EX-99.2 3 twtrq320ex992.htm EX-99.2 Document

Exhibit 99.2

October 29, 2020

Twitter Announces Third Quarter 2020 Results

Reports Total Revenue Grew 14% to $936 Million and Average Monetizable Daily Active Usage (mDAU) Grew 29% to 187 Million

SAN FRANCISCO, California - Twitter, Inc. (NYSE: TWTR) today announced financial results for its third quarter 2020.

“We have grown our daily audience by 42 million in the last year as people all around the world come to Twitter to find out about the topics and events they care about most. I’m pleased mDAU grew 29% year over year to 187 million, driven by global conversation around current events and product improvements,” said Jack Dorsey, Twitter’s CEO. “We’re helping people find trusted sources of information by better organizing and surfacing the topics and interests that bring people to Twitter.”

“Advertisers significantly increased their investment on Twitter in Q3, engaging our larger audience around the return of events as well as increased and previously delayed product launches, driving revenue to $936 million, up 14% year over year,” said Ned Segal, Twitter’s CFO. “We also made progress on our brand and direct response products, with updated ad formats, improved measurement, and better prediction. We remain confident that our larger audience, coupled with ongoing revenue product improvements, new events and product launches, and the positive advertiser response to the choices we’ve made as we have grown the service, can drive great outcomes over time.”

Third Quarter 2020 Operational and Financial Highlights

Except as otherwise stated, all financial results discussed below are presented in accordance with generally accepted accounting principles in the United States of America, or GAAP. As supplemental information, we have provided certain non-GAAP financial measures in this press release’s supplemental tables, and such supplemental tables include a reconciliation of these non-GAAP measures to our GAAP results. The sum of individual metrics may not always equal total amounts indicated due to rounding.
Q3 revenue totaled $936 million, an increase of 14% year over year.
Advertising revenue totaled $808 million, up 15% year over year.
Total ad engagements increased 27% year over year.
Cost per engagement (CPE) decreased 9% year over year.
Data licensing and other revenue totaled $128 million, an increase of 5% year over year.
US revenue totaled $513 million, an increase of 10% year over year.
International revenue totaled $424 million, an increase of 18% year over year.
Q3 costs and expenses totaled $880 million, an increase of 13% year over year. This resulted in operating income of $56 million and 6% operating margin, compared to operating income of $44 million or 5% operating margin in the same period of the previous year.

Stock-based compensation (SBC) expense grew 18% year over year to $116 million and was approximately 12% of total revenue compared to 19% in the prior quarter. As a reminder, stock-based compensation expense is closely tied to headcount, timing of grants, and vesting.

Q3 net income was $29 million, representing a net margin of 3% and diluted EPS of $0.04. This compares to net income of $37 million, a net margin of 4% and diluted EPS of $0.05 in the same period of the previous year.

Net cash provided by operating activities in the quarter was $215 million, compared to $336 million in the same period last year. Capital expenditures totaled $289 million, compared to $169 million in the same period last year, driven by infrastructure investments in data center build-outs to support audience growth and product innovation.

Average mDAU was 187 million for Q3, compared to 145 million in the same period of the previous year and compared to 186 million in the previous quarter.
Average US mDAU was 36 million for Q3, compared to 30 million in the same period of the previous year and compared to 36 million in the previous quarter.
Average international mDAU was 152 million for Q3, compared to 115 million in the same period of the previous year and compared to 150 million in the previous quarter.

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Looking Ahead

As we look ahead to Q4, there is a lot to navigate — much of it unique to 2020. On the positive side, October looks a lot like September with events and product launches coming back and we are benefitting from all of the hard work we’ve done to make Twitter a must buy for advertisers looking to launch new products and services and connect with what’s happening. The strength and timing of the holiday shopping season is also likely to play out differently this year than it has historically, with a buying season that may be accelerated and even more digital than ever before.

