30, 2022, as compared to the same period in the prior year. In our Enterprise segment, customer support costs increased by $8.4 million in the nine months ended September 30, 2022, as compared to the same period in the prior year. On a consolidated basis, there was an increase of $2.3 million in amortization of capitalized software, an increase of $1.9 million of amortization of intangible assets, and an increase of $2.6 million related to stock-based compensation expense for the nine months ended September 30, 2022, when compared to the same period in the prior year.

Gross margin was 57% for the nine months ended September 30, 2022, compared to 55% for the same period in the prior year. The increase in gross margin was primarily due to a shift in mix of revenue toward our Enterprise segment, which has comparatively lower content costs as a percentage of revenue than the Consumer segment.
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Operating expenses
Three Months Ended September 30,ChangeNine Months Ended September 30,Change
20222021$%20222021$%
Operating expenses(in thousands, except percentages)
Sales and marketing$77,490 $52,258 $25,232 48 %$212,789 $156,399 $56,390 36 %
Research and development28,062 16,703 11,359 68 %74,595 46,898 27,697 59 %
General and administrative27,051 12,166 14,885 122 %72,147 41,969 30,178 72 %
Total operating expenses$132,603 $81,127 $51,476 63 %$359,531 $245,266 $114,265 47 %
Sales and marketing. Sales and marketing expenses for the three months ended September 30, 2022 were $77.5 million, compared to $52.3 million for the same period in the prior year. The $25.2 million increase in sales and marketing expense was primarily due to higher personnel-related expenses of $10.3 million, driven by headcount growth in our sales force to support additional demand for our platform; increased stock-based compensation expense of $7.2 million; increased amortization expense related to deferred contract acquisition costs of $3.8 million, driven by an expansion of our UB customer base over time; and an additional $3.6 million due to travel, employee activities, software subscriptions, and allocated costs to support the growth in our sales force.
Sales and marketing expenses for the nine months ended September 30, 2022 were $212.8 million, compared to $156.4 million for the same period in the prior year. The $56.4 million increase in sales and marketing expense was primarily due to higher personnel-related expenses of $25.9 million, driven by headcount growth in our sales force to support additional demand for our platform; increased stock-based compensation expense of $12.7 million; increased amortization expense related to deferred contract acquisition costs of $10.6 million, driven by an expansion of our UB customer base over time; an additional $9.3 million due to travel, employee activities, software subscriptions, and allocated costs to support the growth in our sales force; and a $1.0 million increase in professional services to support the growth of our business. These increases were partially offset by a decrease in marketing costs of $3.2 million.
Research and development. Research and development expenses for the three months ended September 30, 2022 were $28.1 million, compared to $16.7 million for the same period in the prior year. The $11.4 million increase was primarily due to higher personnel-related expenses of $5.2 million, mainly driven by additional headcount; increased stock-based compensation expense of $5.0 million; and an additional $1.2 million of software subscriptions and allocated costs to support the growth of our business.
Research and development expenses for the nine months ended September 30, 2022 were $74.6 million, compared to $46.9 million for the same period in the prior year. The $27.7 million increase was primarily due to higher personnel-related expenses of $14.7 million, mainly driven by additional headcount; increased stock-based compensation expense of $8.9 million; and an additional $4.0 million of software subscriptions and allocated costs to support the growth of our business.
General and administrative. General and administrative expenses for the three months ended September 30, 2022 were $27.1 million, compared to $12.2 million for the same period in the prior year. The $14.9 million increase in general and administrative expense was primarily due to an increase of $3.3 million in personnel-related expenses, mainly driven by additional headcount; increased stock-based compensation expense of $4.3 million; and a $1.4 million increase in business related insurance, due to our status as a public company. There was no change in our Instructor Withholding tax reserve during the three months ended September 30, 2022, compared to a $4.3 million reduction to the reserve for the same period in the prior year based on a revision of certain key assumptions. We also recorded $2.2 million in other indirect tax reserves during the three months ended September 30, 2022, compared to an immaterial amount for the same period in the prior year.

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General and administrative expenses for the nine months ended September 30, 2022 were $72.1 million, compared to $42.0 million for the same period in the prior year. The $30.2 million increase in general and administrative expense was primarily due to an increase of $10.8 million in personnel-related expenses, mainly driven by additional headcount; an increase in stock-based compensation of $5.2 million; a $4.4 million increase in business related insurance, due to our status as a public company; an additional $2.8 million of software subscriptions and allocated costs to support the growth of our business; and a $0.9 million increase in professional services, mainly related to accounting and tax services to support the growth of our business. We recorded a $1.2 million reduction in our Instructor Withholding tax reserve during the nine months ended September 30, 2022, compared to a $4.3 million reduction to the reserve for the same period in the prior year, each based on revisions of certain key assumptions. We also recorded $1.7 million in other indirect tax reserves during the nine months ended September 30, 2022, compared to an immaterial amount for the same period in the prior year.
Total other expense, net
Three Months Ended September 30,ChangeNine Months Ended September 30,Change
20222021$%20222021$%
Other income (expense)(in thousands, except percentages)
Interest income (expense), net$592 $(61)$653 n/m$962 $(452)$1,414 (313)%
Other expense, net(3,523)(196)(3,327)n/m(4,439)(714)(3,725)n/m
Total other expense, net$(2,931)$(257)$(2,674)n/m$(3,477)$(1,166)$(2,311)198 %
n/m - not meaningful
We recorded $2.9 million of total other expense, net for the three months ended September 30, 2022, compared to $0.3 million for the same period in the prior year. The increase in total other expense, net for the three months ended September 30, 2022 when compared to the same period in the prior year was primarily attributable to an impairment of $2.9 million on our strategic investments.
We recorded $3.5 million of total other expense, net for the nine months ended September 30, 2022, compared to $1.2 million for the same period in the prior year. The increase in total other expense, net for the nine months ended September 30, 2022 when compared to the same period in the prior year was primarily attributable to an impairment of $2.9 million on our strategic investments.

Income tax (provision) benefit
Three Months Ended September 30,ChangeNine Months Ended September 30,Change
20222021$%20222021$%
(in thousands, except percentages)
Income tax (provision) benefit$(511)$545 $(1,056)(194)%$(1,151)$(514)$(637)124 %

For the three months ended September 30, 2022, we recognized income tax expense of $0.5 million, compared to a $0.5 million benefit for the same period in the prior year. Income tax expense for the three months ended September 30, 2022 was primarily comprised of foreign taxes. The filing of foreign tax returns resulted in the recognition of a foreign income tax benefit during the three months ended September 30, 2021.

For the nine months ended September 30, 2022, we recognized income tax expense of $1.2 million, compared to $0.5 million for the same period in the prior year. Income tax expense for the nine months ended September 30, 2022 and 2021, was primarily comprised of foreign taxes.
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Certain key business metrics and non-GAAP financial metrics
In addition to the measures presented in our condensed consolidated financial statements, we use the key business metrics and non-GAAP financial metrics identified below to help us assess the health of our community, evaluate our business, identify trends affecting our business, formulate business plans, and make strategic decisions.
Monthly average buyers
A buyer is a consumer who purchases a course or subscription through our direct-to-consumer offering. The number of monthly average buyers is calculated as the average of monthly buyers during a particular period, such as a fiscal year. Our monthly average buyer count is not intended as a measure of active engagement, as not all buyers are active at any given time or over any given period. We believe that the number of monthly average buyers in a given period is an important indicator of the growth of our business and potential future revenue trends. Our monthly average buyers count is expected to fluctuate in future periods due to a number of factors, including the growth of our customer base, expansion of products and features, and our ability to retain our Consumer customers.

Three Months Ended September 30,Nine Months Ended September 30,
20222021%20222021%
(in thousands, except percentages)
Monthly average buyers1,316 1,263 %1,330 1,330 — %
Udemy Business customers
We count the total number of UB customers at the end of each period. To do so, we generally count unique customers using the concept of a domestic ultimate parent, defined as the highest business in the family tree that is in the same country as the contracted entity. In some cases, we deviate from this methodology, defining the contracted entity as a unique customer despite existence of a domestic ultimate parent. This often occurs where the domestic ultimate parent is a financial owner, government entity, or acquisition target where we have contracted directly with the subsidiary. We define a UB customer as a customer who purchases Udemy via our direct sales force, reseller partnerships or through our self-service platform. We believe that the number of UB customers and our ability to increase this number is an important indicator of the growth of our UB and future revenue trends. The increase in UB customers is primarily attributable to the continued pursuit of our global land and expand strategy, as well as growth of our enterprise sales force.

September 30,
20222021%
Udemy Business customers13,437 9,592 40 %
Udemy Business Annual Recurring Revenue

We disclose our UB Annual Recurring Revenue, or ARR, as a measure of our Enterprise revenue growth. ARR represents the annualized value of our UB customer contracts on the last day of a given period. Only revenue from closed UB contracts with active seats as of the last day of the period are included. The increase in UB ARR was primarily driven by an increase in the number of UB customers, as well as an increase in the average deal size per new customer and net expansions in our existing UB customer base. Pricing was not a significant driver of the increase in UB ARR.
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September 30,
20222021%
(in thousands, except percentages)
Udemy Business annual recurring revenue$350,367 $207,447 69 %
Udemy Business Net Dollar Retention Rate

We disclose our UB Net Dollar Retention Rate, or NDRR, as a measure of our Enterprise revenue growth. We believe NDRR is an important metric that provides insight into the long-term value of our subscription agreements and our ability to retain, and grow revenue from, our UB customers. We calculate NDRR as the total ARR at the end of a trailing twelve-month period divided by the total ARR at the beginning of a trailing twelve-month period for the cohort of UB customers active at the beginning of the trailing twelve-month period. Total ARR at the end of a trailing twelve-month period is calculated as ARR at the beginning of a trailing twelve-month period that is then adjusted for upsells, downsells, and churns for the same cohort of customers during that period. Our NDRR is expected to fluctuate in future periods due to a number of factors, including the growth of our revenue base, the penetration within our learner base, expansion of products and features, and our ability to retain our UB customers.

September 30,
20222021%
Udemy Business net dollar retention rate117 %118 %(1)%
Segment revenue and segment gross profit
Our revenue is generated from our Consumer and UB offerings, each of which is an individual segment of our business. Segment revenue represents the revenue recognized from each of these offerings and is a key measure of the performance of our platform, and in turn drives our financial performance. We also monitor segment gross profit as a key metric to help evaluate the financial performance of our individual segments and our business as a whole. Segment gross profit is defined as segment revenue less segment cost of revenue, which include content costs, hosting and platform costs, customer support services, and payment processing fees that are allocable to each segment. Segment gross profit excludes amortization of capitalized software, amortization of intangible assets, depreciation, and stock-based compensation allocated to cost of revenue as our chief operating decision maker does not include the information in his measurement of the performance of the operating segments. Content costs, which are payments made to our instructors, are the largest individual component of segment cost of revenue. We expect to increase the percentage of our revenue derived from our Enterprise segment over time, which we expect will improve our gross margins.

For the three and nine months ended September 30, 2022, the Consumer segment gross margin was generally consistent with the prior year, as the mix of content costs, hosting costs, payment processing fees, and customer support services remained a consistent percentage of Consumer revenue when compared to the prior year.

For the three and nine months ended September 30, 2022, the increase in Enterprise segment gross margin was primarily due to a decrease in content costs as a percentage of Enterprise revenue. Otherwise, the mix of hosting costs, payment processing fees, and customer support services remained a consistent percentage of Enterprise revenue when compared to the prior year.
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Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
(in thousands, except percentages)
Consumer segment revenue$74,567 $79,198 $240,364 $251,035 
Consumer segment gross profit$38,666 $41,955 $128,455 $132,429 
Consumer segment gross margin52 %53 %53 %53 %
Enterprise segment revenue$83,865 $50,365 $223,403 $129,171 
Enterprise segment gross profit$56,417 $32,936 $149,110 $84,329 
Enterprise segment gross margin67 %65 %67 %65 %
Non-GAAP financial metrics
In addition to the measures presented in our condensed consolidated financial statements, we use the following non-GAAP financial metrics identified below to help us evaluate our business, formulate business plans, and make strategic decisions.

Adjusted EBITDA and adjusted EBITDA margin
As adjusted EBITDA facilitates internal comparisons of our historical operating performance on a more consistent basis, we use this measure for business planning purposes. Accordingly, we believe that adjusted EBITDA provides useful information to investors and others in understanding and evaluating our operating results in the same manner as our management team and board of directors. In addition, it provides a useful measure for period-to-period comparisons of our business, as it removes the effect of certain non-cash expenses and certain variable charges.
We define adjusted EBITDA as net loss attributable to common stockholders, adjusted to exclude:
interest expense (income), net;
provision for income taxes;
depreciation and amortization;
stock-based compensation expense; and
other expense (income), net.
We define adjusted EBITDA margin as adjusted EBITDA divided by revenue for the same period.
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The following table provides a reconciliation of net loss, the most directly comparable GAAP financial measure, to adjusted EBITDA (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Net loss$(46,693)$(9,262)$(101,722)$(38,642)
Adjusted to exclude the following:
Interest (income) expense, net(592)61 (962)452 
Provision (benefit) for income taxes511 (545)1,151 514 
Depreciation and amortization5,416 3,943 15,616 10,400 
Stock-based compensation expense24,969 7,220 53,043 23,704 
Other expense, net3,523 196 4,439 714 
Adjusted EBITDA$(12,866)$1,613 $(28,435)$(2,858)
The following table provides a reconciliation of net loss margin, the most directly comparable GAAP financial measure, to adjusted EBITDA margin (in thousands, except percentages):
Three Months Ended September 30,Nine Months Ended September 30,
2022202120222021
Revenue$158,432 $129,563 $463,767 $380,206 
Net loss$(46,693)$(9,262)$(101,722)$(38,642)
Net loss margin(29)%(7)%(22)%(10)%
Revenue$158,432 $129,563 $463,767 $380,206 
Adjusted EBITDA$(12,866)$1,613 $(28,435)$(2,858)
Adjusted EBITDA margin(8)%%(6)%(1)%
Net loss increased by $37.4 million in the three months ended September 30, 2022, compared to the same period in the prior year, and adjusted EBITDA decreased by $14.5 million in the three months ended September 30, 2022 compared to the same period in the prior year, primarily due to increased operating expenses as we scale and grow our business.
Net loss increased by $63.1 million in the nine months ended September 30, 2022 compared to the same period in the prior year, and adjusted EBITDA decreased by $25.6 million in the nine months ended September 30, 2022 compared to the same period in the prior year, primarily due to increased operating expenses as we scale and grow our business.
Liquidity and capital resources
As of September 30, 2022, our principal sources of liquidity were cash, cash equivalents and restricted cash of $431.5 million, and marketable securities of $66.1 million. Cash and cash equivalents consist of bank deposits and money market funds. Restricted cash totaled $3.6 million and consists of cash deposited with financial institutions held as collateral for our obligations under various facility leases. Marketable securities are comprised of investments in U.S. government securities. Our non-U.S. cash and cash equivalents have been earmarked for indefinite investment in our operations outside the U.S., and consequently no U.S. current or deferred taxes have been accrued on such amounts. We believe that our existing cash and cash equivalents and our expected cash flows from operations will be sufficient to meet our cash needs for at least the next 12 months.

Over the long term, we plan to continue investing in the growth and development of our platform. If our available funds are insufficient to fund these future activities or execute on our business strategies, we may raise additional capital through equity, equity-linked or debt financing, to the extent such funding sources are available. Alternatively, we may be required to reduce expenses to manage liquidity; however, any such reductions could adversely impact our business and competitive position.
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Sources of funds

We have historically financed our operations primarily through revenue, as well as proceeds from issuances of our capital stock. In October 2021, we received net proceeds of $397.4 million, after deducting underwriting discounts and commissions of $23.1 million, from our IPO. In November 2021, the underwriters exercised their option to purchase additional shares of our common stock, resulting in net proceeds of $17.8 million after deducting underwriting discounts and commissions of $1.0 million.

