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Stock-Based Compensation
12 Months Ended
Dec. 31, 2022
Share-Based Payment Arrangement [Abstract]  
Stock-Based Compensation
11. Stock-Based Compensation

Equity Incentive Plans

In May 2017, our Board of Directors adopted, and our stockholders approved, the 2017 Equity Incentive Plan (the “2017 Plan”), which became effective as of the date of the final prospectus for our initial public offering. The 2017 Plan provides for the grant of incentive stock options to employees and for the grant of nonstatutory stock options, restricted stock awards, restricted stock units (“RSUs”), stock appreciation rights, performance-based stock awards, and other forms of equity compensation to employees, including officers, non-employee directors, and consultants. We initially reserved 6,421,442 shares of Class A common stock for issuance under the 2017 Plan, which included 421,442 shares that remained available for issuance under our 2007 Stock Option Plan (the “2007 Plan”) at the time the 2017 Plan became effective. The number of shares reserved under the 2017 Plan increases for any shares subject to outstanding awards originally granted under the 2007 Plan that expire or are forfeited prior to exercise. As a result of the adoption of the 2017 Plan, no further grants may be made under the 2007 Plan. As of December 31, 2022, there were 7,196,149 shares of Class A common stock reserved for issuance under the 2017 Plan, of which 2,839,475 were available to be issued.

Stock Options

We estimate the fair value of stock options containing only a service condition using the Black-Scholes option pricing model, which requires the use of subjective assumptions, including the expected term of the option, the current price of the underlying stock, the expected stock price volatility, expected dividend yield, and the risk-free interest rate for the expected term of the option. The expected term represents the period of time the stock options are expected to be outstanding. Due to the lack of sufficient historical exercise data to provide a reasonable basis upon which to derive an estimate, we use the simplified method to estimate the expected term for our stock options. Under the simplified method, the expected term of an option is presumed to be the mid-point between the vesting date and the end of the contractual term. Expected volatility is based on the
historical volatility of our publicly traded stock over the estimated expected term of the stock options. We assume zero dividend yield because we have historically not paid dividends and do not anticipate paying dividends in the near future.

In June 2022, our Board of Directors granted a stock option to purchase 700,000 shares of our Class A common stock to our Chief Executive Officer (the “2022 CEO Grant”) under the 2017 Plan with an exercise price of $50.63 per share. The 2022 CEO Grant is eligible to vest based on the achievement of various stock price appreciation targets of our Class A common stock. Specifically, the 2022 CEO Grant vests in four installments of 25% each if the average closing price per share for a 365 day calendar period equals each of $175, $200, $225, and $250, respectively (the “Vesting Price Threshold”), prior to June 7, 2030. The option also vests if the Company engages in a Corporate Transaction, as defined in the Plan, in which the Company’s Class A common stock is valued at or above the Vesting Price Threshold. The fair value of the 2022 CEO Grant was determined using a Monte Carlo simulation. The fair value of the award at the grant date was $18.8 million and is being amortized over derived service periods ranging from 3.4 years to 4.1 years.
The only stock option awarded during the years ended December 31, 2022, 2021, and 2020 was the 2022 CEO Grant. The following table summarizes the assumptions used to estimate the fair value of the 2022 CEO stock option grant:

Year Ended December 31,
202220212020
Risk-free interest rate3.01 %**
Expected term (in years)****
Expected volatility70 %**
Expected dividend yield— %**
* Not applicable because no stock options were granted during the period.
** Each Vesting Price Threshold for the 2022 CEO grant has a unique expected term ranging from 3.4 years to 4.1 years.

The following table summarizes stock option activity for the years ended December 31, 2022, 2021, and 2020:

Number of SharesWeighted Average Exercise PriceWeighted Average Remaining Contractual Term (Years)Aggregate Intrinsic Value (in thousands)
Outstanding at December 31, 2019
4,458,611 $12.30 5.8$115,501 
Granted— — 
Exercised(1,001,411)6.39 81,181 
Expired(1,380)11.82 
Forfeited(56,580)11.33 
Outstanding at December 31, 2020
3,399,240 14.06 4.9503,174 
Granted— — 
Exercised(423,824)6.55 43,525 
Expired(4,100)10.54 
Forfeited(17,960)11.78 
Outstanding at December 31, 2021
2,953,356 15.16 4.0147,812 
Granted700,000 50.63 
Exercised(937,217)27.14 32,858 
Expired(7,900)4.06 
Forfeited(10,280)12.28 
Outstanding at December 31, 2022
2,697,959 $20.25 5.1$45,867 
Exercisable at December 31, 2022
1,997,959 $9.60 3.6$45,867 
The total fair value of stock options that vested during the years ended December 31, 2022, 2021, and 2020 was $0.9 million, $10.8 million, and $2.8 million, respectively. As of December 31, 2022, the total compensation cost related to unvested stock options not yet recognized, which relates exclusively to the 2022 CEO Grant, was $16.0 million. This amount will be recognized over a weighted average period of 3.19 years.

Restricted Stock Units

The following table summarizes RSU activity for the years ended December 31, 2022, 2021, and 2020:

Number of SharesWeighted Average Grant Date Fair Value
Non-vested and outstanding at December 31, 2019
1,022,835 $31.39 
Granted589,692 60.47 
Vested(270,609)31.29 
Forfeited(176,915)32.01 
Non-vested and outstanding at December 31, 2020
1,165,003 46.04 
Granted488,462 108.98 
Vested(354,130)43.39 
Forfeited(89,806)62.72 
Non-vested and outstanding at December 31, 2021
1,209,529 70.99 
Granted606,203 52.63 
Vested(403,648)58.63 
Forfeited(221,364)70.30 
Non-vested and outstanding at December 31, 2022
1,190,720 $65.97 

As of December 31, 2022, total unrecognized compensation cost related to unvested RSUs was approximately $58.3 million, which will be recognized over a weighted average period of 1.6 years.

The following table summarizes the components of our stock-based compensation expense by instrument type for the years ended December 31, 2022, 2021, and 2020 (in thousands):

Year Ended December 31,
202220212020
RSUs$35,290 $19,382 $10,745 
Stock options2,790 3,839 4,164 
Common stock awards to Board of Directors750 623 370 
Total stock-based compensation expense$38,830 $23,844 $15,279 
Stock-based compensation expense for RSUs, stock options, and issuances of common stock to the Board of Directors is included in the following line items in the accompanying consolidated statements of operations for the years ended December 31, 2022, 2021, and 2020 (in thousands):

Year Ended December 31,
202220212020
Cost of revenue
Subscriptions$996 $1,199 $943 
Professional services5,309 3,131 1,477 
Operating expenses
Sales and marketing9,152 5,426 2,821 
Research and development12,523 5,224 2,718 
General and administrative10,850 8,864 7,320 
Total stock-based compensation expense$38,830 $23,844 $15,279