As we approach the US election, however, it is hard to predict how advertiser behavior could change. In Q2, many brands slowed or paused spend in reaction to US civil unrest, only to increase spend relatively quickly thereafter in an effort to catch up. The period surrounding the US election is somewhat uncertain, but we have no reason to believe that September’s revenue trends can't continue, or even improve, outside of the election-related window.

We remain confident that our larger audience coupled with ongoing revenue product improvements, new events and product launches, and the tendency of advertisers to respond positively to the choices we have made as we have grown the service, can drive great outcomes over time.

Given improving business conditions, we also intend to continue investing in our most important work and expect total GAAP costs and expenses to grow closer to 20% year over year in Q4. Remember, that was our intention for the full year before the pandemic. We expect SBC expense to be relatively flat sequentially and we expect capex to remain over $250 million in Q4 as a result of our ongoing data center build-out.
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Appendix

Third Quarter 2020 Webcast and Conference Call Details
Twitter will host a conference call today, Thursday, October 29, 2020, at 2pm Pacific Time (5pm Eastern Time) to discuss financial results for the third quarter of 2020. The company will be following the conversation about the earnings announcement on Twitter. To have your questions considered during the Q&A, Tweet your question to @TwitterIR using $TWTR. To listen to a live audio webcast, please visit the company’s Investor Relations page at investor.twitterinc.com. Twitter has used, and intends to continue to use, its Investor Relations website and the Twitter accounts of @jack, @nedsegal, @Twitter, and @TwitterIR as means of disclosing material nonpublic information and for complying with its disclosure obligations under Regulation FD.

Fourth Quarter Earnings Release Details
Twitter expects to release financial results for the fourth quarter and full year of 2020 on February 9, 2021. Further detail will be provided via press release.

About Twitter, Inc. (NYSE: TWTR)
Twitter is what's happening in the world and what people are talking about right now. From breaking news and entertainment to sports, politics, and everyday interests, see every side of the story. Join the open conversation. Watch live-streaming events. Available in more than 40 languages around the world, the service can be accessed via twitter.com, an array of mobile devices, and SMS. For more information, please visit about.twitter.com, follow @Twitter, and download both the Twitter and Periscope apps at twitter.com/download and periscope.tv.

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A Note About Metrics
Twitter defines monetizable daily active usage or users (mDAU) as people, organizations, or other accounts who logged in or were otherwise authenticated and accessed Twitter on any given day through twitter.com or Twitter applications that are able to show ads. Average mDAU for a period represents the number of mDAU on each day of such period divided by the number of days for such period. Changes in mDAU are a measure of changes in the size of our daily logged in or otherwise authenticated active total accounts. To calculate the year-over-year change in mDAU, we subtract the average mDAU for the three months ended in the previous year from the average mDAU for the same three months ended in the current year and divide the result by the average mDAU for the three months ended in the previous year. Additionally, our calculation of mDAU is not based on any standardized industry methodology and is not necessarily calculated in the same manner or comparable to similarly titled measures presented by other companies. Similarly, our measures of mDAU growth and engagement may differ from estimates published by third parties or from similarly titled metrics of our competitors due to differences in methodology.

The numbers of mDAU presented in our earnings materials are based on internal company data. While these numbers are based on what we believe to be reasonable estimates for the applicable period of measurement, there are inherent challenges in measuring usage and engagement across our large number of total accounts around the world. Furthermore, our metrics may be impacted by our information quality efforts, which are our overall efforts to reduce malicious activity on the service, inclusive of spam, malicious automation, and fake accounts. For example, there are a number of false or spam accounts in existence on our platform. We have performed an internal review of a sample of accounts and estimate that the average of false or spam accounts during the third quarter of 2020 represented fewer than 5% of our mDAU during the quarter. The false or spam accounts for a period represents the average of false or spam accounts in the samples during each monthly analysis period during the quarter. In making this determination, we applied significant judgment, so our estimation of false or spam accounts may not accurately represent the actual number of such accounts, and the actual number of false or spam accounts could be higher than we have estimated. We are continually seeking to improve our ability to estimate the total number of spam accounts and eliminate them from the calculation of our mDAU, and have made improvements in our spam detection capabilities that have resulted in the suspension of a large number of spam, malicious automation, and fake accounts. We intend to continue to make such improvements. After we determine an account is spam, malicious automation, or fake, we stop counting it in our mDAU, or other related metrics. We also treat multiple accounts held by a single person or organization as multiple mDAU because we permit people and organizations to have more than one account. Additionally, some accounts used by organizations are used by many people within the organization. As such, the calculations of our mDAU may not accurately reflect the actual number of people or organizations using our platform.