From time to time, we may explore additional financing sources, which could include equity, equity-linked or debt financing. In addition, in connection with any future acquisitions or strategic investments, we may pursue additional funding, which could include debt, equity or equity-linked financings, or a combination of these methods. We can provide no assurance that any additional financing will be available to us on acceptable terms.
Use of funds

Our principal uses of cash are funding our operations, capital expenditures and working capital requirements. We have generated significant net losses from our operations as reflected in our accumulated deficit of $560.3 million as of September 30, 2022, and $458.5 million as of December 31, 2021. We have generally incurred operating losses and generated negative cash flows from operations as we have invested in growing our business. Our operating cash requirements may increase in the future as we continue to invest in the development of our platform and the growth of our business. We cannot be certain our revenue will grow sufficiently to offset our operating expense increases. As a result, we may need to raise additional funds to support our operations, and such funding may not be available to us on acceptable terms, if at all.
The following table summarizes our cash flows for the periods indicated (in thousands):
Nine Months Ended September 30,
20222021
Net cash provided by (used in):
Operating activities$(30,272)$(9,421)
Investing activities(84,677)(38,811)
Financing activities9,762 3,379 
Effect of foreign exchange rates on cash flows(38)— 
Net decrease in cash, cash equivalents and restricted cash$(105,225)$(44,853)
Operating activities
Cash used in operating activities mainly consists of our net loss adjusted for certain non-cash items, including stock-based compensation, depreciation and amortization, amortization of deferred sales commissions, as well as the effect of changes in operating assets and liabilities during each period.
Our main source of operating cash is payments received from our customers. Our primary use of cash from operating activities are for personnel-related expenses, instructor payments, advertising expenses, indirect taxes, and third-party cloud infrastructure expenses.
For the nine months ended September 30, 2022, cash used in operating activities was $30.3 million, primarily consisting of our net loss of $101.7 million, adjusted for non-cash charges of $99.5 million and net cash outflows of $28.1 million provided by changes in our operating assets and liabilities. The main drivers of the changes in operating assets and liabilities were a $30.4 million increase in deferred revenue, resulting primarily from our enterprise business growth, offset by a $14.3 million decrease in accounts payable, accrued expenses and other current liabilities, and a $40.2 million increase in deferred contract costs.
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For the nine months ended September 30, 2021, cash used in operating activities was $9.4 million, primarily consisting of our net loss of $38.6 million, adjusted for non-cash charges of $46.4 million and net cash outflows of $17.2 million provided by changes in our operating assets and liabilities. The main drivers of the changes in operating assets and liabilities were a $23.2 million increase in deferred revenue, resulting primarily from our enterprise business growth, offset by a $13.5 million decrease in accounts payable, accrued expenses and other current liabilities, and a $25.5 million increase in deferred contract costs.
Investing activities
For the nine months ended September 30, 2022, net cash used in investing activities was $84.7 million, primarily as a result of our $66.1 million purchase of marketable securities, $5.0 million purchase of strategic investments, and $10.7 million of capital expenditures for capitalized software costs.
For the nine months ended September 30, 2021, net cash used in investing activities was $38.8 million, primarily as a result of our $24.5 million acquisition of CorpU, $4.6 million of capital expenditures for property and equipment, and $9.8 million of capital expenditures for capitalized software costs.
Financing activities
For the nine months ended September 30, 2022, net cash provided by financing activities was $9.8 million, primarily driven by proceeds from issuance of common stock via stock option exercises of $5.8 million and issuances of common stock under our employee stock purchase plan of $5.6 million, which was partially offset by a $1.6 million payment of deferred offering costs associated with our IPO.
For the nine months ended September 30, 2021, net cash provided by financing activities was $3.4 million, primarily as a result of $7.6 million of proceeds from issuance of common stock following employee stock option exercises, offset by payments of $2.3 million for redeemable convertible preferred stock issuance costs and $2.0 million for deferred offering costs associated with our IPO.

Off-balance sheet arrangements

During the periods presented, we did not have any relationships with unconsolidated entities or financial partnerships, such as entities often referred to as structured finance or special purpose entities, which would have been established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes.
Critical accounting policies and estimates
Our unaudited condensed consolidated financial statements and the related notes thereto included elsewhere in this Quarterly Report on Form 10-Q have been prepared in accordance with generally accepted accounting principles in the United States (“GAAP”). The preparation of these condensed consolidated financial statements requires us to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue, expenses, and related disclosures. We base our estimates on historical experience and on various other assumptions that we believe are reasonable under the circumstances. We evaluate our estimates and assumptions on an ongoing basis. Actual results may differ from these estimates. To the extent that there are material differences between these estimates and our actual results, our future financial statements will be affected.
There have been no material changes to our critical accounting policies and estimates as compared to those described in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” included in Part II, Item 7 of our Annual Report on Form 10-K.

Recent accounting pronouncements
See Note 2 to our unaudited condensed consolidated financial statements included in Part I, Item 1 of this Quarterly Report on Form 10-Q for information regarding recently issued accounting pronouncements.
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JOBS Act transition period
We are an emerging growth company (“EGC”) as defined in the JOBS Act. The JOBS Act provides that an emerging growth company can take advantage of an extended transition period for complying with new or revised accounting standards. This provision allows an emerging growth company to delay the adoption of some accounting standards until those standards would otherwise apply to private companies. We have elected to use the extended transition period under the JOBS Act for the adoption of certain accounting standards until the earlier of the date we (i) are no longer an emerging growth company or (ii) affirmatively and irrevocably opt out of the extended transition period provided in the JOBS Act. As a result, our condensed consolidated financial statements may not be comparable to companies that comply with new or revised accounting pronouncements as of public company effective dates. Based on the market value of its common stock held by non-affiliates as of the last business day of the second fiscal quarter ended June 30, 2022, we will cease to be an EGC on December 31, 2022.
Item 3. Quantitative and Qualitative Disclosures About Market Risk
Interest rate sensitivity

As of September 30, 2022, we had $427.9 million of cash and cash equivalents, which includes money market funds, certain U.S. government securities purchased with original maturities of less than 90 days, on demand deposits, and amounts in transit from certain payment processors for credit and debit card transactions. We also held $66.1 million of marketable securities, which are investments in various U.S. government securities. In addition, we had $3.6 million of restricted cash as of September 30, 2022, primarily due to the outstanding letter of credit related to the operating lease agreement for our corporate headquarters. Our cash and cash equivalents are held for working capital purposes. Given the above facts and circumstances, hypothetical changes in interest rates of 100 basis points would not result in a material increase or decrease of the market value of our marketable securities portfolio.

Foreign currency risk

The reporting currency is the U.S. dollar. We determine the functional currency for each of our foreign subsidiaries by reviewing their operations and currencies used in their primary economic environments. Fluctuations in foreign currency exchange rates may cause us to recognize transaction gains and losses in our condensed consolidated statement of operations, or translation gains and losses in accumulated other comprehensive income (loss) as a component of stockholders’ equity. Our marketable securities portfolio is also held in U.S. dollar investments, and to date, we have not entered into any hedging arrangements with respect to foreign currency risk or other derivative financial instruments, although we may choose to do so in the future. As such, a hypothetical 10% increase or decrease in current exchange rates would not have had a material impact on income or expense for the nine months ended September 30, 2022.

Credit risk

We are exposed to credit risk on accounts receivable balances. This risk is mitigated due to our large, diverse customer base, dispersed over various geographic regions and industrial sectors. The Company had no customers who accounted for more than 10% of total accounts receivable as of September 30, 2022. No single customer comprised more than 10% of our consolidated revenue in three and nine months ended September 30, 2022 or 2021. We maintain provisions for potential credit losses and such losses to date have normally been within our expectations. We evaluate the solvency of our customers on an ongoing basis to determine if additional allowances for credit losses need to be recorded. Significant economic disruptions or a slowdown in the economy could result in significant additional charges.
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Item 4. Controls and Procedures
Evaluation of disclosure controls and procedures
As required by Rule 13a-15(b) under the Securities Exchange Act of 1934, as amended (the “Exchange Act”), our management, including our Chief Executive Officer and Chief Financial Officer, evaluated the effectiveness of our disclosure controls and procedures as of the end of the period covered by this Quarterly Report on Form 10-Q. Based upon that evaluation, our Chief Executive Officer and Chief Financial Officer concluded that, as of the end of the period covered by this Quarterly Report on Form 10-Q, our disclosure controls and procedures were effective to provide reasonable assurance that information required to be disclosed by us in the reports that we file or submit under the Exchange Act is recorded, processed, summarized, and reported within the time periods specified in the SEC’s rules and forms and to provide reasonable assurance that such information is accumulated and communicated to our management, including our Chief Executive Officer and Chief Financial Officer, as appropriate to allow timely decisions regarding required disclosure.
Changes in internal control over financial reporting
There were no changes to our internal control over financial reporting that occurred during the quarter ended September 30, 2022 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.
Inherent limitations on the effectiveness of internal controls over financial reporting
Our disclosure controls and procedures are designed to provide reasonable assurance of achieving their objectives as specified above. However, our management, including our Chief Executive Officer and Chief Financial Officer, does not expect that our disclosure controls and procedures will prevent or detect all error and fraud. Any control system, no matter how well designed and operated, is based upon certain assumptions and can provide only reasonable, not absolute, assurance that its objectives will be met. Further, no evaluation of controls can provide absolute assurance that misstatements due to error or fraud will not occur or that all control issues and instances of fraud, if any, within our company have been detected.
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PART II. OTHER INFORMATION
Item 1. Legal Proceedings
From time to time, we are involved in legal proceedings and subject to claims that arise in the ordinary course of our business. Although the results of legal proceedings and claims cannot be predicted with certainty, we believe we are not currently party to any legal proceedings which, if determined adversely to us, would individually or taken together have a material adverse effect on our business, operating results or financial condition.
California class action complaint
On August 23, 2021, a putative class action complaint captioned Williams v. Udemy, Inc., Case No. 3:21-CV-06489, was filed against us in the U.S. District Court for the Northern District of California alleging violations of California’s unfair competition and false advertising statutes as well as the California Consumer Legal Remedies Act in connection with our pricing practices. The complaint seeks injunctive relief, unspecified damages, restitution and disgorgement of profits. On February 23, 2022, the court entered an order staying litigation pending arbitration. The parties are engaged in efforts to resolve this dispute, although, if such efforts fail, we intend to vigorously defend ourselves in this matter.
Other legal proceedings
We are subject to other legal proceedings and claims that arise in the ordinary course of business from time to time, as well as governmental and other regulatory investigations and proceedings. In addition, third parties may from time to time assert claims against us in the form of letters and other communications. We are not currently a party to any legal proceedings that, if determined adversely to us, would, in our opinion, have a material adverse effect on our business, financial condition, results of operations, or cash flows. Future litigation may be necessary to defend ourselves and our business partners and to determine the scope, enforceability, and validity of third-party proprietary rights, or to establish our proprietary rights. The results of any current or future litigation cannot be predicted with certainty, and regardless of the outcome, litigation can have an adverse impact on us because of defense and settlement costs, diversion of management resources, and other factors.
Item 1A. Risk Factors
Certain factors may have a material adverse effect on our business, financial condition, and results of operations. You should carefully consider the following risks, together with all of the other information contained in this Form 10-Q, including the sections titled “Special Note Regarding Forward-Looking Statements” and “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our financial statements and the related notes included elsewhere in this Form 10-Q. Any of the following risks could have an adverse effect on our business, financial condition, operating results, or prospects and could cause the trading price of our common stock to decline, which would cause you to lose all or part of your investment. Our business, financial condition, operating results, or prospects could also be harmed by risks and uncertainties not currently known to us or that we currently do not believe are material. Our risk factors are not guarantees that no such conditions exist as of the date of this report and should not be interpreted as an affirmative statement that such risks or conditions have not materialized, in whole or in part.

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Risks related to our Business and operations

We have a history of losses, and we may not be able to generate sufficient revenue to achieve or maintain profitability in the future.
We incurred net losses of $101.7 million and $38.6 million during the nine months ended September 30, 2022 and 2021, respectively, and, as of September 30, 2022, we had an accumulated deficit of $560.3 million. We expect our losses to continue as we make significant investments towards growing our business and operating as a public company. We have invested, and expect to continue to invest, substantial financial and other resources in developing our platform, including expanding our platform offerings, developing or acquiring new platform features and services, expanding into new markets and geographies, and increasing our sales and marketing efforts. These expenditures will make achieving and maintaining profitability more difficult, and these efforts may also be more costly than we expect and may not result in increased revenue or growth in our business. Any failure to increase our revenue sufficiently to keep pace with our investments and other expenses could prevent us from achieving or maintaining profitability or positive cash flow on a consistent basis. As a result, we can provide no assurance as to whether or when we will achieve profitability. If we are not able to achieve and maintain profitability, the value of our company and our common stock could decline significantly, and you could lose some or all of your investment.
We have a limited history and operate in an emerging and dynamic market, which makes it difficult to evaluate our prospects and future results of operations.
We commenced operations in 2010 and the market for online learning solutions is relatively new. These factors may make it difficult to accurately assess our future prospects and the risks, challenges, and uncertainties that we may encounter. These risks include:
maintaining and increasing a base of learners, instructors, and UB customers using our platform;
successfully competing with existing and future participants in the market for online learning solutions;
successfully expanding our business in existing markets and entering new markets and geographies;
anticipating and responding to market and broader economic conditions;
avoiding interruptions or disruptions in the service of our platform;
accurately forecasting our revenue and operating expenses on a quarterly and annual basis;
maintaining and enhancing the value of our reputation and brand;
attracting, hiring, and retaining qualified personnel to manage our operations and further develop our platform;
effectively managing rapid growth in our operations, including personnel; and
successfully implementing and executing our business strategies.
Additionally, because we have limited historical financial data and operate in a rapidly evolving market, any predictions about our future revenue and expenses may not be as accurate as they would be if we had a longer operating history or operated in a more established and predictable market. We have encountered in the past, and will encounter in the future, risks, challenges, and uncertainties frequently experienced by growing companies. If our assumptions regarding any of these risks, challenges, or uncertainties, which we use to plan and operate our business, are incorrect or change, or if we do not address them successfully, our results of operations could differ materially from our expectations and our business, financial condition, and results of operations could be adversely affected.
Our results of operations may fluctuate significantly from period to period due to a wide range of factors, which makes our future results difficult to predict.
Our results of operations have historically varied from period to period, and we expect that our results of operations will continue to vary significantly from quarter to quarter and year to year because of a variety of factors, many of which are outside of our control. As a result, comparing our results of operations on a period-to-period basis may not be meaningful. Factors that may contribute to the variability of our quarterly and annual results include, but are not limited to:
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our ability to attract and retain learners, instructors, and enterprises that use our platform in a cost-effective manner;
our ability to accurately forecast revenue and operating expenses;
the effects of increased competition on our business;
our ability to successfully expand in existing markets and successfully enter new markets;
changes in learner or customer behavior with respect to online learning solutions;
increases in marketing, sales, and other operating expenses that we may incur to grow and acquire new learners, instructors, and customers;
the revenue mix between our consumer and UB offerings;
the impact of worldwide economic conditions, including the resulting effect on consumer and business spending on online learning solutions;
our ability to maintain an adequate rate of growth and effectively manage that growth;
the effects of changes in search engine placement and prominence;
our ability to keep pace with technology changes in our industry;    
the success of our sales and marketing efforts;
our ability to protect, maintain, and enforce our intellectual property rights;
costs associated with defending claims, including intellectual property infringement claims, and related judgments or settlements;
changes in governmental or other regulations affecting our business;
interruptions in service and any related impact on our business, reputation, or brand;
the attraction and engagement of qualified employees and key personnel;
our ability to choose and effectively manage third-party service providers;
the effects of natural or man-made catastrophic events, including wars and other armed conflicts, such as Russia’s invasion of Ukraine;
the impact of a pandemic or an outbreak of disease or similar public health concern, such as the COVID-19 pandemic, or fear of such an event;
potential volatility in our gross margins, including due to revenue mix shifts between our Enterprise and Consumer segments, changes in our pricing policies, increased use of subscriptions in our Consumer segment, and timing differences between recognition of revenue and related content costs for courses;
the effectiveness of our internal controls over financial reporting;
the impact of payment processor costs and procedures; and
changes in our tax rates or exposure to additional tax liabilities.
The unpredictability of our results of operations could cause our results to vary from period to period or to fall below expected levels for a given period, which will adversely affect our business, financial condition, and results of operations.
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Our rapid growth may not be sustainable and depends on our ability to attract new learners, instructors, and organizations and retain existing ones.
Our success depends, in part, on growing the number of learners and instructors engaging with our platform. We believe the increase in the number of instructors increases the quality and quantity of the content available on our platform, in turn making our platform more appealing and engaging to learners in both our Consumer and Enterprise segments. This increase in learners then attracts more instructors to our platform. This dynamic marketplace model takes time to build and may grow at a slower pace than we expect. In addition, although the number of individual and UB learners and instructors engaging with our platform has grown in recent years, there can be no assurance that this growth will continue at its current pace or at all. For example, in 2020, we experienced a significant increase in engagement with our platform, in part as a result of the COVID-19 pandemic and the shelter in place orders and other efforts that were deployed by governments to mitigate its spread. While the COVID-19 pandemic may have accelerated an ongoing, long-term shift towards online learning, in the short term this level of demand from learners, instructors and organizations may decline as vaccines become more widely distributed and government restrictions are lifted; see “—The COVID-19 pandemic could affect our business, financial condition, and results of operations in volatile and unpredictable ways”. If we fail to grow or maintain the number of learners and instructors engaging with our platform, the value of our platform will diminish and our revenue will decline.
We believe that many of our new learners find us by word of mouth and other non-paid referrals from existing learners. If existing learners are dissatisfied with their experience on our platform, they may stop accessing our content and referring others to us. Likewise, if existing learners do not find our content appealing and engaging, whether because of a negative experience with, declining interest in or relevancy of the content, they may stop referring others to us. In turn, if instructors perceive that our platform lacks an adequate learner audience, instructors may be less willing to provide content for our platform, and the experience of learners could be further negatively impacted. The willingness or ability of instructors to provide content for our platform could also be negatively impacted by other factors, such as:
complaints or negative publicity about us or our platform, even if factually incorrect or based on isolated incidents;
changes to our terms and policies that our instructors find, or even perceive, to be unpopular or that are not clearly articulated to them; or
our failure to enforce our policies fairly and transparently.
In addition, the costs associated with retaining learners and instructors are substantially lower than those associated with acquiring new learners and instructors. As a result, if we are unable to retain existing learners and instructors, even if such losses are offset by an increase in revenue resulting from new learners and instructors, it could have a material adverse effect on our results of operations. Consequently, if we are unable to retain existing learners and instructors and attract new learners and instructors who contribute and engage with our platform, our growth prospects would be harmed and our business, financial condition, and results of operations could be adversely affected.
Our platform relies on a limited number of instructors who create a significant portion of the most popular content on our platform, and the loss of these instructor relationships could adversely affect our business, financial condition, and results of operations.
As part of our instructor community, we strive to build meaningful connections with instructors, ranging from those that are well known and have created extensively to those that have just begun the process of creating courses. As of September 30, 2022, we had relationships with 74,000 instructors. Although we view the breadth and diverse expertise of our instructor base and the content they create as one of our competitive advantages, a significant portion of the most popular content on our platform, and as a result a significant portion of our revenue, is attributable to a limited number of our instructors. Moreover, because instructors may unpublish content or leave the Udemy platform altogether, subject to our right to continue offering such content to new learners on the consumer marketplace for 60 days afterwards and in our subscription offerings for 12 months afterwards, we may need to source replacement content by a different instructor on short notice. Although we do not believe the loss of any one of these instructors would materially impact our business, the loss of multiple existing instructors, as well as any failure to attract additional instructors, could negatively impact our business, financial condition and results of operations by adversely affecting our ability to provide high-quality, engaging,
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and relevant content for one or more subject matters and the pace at which we provide such content, which in turn could reduce the attractiveness of our platform to learners and customers.
If we fail to maintain and expand our relationships with UB customers, our ability to grow our business and revenue will suffer.
Revenue from our Enterprise segment represented 53% and 39% of our revenue during the three months ended September 30, 2022 and 2021, respectively, and 48% and 34% during the nine months ended September 30, 2022 and 2021, respectively. We believe that our future success depends, in part, on our ability to grow this offering, both by retaining and expanding our relationship with existing customers and attracting new customers. Many customers initially use our platform within specific groups or departments within their organizations, or for specific use cases. Our ability to grow our UB business depends, in part, on our ability to persuade these customers to expand their use of our platform to address additional use cases. Further, to continue to grow our business, it is important that our customers renew their subscriptions when existing contracts expire and that we expand our relationships with our existing customers. Customers have no obligation to renew their subscriptions, and they may decide not to renew their subscriptions with a similar contract period, at the same prices and terms, with the same or a greater number of users, or at all. We have had some customers elect not to renew their subscriptions with us in the past, and it is difficult to accurately predict whether we will have future success in retaining customers or expanding our relationships with them. We have experienced significant growth in the number of customers subscribing to our UB offerings, but we do not know whether we will continue to achieve similar growth, or achieve any growth at all, in the future. Our ability to retain UB customers and expand our deployments with them may decline or fluctuate as a result of a number of factors, including customers’ satisfaction with our platform, the quality and timeliness of our customer success and customer support services, our prices, the prices and features of competing solutions, reductions in customers’ spending levels, insufficient adoption of our platform by our customers’ constituents, and new feature releases. If customers do not purchase additional subscriptions or renew their existing subscriptions, renew on less favorable terms, or fail to continue to expand their engagement with us, our revenue may decline or grow less quickly than anticipated, which would harm our business, financial condition, and results of operations.
We operate in a highly competitive market, and we may not be able to compete successfully against current and future competitors.
We operate in a highly competitive environment, as the market for online learning is relatively new, highly fragmented, and rapidly evolving, with limited barriers to entry. We compete for learners, enterprise customers, and instructors:
Learners: We compete for learners based on our course catalog, instructors, and learning tools.
UB customers: We compete for customers based on our up-to-date content, the breadth and depth of that content across the full range of core business functions, and advanced product features that optimize self-paced learning and enable organizations to effectively drive programmatic learning.
Instructors: We compete for instructors based on our ability to promote monetization opportunities.
Our competition includes corporate training offerings (such as those from Pluralsight, Skillsoft, and LinkedIn Learning), direct-to-consumer training offerings (such as those from Coursera and edX), specialized content training offerings (such as those from A Cloud Guru and Skillshare), and free online resources used to gather and share knowledge and skills.
We expect our existing competitors and new entrants to the online learning market to continually evolve and improve their business models. If these or other market participants introduce new or improved delivery of online education and technology-enabled services that are more compelling or widely accepted than ours, our ability to grow our revenue and achieve profitability could suffer. Several new and existing companies in the online education industry provide or may provide offerings similar to what we offer on our platform, and, despite any exclusivity arrangements we have with our instructors, these companies may nonetheless pursue relationships with our instructors that may reduce, or stop altogether, the content our instructors produce for our platform. In addition, customers may choose to continue using or develop their own online learning or training solutions in-house rather than pay for our platform.
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We believe that our competitiveness depends on a range of factors, both within and beyond our control, including:
the availability or development of alternative online learning platforms that are more compelling to learners, instructors, or organizations than ours;
changes in pricing policies and terms offered by our competitors or by us;
the ability to adapt to new technologies and changes in requirements of our learners, instructors, and UB customers;
costs associated with acquiring and retaining learners, instructors, and UB customers;
the ability of our current and future competitors to establish relationships with customers; and
industry consolidation and the number and rate of new entrants.