In addition, geographic location data collected for purposes of reporting the geographic location of our mDAU is based on the IP address or phone number associated with the account when an account is initially registered on Twitter. The IP address or phone number may not always accurately reflect a person’s actual location at the time they engaged with our platform. For example, someone accessing Twitter from the location of the proxy server that the person connects to rather than from the person’s actual location.

We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy.


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Forward-Looking Statements
This press release contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933 and Section 21E of the Securities Exchange Act of 1934. Forward-looking statements generally relate to future events or Twitter's future financial or operating performance. In some cases, you can identify forward-looking statements because they contain words such as "may," "will," "should," "expects," "plans," "anticipates,” “going to,” "could," "intends," "target," "projects," "contemplates," "believes," "estimates," "predicts," "potential," or "continue," or the negative of these words or other similar terms or expressions that concern Twitter's expectations, strategy, priorities, plans, or intentions. Forward-looking statements in this press release include, but are not limited to, statements regarding the impact of the COVID-19 pandemic and related responses of businesses and governments to the pandemic, as well as the US election, on Twitter’s operations and operating results, and Twitter’s expectations regarding future capital expenditures and other expenses, including its SBC expense and the timing of such expense. Twitter's expectations and beliefs regarding these matters may not materialize, and actual results in future periods are subject to risks and uncertainties that could cause actual results to differ materially from those projected. These risks include the possibility that: the COVID-19 pandemic and related impacts will continue to adversely impact our business, financial condition, and operating results and the achievement of our strategic objectives as well as the markets in which we operate and worldwide and regional economies; Twitter's total accounts and engagement do not grow or decline; Twitter’s strategies, priorities, or plans take longer to execute than anticipated; Twitter's new products and product features do not meet expectations and fail to drive mDAU growth; advertisers continue to reduce or discontinue their spending on Twitter; data partners reduce or discontinue their purchases of data licenses from Twitter; and Twitter experiences expenses that exceed its expectations. The forward-looking statements contained in this press release are also subject to other risks and uncertainties, including those more fully described in Twitter's Annual Report on Form 10-K for the fiscal year ended December 31, 2019 and Quarterly Reports on Form 10-Q for the fiscal quarters ended March 31, 2020 and June 30, 2020, each filed with the Securities and Exchange Commission. Additional information will also be set forth in Twitter's Quarterly Report on Form 10-Q for the fiscal quarter ended September 30, 2020. The forward-looking statements in this press release are based on information available to Twitter as of the date hereof, and Twitter disclaims any obligation to update any forward-looking statements, except as required by law.

Non-GAAP Financial Measures
To supplement Twitter's financial information presented in accordance with generally accepted accounting principles in the United States of America, or GAAP, Twitter considers certain financial measures that are not prepared in accordance with GAAP, including revenues excluding foreign exchange effect, which we refer to as on a constant currency basis, non-GAAP income before income taxes, non-GAAP provision (benefit) for income taxes, non-GAAP net income (loss), non-GAAP diluted net income (loss) per share, adjusted EBITDA, non-GAAP costs and expenses, adjusted net income (loss), adjusted diluted net income (loss) per share, and adjusted free cash flow. In order to present revenues on a constant currency basis for the three and nine months ended September 30, 2020, Twitter translated the applicable measure using the prior year's monthly exchange rates for its settlement currencies other than the US dollar. Twitter defines non-GAAP income before income taxes as income (loss) before income taxes adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, non-cash interest expense related to convertible notes, non-cash expense related to acquisitions, impairment (gain) on investments in privately held companies, restructuring charges, and one-time nonrecurring gain, if any; Twitter defines non-GAAP provision (benefit) for income taxes as the current and deferred income tax expense commensurate with the non-GAAP measure of profitability using the estimated annual effective tax rate, which is dependent on the jurisdictional mix of earnings; and Twitter defines non-GAAP net income (loss) as net income (loss) adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, non-cash interest expense related to convertible notes, non-cash expense related to acquisitions, impairment (gain) on investments in privately held companies, restructuring charges, and one-time nonrecurring gain, if any, and adjustment to income tax expense based on the non-GAAP measure of profitability using the estimated annual effective tax rate, which is dependent on the jurisdictional mix of earnings. Non-GAAP diluted net income (loss) per share is calculated by dividing non-GAAP net income (loss) by non-GAAP diluted share count. Non-GAAP diluted share count is GAAP basic share count plus potential common stock instruments such as stock options, RSUs, shares to be purchased under employee stock purchase plan, unvested restricted stock, the conversion feature of convertible senior notes, and warrants. Twitter defines adjusted EBITDA as net income (loss) adjusted to exclude stock-based compensation expense, depreciation and amortization expense, interest and other expense, net, provision (benefit) for income taxes, restructuring charges, and one-time nonrecurring gain, if any. Twitter defines non-GAAP costs and expenses as total costs and expenses adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, non-cash expense related to acquisitions, restructuring charges, and one-time nonrecurring gain, if any. We have presented adjusted net income (loss) solely to exclude the income tax benefit from the establishment of deferred tax assets related to intra-entity transfers of intangible assets in the nine months ended September 30, 2019, and the income tax provision from the establishment of a valuation allowance against the deferred tax assets in the nine months ended September 30, 2020, and no other adjustments were made in the calculation of this measure. Adjusted diluted net income (loss) per share is calculated by dividing adjusted net income (loss) by GAAP diluted share count. Adjusted free cash flow is GAAP net cash provided by operating activities less capital expenditures (i.e., purchases of property and equipment including equipment purchases that were financed through finance leases, less proceeds received from the disposition of property and equipment).

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Twitter is presenting these non-GAAP financial measures to assist investors in seeing Twitter's operating results through the eyes of management, and because it believes that these measures provide an additional tool for investors to use in comparing Twitter's core business operating results over multiple periods with other companies in its industry.

Twitter believes that revenues on a constant currency basis, non-GAAP income before income taxes, non-GAAP provision (benefit) for income taxes, non-GAAP net income (loss), non-GAAP diluted net income (loss) per share, adjusted EBITDA, non-GAAP costs and expenses, adjusted net income (loss), and adjusted diluted net income (loss) per share provide useful information about its operating results, enhance the overall understanding of Twitter's past performance and future prospects, and allow for greater transparency with respect to key metrics used by Twitter's management in its financial and operational decision-making. Twitter uses these measures to establish budgets and operational goals for managing its business and evaluating its performance.

Twitter believes that revenues on a constant currency basis is a useful metric that facilitates comparison to its historical performance. Twitter believes that non-GAAP net income (loss), non-GAAP diluted net income (loss) per share, adjusted EBITDA, non-GAAP costs and expenses, adjusted net income (loss), and adjusted diluted net income (loss) per share help identify underlying trends in its business that could otherwise be masked by expenses and one-time gains or charges, or the effects of the income tax benefits related to the establishment of deferred tax assets and the tax provisions from the establishment of a valuation allowance against deferred tax assets described above, which are non-operating benefits and expenses.

In addition, Twitter believes that adjusted free cash flow provides useful information to management and investors about the amount of cash from operations and that it is typically a more conservative measure of cash flows. However, adjusted free cash flow does not necessarily represent funds available for discretionary use and is not necessarily a measure of its ability to fund its cash needs.

These non-GAAP financial measures should not be considered in isolation from, or as a substitute for, financial information prepared in accordance with GAAP. These non-GAAP financial measures are not based on any standardized methodology prescribed by GAAP and are not necessarily comparable to similarly titled measures presented by other companies.