Current and potential competitors (including any new entrants into the market) may enjoy substantial competitive advantages over us, such as greater name recognition, longer operating histories, market- or industry-specific knowledge, more successful marketing capabilities, and substantially greater financial, technical, and other resources than we have. Our current or new competitors may adopt certain aspects of our business model, which could reduce our ability to differentiate our services. Furthermore, online educational content is not typically marketed exclusively through any single channel and, accordingly, our competitors could aggregate a set of online learning courses similar to ours. Competition may intensify as our competitors raise additional capital or as new participants, including established companies, enter the markets in which we compete. Our ability to grow our business and achieve profitability could be impaired if we cannot compete successfully.
The market for online learning solutions is relatively new and may not grow as we expect, which may harm our business, financial condition, and results of operations.
Our future success will depend in part on the growth, if any, in the demand for online learning solutions. Although we believe the COVID-19 pandemic has accelerated the demand for online learning solutions from both individuals and businesses alike, the online learning market is less mature than the market for in-person instruction and continues to evolve rapidly. There can be no assurance that the heightened levels of demand for online learning solutions experienced during the COVID-19 pandemic will continue once the effects of the pandemic, such as limitations on in-person activities, abate, see “—The COVID pandemic could affect our business, financial condition, and results of operations in volatile and unpredictable ways.” Consequently, it is difficult to predict demand for and continued use of our platform by learners, instructors, and UB customers, the rate at which existing learners and instructors expand their engagement with our platform, the size and growth rate of the market for our platform, the entry of competitive offerings into the market, or the success of existing competitive offerings. Furthermore, even if learners or UB customers want to adopt an online learning solution, it may take them a substantial amount of time to fully transition to this type of learning solution or they could be delayed due to budget constraints, weakening economic conditions, or other factors. Even if market demand for online learning solutions generally increases, we cannot assure you that adoption of our platform will also increase. If the market for online learning solutions does not grow as we expect or our platform does not achieve widespread adoption, it could result in reduced learner and customer spending, reduced engagement from instructors, attrition by learners, instructors, and UB customers, and decreased revenue, any of which would adversely affect our business, financial condition, and results of operations.
Adherence to our values and our focus on long-term sustainability may negatively impact our short- or medium-term financial performance.
Our values motivate everything we do, and we accordingly intend to focus on the long-term sustainability of our business and platform. We may take actions that we believe will benefit our business and our ecosystem and, therefore, our stockholders over a period of time, even if those actions do not maximize short- or medium-term financial results. However, these longer-term benefits may not materialize within the timeframe we expect or at all. For example:
we may choose to prohibit certain content from our platform that we believe is inconsistent with our values even though we could benefit financially from the sale of that content;
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we may choose to revise our policies in ways that we believe will be beneficial to our learners, instructors, and UB customers in the long term even though the changes are perceived unfavorably among our existing learners, instructors, and customers; or
we may take actions, such as locating our servers in low-impact data centers, that reduce our environmental footprint even though these actions may be more costly than other alternatives.
The COVID-19 pandemic could affect our business, financial condition, and results of operations in volatile and unpredictable ways.
In March 2020, the World Health Organization declared that the outbreak of COVID-19 was a global pandemic. To limit the spread of the virus, governments have imposed various restrictions, including emergency declarations at the federal, state, and local levels, school and business closings, quarantines, “shelter at home” orders, restrictions on travel and trade, limitations on social or public gatherings, and other social distancing measures.
The full extent of the impact of the pandemic on our business, financial condition, and results of operations depends on future developments that are uncertain and unpredictable, including the duration and scope of the pandemic (including any potential future waves of the pandemic, either domestically or globally); governmental, business, and individual actions that have been and continue to be taken in response to the pandemic, including the availability, adoption, and effectiveness of COVID-19 vaccines; the effect on our learners, instructors, and UB customers; disruptions or restrictions on our employees’ ability to work and travel; the availability and cost to access capital markets; and interruptions related to our cloud networking and mobile app infrastructure that impact our learners, instructors, and customers. We have taken precautionary measures intended to help minimize the risk of COVID-19 to our employees, including transitioning the majority of our employees to remote work and restricting business travel. As we continue to actively monitor issues arising from the COVID-19 pandemic, we may take further actions that alter our business operations, including as may be required by federal, state, local, or foreign authorities or that we determine are in the best interests of our employees, learners, instructors, UB customers, business partners, and stockholders.
We have also seen significant and rapid shifts in the traditional models of education and training as the COVID-19 pandemic has progressed. Although we believe the COVID-19 pandemic has increased the need or willingness of businesses, governments, institutions, and individuals to adopt remote, online, and asynchronous learning and training, we cannot predict whether this trend will continue as the pandemic subsides, restrictions ease and the risk and barriers associated with in-person learning and training decrease. Learners and UB customers may choose to revert to more traditional, in-person learning and training solutions following the pandemic, which could adversely affect the demand for our platform and our revenue. Demand for our platform, and, in turn, our revenue, may be volatile as the COVID-19 pandemic, and societal and governmental responses to the pandemic, continue to develop. In addition, the COVID-19 pandemic and its related effects may negatively impact the financial resources available to learners and UB customers, which could in turn negatively impact our business, financial condition, and results of operations.
We may need to change our pricing model for our platform’s offerings, which in turn could adversely impact our results of operations.

We have in the past, and expect that we may in the future, need to change our pricing model or target contract length from time to time, which could impact our financial results. As the market for our learning platform develops, as new competitors introduce competitive applications or services, or as we enter into new international markets, we may be unable to attract new learners or UB customers at the same price or based on the same pricing models we have historically used, or for contract lengths consistent with our historical averages. In addition, as we develop and roll out new products, such as our recently launched consumer subscription model, or improve existing ones, we will need to develop pricing and contract models for these products that appeal to consumer learners over time, and we may not be successful in doing so. Pricing and contract length decisions may also impact the mix of adoption among our offerings and negatively impact our overall revenue. Competition may also require us to make substantial price concessions. Moreover, our pricing model and methodology has been, and may in the future become, subject to legal challenge under applicable federal or state laws, regulations, and guidelines relating to promotional pricing practices. For example, in August 2021, a putative class action complaint was filed against us alleging violations of California’s unfair competition and false advertising statutes as well as the California Consumer Legal Remedies Act in connection with the promotional “strike-through” pricing for courses offered on platform, alleging that the reference prices
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used for comparison purposes are false or misleading. Our results of operations may be adversely affected by any of the foregoing, and we may have increased difficulty achieving or maintaining profitability.
Failure to effectively expand our sales and marketing capabilities could harm our ability to increase our base of learners and UB customers and achieve broader market acceptance.
Our ability to broaden our base of both consumer learners and UB customers, and achieve broader market acceptance of our marketplace platform, will depend to a significant extent on the ability of our sales and marketing organizations to work together to drive our sales pipeline and cultivate customer relationships. Our marketing efforts include the use of search engine optimization, paid search, email marketing, and television.
We have invested in and plan to continue expanding our sales and marketing organizations, both domestically and internationally. Identifying, recruiting, and training sales personnel will require significant time, expense, and attention. If we are unable to hire, develop, and retain talented sales or marketing personnel, if our new sales or marketing personnel are unable to achieve desired productivity levels in a reasonable period of time, or if our sales and marketing programs are not effective, our ability to broaden our customer base and achieve broader market acceptance of our platform could be harmed. In addition, the investments we make in our sales and marketing organizations will occur in advance of experiencing benefits from such investments, making it difficult to determine in a timely manner if we are efficiently allocating our resources in these areas.
If we fail to effectively adapt and respond to rapidly changing technology, evolving industry standards, and changing customer needs or requirements, our platform may become less competitive.
The markets in which we compete are and will continue to be characterized by constant change and innovation. Our success is predicated on our ability to identify and anticipate the needs of learners, instructors, and UB customers and design a scalable learning experience platform that allows them to easily create and access high-quality, in-demand educational content. Our ability to attract new and retain existing learners, instructors and UB customers to our platform, and to deepen their relationships with our platform, depends in large part on our ability to continue improving and enhancing our offerings.
We may experience difficulties with software development that could delay or prevent the development, introduction or implementation of platform modifications and enhancements. Software development involves a significant amount of time for our technology team, as it can take developers months to update, code, and test new and upgraded features and integrate them into our platform. We must also continually update, test, and enhance our platform. The continual improvement and enhancement of our platform requires significant investment and we may not have the resources to continue making these investments. Further, there can be no assurance that the platform modifications and enhancements in which we invest will result in additional revenue sufficient to cover the cost of developing those modifications and enhancements, if any. If we are not able to improve and enhance our platform in an effective manner, our business, financial condition, and results of operations will be adversely affected.
If we are not able to maintain and enhance our brand, our reputation and business may suffer.
We believe that maintaining and enhancing our reputation and brand recognition is critical to our ability to attract and retain learners, instructors, UB customers, and partners, and that the importance of our reputation and brand recognition will continue to increase as competition in the markets in which we operate continues to develop. Our success in this arena will depend on a range of factors, both within and beyond our control. Factors affecting our reputation and brand recognition that are within our control include our ability to:
market our platform effectively and efficiently;
maintain a useful, innovative, and reliable platform;
maintain a high satisfaction among learners, instructors, and UB customers;
provide a high quality and perceived value for our platform;
successfully differentiate our platform from competing offerings;
maintain a consistently high level of customer service; and
prevent any actual or perceived data security breach or incident or data loss, or misuse or perceived misuse of our platform.
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Additionally, our reputation and brand recognition may be affected by factors that are beyond our control, such as:
the actions of competitors or other third parties;
the quality and quantity of, as well as the nature and subject matter of, content available from instructors on our platform;
positive or negative publicity, including with respect to events or activities attributed to us, our employees, instructors, or our commercial partners;
interruptions, delays, or attacks on our platform; and
litigation or legal developments.
Damage to our reputation and brand, from the factors listed above or otherwise, may reduce demand for our platform and have an adverse effect on our business, operating results and financial condition. Moreover, any attempts to rehabilitate our reputation and brand recognition may be costly and time-consuming, and there can be no assurance that any such efforts will ultimately be successful.
We could face liability, or our reputation might be harmed, as a result of courses posted to our platform.
Instructors at times post courses and related materials to our platform that contain content owned by third parties, and we do not proactively review content for potential infringement of intellectual property rights. Although we maintain and enforce terms and policies requiring instructors to respect the intellectual property rights of others, the laws governing the fair use of these third-party materials are imprecise and adjudicated on a case-by-case basis, which makes it challenging to adopt and implement appropriately balanced institutional policies governing these practices. As a result, we are subject to potential liability to third parties for the unauthorized duplication, distribution, or other use of this material. In addition, third parties have alleged, and in the future may allege, misappropriation, plagiarism, or similar claims related to content appearing on our platform. Any such claims, including claims of defamation, disparagement, negligence, warranty, misappropriation, or personal harm, could subject us to costly litigation and impose a significant strain on our financial resources and management personnel, regardless of whether the claims have merit. Moreover, there can be no assurance that measures taken under our terms and policies in response to complaints by third-party content owners regarding intellectual property violations, such as taking down courses subject to a valid complaint or banning instructors who violate our repeat infringer policy, will be sufficient to protect us from claims of intellectual property infringement. Our various liability insurance coverages may not cover potential claims of this type adequately or at all, and we may be required to alter or cease our uses of such material, which may include removing course content or altering the functionality of our platform, or be required to pay monetary damages.