Contacts

Investors:
Cherryl Valenzuela
ir@twitter.com

Press:
Giovanna Falbo
press@twitter.com
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TWITTER, INC.
CONDENSED CONSOLIDATED BALANCE SHEETS
(In thousands)
(Unaudited)

September 30, 2020December 31, 2019
Assets  
Current assets:  
Cash and cash equivalents$2,201,073 $1,799,082 
Short-term investments5,479,974 4,839,970 
Accounts receivable, net747,548 850,184 
Prepaid expenses and other current assets160,984 130,839 
Total current assets8,589,579 7,620,075 
Property and equipment, net1,392,720 1,031,781 
Operating lease right-of-use assets828,213 697,095 
Intangible assets, net58,923 55,106 
Goodwill1,289,147 1,256,699 
Deferred tax assets, net792,362 1,908,086 
Other assets137,848 134,547 
Total assets$13,088,792 $12,703,389 
Liabilities and stockholders’ equity  
Current liabilities:  
Accounts payable$241,102 $161,148 
Accrued and other current liabilities (1)
623,885 500,893 
Convertible notes, short-term905,532 — 
Operating lease liabilities, short-term161,508 146,959 
Finance lease liabilities, short-term3,076 23,476 
Total current liabilities1,935,103 832,476 
Convertible notes, long-term1,858,685 1,816,833 
Senior notes, long-term692,742 691,967 
Operating lease liabilities, long-term727,011 609,245 
Deferred and other long-term tax liabilities, net28,845 24,170 
Other long-term liabilities34,318 24,312 
Total liabilities5,276,704 3,999,003 
Stockholders’ equity:  
Common stock
Additional paid-in capital9,249,956 8,763,330 
Accumulated other comprehensive loss(90,087)(70,534)
Retained earnings (accumulated deficit)
(1,347,785)11,586 
Total stockholders’ equity7,812,088 8,704,386 
Total liabilities and stockholders’ equity$13,088,792 $12,703,389 
(1) In July 2020, prior to our filing of our Form 10-Q for the second quarter of 2020, we received a draft complaint from the Federal Trade Commission and recorded an accrual of $150.0 million, which is included in accrued and other current liabilities in the consolidated balance sheets, as described in Note 14 in the notes to the consolidated financial statements included in our Form 10-Q for the second quarter of 2020.

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TWITTER, INC.
CONDENSED CONSOLIDATED STATEMENTS OF OPERATIONS
(In thousands, except per share data)
(Unaudited)
Three Months Ended
September 30,
Nine Months Ended
September 30,
 2020201920202019
Revenue$936,233 $823,717 $2,427,308 $2,451,988 
Costs and expenses
Cost of revenue361,388 281,057 933,464 823,033 
Research and development208,877 178,553 625,071 484,041 
Sales and marketing215,285 226,204 643,858 672,252 
General and administrative (1)
94,576 93,758 450,181 259,173 
Total costs and expenses880,126 779,572 2,652,574 2,238,499 
Income (loss) from operations56,107 44,145 (225,266)213,489 
Interest expense(39,614)(36,226)(112,712)(111,803)
Interest income17,167 40,348 75,077 123,776 
Other income (expense), net(3,977)(504)(12,057)6,583 
Income (loss) before income taxes29,683 47,763 (274,958)232,045 
Provision (benefit) for income taxes
1,024 11,241 1,082,784 (1,114,841)
Net income (loss)
$28,659 $36,522 $(1,357,742)$1,346,886 
Net income (loss) per share:
Basic$0.04 $0.05 $(1.73)$1.75 
Diluted$0.04 $0.05 $(1.73)$1.72 
Weighted-average shares used to compute net income (loss) per share:
Basic790,827 772,789 785,788 768,719 
Diluted806,383 790,523 785,788 784,443 
(1) In July 2020, prior to our filing of our Form 10-Q for the second quarter of 2020, we received a draft complaint from the Federal Trade Commission and recorded $150.0 million in general and administrative expenses in the consolidated statements of operations.

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TWITTER, INC.
CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS
(In thousands)
(Unaudited)


Three Months Ended
September 30,
Nine Months Ended
September 30,
 2020201920202019
Cash flows from operating activities    
Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 
Adjustments to reconcile net income (loss) to net cash provided by operating activities:
Depreciation and amortization expense121,983 119,986 366,469 349,076 
Stock-based compensation expense115,969 98,623 346,748 276,729 
Amortization of discount on convertible notes26,673 30,464 74,733 93,251 
Bad debt expense(634)1,298 16,861 2,661 
Deferred income taxes(6,345)5,898 (32,382)68,587 
Deferred tax assets establishment related to intra-entity transfers of intangible assets— — — (1,206,880)
Deferred tax assets valuation allowance establishment— — 1,101,374 — 
Impairment of investments in privately-held companies339 — 8,842 1,550 
Other adjustments(2,571)2,964 (7,756)(16,502)
Changes in assets and liabilities, net of assets acquired and liabilities assumed from acquisitions:
Accounts receivable(136,469)26,695 97,812 93,932 
Prepaid expenses and other assets(27,722)(18,669)(24,765)(21,216)
Operating lease right-of-use assets43,595 35,688 121,712 104,862 
Accounts payable20,512 (7,859)(5,722)(12,599)
Accrued and other liabilities71,922 39,097 76,497 40,378 
Operating lease liabilities(41,124)(35,188)(120,111)(94,530)
Net cash provided by operating activities214,787 335,519 662,570 1,026,185 
Cash flows from investing activities
Purchases of property and equipment(290,746)(170,252)(577,829)(389,073)
Proceeds from sales of property and equipment1,910 1,233 5,815 4,290 
Purchases of marketable securities(1,981,219)(948,761)(5,103,983)(3,940,682)
Proceeds from maturities of marketable securities1,085,761 1,382,924 3,566,895 4,151,862 
Proceeds from sales of marketable securities66,718 110,026 925,387 173,325 
Purchases of investments in privately-held companies(2,500)(50,750)(3,839)(51,163)
Business combinations, net of cash acquired— — (34,285)(20,302)
Other investing activities— (9,500)(11,050)2,281 
Net cash provided by (used in) investing activities(1,120,076)314,920 (1,232,889)(69,462)
Cash flows from financing activities
Proceeds from issuance of convertible notes— — 1,000,000 — 
Debt issuance costs— — (14,662)— 
Repayment of convertible notes— (935,000)— (935,000)
Taxes paid related to net share settlement of equity awards(3,726)(3,757)(18,344)(16,695)
Payments of finance lease obligations(4,117)(15,694)(20,573)(53,627)
Proceeds from exercise of stock options31 244 454 753 
Proceeds from issuances of common stock under employee stock purchase plan— — 34,395 25,209 
Net cash provided by (used in) financing activities(7,812)(954,207)981,270 (979,360)
Net increase (decrease) in cash, cash equivalents and restricted cash(913,101)(303,768)410,951 (22,637)
Foreign exchange effect on cash, cash equivalents and restricted cash924 (8,792)(14,854)(1,790)
Cash, cash equivalents and restricted cash at beginning of period3,135,940 2,210,008 1,827,666 1,921,875 
Cash, cash equivalents and restricted cash at end of period$2,223,763 $1,897,448 $2,223,763 $1,897,448 
Supplemental disclosures of non-cash investing and financing activities
Common stock issued in connection with acquisitions$— $— $1,312 $— 
Changes in accrued property and equipment purchases$63,400 $(50,932)$103,649 $26,679 
Reconciliation of cash, cash equivalents and restricted cash as shown in the consolidated statements of cash flows
Cash and cash equivalents$2,201,073 $1,869,444 $2,201,073 $1,869,444 
Restricted cash included in prepaid expenses and other current assets2,251 1,869 2,251 1,869 
Restricted cash included in other assets20,439 26,135 20,439 26,135 
Total cash, cash equivalents and restricted cash$2,223,763 $1,897,448 $2,223,763 $1,897,448 