Where applicable, we rely on a variety of statutory and common law frameworks and defenses, including those provided by the Digital Millennium Copyright Act of 1998 (the “DMCA”), the Communications Decency Act (the “CDA”), the fair-use doctrine in the United States and the E-Commerce Directive in the European Union (the “E.U.”), variation in the availability, scope, and application of such frameworks, defenses, and statutes across the many jurisdictions we operate, and the applicable limitations on immunity, requirements to maintain immunity, and moderation efforts required in the many jurisdictions in which we operate may affect our ability to rely on these frameworks and defenses, or create uncertainty regarding liability for content posted to our platform. As an example, Article 17 of the Directive on Copyright in the Digital Single Market was passed in the E.U. contains conditions and obligations service providers must satisfy in order to qualify for its protection, compliance with which may have the consequence of limiting safe harbor protections afforded to us in the other jurisdictions (including in U.S. under the DMCA), and increase our exposure to liability relating to for content posted on our platform. Member states in the E.U. are in the process of determining how Article 17 will be implemented in their particular country’s laws. In addition, the E.U. is also reportedly reviewing the regulation of digital services, and it has been reported that the E.U. plans to introduce the Digital Services Act, a package of legislation intended to update the liability and safety rules for digital platforms, products, and services, which could negatively impact the scope of the limited immunity provided to us by the E-Commerce Directive. The work of monitoring and responding to changes in applicable laws in the E.U. and other jurisdictions to maintain compliance with applicable safe harbors, where possible, may be difficult or expensive, and may have a negative impact on our business. In countries in Asia and Latin America, generally there are not similar statutes to the CDA or E-Commerce Directive. The laws of countries in Asia and Latin America generally provide for direct liability if a platform is involved in creating such content or has actual knowledge of the content without
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taking action to take it down. Further, laws in some Asian countries also provide for primary or secondary liability, which can include criminal liability, if a platform failed to take sufficient steps to prevent such content from being uploaded. Although these and other similar legal provisions provide limited protections from liability for platforms like ours, if we are found not to be protected by the safe harbor provisions of the DMCA, CDA, or other similar laws, or if we are deemed subject to laws in other countries that may not have the same protections or that may impose more onerous obligations on us, including Article 17 or other proactive obligations to filter or review content for potential infringement of intellectual property, we may be required to take additional, potentially burdensome, measures to moderate the content available through our platform, which could diminish the depth, breadth and variety of content available on our platform, or the speed at which new content is made available on our platform, and we may face substantial damages or other penalties for non-compliance, any of which in turn could negatively impact our brand, reputation and financial results. Moreover, regulators in the United States and in other countries in which we operate may introduce new regulatory regimes or modify existing regulatory regimes, including in ways that increase potential liability for information or content available on or through our platform or the content moderation decisions we make with respect to our platform, or which impose additional obligations to monitor such information or content, which could increase our costs. For example, in recent years, there have been various efforts calling for reforms to Section 230 of the CDA, ranging from a complete repeal of the statute to modifications of it in such a way as to remove certain social media companies from its protection, and certain U.S. states have either passed or are debating laws that would create potential liability for moderating or removing certain user content.
Failure of our resellers or other commercial partners to use acceptable ethical business practices or comply with applicable laws could negatively impact our business.
In certain jurisdictions, such as Japan, we rely on third-party resellers and other commercial partners to distribute and market our offerings. We expect these resellers and partners to operate in compliance with applicable laws, rules, and regulations, but we cannot control their conduct. If any of our resellers or partners violates applicable laws or implements business practices that are regarded as unethical, the distribution of our platform in those jurisdictions could be interrupted, usage of our platform could decline, our reputation could be damaged and we may be subject to liability. Any of these events could have a negative impact on our business, financial condition, and results of operations.
Our revenue, results of operations, and financial condition could be negatively affected by general economic conditions.
Our business is sensitive to trends in the general economy, which is unpredictable. Therefore, our operating results, to the extent they reflect changes in the broader economy, may be subject to significant fluctuations. Since online learning is generally dependent on discretionary spending, negative general economic conditions could significantly reduce the overall amount that learners and organizations spend on, and the frequency of, online learning. Any or all of these factors could reduce the demand for our services, reducing our revenue. In addition, the occurrence of any of these events could increase our need to make significant expenditures to continue to attract learners and UB customers to our platform.
Our business and operations could be materially and adversely affected by natural disasters, public health crises, political crises, or other catastrophic events.
Our business and operations could be materially and adversely affected in the event of earthquakes, floods, fires, telecommunications failures, blackouts, or other power losses, break-ins, acts of terrorism, wars and other armed conflicts, political or geopolitical crises, inclement weather, public health crises, pandemics or endemics, or other catastrophic events. In particular, our corporate headquarters are located in San Francisco, California, an earthquake-sensitive area and one that has been increasingly vulnerable to wildfires, and damage to or total destruction of our executive offices resulting from earthquakes may not be covered in whole or in part by any insurance we may have. If floods, fire, inclement weather including extreme rain, wind, heat, or cold, or accidents due to human error were to occur and cause damage to our properties, or if our operations were interrupted by telecommunications failures, blackouts, acts of terrorism, wars and other armed conflicts, political or geopolitical crises, or public health crises, our results of operations would suffer, especially if such events were to occur during peak periods. We may not be able to effectively shift our operations due to disruptions arising from the occurrence of such events, and our business could be affected adversely as a result.
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Our business could be harmed if we fail to manage our growth effectively.
The rapid growth we have experienced, and may continue to experience, in our business places significant demands on our operational infrastructure. The scalability and flexibility of our platform depends on the functionality of our technology and network infrastructure and our ability to handle increased traffic and demand for bandwidth. The growth in the number of learners and instructors using our platform and the amount of educational content available through our platform has increased the amount of data and requests that we process. Any problems with the transmission of increased data and requests could result in harm to our brand or reputation. Moreover, as our business grows, we will need to devote additional resources to improving our operational infrastructure and continuing to enhance our scalability in order to maintain the performance of our platform. Our growth has placed, and will likely continue to place, a significant strain on our managerial, administrative, operational, financial, and other resources. We have grown from 230 full-time employees in May 2016 to 1,628 full-time employees as of September 30, 2022. We intend to further expand our overall business, including headcount, with no assurance that our revenue will continue to grow. As we grow, we will be required to continue to improve our operational and financial controls and reporting procedures and we may not be able to do so effectively. As such, we may be unable to manage our expenses effectively in the future, which may negatively impact our gross profit or operating expenses.
Our future success depends on our ability to retain our senior management team and other highly skilled employees and to attract, retain, and motivate our qualified personnel.
We depend on the continued services and performance of our senior management team, key technical employees, and other key personnel. Although we have entered into employment agreements with senior management team members, each of them may terminate their employment with us at any time or not be able to perform the services we require in the future. We do not maintain “key person” insurance for any of our executives or other employees. Similarly, third parties may attempt to encourage our senior management team or other key employees to leave for other employment. The loss of one or more of the members of our senior management team or other key personnel for any reason could disrupt our operations, create uncertainty among investors, adversely impact employee retention and morale and significantly harm our business.
To execute our growth plan, we must hire many employees over the next few years. In addition, we must retain our highly qualified employees. Competition for highly qualified employees is intense, particularly from other high-growth technology companies and in the San Francisco, California labor market, where our corporate headquarters are located.
From time to time we have experienced, and may continue to experience, difficulty in hiring and retaining employees with the appropriate level of qualifications. The companies with which we compete for qualified employees may have greater resources than we have and may offer compensation packages that are perceived to be better than ours. Additionally, changes in our compensation structure may be negatively received by employees and result in attrition or cause difficulty in the recruiting process. If we fail to attract new employees or fail to retain and motivate our current employees, our business and future growth prospects could be adversely affected.
Acquisitions and other strategic investments may expose us to significant risks, any of which could materially and adversely affect our business, financial condition, and results of operations.
We have in the past pursued, and may in the future pursue, acquisitions of, or strategic investments in, businesses, technologies, services and other assets that complement our business. For example, in August 2021, we announced our acquisition of CUX, Inc. (d/b/a CorpU) (“CorpU”), an online leadership development platform. We have limited experience as an organization with successfully executing and managing acquisitions and strategic investments. These kind of transactions involve numerous risks, including the following:
difficulties in realizing the anticipated economic, operational and other benefits of the acquisition or strategic investment successfully or in a timely manner;
failure of businesses we acquire or invest in to achieve anticipated revenue, earnings, or cash flow;
diversion of management’s attention or other resources from our existing business;
any inability to maintain the key customers, business relationships, suppliers, and brand potential of businesses we acquire or invest in;
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uncertainty of entry into businesses or geographies in which we have limited or no prior experience or in which competitors have stronger positions;
unanticipated or greater costs than expected associated with pursuing acquisitions or investments;
difficulties in, or costs associated with, any integration process, such as challenges associated with assigning or transferring acquired intellectual property or intellectual property licenses; integrating and auditing financial statements of acquired companies that have not historically prepared financial statements in accordance with generally accepted accounting principles in the United States (“GAAP”); and integrating the workforce of acquired companies and the potential loss of key employees of the acquired companies;
responsibility for the liabilities of acquired businesses, including those that were not disclosed to us or exceed our estimates, such as liabilities arising out of the failure to maintain effective privacy, data protection and cybersecurity controls, and liabilities arising out of the failure to comply with applicable laws and regulations, including tax laws;
inability to maintain our culture and values, ethical standards, controls, procedures, and policies; and
asset write-offs and impairments of goodwill and intangible assets in connection with any acquisition or strategic investment, as well as any inability to accurately forecast such impacts.
We may not succeed in addressing these or other risks in connection with any acquisitions or strategic investments we undertake, which could have a material adverse effect on our business, financial condition, and results of operations. Furthermore, we may have to pay cash, incur debt or issue equity or equity-linked securities to finance any acquisitions or investments, which could also adversely affect our financial condition or the trading price of our securities, and the sale of equity or equity-linked securities could result in dilution to our stockholders.
We may need to raise additional funds to pursue our growth strategy or continue operations, and we may be unable to raise capital when needed or on acceptable terms.
From time to time, we may seek additional equity or debt financing to fund our growth, enhance our platform, respond to competitive pressures, or make acquisitions or other investments. Our business plans may change, general economic, financial or political conditions in our markets may deteriorate or other circumstances may arise, in each case that have a material adverse effect on our cash flows and the anticipated cash needs of our business. Any of these events or circumstances could result in significant additional funding needs, requiring us to raise additional capital. We cannot predict the timing or amount of any such capital requirements at this time. If financing is not available on satisfactory terms, or at all, we may be unable to expand its business at the rate desired and our results of operations may suffer.
We operate internationally and we plan to continue expanding our international operations, which exposes us to risks inherent in international operations.
Managing a global organization requires significant resources and management attention. We currently maintain offices outside of the United States in Turkey and Ireland, and we plan to expand our international operations in the future.
We generated 58% and 60% of revenue outside North America during the three months ended September 30, 2022 and 2021, respectively, and 59% and 61% during the nine months ended September 30, 2022 and 2021, respectively, and based on our instructor registration records, we estimate that a majority of our instructors are located outside the United States. Any further international expansion efforts that we may undertake may not be as successful as we expect or at all.
Additionally, conducting international operations subjects us to risks that we have not generally faced in the United States. These risks include:
the cost and resources required to localize our services, which requires the translation of our websites into foreign languages and adaptation for local practices and regulatory requirements;
competition with local market participants who understand the local market better than we do or who have pre-existing relationships with our potential learners and UB customers in those markets;
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greater reliance on third-party resellers and other commercial partners for the distribution and marketing of our offerings;
legal uncertainty regarding our liability for the content and services provided by our instructors, including as a result of local laws or a lack of clear precedent of applicable law;
the burdens of complying with a wide variety of foreign laws and legal standards;
lack of familiarity with and unexpected changes in foreign regulatory requirements;
adapting to variations in methods of payment from learners and UB customers;
difficulties in managing and staffing international operations;
fluctuations in currency exchange rates;
potentially adverse tax consequences, including the complexities of foreign value added tax systems, digital services tax and restrictions on the repatriation of earnings;
increased financial accounting and reporting burdens and complexities and difficulties in implementing and maintaining adequate internal controls;
political, social, and economic instability abroad, wars and other armed conflicts, terrorist attacks, and security concerns in general, including Russia’s invasion of Ukraine;
reduced or varied protection for intellectual property rights in some countries; and
higher telecommunications and internet service provider costs.
Operating in international markets also requires significant management attention and financial resources. The investment and additional resources required to establish operations and manage growth in other countries may not produce desired levels of revenue or profitability.
Our strategic and other relationships with partners overseas may also subject us to additional regulatory scrutiny in the United States and other jurisdictions. For example, the Committee on Foreign Investment in the U.S. has continued to apply a more stringent review of certain foreign investment in U.S. companies, and has made inquiries to us with respect to equity investments in us by foreign investors prior to our initial public offering. Operating in international markets could also increase our business exposure to the effects of trade and economic sanctions regulations. See “—We are subject to governmental export and import controls and regulations that could impair our ability to compete in international markets and subject us to liability if we are not in full compliance with applicable laws.”
Further, as we continue to expand internationally, we could also become subject to increased difficulties in collecting accounts receivable (including as a result of international sanctions or other trade restrictions affecting the geographies in which we or our learners or customers are present), repatriating money without adverse tax consequences, and risks relating to foreign currency exchange rate fluctuations. We have not engaged in currency hedging activities to limit risk of exchange rate fluctuations, and while we may decide to do so in the future, the availability and effectiveness of these hedging transactions may be limited. Changes in exchange rates affect our costs and earnings, and may also affect the book value of our assets located outside the United States and the amount of our stockholders’ equity.
We are subject to laws and regulations worldwide, and failure to comply with such laws and regulations could subject us to claims or otherwise adversely affect our business, financial condition and results of operations.
We are subject to a variety of laws in the U.S. and abroad that affect our business. As a global platform with learners and instructors in over 180 countries, we are subject to a wide range of laws and regulations regarding consumer protection, advertising, electronic marketing, privacy, data protection and cybersecurity, data localization requirements, online services, freedom of speech, labor, real estate, taxation, intellectual property ownership and infringement, export and national security, tariffs, anti-corruption and telecommunications, all of which are continuously evolving and developing.
The scope and interpretation of the laws that are or may be applicable to us are often uncertain and may be conflicting, particularly laws outside the U.S., and compliance with laws, regulations and similar requirements may be burdensome and expensive. Because these laws and regulations are subject to change over time, we
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must continue to dedicate resources to monitoring developments in the law and ensuring compliance. Laws and regulations may be inconsistent from jurisdiction to jurisdiction, and certain jurisdictions may impose more stringent regulatory requirements than the U.S., which may increase the cost of compliance and doing business and expose us to possible litigation, penalties, or fines. Any such costs, which may rise in the future as a result of changes in these laws and regulations or in their interpretation, could make our platform less attractive to learners, instructors, or enterprise customers or cause us to change or limit our ability to make available our platform. We have policies and procedures designed to ensure compliance with applicable laws and regulations, but we cannot assure you that we will not experience violations of such laws and regulations or our policies and procedures. Any such violations could subject us to investigations, sanctions, enforcement actions, disgorgement of profits, fines, damages, civil and criminal penalties, or injunctions. If any governmental sanctions are imposed, or if we do not prevail in any possible civil or criminal litigation, our business, operating results, and financial condition could be materially adversely affected. In addition, responding to any action will likely result in a significant diversion of management’s attention and resources and an increase in professional fees. Enforcement actions and sanctions could harm our business, operating results, and financial condition.
We are subject to governmental export and import controls and regulations that could impair our ability to compete in international markets and subject us to liability if we are not in full compliance with applicable laws.
Our business activities are subject to various restrictions under U.S. export and similar laws and regulations, including trade and economic sanctions regulations administered by the U.S. Treasury Department’s Office of Foreign Assets Control and, in some cases, the U.S. Department of Commerce’s Export Administration Regulations. The U.S. export control and economic sanctions laws and regulations include restrictions or prohibitions on the sale of certain services to U.S. embargoed or sanctioned countries, governments, persons, and entities which in some cases might apply to our activities. In addition, various countries regulate the import of certain technology and have enacted or could enact laws that could limit our ability to provide learners access to our platform or could limit our learners’ ability to access or use our services in those countries.
Although we take precautions to prevent our platform from being provided in violation of such laws, our platform could be provided inadvertently in violation of such laws, despite the precautions we take. Complying with these laws and regulations could be particularly difficult because our products are widely available worldwide, in some cases, by providing only minimal information at registration. If we fail to comply with these laws and regulations, we and certain of our employees could be subject to civil or criminal penalties, including the possible loss of export privileges and fines. We also may be adversely affected through penalties, reputational harm, loss of access to certain markets, or otherwise. In addition, various countries regulate the import and export of certain encryption and other technology, including import and export permitting and licensing requirements, and have enacted laws that could limit our ability to distribute our platform or could limit our learners’ ability to access our platform in those countries. Changes in our platform, or future changes in export and import regulations, may prevent our international learners or instructors from using our platform or, in some cases, prevent the export or import of our platform to certain countries, governments, or persons altogether. Any change in export or import regulations, economic sanctions, or related legislation or changes in the countries, governments, persons, or technologies targeted by such regulations, could result in decreased use of our platform.
Failure to comply with anti-bribery, anti-corruption, and anti-money laundering laws, and similar laws, could subject us to penalties and other adverse consequences.
We are subject to the U.S. Foreign Corrupt Practices Act of 1977, as amended, the FCPA, the U.S. domestic bribery statute contained in 18 U.S.C. § 201, the U.S. Travel Act, and possibly other anti-bribery laws and anti-money laundering laws in countries outside of the United States in which we conduct our activities. Anti-corruption and anti-bribery laws have been enforced aggressively in recent years and are interpreted broadly to generally prohibit companies, their employees, agents, representatives, business partners, and third-party intermediaries from authorizing, offering, or providing, directly or indirectly, improper payments or benefits to recipients in the public or private sector.
We sometimes engage third parties to sell our products and conduct our business abroad. We and our employees, agents, representatives, business partners, or third-party intermediaries may have direct or indirect interactions with officials and employees of government agencies or state-owned or affiliated entities and may be held liable for the corrupt or other illegal activities of these employees, agents, representatives, business partners, or third-party intermediaries even if we do not explicitly authorize such activities. We cannot assure
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you that none of our employees and agents will take actions in violation of applicable law, for which we may be ultimately held responsible. As we increase our international sales and business, our risks under these laws may increase.
These laws also require that we keep accurate books and records and maintain internal controls and compliance procedures designed to prevent any such actions. While we have policies and procedures to address compliance with such laws, we cannot assure you that none of our employees, agents, representatives, business partners, or third-party intermediaries will take actions in violation of our policies and applicable law, for which we may be ultimately held responsible.
Any allegations or violation of the FCPA or other applicable anti-bribery and anti-corruption laws and anti-money laundering laws could result in whistleblower complaints, sanctions, settlements, prosecution, enforcement actions, fines, damages, adverse media coverage, investigations, loss of export privileges, severe criminal or civil sanctions, or suspension or debarment from U.S. government contracts, all of which may have an adverse effect on our reputation, business, financial condition, results of operations, and prospects. Responding to any investigation or action will likely result in a materially significant diversion of management’s attention and resources and significant defense costs and other professional fees.
We are from time to time involved in claims, lawsuits, government investigations, and other proceedings that could adversely affect our business, financial condition, and results of operations.
We are involved in litigation matters from time to time, such as matters incidental to the ordinary course of our business, including intellectual property, commercial, employment, class action, whistleblower, accessibility, and other litigation and claims, and governmental and other regulatory investigations and proceedings. Such matters can be time-consuming, divert management’s attention and resources, cause us to incur significant expenses or liability, or require us to change our business practices. In addition, the expense of litigation and the timing of these expenses from period to period are difficult to estimate, subject to change, and could adversely affect our financial condition and results of operations. Because of the potential risks, expenses, and uncertainties of litigation, we may, from time to time, settle disputes, even where we have meritorious claims or defenses, by agreeing to settlement agreements. Any of the foregoing could adversely affect our business, financial condition, and results of operations.
Increased scrutiny and changing expectations from investors, customers, employees, and others regarding our environmental, social and governance practices and reporting could cause us to incur additional costs, devote additional resources and expose us to additional risks, which could adversely impact our reputation, customer acquisition and retention, access to capital and employee retention.
Companies across all industries are facing increasing scrutiny related to their environmental, social and governance, or ESG, practices and reporting. Investors, customers, employees and other stakeholders have focused increasingly on ESG practices and placed increasing importance on the implications and social cost of their investments, purchases and other interactions with companies. For example, many investment funds focus on positive ESG business practices and sustainability scores when making investments and may consider a company’s ESG or sustainability scores as a reputational or other factor in making an investment decision. In addition, investors, particularly institutional investors, use these scores to benchmark companies against their peers and if a company is perceived as lagging, these investors may engage with such company to improve ESG disclosure or performance and may also make voting decisions on this basis. With this increased focus and demand, public reporting regarding ESG practices is becoming more broadly expected. If our ESG practices and reporting do not meet investor, customer, or employee expectations, which continue to evolve, our brand, reputation, and learner and UB customer retention may be negatively impacted. Any disclosure we make may include our policies and practices on a variety of ESG matters, including corporate governance, environmental compliance, employee health and safety practices, human capital management, and workforce inclusion and diversity. It is possible that stakeholders may not be satisfied with our ESG reporting, our ESG practices or our speed of adoption. We could also incur additional costs and devote additional resources to monitor, report and implement various ESG practices. If we fail, or are perceived to be failing, to meet the standards included in any sustainability disclosure or the expectations of our various stakeholders, it could negatively impact our reputation, UB customer and learner acquisition and retention, access to capital and employee retention.
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Risks related to technology, privacy, and cybersecurity
Changes in laws or regulations relating to privacy, data protection, or cybersecurity, including those relating to the protection or transfer of data relating to individuals, or any actual or perceived failure by us to comply with such laws and regulations or any other obligations could adversely affect our business.
We receive, transmit, and store personally identifiable information and other data relating to our learners, instructors, and other individuals, such as our employees. Numerous local, municipal, state, federal, and international laws and regulations address privacy, data protection, cybersecurity, and the collection, storing, sharing, use, disclosure, and protection of certain types of data, including the California Online Privacy Protection Act, the Personal Information Protection and Electronic Documents Act, the Controlling the Assault of Non-Solicited Pornography and Marketing Act, Canada’s Anti-Spam Legislation, the E.U. General Data Protection Regulation (“GDPR”), the Telephone Consumer Protection Act (restricting telemarketing and the use of automated SMS text messaging), Section 5 of the Federal Trade Commission Act, and the California Consumer Privacy Act (the “CCPA”). These laws, rules, and regulations evolve frequently and their scope may continually change, through new legislation, amendments to existing legislation, and changes in enforcement, and may be inconsistent from one jurisdiction to another.
For example, the GDPR, which became effective on May 25, 2018, has resulted and will continue to result in significantly greater compliance burdens and costs for companies like ours. The GDPR regulates our collection, control, processing, sharing, disclosure, and other use of data that can directly or indirectly identify a living individual that is a resident of the E.U. and imposes stringent data protection requirements with significant penalties and the risk of civil litigation, for noncompliance. Failure to comply with the GDPR may result in fines of up to 20 million euros or up to 4% of the annual global revenue of the infringer, whichever is greater. It may also lead to civil litigation, with the risks of damages, injunctive relief, or regulatory orders adversely impacting the ways in which our business can use personal data.
In addition, in January 2021, the United Kingdom transposed the GDPR into domestic law with a United Kingdom version of the GDPR (combining the GDPR and the United Kingdom Data Protection Act of 2018), referred to as the U.K. GDPR, which provides for fines of up 17.5 million British pounds sterling or 4% of global turnover, whichever is greater. The relationship between the United Kingdom and the E.U. in relation to certain aspects of data protection law remains unclear. An example is the regulation of data transfers between E.U. member states and the United Kingdom and the role of the United Kingdom’s Information Commissioner’s Office with respect to the E.U. On June 28, 2021, the European Commission announced a decision of “adequacy” concluding that the United Kingdom ensures an equivalent level of data protection to the GDPR, which provides some relief regarding the legality of continued personal data flows from the European Economic Area (“EEA”) to the United Kingdom. This adequacy determination must, however, be renewed after four years and may be modified or revoked in the interim. We cannot fully predict how United Kingdom data protection laws or regulations may develop in the medium to longer term nor the effects of divergent laws and guidance regarding how data transfers to and from the United Kingdom will be regulated. Changes with respect to any of these matters may lead to additional costs and increase our overall risk exposure.

Additionally, we are or may become subject to laws, rules, and regulations regarding cross-border transfers of personal data, including those relating to transfer of personal data outside the EEA. Recent legal developments have created complexity and uncertainty regarding transfers of personal data from the EEA to the U.S. and other jurisdictions. For example, on July 16, 2020, the Court of Justice of the European Union (the “CJEU”) invalidated the E.U.-U.S. Privacy Shield Framework (the “Privacy Shield”), under which personal data could be transferred from the EEA to U.S. entities that had self-certified under the Privacy Shield scheme. While the CJEU upheld the adequacy of the standard contractual clauses (a standard form of contract approved by the European Commission as an adequate personal data transfer mechanism and potential alternative to the Privacy Shield), it noted that reliance on them may not necessarily be sufficient in all circumstances. In addition to other mechanisms (particularly standard contractual clauses), in limited circumstances we may rely on Privacy Shield certifications of third parties (for example, vendors and partners). The European Commission has published new standard contractual clauses that are required to be implemented over time. Further, on February 2, 2022, the United Kingdom’s Information Commissioner’s Office issued new standard contractual clauses effective March 21, 2022, which also are required to be implemented over time. These developments regarding cross-border data transfers have created uncertainty and increased the risk around our international operations and may require us to review and amend the legal mechanisms by which we make or receive
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personal data transfers to the U.S. and other jurisdictions. We may, among other things, be required to implement additional contractual and technical safeguards for any personal data transferred out of the EEA, Switzerland, the United Kingdom or other regions which may increase compliance costs, lead to increased regulatory scrutiny or liability, may require additional contractual negotiations, and may adversely impact our business, financial condition and operating results.