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TWITTER, INC.
RECONCILIATION OF GAAP TO NON-GAAP FINANCIAL MEASURES
(In thousands, except per share data)
(Unaudited)

 Three Months EndedNine Months Ended
 September 30,September 30,
 2020201920202019
Non-GAAP net income (loss) and net income (loss) per share:    
Net income (loss) (1)
$28,659 $36,522 $(1,357,742)$1,346,886 
Exclude: Provision (benefit) for income taxes
1,024 11,241 1,082,784 (1,114,841)
Income (loss) before income taxes29,683 47,763 (274,958)232,045 
Stock-based compensation expense115,969 98,623 346,748 276,729 
Amortization of acquired intangible assets5,424 3,806 17,984 12,509 
Non-cash interest expense related to convertible notes26,673 30,464 74,733 93,251 
Impairment on investments in privately-held companies339 — 8,842 (8,611)
Restructuring charges— — — (217)
Non-GAAP income before income taxes178,088 180,656 173,349 605,706 
Non-GAAP provision (benefit) for income taxes (2)
26,713 43,820 1,174,944 (1,058,352)
Non-GAAP net income (loss)$151,375 $136,836 $(1,001,595)$1,664,058 
GAAP basic shares790,827 772,789 785,788 768,719 
Dilutive equity awards (3)
15,556 17,734 — 15,724 
Non-GAAP diluted shares (4)
806,383 790,523 785,788 784,443 
Non-GAAP diluted net income (loss) per share$0.19 $0.17 $(1.27)$2.12 
Adjusted EBITDA:
Net income (loss) (1)
$28,659 $36,522 $(1,357,742)$1,346,886 
Stock-based compensation expense115,969 98,623 346,748 276,729 
Depreciation and amortization expense121,983 119,986 366,469 349,076 
Interest and other expense (income), net26,424 (3,618)49,692 (18,556)
Provision (benefit) for income taxes
1,024 11,241 1,082,784 (1,114,841)
Restructuring charges— — — (217)
Adjusted EBITDA$294,059 $262,754 $487,951 $839,077 
Stock-based compensation expense by function:
Cost of revenue$8,581 $5,757 $23,333 $16,778 
Research and development66,111 53,009 204,686 149,499 
Sales and marketing25,550 23,755 73,572 64,022 
General and administrative15,727 16,102 45,157 46,430 
Total stock-based compensation expense$115,969 $98,623 $346,748 $276,729 
Amortization of acquired intangible assets by function:
Cost of revenue$5,424 $3,806 $17,984 $11,889 
Sales and marketing— — — 620 
Total amortization of acquired intangible assets$5,424 $3,806 $17,984 $12,509 
Restructuring charges by function:
Cost of revenue$— $— $— $(13)
Research and development— — — (73)
Sales and marketing— — — (87)
General and administrative— — — (44)
Total restructuring charges$— $— $— $(217)
Non-GAAP costs and expenses:
Total costs and expenses$880,126 $779,572 $2,652,574 $2,238,499 
Less: stock-based compensation expense(115,969)(98,623)(346,748)(276,729)
Less: amortization of acquired intangible assets(5,424)(3,806)(17,984)(12,509)
Less: restructuring charges— — — 217 
Total non-GAAP costs and expenses$758,733 $677,143 $2,287,842 $1,949,478 