The CCPA, which went into effect on January 1, 2020, among other things, requires covered companies to provide new disclosures to California consumers and affords such consumers the ability to opt out of certain types of data sharing and sales of their personal information. The CCPA also prohibits covered businesses from discriminating against consumers (for example, charging more for services) for exercising their rights. The CCPA provides for civil penalties for violations, as well as a private right of action for data breaches that is expected to increase data breach litigation. Additionally, in November 2020, California voters passed the California Privacy Rights and Enforcement Act of 2020 (“CPRA”). The CPRA further expands the CCPA with additional data privacy compliance requirements that may impact our business and establishes a regulatory agency dedicated to enforcing those requirements. Aspects of the interpretation and enforcement of the CCPA and CPRA remain uncertain. The enactment of the CCPA has prompted a wave of similar legislative developments in other states in the U.S., which creates the potential for a patchwork of overlapping but different state laws and could mark the beginning of a trend toward more stringent privacy legislation in the U.S., which could increase our potential liability and adversely affect our business, financial condition, and results of operations. For example, in March 2021, Virginia enacted the Virginia Consumer Data Protection Act (“CDPA”), a comprehensive privacy statute that becomes effective on January 1, 2023 (at the same time as the CPRA). In June 2021, Colorado enacted a similar law, the Colorado Privacy Act (“CPA”), which becomes effective on July 1, 2023, in March 2022, Utah enacted a similar law, the Utah Consumer Privacy Act (“UCPA”), which becomes effective December 31, 2023, and in May 2022, Connecticut enacted a similar law, An Act Concerning Personal Data Privacy and Online Monitoring, which becomes effective July 1, 2023. In addition, on August 20, 2021, the Personal Information Protection Law, or PIPL, was adopted in the People’s Republic of China (“PRC”), and it went into effect on November 1, 2021. The PIPL shares similarities with the GDPR, including extraterritorial application, data minimization, data localization, and purpose limitation requirements, and obligations to provide certain notices and rights to citizens of the PRC. The PIPL allows for fines of up to 50 million renminbi or 5% of a covered company’s revenue in the prior year. The effects of these statutes and other similar federal, state, or foreign laws that may be proposed or enacted are significant and may require us to modify our data processing practices and policies and incur substantial compliance-related costs and expenses. Additionally, many laws and regulations relating to privacy and the collection, storing, sharing, use, disclosure, and protection of certain types of data are subject to varying degrees of enforcement and new and changing interpretations by courts. These laws and other changes in laws or regulations relating to privacy, data protection, and cybersecurity, particularly any new or modified laws or regulations, or changes to the interpretation or enforcement of such laws or regulations, that require enhanced protection of certain types of data or new obligations with regard to data retention, transfer, or disclosure, could greatly increase the cost of providing our platform, require significant changes to our operations, or even prevent us from providing our platform in jurisdictions in which we currently operate and in which we may operate in the future.
Additionally, we have incurred, and may continue to incur, significant expenses in an effort to comply with privacy, data protection, and cybersecurity standards and protocols imposed by law, regulation, industry standards, or contractual obligations. Publication of our privacy statement and other policies regarding privacy, data protection, and cybersecurity may subject us to investigation or enforcement actions by regulators if those statements or policies are found to be deficient, lacking transparency, deceptive, unfair, or misrepresentative of our practices. We are also bound by contractual obligations related to privacy, data protection, and cybersecurity and our efforts to comply with such obligations may not be successful or may have other negative consequences. The various privacy, data protection, and cybersecurity legal obligations that apply to us may evolve in a manner that relates to our practices or the features of our mobile apps or website and we may need to take additional measures to comply with the new and evolving legal obligations, including but not limited to training efforts for our employees, contractors and third party partners. Such efforts may not be successful or may have other negative consequences. In particular, with laws and regulations such as the CCPA, CPRA, CDPA, CPA, and UCPA imposing new and relatively burdensome obligations and with substantial uncertainty over the interpretation and application of these and other laws and regulations, we may face challenges in addressing their requirements and making necessary changes to our policies and practices and may incur significant costs and expenses in an effort to do so. Despite our efforts to comply with applicable laws, regulations, and other obligations relating to privacy, data protection and cybersecurity, it is possible that our
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interpretations of the law, practices, policies, or platform or other services or offerings could be inconsistent with, or fail or be alleged to fail to meet all requirements of, such laws, regulations, or obligations. Any failure, or consequences associated with our efforts to comply with applicable laws or regulations or any other obligations relating to privacy, data protection, or cybersecurity, or any compromise of security that results in unauthorized access to, or use or release of data relating to learners, instructors, or other individuals, or the perception that any of the foregoing types of failure or compromise has occurred, could damage our reputation, discourage new and existing learners, instructors, and UB customers from using our platform, or result in fines, investigations, or proceedings by governmental agencies and private claims and litigation, any of which could adversely affect our business, financial condition and operating results. Even if not subject to legal challenge, the perception of concerns relating to privacy, data protection, or cybersecurity, whether or not valid, may harm our reputation and brand adversely affect our business, financial condition, and operating results.
A cybersecurity attack or other security breach or incident could delay or interrupt service to our learners, instructors, and UB customers, harm our reputation or subject us to significant liability.
Our platform involves the processing of significant amounts of data relating to the learners, instructors, and UB customers interacting with our platform, including personal data and personal information. Additionally, we collect and store certain sensitive and proprietary information, and personal data and personal information, in the operation of our business, including trade secrets, intellectual property, employee data, and other confidential data.
We engage third-party service providers to store and otherwise process certain data, including sensitive and personal information. Our service providers have been, and in the future may be, the targets of cyberattacks, malicious software, phishing schemes, fraud, and other risks to the confidentiality, security, and integrity of their systems and the data they process for us. Our ability to monitor our service providers’ cybersecurity is limited, and, in any event, third parties may be able to circumvent those security measures, resulting in the unauthorized access to, misuse, disclosure, loss, unavailability, destruction or other processing of data they process for us, including sensitive and personal information. There have been and may continue to be significant supply chain attacks, and we cannot guarantee that our or our third-party providers’ systems and networks have not been breached or that they do not contain exploitable defects or bugs that could result in a breach of or disruption to our systems and networks or the systems and networks of third parties that support us and our services.
While we have taken measures to protect our own proprietary and confidential information, as well as the personal information, personal data, and confidential information that we otherwise obtain, and measures to protect our platform, we, our third-party service providers, and the networks and systems used in our business, including those of third-party service providers, have been subject to, and we, our service providers and our platform may in the future may be subject to, cybersecurity attacks or other security breaches or incidents. Cybersecurity attacks may take the form of denial of service attacks, attacks using ransomware or other malware, or other attacks, and can come from individual hackers, criminal groups, and state-sponsored organizations. These sources can also implement social engineering techniques to induce our employees, contractors, or customers to disclose passwords or other sensitive information or take other actions to gain access to data, and we and our platform otherwise may be subject to security breaches and incidents resulting from employee or contractor error or malfeasance. We may be more susceptible to cyberattacks and other security breaches and other security incidents while social distancing measures restricting the ability of our employees to work at our offices are in place to combat the COVID-19 pandemic because we have less capability to implement, monitor, and enforce our information security and data protection policies.
More generally, we cannot guarantee that applicable recovery systems, security protocols, network protection mechanisms, and other procedures of ourselves of our third-party service providers are or will be adequate to prevent network and service interruption, system failure or loss, corruption, or unauthorized access to, or disclosure, acquisition, unavailability, destruction, or other processing of, data, including personal data, personal information, and other sensitive information that we or they process or maintain. Moreover, our platform could be breached or disrupted if vulnerabilities in our platform are exploited by unauthorized third parties. Since techniques used to obtain unauthorized access change frequently and the size of cybersecurity attacks and of security breaches and incidents are increasing, we and our third-party service providers may be unable to implement adequate preventative measures or stop the attacks while they are occurring. A cybersecurity attack or security breach or incident could delay or interrupt service to our learners, instructors, or organizations and may deter learners, instructors, or organizations from using our platform, and we and our service providers may
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face difficulties or delays in identifying, remediating, and otherwise responding to any cybersecurity attack or other security breach or incident. In addition, any actual or perceived cybersecurity attack or security breach or incident could damage our reputation and brand, expose us to a risk of claims, litigation, regulatory investigations, or other proceedings and possible fines, penalties, or other liability and require us to expend significant capital and other resources to alleviate problems caused by the cybersecurity attack or security breach or incident. We incur significant costs in an effort to detect and prevent security breaches and other security-related incidents, and we expect our costs will increase as we make improvements to our systems and processes to prevent future breaches and incidents. Some jurisdictions have enacted laws requiring companies to notify individuals of data security breaches involving certain types of personal data. Such mandatory disclosures could lead to negative publicity and any such disclosures, or any belief that a cybersecurity attack, or a security breach or incident, has impacted us, our platform, or our service providers may cause our learners, instructors, or UB customers to lose confidence in the security of our platform and the effectiveness of the cybersecurity measures we and our service providers utilize.
Further, any limitations of liability provisions in our customer and user agreements, contracts with third-party service providers, or other contracts may not be enforceable or adequate or otherwise protect us from any liabilities or damages with respect to any particular claim relating to a security breach or incident or other security-related matter. While our insurance policies include liability coverage for certain of these matters, subject to applicable deductibles, any cybersecurity attack or other security breach or other incident, could subject us to claims or damages that exceed our insurance coverage. Our insurance coverage might not be adequate for liabilities actually incurred relating to any security breach or incident, such insurance may not continue to be available to us in the future on economically reasonable terms, or at all, and insurers may deny us coverage as to any future claim. The successful assertion of one or more large claims against us that exceed available insurance coverage, or the occurrence of changes in our insurance policies, including premium increases or the imposition of large deductible or co-insurance requirements, could have a material adverse effect on our business, including our financial condition, operating results, and reputation.
Interruptions or performance problems associated with our technology and infrastructure could adversely affect our business and results of operations.
Our continued growth partially depends on the ability of learners and instructors to access our platform at any time. Our platform has encountered, and may in the future encounter, disruptions, outages, and other performance problems due to a variety of factors, including infrastructure changes, introductions of new capabilities, human or technology errors, distributed denial of service attacks, or other security related incidents. In some instances, we may not be able to identify the cause or causes of these performance problems in a timely manner. It may become increasingly difficult to maintain and improve the performance of our platform as it grows and becomes more complex, and in the future we may be required to allocate significant resources to augment and update our technology and network infrastructure. If learners or instructors are unable to access our platform within a reasonable amount of time, or at all, our business will be harmed.
Our business depends significantly on continued access to the internet and mobile networks.
Our learners and instructors rely on access to the internet and mobile networks to access our platform. Internet service providers may choose to disrupt or degrade our access to our platform or increase the cost of such access. Internet service providers or mobile network operators could also attempt to charge us for providing access to our platform. In 2015, rules approved by the Federal Communications Commission (the “FCC”) went into effect that prohibited internet service providers from charging content providers higher rates in order to deliver their content over certain “fast traffic” lanes; however, those rules were repealed in June 2018, and efforts to challenge the repeal in the courts have failed to reverse the FCC’s 2018 decision, and in October 2019, the U.S. Court of Appeals for the District of Columbia Circuit issued a mixed ruling that did not reverse the FCC’s 2015 decision in its entirety. Although this court ruling allows states to enact their own net neutrality rules, the repeal of federal protections may make it more difficult or costly for many buyers or instructors to access our platform and may result in increased costs for us, which could significantly harm our business. Outside the United States, government regulation of the internet, including the idea of network neutrality, may be developing or non-existent. It is possible that governments of one or more foreign countries may seek to censor content available on our platform or may even attempt to block access to our platform. If we are restricted from operating in one or more countries, our ability to attract and retain learners, instructors, and customers may be adversely affected and we may not be able to grow our business as we anticipate.
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We rely on Amazon Web Services for a substantial portion of our platform services. Any disruption of, or interference with, our use of Amazon Web Services could negatively impact our business and operations.
Amazon Web Services provides distributed computing infrastructure platforms for business operations, commonly referred to as “cloud” computing services. We currently run a significant portion of our platform’s computing on Amazon Web Services, and any significant disruption of, or interference with, our use of Amazon Web Services would negatively impact our operations and our business would be seriously harmed. If learners or instructors are unable to access our platform through Amazon Web Services or encounter difficulties in doing so, we may lose learners, instructors, and UB customers. The level of service provided by Amazon Web Services may also impact the adoption and perception of our platform. If Amazon Web Services experiences interruptions in service regularly or for a prolonged basis, or other similar issues, our business would be seriously harmed. Hosting costs will also increase if and as our base of learners, instructors, and UB customers grows, and our business, financial condition, and results of operations may be adversely affected if we are unable to grow our revenue faster than the cost of using Amazon Web Services or similar providers increases.
Amazon Web Services may take actions beyond our control that could seriously harm our business, including discontinuing or limiting access to Amazon Web Services, increasing pricing terms, terminating our contract, establishing more favorable relationships or pricing terms with one or more of our competitors, and modifying or interpreting its terms of service or other policies in a manner that impacts our ability to administer our business and operations.
Our payments system depends on third-party providers and is subject to evolving laws and regulations.
We rely on third-party payment processors to process payments made by learners and customers, and to instructors, on our platform. We have engaged third-party service providers to perform underlying card processing, currency exchange, identity verification, and fraud analysis services. If these service providers do not perform adequately or if they terminate their relationships with us or refuse to renew their agreements with us on commercially reasonable terms, we will need to find an alternate payment processor and may not be able to secure similar terms or replace such payment processors in an acceptable time frame. Further, the software and services provided by our third-party payment processors may not meet our expectations, contain errors or vulnerabilities, be compromised, or experience outages. Any of these risks could cause us to lose our ability to accept online payments, make payments to our instructors or conduct other payment transactions, any of which could make our platform less convenient and attractive and harm our ability to attract and retain learners, instructors, and customers. In addition, if these providers increase the fees they charge us, our operating expenses could increase.
The laws and regulations related to payments are complex and vary across different jurisdictions in the United States and globally. As a result, we are required to spend significant time and effort to comply with those laws and regulations. Any failure or claim of our failure to comply, or any failure by our third-party service providers to comply, could cost us substantial resources, result in liabilities, or force us to stop offering certain third-party payment services. In addition, as we expand our international operations, we will need to accommodate international payment method alternatives. As we expand the availability of new payment methods in the future, including internationally, we may become subject to additional regulations and compliance requirements.
Further, through our agreement with our third-party credit card processors, we are indirectly subject to payment card association operating rules and certification requirements, including the Payment Card Industry Data Security Standard. We are also subject to rules governing electronic funds transfers. Any change in these rules and requirements could make it difficult or impossible for us to comply. If we fail to comply with these rules or requirements, we may be subject to additional fines and higher transaction fees and lose our ability to accept credit and debit card payments from our learners and UB customers, process electronic funds transfers or facilitate other types of online payments, and our business and operating results could be adversely affected.
The use of our platform could be adversely affected if our mobile solutions are not effective.
Learners have been increasingly accessing our platform on mobile devices through our Udemy and UB apps in recent years. The smaller screen size and reduced functionality associated with some mobile devices may make the use of our platform more difficult. Those accessing our platform primarily on mobile devices may not enroll in the courses offered on our platform as often as those accessing our platform through personal computers, which could result in less revenue for us. If we are not able to provide a rewarding experience on
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mobile devices, our ability to attract learners to our platform could be impaired, and consequently our business may suffer.
As new mobile devices and mobile features are released, we may encounter problems in developing or supporting apps for them. In addition, supporting new devices and mobile device operating systems may require substantial time and resources.
The success of our mobile apps could also be harmed by factors outside our control, including:
actions taken by mobile app distributors, including the Apple App Store and the Google Play Store;
unfavorable treatment received by our mobile apps, especially as compared to competing apps, such as the placement of our mobile apps in a mobile app download store;
increased costs in the distribution and use our mobile app; or
changes in mobile operating systems, such as iOS and Android, that degrade the functionality of our mobile website or mobile apps or that give preferential treatment to competitive offerings.
If our learners encounter difficulty accessing or using, or if they choose not to use, our mobile platform, our business and results of operations may be adversely affected.
Internet search engines drive traffic to our platform and, if we fail to appear prominently in search results, our growth rate could decline and our business, financial condition and results of operations could be adversely affected.
Many learners find our website through internet search engines, like Google. A critical factor in attracting learners to our website is how prominently we are displayed in response to search queries. Search engine companies typically provide two types of search results: algorithmic listings and paid advertisements. We rely on both types of search results to attract visitors to our website. Algorithmic search result listings are determined and displayed in accordance with a set of proprietary formulas or algorithms developed by particular search engine companies. From time to time, these companies revise their algorithms without notice. In some instances, these modifications have caused our website to be listed less prominently in search results. In addition, search engine companies retain broad discretion to remove from search results any company whose marketing practices are deemed to be inconsistent with the search engine companies’ guidelines. If our marketing practices violate or appear to violate search engine company guidelines, we may, without warning, not appear in search result listings at all. If we are listed less prominently or fail to appear in search result listings for any reason, visits by prospective learners to our website would likely decline. We may not be able to replace this traffic and any attempt to do so may require us to increase our sales and marketing expenditures, which may not be offset by additional revenue and could adversely affect our operating results.
Risks related to our intellectual property
We may be unable to adequately obtain, maintain, protect, and enforce our intellectual property and proprietary information, which could adversely affect our business, financial condition, and results of operations.
Our business depends on our intellectual property, the protection of which is critical to our success. We rely on a combination of intellectual property rights, including patents, trade secrets, trade dress, domain names, copyrights, and trademarks to protect our competitive advantage, all of which offer only limited protection. The steps we take to protect our intellectual property, including physical, operational, and managerial protections of our confidential information, contractual obligations of confidentiality, assignment agreements with our employees and contractors, license agreements, and the prosecution and maintenance of registrations and applications for registration of intellectual property rights, require significant resources and may be inadequate. We will not be able to protect our competitive advantage if we are unable to establish, protect, maintain, or enforce our rights or if we do not detect or are unable to address unauthorized use of our intellectual property. We may be required to use significant resources to monitor and protect these rights. Despite our precautions, it may be possible for unauthorized third parties to copy portions or all of our platform and use information that we regard as proprietary to create services that compete with ours. Some license provisions protecting against unauthorized use, copying, transfer, and disclosure of our proprietary information may be unenforceable under the laws of certain jurisdictions.
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We hold various registered trademarks in the United States and in foreign jurisdictions. We also have common law rights in some trademarks and pending trademark applications in the United States and foreign jurisdictions. In addition, we have registered domain names for websites that we use in our business, such as www.udemy.com and some other variations. Competitors may adopt service names or domain names similar to ours, thereby harming our ability to build brand identity and possibly leading to user confusion. In addition, our registered or unregistered trademarks or trade names could be declared generic, and there could be potential trade name or trademark infringement claims brought by owners of other trademarks that are similar to our trademarks. If our trademarks and trade names are not adequately protected, then we may not be able to build and maintain name recognition in our markets of interest and our business may be adversely affected. Effective trademark protection may not be available or may not be sought in every country in which our products are made available, in every class of goods and services in which we operate, and contractual disputes may affect the use of marks governed by private contract. Further, we hold a small number of issued patents and thus have a limited ability to exclude or prevent our competitors from implementing technology, methods, and processes similar to our own. Litigation or proceedings before the U.S. Patent and Trademark Office or other governmental authorities and administrative bodies in the United States and abroad may be necessary in the future to enforce our intellectual property rights and to determine the validity and scope of our rights and the proprietary rights of others. Further, we may not timely or successfully apply for a patent or register its trademarks or otherwise secure rights in our intellectual property. We expect to continue to expand internationally and, in some foreign countries, the mechanisms to establish and enforce intellectual property rights may be inadequate to protect our technology, which could harm our business.
It is our policy to enter into confidentiality and invention assignment agreements with our employees and consultants and enter into confidentiality agreements with the parties with whom we have strategic relationships. No assurance can be given that these agreements will be effective in controlling access to our proprietary information and trade secrets. The confidentiality agreements on which we rely to protect certain technologies may be breached, may not be adequate to protect our confidential information, trade secrets, and proprietary technologies, and may not provide an adequate remedy in the event of unauthorized use or disclosure of our confidential information, trade secrets, or proprietary technology. Further, these agreements do not prevent our competitors or others from independently developing products that are substantially equivalent or superior to ours. In addition, others may independently discover our trade secrets and confidential information, and in such cases we may not be able to assert any trade secret rights against such parties. Additionally, we may from time to time be subject to opposition or similar proceedings with respect to applications for registrations of our intellectual property, including trademarks. While we aim to acquire adequate protection of our brand through trademark registrations in key markets, occasionally third parties may have already registered or otherwise acquired rights to identical or similar marks for services that also address our market. We rely on our brand and trademarks to identify our platform and to differentiate our platform and services from those of our competitors, and if we are unable to adequately protect our trademarks, third parties may use our brand names or trademarks similar to ours in a manner that may cause confusion in the market, which could decrease the value of our brand and adversely affect our business and competitive advantages.
Our intellectual property rights and the enforcement or defense of such rights may be affected by developments or uncertainty in laws and regulations relating to intellectual property rights. Moreover, many companies have encountered significant problems in protecting and defending intellectual property rights in foreign jurisdictions. The legal systems of certain countries, particularly certain developing countries, do not favor the enforcement of patents, trade secrets, and other intellectual property protection, which could make it difficult for us to stop the infringement, misappropriation, or other violation of our intellectual property or marketing of competing products in violation of our intellectual property rights generally.
Policing unauthorized use of our intellectual property and misappropriation of our technology and trade secrets is difficult and we may not always be aware of such unauthorized use or misappropriation. Despite our efforts to protect our intellectual property rights, unauthorized third parties may attempt to use, copy, or otherwise obtain and market or distribute our technology or otherwise develop services with the same or similar functionality as our platform. If our competitors infringe, misappropriate, or otherwise violate our intellectual property rights and we are not adequately protected, or if our competitors are able to develop a platform with the same or similar functionality as ours without infringing our intellectual property, our competitive advantage and results of operations could be harmed. Litigation brought to protect and enforce our intellectual property rights could be costly, time consuming, and distracting to management and could result in the impairment or loss of portions of our intellectual property. As a result, we may be aware of infringement by our competitors but may choose not to bring litigation to protect our intellectual property rights due to the cost, time, and distraction of bringing such
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litigation. Furthermore, if we do decide to bring litigation, our efforts to enforce our intellectual property rights may be met with defenses, counterclaims, and countersuits challenging or opposing our right to use and otherwise exploit particular intellectual property, services, and technology or the enforceability of our intellectual property rights. Our inability to protect our proprietary technology against unauthorized copying or use, as well as any costly litigation or diversion of our management’s attention and resources, could delay further sales or the implementation of our solutions, impair the functionality of our platform, prevent or delay introductions of new or enhanced solutions, result in us substituting inferior or more costly technologies into our platform, or injure our reputation. Furthermore, many of our current and potential competitors may have the ability to dedicate substantially greater resources to developing and protecting their technology or intellectual property rights than we do.
Intellectual property litigation, including litigation related to content available on our platform, could result in significant costs and adversely affect our business, financial condition, results of operations, and reputation.
Companies in the technology industry are frequently subject to litigation based on allegations of infringement or other violations of intellectual property rights. We periodically receive notices that claim we have infringed, misappropriated, or misused other parties’ intellectual property rights, including with respect to content made available on our platform by instructors and other third parties. As we gain greater public recognition, we may face a higher risk of being the subject of intellectual property claims. Any intellectual property claims against us, with or without merit, could be time consuming and expensive to settle or litigate and could divert the attention of our management. Some of our competitors have extensive portfolios of issued patents. Many potential litigants, including some of our competitors and patent holding companies, have the ability to dedicate substantial resources to enforcing their intellectual property rights. Litigation regarding intellectual property rights is inherently uncertain due to the complex issues involved, and we may not be successful in defending ourselves in such matters. Furthermore, we may not qualify for the safe harbors established by laws in the United States and other countries protecting online service providers from claims related to content posted by users, or those laws could change in a manner making it difficult or impossible to qualify for such protection, increasing our exposure. While our Terms of Use, Instructor Terms and Trust & Safety policies require instructors to respect the intellectual property rights of others, we have limited ability to influence the behavior of third parties, and there can be no assurance that these terms and policies will be sufficient to dissuade or prevent infringing activity by third parties on our platform. For more information, see “—Risks related to our business and operations—We could face liability, or our reputation might be harmed, as a result of courses posted to our platform.”
Any claims successfully brought against us could subject us to significant liability for damages and we may be required to stop using technology or other intellectual property alleged to be in violation of a third party’s rights. We also might be required to seek a license for third-party intellectual property. Even if a license is available, we could be required to pay significant royalties or submit to unreasonable terms, which would increase our operating expenses. We may also be required to develop alternative non-infringing technology, which could require significant time and expense. If we cannot license or develop technology for any allegedly infringing aspect of our business, we would be forced to limit our service and may be unable to compete effectively. Any of these results could harm our business.
Our platform contains third-party open source software components, and failure to comply with the terms of the underlying open source software licenses could restrict our ability to provide our platform.
We use open source software in our platform and expect to continue to use open source software in the future. In addition, we contribute software source code to open source projects under open source licenses or release internal software projects under open source licenses and anticipate continuing to do so in the future. Additionally, under some open source licenses, if we combine our proprietary software with open source software in a certain manner, certain proprietary software (including our own software) or other intellectual property rights could become subject to obligations to be disclosed in source code form and licensed, including for the purpose of enabling further modification and distribution, and at no charge or for only a nominal fee. Third parties may also seek to enforce the terms of the applicable open source license through litigation which, if successful, could subject us to liability and require us to make our proprietary software source code available under an open source license, seek to purchase a license (which, if available, could be costly), and cease offering the implicated products or services unless and until we can re-engineer them to avoid infringement. This re-engineering process could require significant additional research and development resources, and we
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may not be able to complete it successfully. Many of the terms of many open source licenses to which we are subject have not been interpreted by U.S. or foreign courts, and there is a risk that open source software licenses could be construed in a manner that imposes unanticipated conditions or restrictions on our ability to provide or distribute our products or services. While we try to insulate our proprietary code from the effects of such open source license provisions, we cannot guarantee that we will be successful, that all open source software is reviewed prior to use in our products, that our developers have not incorporated open source software into our products in potentially disruptive ways, or that they will not do so in the future. In addition to risks related to open source license requirements, use of certain open source software may pose greater risks than use of third-party commercial software, since open source licensors generally do not provide warranties or controls on the origin of software. Any of these risks could be difficult to eliminate or manage, and, if not addressed, could adversely affect our business, financial condition, and results of operations.
Risks related to financial reporting, taxation, and operations as a public company
We are an emerging growth company, and any decision to comply only with certain reduced reporting and disclosure requirements applicable to emerging growth companies could make our common stock less attractive to investors.
We are an “emerging growth company,” as defined in the Jumpstart Our Business Startups Act of 2012 (the “JOBS Act”). For as long as we continue to be an emerging growth company, we may choose to take advantage of exemptions from various reporting requirements applicable to other public companies but not to “emerging growth companies,” including:
our independent registered public accounting firm will not be required to provide an attestation report on the effectiveness of our internal control over financial reporting, which may increase the risk that weaknesses or deficiencies in our internal control over financial reporting go undetected;
reduced disclosure obligations regarding executive compensation in our periodic reports and annual report on Form 10-K; and
exemptions from the requirements of holding non-binding advisory votes on executive compensation and stockholder approval of any golden parachute payments not previously approved.
As a result, our stockholders may not have access to certain information that they may deem important. We will remain an emerging growth company until the earliest of:
the last day of the fiscal year in which we have at least $1.25 billion in annual revenue;
the last day of the fiscal year in which we qualify as a “large accelerated filer,” with at least $700.0 million of equity securities held by non-affiliates;
the date on which we have issued, in any three-year period, more than $1.0 billion in non-convertible debt securities; or
the last day of the fiscal year ending after the fifth anniversary of our IPO.
Based on the market value of our common stock held by non-affiliates as of the last business day of the second fiscal quarter ended June 30, 2022, we will cease to be an EGC on December 31, 2022.

Under the JOBS Act, emerging growth companies can also delay adopting new or revised accounting standards until such time as those standards apply to private companies. We have elected to take advantage of this extended transition period until the earlier of the date we (i) are no longer an emerging growth company or (ii) affirmatively and irrevocably opt out of the extended transition period provided in the JOBS Act. As a result, our financial statements may not be comparable to companies that comply with new or revised accounting pronouncements as of public company effective dates.
So long as we qualify as an emerging growth company, we may elect not to provide you with certain information that we would otherwise have been required to provide in filings we make with the Securities and Exchange Commission (the “SEC”), which may make it more difficult for investors and securities analysts to evaluate our company. As a result, investor confidence in our company and the market price of our common stock may be adversely affected. Further, we cannot predict if investors will find our common stock less attractive if we choose to rely on any of the exemptions afforded emerging growth companies. If some investors find our common stock
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less attractive because we rely on any of these exemptions, there may be a less active trading market for our common stock and the market price of our common stock may be more volatile and may decline.
If we fail to maintain an effective system of disclosure controls and internal control over financial reporting, our ability to produce timely and accurate financial statements or comply with applicable regulations could be impaired, which may adversely affect investor confidence in us and, as a result, lead to a decline in the market price of our common stock.
As a public company, we are required to comply with the requirements of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), the Sarbanes-Oxley Act of 2002 (the “Sarbanes-Oxley Act”), and the rules and regulations of Nasdaq. The Sarbanes-Oxley Act, among other things, requires that we maintain effective disclosure controls and procedures and internal control over financial reporting. We are continuing to develop and refine our disclosure controls and other procedures that are designed to ensure that information required to be disclosed by us in the reports that we will file with the SEC is recorded, processed, summarized, and reported within the time periods specified in SEC rules and forms and that information required to be disclosed in reports under the Exchange Act is accumulated and communicated to our management, including our principal executive and financial officers.
Under the Sarbanes-Oxley Act, we will be required to make a formal assessment of the effectiveness of our internal control over financial reporting commencing with our second annual report on Form 10-K, and, once we cease to be an emerging growth company (which will occur on December 31, 2022) and if we are deemed to be an accelerated filer or large accelerated filer for purposes of the Exchange Act, we will be required to include an attestation report on internal control over financial reporting issued by our independent registered public accounting firm. To achieve compliance with these requirements within the prescribed time period, we have commenced a process to document and evaluate our internal control over financial reporting, which we anticipate will be costly, challenging, and time consuming. In this regard, we will need to continue to dedicate internal resources, potentially engage outside consultants, and adopt a detailed work plan to assess and document the adequacy of our internal control over financial reporting, validate through testing that controls are functioning as documented, and implement a continuous reporting and improvement process for internal control over financial reporting. There is a risk that we will not be able to conclude, within the prescribed period or at all, that our internal control over financial reporting is effective as required by Section 404 of the Sarbanes-Oxley Act. In addition, if we are unable to continue to meet these requirements, we may not be able to remain listed on Nasdaq. Our current controls and any new controls that we develop may become inadequate because of changes in conditions in our business. Moreover, our testing, or the subsequent testing by our independent registered public accounting firm, may reveal additional deficiencies in our internal control over financial reporting that are deemed to be material weaknesses.
Any failure to implement and maintain effective disclosure controls and procedures and internal control over financial reporting, including the identification of one or more material weaknesses, could cause investors to lose confidence in the accuracy and completeness of our financial statements and reports, which would likely adversely affect the market price of our common stock. In addition, we could be subject to sanctions or investigations by Nasdaq, the SEC, and other regulatory authorities.
Operating as a public company requires us to incur substantial costs and administrative burdens, which could have an adverse effect on our business, financial condition and results of operations.
As a public company, we incur substantial legal, accounting, administrative, and other costs and expenses that we did not incur as a private company, and we anticipate these expenses will increase further once we are no longer an “emerging growth company.” As a public company, we are subject to additional reporting and other obligations, such as the reporting requirements of the Exchange Act, the applicable requirements of the Sarbanes-Oxley Act, and the applicable listing standards of Nasdaq. For example, the Exchange Act requires, among other things, we file annual, quarterly, and current reports with respect to our business, financial condition, and results of operations. Compliance with these rules and regulations will increase our legal and financial compliance costs and increase demand on our systems, particularly after we are no longer an emerging growth company. In addition, as a public company, we may be subject to stockholder activism, which can lead to additional substantial costs, distract management, and impact the manner in which we operate our business in ways we cannot currently anticipate. Our business and financial condition will become more visible as a result of our reporting obligations as a public company, which may result in threatened or actual litigation, including by competitors.
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Many members of our management team have limited experience managing a publicly traded company, interacting with public company investors, and complying with the increasingly complex laws pertaining to public companies, and certain members joined us more recently. Our management team may not successfully or efficiently manage our transition to being a public company subject to significant regulatory oversight and reporting obligations under the federal securities laws and the continuous scrutiny of securities analysts and investors. These new obligations and constituents will require significant attention from our senior management and could divert their attention away from the day-to-day management of our business, which could adversely affect our business, financial condition, and results of operations.
Unanticipated changes in our effective tax rate and additional tax liabilities, including as a result of our international operations or implementation of new tax rules, could harm our future results of operations.
We are subject to income taxes in the United States and certain foreign jurisdictions, including Australia, Brazil, India, Ireland, Japan, Turkey, and the United Kingdom. Our effective tax rate could be subject to volatility or adversely affected by several factors, many of which are outside of our control, including changes in the mix of earnings and losses in countries with differing statutory tax rates, changes in tax laws, rates, treaties, and regulations or the interpretation of the same, changes to the financial accounting rules for income taxes, the outcome of current and future tax audits, examinations or administrative appeals, certain non-deductible expenses, any decision to repatriate non-U.S. earnings for which we have not previously provided for taxes and the valuation of deferred tax assets and liabilities. Increases in our effective tax rate would reduce profitability or increase losses. In addition, we are subject to complex transfer pricing regulations administered by taxing authorities in various jurisdictions. Changes in tax and trade laws, treaties, or regulations, or their interpretation or enforcement, have become more unpredictable and may become more stringent, which could have a material adverse effect on our tax position. We made significant judgments and assumptions in the interpretation of new laws and in our calculations reflected in our financial statements.
As we expand the scale of our international business activities, any changes in the United States or foreign taxation of such activities may increase our worldwide effective tax rate and harm our business, financial condition, and results of operations.
On an ongoing basis, we are subject to examination by federal, state, local, and foreign tax authorities on income, employment, sales, and other tax matters. While we regularly assess the likelihood of adverse outcomes from such examinations and the adequacy of our provision for taxes, there can be no assurance that such provision is sufficient and that a determination by a tax authority would not have an adverse effect on our business, financial condition, and results of operations. We believe our income, employment, and transactional tax liabilities are reasonably estimated and accounted for in accordance with applicable laws and principles, but an adverse resolution of one or more uncertain tax positions in any period could have a material impact on the results of operations for that period. Certain risks relating to employment and sales taxes are described in more detail under Note 9 (“Accrued expenses and other current liabilities”).

The United States recently enacted the Inflation Reduction Act, which imposes a 1% excise tax on certain stock repurchases and a 15% alternative minimum tax on adjusted financial statement income. Proposed legislation before Congress may make changes to the U.S. tax law, which may include reduced benefits related to the taxation of foreign income. Many countries and organizations such as the Organization for Economic Cooperation and Development are also actively considering changes to existing tax laws or have proposed or enacted new laws, such as those relating to digital tax and a 15% global minimum tax, that may increase our tax obligations in countries where we do business or cause us to change the way we operate our business. Any of these developments or changes in federal, state, or international tax laws or tax rulings could adversely affect our effective tax rate and our operating results.
Taxing authorities may successfully assert that we have not properly collected or remitted, or in the future should collect or remit, sales and use, gross receipts, value added, or similar taxes, or employment, payroll, or withholding taxes, and may successfully impose additional obligations on us, and any such assessments, obligations, or inaccuracies could adversely affect our business, financial condition, and results of operations.
The application of non-income, or indirect, taxes, such as sales and use tax, value-added tax, goods and services tax, business tax, and gross receipt tax, to businesses like ours is a complex and evolving issue. Significant judgment is required on an ongoing basis to evaluate applicable tax obligations, and as a result,
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amounts recorded are estimates and are subject to adjustments. In many cases, the ultimate tax determination is uncertain because it is not clear how new and existing statutes might apply to our business. In addition, governments are increasingly looking for ways to increase revenue, which has resulted in discussions about tax reform and other legislative action to increase tax revenue, including through indirect taxes. Such taxes could adversely affect our financial condition and results of operations.
We are subject to indirect taxes, such as sales, use, value-added, and goods and services taxes, in the United States and other foreign jurisdictions, and we do not collect and remit indirect taxes in all jurisdictions in which we operate on the basis that such indirect taxes are not applicable to us. Certain jurisdictions in which we do not collect and remit such taxes may assert that such taxes are applicable, which could result in tax assessments, including penalties and interest, and we may be required to collect such taxes in the future. A successful assertion by one or more tax authorities requiring us to collect taxes in jurisdictions in which we do not currently do so or to collect additional taxes in a jurisdiction in which we currently collect taxes could result in substantial tax liabilities, including taxes on past sales, as well as penalties and interest, could discourage learners, instructors, or organizations from using our platform, could increase the cost for consumers using our platform, or could otherwise harm our business, financial condition, and results of operations. Further, even where we are collecting taxes and remitting them to the appropriate authorities, we may fail to accurately calculate, collect, report, and remit such taxes.
Additionally, one or more states, localities, or other taxing jurisdictions may seek to impose additional reporting, record-keeping, or indirect tax collection obligations on businesses like ours. For example, taxing authorities in the United States and other countries have identified e-commerce platforms as a means to calculate, collect, and remit indirect taxes for transactions taking place over the internet, and are considering related legislation. After the U.S. Supreme Court decision in South Dakota v. Wayfair Inc., certain states have enacted laws that would require tax reporting, collection, or tax remittance on items sold online, even where the online seller lacks a physical presence or nexus in that state. Requiring tax reporting or collection could decrease learner or instructor activity, which would harm our business. These state laws could require us to incur substantial costs in order to comply, including costs associated with tax calculation, collection, and remittance and audit requirements, which could make our offerings less attractive and could adversely affect our business, financial condition, and results of operations.
Also, tax rules of certain countries, including the United States, generally require payors to report payments to unrelated parties to the applicable taxing authority and to withhold a percentage of certain amounts and remit such amounts to the applicable taxing authority. Failure to comply with such reporting and withholding obligations with respect to payments we make to our instructors could result in the imposition of liabilities for the under withheld amounts, fines, and penalties. In addition, a tax authority could assert that we should be withholding employment or other taxes from payments to instructors. In 2020, we began approaching the Internal Revenue Service (the “IRS”), to address our historical withholding amounts for instructors. Due to our large number of instructors and the amounts paid to each, process failures with respect to these reporting obligations could result in financial liability and other consequences to us if we were unable to remedy such failures in a timely manner.
As a result of these and other factors, the ultimate amount of tax obligations owed may differ from the amounts recorded in our financial statements and any such difference may adversely affect our results of operations in future periods in which we change our estimates of our tax obligations or in which the ultimate tax outcome is determined.
Our ability to use our net operating loss carryforwards and certain other tax attributes may be limited.

We have incurred net operating losses (“NOLs”) since our inception, and we expect to continue to incur net losses in the near future. As such, there is a risk that our existing NOLs could expire unused and be unavailable to offset future income tax liabilities if we do not achieve profitability. This may require us to pay federal income taxes in future years even if our NOLs were otherwise sufficient to offset our federal taxable income in such years. There is also a risk that due to regulatory and economic changes, such as suspensions on the use of NOLs, or other unforeseen reasons, our existing NOLs could expire or otherwise be unavailable to offset future income tax liabilities. Our NOLs may similarly expire under state laws. We have recorded a full valuation allowance related to our NOLs and other deferred tax assets due to the uncertainty of the realization of the future benefits of these assets. If our NOLs and other tax attributes expire before utilization or are subject to limitations, our business and financial results could be harmed.

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In addition, under Section 382 of the Internal Revenue Code of 1986, as amended (the “Code”), if a corporation undergoes an “ownership change,” the corporation’s ability to use its pre-change NOLs and federal tax credit carryforwards to offset its post-change taxable income, or reduce its federal income tax liability, may be limited. In general, an “ownership change” occurs when there is a cumulative change in our equity ownership by “5 percent shareholders” that exceeds 50 percentage points over a rolling three-year period. Certain of our gross U.S. federal NOLs are subject to this limitation as a result of these ownership changes, and if it is determined that we have in the past experienced additional ownership changes, including as a result of our IPO, future transactions in our stock, some of which are outside our control, or both, our ability to use our NOLs and federal tax credit carryforwards to reduce future taxable income and liabilities may be further limited. Similar limitations may apply under state tax laws.
Our results of operations, which we report in U.S. dollars, could be adversely affected if currency exchange rates fluctuate substantially in the future.
We conduct our business across more than 180 countries around the world. As we continue to expand our international operations, we will become more exposed to the effects of fluctuations in currency exchange rates. This exposure is the result of selling in multiple currencies and operating in foreign countries where the functional currency is the local currency. During the nine months ended September 30, 2022, 33% of our sales were denominated in currencies other than U.S. dollars, including euros, Indian rupees, British pounds sterling, Brazilian reais, and Japanese yen. Our expenses, by contrast, are primarily denominated in U.S. dollars. As a result, any increase in the value of the U.S. dollar against these foreign currencies could cause our revenue to decline relative to our costs, thereby decreasing our gross margins. Because we conduct business in currencies other than U.S. dollars, but report our results of operations in U.S. dollars, we also face remeasurement exposure to fluctuations in currency exchange rates, which could hinder our ability to predict our future results and earnings and could materially impact our results of operations. We do not currently maintain a program to hedge exposures to non-U.S. dollar currencies.

We could be adversely impacted by the effects of inflation.

Certain of our key markets, including the United States, are experiencing historically high rates of inflation, resulting from a number of macroeconomic and geopolitical factors, including supply chain constraints and rising oil and natural gas prices. Our operating costs may increase due to rising inflation and as a result we may be required to take measures to mitigate the impact of inflation; however, there can be no assurance that any such measures will be effective. Even if such measures are effective, there could be a difference between the timing of when these beneficial actions impact our results of operations and when the cost of inflation is incurred. Any failure to manage the impact of inflation on our business in a timely manner could materially and adversely affect our business, financial condition, and results of operations.
Our reported financial results may be adversely affected by changes in generally accepted accounting principles.
Generally accepted accounting principles are subject to interpretation by the Financial Accounting Standards Board, the SEC, and various bodies formed to promulgate and interpret appropriate accounting principles. A change in these principles or interpretations could have a significant effect on our reported results of operations and could affect the reporting of transactions completed before the announcement of a change. It is difficult to predict the impact of future changes to accounting principles or our accounting policies, any of which could negatively affect our reported results of operations.
Risks related to ownership of our common stock
The trading price of our common stock may be volatile, and you could lose all or part of your investment.