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TWITTER, INC.
RECONCILIATION OF GAAP TO NON-GAAP FINANCIAL MEASURES
(In thousands, except per share data)
(Unaudited)
(Continued)
Three Months EndedNine Months Ended
September 30,September 30,
2020201920202019
Adjusted free cash flow:
Net cash provided by operating activities$214,787 $335,519 $662,570 $1,026,185 
Less: purchases of property and equipment(290,746)(170,252)(577,829)(389,073)
Plus: proceeds from sales of property and equipment1,910 1,233 5,815 4,290 
Adjusted free cash flow$(74,049)$166,500 $90,556 $641,402 
Adjusted net income (loss) and adjusted diluted net income (loss) per share:
Net income (loss) (1)
$28,659 $36,522 $(1,357,742)$1,346,886 
Exclude: benefit from deferred tax asset (5)
— — — (1,206,880)
Exclude: provision for deferred tax assets valuation allowance (6)
— — 1,101,374 — 
Adjusted net income (loss)
$28,659 $36,522 $(256,368)$140,006 
GAAP diluted shares806,383 790,523 785,788 784,443 
Adjusted diluted net income (loss) per share
$0.04 $0.05 $(0.33)$0.18 
(1) In July 2020, prior to our filing of our Form 10-Q for the second quarter of 2020, we received a draft complaint from the Federal Trade Commission and recorded $150.0 million in general and administrative expenses in the consolidated statements of operations.
(2) The non-GAAP benefit from income taxes for the nine months ended September 30, 2019 includes benefits of $1.21 billion from the establishment of deferred tax assets from intra-entity transfers of intangible assets. The non-GAAP provision for income taxes for the nine months ended September 30, 2020 includes a provision of $1.11 billion related to the establishment of a valuation allowance against deferred tax assets.
(3) Gives effect to potential common stock instruments such as stock options, RSUs, shares to be issued under ESPP, unvested restricted stocks and warrants. There is no dilutive effect of the notes or the related hedge and warrant transactions.
(4) GAAP diluted shares are the same as non-GAAP diluted shares for all periods presented.
(5) The benefit from deferred tax asset in the nine months ended September 30, 2019 is primarily related to the establishment of deferred tax assets from intra-entity transfers of intangible assets.
(6) The provision for deferred tax assets valuation allowance in the nine months ended September 30, 2020 is related to the establishment of a valuation allowance against deferred tax assets.

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TWITTER, INC.
RECONCILIATION OF GAAP REVENUE TO NON-GAAP CONSTANT CURRENCY REVENUE
(In millions)
(Unaudited)
 Three Months EndedNine Months Ended
 September 30,September 30,
 2020201920202019
Revenue, advertising revenue, data licensing and other revenue, international revenue and international advertising revenue excluding foreign exchange effect (1):
    
Revenue$936 $824 $2,427 $2,452 
Foreign exchange effect on 2020 revenue using 2019 rates
(1)
Revenue excluding foreign exchange effect$935 $2,431 
Revenue year-over-year change percent14 %(1)%
Revenue excluding foreign exchange effect year-over-year change percent14 %(1)%
Advertising revenue$808 $702 $2,053 $2,109 
Foreign exchange effect on 2020 advertising revenue using 2019 rates
(1)
Advertising revenue excluding foreign exchange effect$807 $2,057 
Advertising revenue year-over-year change percent15 %(3)%
Advertising revenue excluding foreign exchange effect year-over-year change percent15 %(2)%
Data licensing and other revenue$128 $121 $375 $343 
Foreign exchange effect on 2020 data licensing and other revenue using 2019 rates
— — 
Data licensing and other revenue excluding foreign exchange effect$128 $375 
Data licensing and other revenue year-over-year change percent%%
Data licensing and other revenue excluding foreign exchange effect year-over-year change percent%%
International revenue$424 $358 $1,081 $1,099 
Foreign exchange effect on 2020 international revenue using 2019 rates
(1)
International revenue excluding foreign exchange effect$423 $1,086 
International revenue year-over-year change percent18 %(2)%
International revenue excluding foreign exchange effect year-over-year change percent18 %(1)%
International advertising revenue$381 $318 $960 $983 
Foreign exchange effect on 2020 international advertising revenue using 2019 rates
(1)
International advertising revenue excluding foreign exchange effect$380 $964 
International advertising revenue year-over-year change percent20 %(2)%
International advertising revenue excluding foreign exchange effect year-over-year change percent20 %(2)%
(1) The sum of individual metrics may not always equal total amounts indicated due to rounding.

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