The market price of our common stock has, and may continue to, fluctuate substantially depending on a number of factors, including those described in this “Risk Factors” section, many of which are beyond our control and may not be related to our operating performance. These fluctuations could cause you to lose all or part of your investment in our common stock. Factors that could cause fluctuations in the trading price of our common stock include the following:
price and volume fluctuations in the overall stock market from time to time;
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volatility in the trading prices and trading volumes of technology stocks;
changes in operating performance and stock market valuations of other technology companies generally, or those in our industry in particular;
sales of shares of our common stock by us or our stockholders;
failure of securities analysts to maintain coverage of us, changes in financial estimates by securities analysts who follow our company, or our failure to meet these estimates or the expectations of investors;
the financial projections we may provide to the public, any changes in those projections, or our failure to meet those projections;
announcements by us or our competitors of new services or platform features;
the public’s reaction to our press releases, other public announcements, and filings with the SEC;
rumors and market speculation involving us or other companies in our industry;
actual or anticipated changes in our results of operations or fluctuations in our results of operations;
actual or anticipated developments in our business, our competitors’ businesses, or the competitive landscape generally;
litigation involving us, our industry or both, or investigations by regulators into our operations or those of our competitors;
actual or perceived privacy or security breaches or other incidents;
developments or disputes concerning our intellectual property or other proprietary rights;
announced or completed acquisitions of businesses, services, or technologies by us or our competitors;
new laws or regulations or new interpretations of existing laws or regulations applicable to our business;
changes in accounting standards, policies, guidelines, interpretations, or principles;
any significant change in our management;
general economic conditions and slow or negative growth of our markets; and
other events or factors, including those resulting from wars and other armed conflicts, such as Russia’s invasion of Ukraine, incidents of terrorism, natural disasters, public health concerns or epidemics, such as the COVID-19 pandemic, natural disasters, or responses to these events.
In addition, in the past, following periods of volatility in the overall market and the market price of a particular company’s securities, securities class action litigation has often been instituted against these companies. This litigation, if instituted against us, could result in substantial costs and a diversion of our management’s attention and resources.
Future sales of our common stock could depress the market price of our common stock.
The market price of our common stock could decline as a result of substantial sales of our common stock, particularly sales by our directors, executive officers, and significant stockholders, a large number of shares of our common stock becoming available for sale, or the perception in the market that such sales could occur.

Certain holders of our common stock are entitled to rights with respect to the registration of their shares under the Securities Act under our investors’ rights agreement. Registration of these shares under the Securities Act would result in the shares becoming freely tradable without restriction under the Securities Act, except for shares held by our affiliates as defined in Rule 144 under the Securities Act, which are subject to the limitations of Rule 144. Sales of our securities or the perception that such sales could occur pursuant to these registration rights may make it more difficult for us to issue and sell securities in the future at a time and at a price that we deem appropriate. These sales could also adversely affect the trading price of our common stock and make it more difficult for you to sell shares of our common stock.
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Future issuances of our common stock or rights to purchase common stock could result in additional dilution to our stockholders and cause the price of our common stock to decline.
We may issue additional common stock, convertible securities, or other equity from time to time. We also expect to issue common stock to our employees, directors, and other service providers pursuant to our equity incentive plans. Such issuances will be dilutive to investors and could cause the price of our common stock to decline. New investors in such issuances could also receive rights senior to those of holders of our common stock.
If securities or industry analysts do not publish research or publish inaccurate or unfavorable research about us, our business or our industry, or if they change their recommendation regarding our common stock adversely, the market price and trading volume of our common stock could decline.
The trading market for our common stock will depend in part on the research and reports that securities or industry analysts publish about us, our business, our market, or our competitors. The analysts’ estimates are based upon their own opinions and are often different from our estimates or expectations. If any of the analysts who cover us change their recommendation regarding our common stock adversely, provide more favorable relative recommendations about our competitors, or publish inaccurate or unfavorable research about our business, the price of our securities would likely decline. If few securities analysts commence coverage of us, or if one or more of these analysts cease coverage of us or fail to publish reports on us regularly, we could lose visibility in the financial markets and demand for our securities could decrease, which could cause the price and trading volume of our common stock to decline.
We do not expect to pay dividends in the foreseeable future.
We have never declared nor paid cash dividends on our capital stock. We currently intend to retain any future earnings to finance the operation and expansion of our business, and we do not anticipate declaring or paying any dividends to holders of our capital stock in the foreseeable future. Consequently, stockholders must rely on sales of their shares of our common stock after price appreciation, which may never occur, as the only way to realize any future gains on their investment.
Our directors, executive officers, and principal stockholders beneficially own a substantial percentage of our common stock and are able to exert significant control over matters subject to stockholder approval.
As of September 30, 2022, our directors, executive officers, and holders of more than 5% of our outstanding common stock, together with their respective affiliates, beneficially owned shares representing approximately 49% of our outstanding common stock. As a result, these stockholders, if they act together, will be able to influence our management and affairs and all matters requiring stockholder approval, including the election of directors and approval of significant corporate transactions. This concentration of ownership may have the effect of delaying or preventing a change in control of our company and might affect the market price of our common stock.
Delaware law and provisions in our amended and restated certificate of incorporation and amended and restated bylaws might delay, discourage or prevent a merger, tender offer or proxy contest, thereby depressing the market price of our common stock.
Our status as a Delaware corporation and the anti-takeover provisions of the Delaware General Corporation Law (the “DGCL”), may discourage, delay or prevent a change in control by prohibiting us from engaging in a business combination with an interested stockholder for a period of three years after the date of the transaction in which the person became an interested stockholder, even if a change of control would be beneficial to our existing stockholders. In addition, our amended and restated certificate of incorporation and amended and restated bylaws contain provisions that may make any acquisition of our company more difficult or delay or prevent changes in control of our management. Among other things, these provisions:
provide that our board of directors is expressly authorized to make, alter or repeal our bylaws;
authorize our board of directors to issue shares of preferred stock and determine the price and other terms of those shares, including preferences and voting rights, without stockholder approval;
provide that the authorized number of directors may be changed only by resolution of the board of directors;
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provide that all vacancies on our board of directors and all newly created directorships may only be filled by the affirmative vote of a majority of directors then in office, even if less than a quorum, or by a sole remaining director, except as otherwise required by law, our governing documents or resolution of our board of directors, and subject to the rights of the holders of our preferred stock;
establish that our board of directors is divided into three classes, with each class serving staggered three-year terms;
provide that a director may only be removed from the board of directors by the stockholders for cause and only by the affirmative vote of the holders of at least a majority of the voting power of the issued and outstanding capital stock entitled to vote in the election of directors;
prohibit cumulative voting (therefore allowing the holders of a plurality of the shares of common stock entitled to vote in any election of directors to elect all of the directors standing for election, if they should so choose);
require that any action to be taken by our stockholders must be effected at a duly called annual or special meeting of stockholders and not be taken by written consent;
require that stockholders give advance notice to nominate directors or submit proposals for consideration at stockholder meetings;
provide that special meetings of our stockholders may be called only by the board of directors acting pursuant to a resolution adopted by the majority of the entire board of directors, the Chairperson of the board of directors, our Chief Executive Officer or our President;
provide that, unless we otherwise consent in writing, a state or federal court located within the State of Delaware shall be the sole and exclusive forum for (1) any derivative action or proceeding brought on our behalf, (2) any action asserting a claim of breach of a fiduciary duty owed by any of our directors, officers or other employees to us or our stockholders, (3) any action asserting a claim against us arising pursuant to any provision of the DGCL, our amended and restated certificate of incorporation, and our amended and restated bylaws, or (4) any action asserting a claim against us governed by the internal affairs doctrine;
provide that the federal district courts of the United States of America will be the exclusive forum for resolving any complaint asserting a cause of action arising under the Securities Act; and
require a super-majority vote of stockholders to amend some of the provisions described above.
These provisions, alone or together, could delay, discourage, or prevent a transaction involving a change in control of our company. These provisions could also discourage proxy contests and make it more difficult for stockholders to elect directors of their choosing and to cause us to take other corporate actions they desire, any of which, under certain circumstances, could limit the opportunity for our stockholders to receive a premium for their shares of our common stock and could also affect the price that some investors are willing to pay for our common stock.
Our amended and restated bylaws provide, to the fullest extent permitted by law, that the Court of Chancery of the State of Delaware and the federal district courts of the United States are the exclusive forum for substantially all disputes between us and our stockholders, which could limit our stockholders’ ability to choose the judicial forum for disputes with us or our directors, officers, stockholders, or employees and, in turn, discourage lawsuits against our directors, officers, or employees.
Our amended and restated bylaws provide that, to the fullest extent permitted by applicable law and unless we consent in writing to the selection of an alternative forum, the Court of Chancery of the State of Delaware (or, if the Court of Chancery does not have jurisdiction, another state court in Delaware or the federal district court for the District of Delaware) will be the sole and exclusive forum for any derivative action or proceeding brought on our behalf; any action asserting a claim of breach of a fiduciary duty owed by any of our directors, stockholders, officers, or other employees to us or our stockholders; any action arising pursuant to any provision of the DGCL, our certificate of incorporation, or our bylaws; and any other action asserting a claim that is governed by the internal affairs doctrine. This exclusive forum provision would not apply to any action brought to enforce a duty or liability created by the Exchange Act or any other claim for which the federal courts of the United States have exclusive jurisdiction.
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Our amended and restated bylaws also provide that, to the fullest extent permitted by applicable law and unless we consent in writing to the selection of an alternative forum, the federal district courts of the United States will be the sole and exclusive forum for resolving any complaint asserting a cause of action arising under the Securities Act. The enforceability of similar exclusive federal forum provisions in other companies’ organizational documents has been challenged in legal proceedings, and while the Delaware Supreme Court and certain other state courts have ruled that this type of exclusive federal forum provision is facially valid under Delaware law, there is uncertainty as to whether other courts would enforce such provisions and that investors cannot waive compliance with the federal securities laws and the rules and regulations thereunder. This exclusive federal forum provision would not apply to suits brought to enforce a duty or liability created by the Exchange Act or any other claim for which the federal courts of the United States have exclusive jurisdiction.
These exclusive forum provisions may limit a stockholder’s ability to bring a claim in a judicial forum of its choosing for disputes with us or our current or former directors, officers, stockholders, or other employees, which may discourage such lawsuits against us and our current and former directors, officers, stockholders, and other employees. Alternatively, if a court were to find either exclusive forum provision in our amended and restated bylaws to be inapplicable or unenforceable in an action, we may incur further significant additional costs associated with resolving such action in other jurisdictions, all of which could have a material adverse effect on our business, financial condition, and results of operations.

Item 2. Unregistered Sales of Equity Securities and Use of Proceeds
Recent sales of unregistered equity securities
Not applicable.
Use of proceeds
In November 2021, we closed our IPO, pursuant to which we sold 15,150,000 shares of our common stock at an offering price to the public of $29.00 per share, including 650,000 shares pursuant to the exercise of the underwriters’ option to purchase additional shares of our common stock, resulting in proceeds to us of $408.4 million, net of underwriting discounts and other operating costs. All of the shares issued and sold in our IPO were registered under the Securities Act pursuant to a registration statement on Form S-1 (File No. 333-260042), which was declared effective by the SEC on October 28, 2021. We incurred offering expenses of approximately $6.8 million.

There has been no material change in the planned use of proceeds from our IPO as described in our final prospectus dated as of October 28, 2021 and filed with the SEC pursuant to Rule 424(b)(4) on October 29, 2021.
Item 3. Defaults upon Senior Securities
Not applicable.
Item 4. Mine Safety Disclosures
Not applicable.
Item 5. Other Information
Not applicable.
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Item 6. Exhibits
The documents listed in the Exhibit Index of this Quarterly Report on Form 10-Q are herein incorporated by reference or are filed with this Quarterly Report on Form 10-Q, in each case as indicated therein (numbered in accordance with Item 601 of Regulation S-K).
EXHIBIT INDEX
Incorporated by Reference
Exhibit
No.
Exhibit DescriptionFormFile NumberExhibitFiling Date
31.1
31.2
32.1*
32.2*
101.INSInline XBRL Instance Document – the instance document does not appear in the Interactive Data File because XBRL tags are embedded within the Inline XBRL document.
101.SCHInline XBRL Taxonomy Extension Schema Document
101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document
101.LABInline XBRL Taxonomy Extension Label Linkbase Document
101.PREInline XBRL Taxonomy Extension Presentation Linkbase Document
104Cover Page Interactive Data File (formatted as inline XBRL and contained in Exhibit 101)
* The certifications attached as Exhibits 32.1 and 32.2 that accompany this Form 10-Q are deemed furnished and not filed with the Securities and Exchange Commission and are not to be incorporated by reference into any filing of Udemy, Inc. under the Securities Act of 1933, as amended, or the Securities Exchange Act of 1934, as amended, whether made before or after the date of this Form 10-Q, irrespective of any general incorporation language contained in such filing.
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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned thereunto duly authorized.
Udemy, Inc.
Date: November 2, 2022
By:/s/ Gregg Coccari
Gregg Coccari
President and Chief Executive Officer
Date: November 2, 2022
By:/s/ Sarah Blanchard
Sarah Blanchard
Chief Financial Officer
83
Document

Exhibit 31.1
CERTIFICATION OF PRINCIPAL EXECUTIVE OFFICER PURSUANT TO
RULES 13a-14(a) AND 15d-14(a) UNDER THE SECURITIES EXCHANGE ACT OF 1934,
AS ADOPTED PURSUANT TO SECTION 302 OF THE SARBANES-OXLEY ACT OF 2002.
I, Gregg Coccari, certify that:
1.I have reviewed this Quarterly Report on Form 10-Q of Udemy, Inc.;
2.Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;
3.Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;
4.The registrant’s other certifying officer and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) for the registrant and have:
(a)Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;
(b)Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and
(c)Disclosed in this report any change in the registrant’s internal control over financial reporting that occurred during the registrant’s most recent fiscal quarter (the registrant’s fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant’s internal control over financial reporting; and
5.The registrant’s other certifying officer and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant’s auditors and the audit committee of the registrant’s board of directors (or persons performing the equivalent functions):
(a)All significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant’s ability to record, process, summarize and report financial information; and
(b)Any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant’s internal control over financial reporting.



Date: November 2, 2022By:
/s/ Gregg Coccari
Gregg Coccari
President and,
Chief Executive Officer
(Principal Executive Officer)

Document

Exhibit 31.2
CERTIFICATION OF PRINCIPAL FINANCIAL OFFICER PURSUANT TO
RULES 13a-14(a) AND 15d-14(a) UNDER THE SECURITIES EXCHANGE ACT OF 1934,
AS ADOPTED PURSUANT TO SECTION 302 OF THE SARBANES-OXLEY ACT OF 2002
I, Sarah Blanchard, certify that:
1.I have reviewed this Quarterly Report on Form 10-Q of Udemy, Inc.;
2.Based on my knowledge, this report does not contain any untrue statement of a material fact or omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements were made, not misleading with respect to the period covered by this report;
3.Based on my knowledge, the financial statements, and other financial information included in this report, fairly present in all material respects the financial condition, results of operations and cash flows of the registrant as of, and for, the periods presented in this report;
4.The registrant’s other certifying officer and I are responsible for establishing and maintaining disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) for the registrant and have:
(a)Designed such disclosure controls and procedures, or caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating to the registrant, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during the period in which this report is being prepared;
(b)Evaluated the effectiveness of the registrant’s disclosure controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures, as of the end of the period covered by this report based on such evaluation; and
(c)Disclosed in this report any change in the registrant’s internal control over financial reporting that occurred during the registrant’s most recent fiscal quarter (the registrant’s fourth fiscal quarter in the case of an annual report) that has materially affected, or is reasonably likely to materially affect, the registrant’s internal control over financial reporting; and
5.The registrant’s other certifying officer and I have disclosed, based on our most recent evaluation of internal control over financial reporting, to the registrant’s auditors and the audit committee of the registrant’s board of directors (or persons performing the equivalent functions):
(a)All significant deficiencies and material weaknesses in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the registrant’s ability to record, process, summarize and report financial information; and
(b)Any fraud, whether or not material, that involves management or other employees who have a significant role in the registrant’s internal control over financial reporting.
Date: November 2, 2022By:
/s/ Sarah Blanchard
Sarah Blanchard
Chief Financial Officer
(Principal Financial Officer)


Document

Exhibit 32.1
CERTIFICATION PURSUANT TO
18 U.S.C. SECTION 1350, AS ADOPTED PURSUANT TO
SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002
In connection with the Quarterly Report on Form 10-Q of Udemy, Inc. (the “Company”) for the period ended September 30, 2022 as filed with the Securities and Exchange Commission on the date hereof (the “Report”), I certify, pursuant to 18 U.S.C. § 1350, as adopted pursuant to § 906 of the Sarbanes-Oxley Act of 2002, that:
(1)The Report fully complies with the requirements of section 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended; and

(2)The information contained in the Report fairly presents, in all material respects, the financial condition and results of operations of the Company.


Date: November 2, 2022
By:
/s/ Gregg Coccari
Gregg Coccari
President and,
Chief Executive Officer
(Principal Executive Officer)


Document

Exhibit 32.2
CERTIFICATION PURSUANT TO
18 U.S.C. SECTION 1350, AS ADOPTED PURSUANT TO
SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002
In connection with the Quarterly Report on Form 10-Q of Udemy, Inc. (the “Company”) for the period ended September 30, 2022 as filed with the Securities and Exchange Commission on the date hereof (the “Report”), I certify, pursuant to 18 U.S.C. § 1350, as adopted pursuant to § 906 of the Sarbanes-Oxley Act of 2002, that:
(1)The Report fully complies with the requirements of section 13(a) or 15(d) of the Securities Exchange Act of 1934, as amended; and

(2)The information contained in the Report fairly presents, in all material respects, the financial condition and results of operations of the Company.


Date: November 2, 2022
  
By:
/s/ Sarah Blanchard
Sarah Blanchard
Chief Financial Officer
(Principal Financial Officer)