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Equity Awards and Instruments (Tables)
12 Months Ended
Dec. 31, 2021
Share-based Payment Arrangement [Abstract]  
Schedule of Stock-based Compensation Expense
Total stock‑based compensation expense was as follows:
Year Ended December 31,
202120202019
Bonus Plan expense (see Note 11)$23,121 $6,524 $— 
Restricted stock and RSUs expense (1)
19,917 4,248 1,749 
Stock option expense3,271 6,858 6,342 
ESPP expense (see Note 13)2,118 — — 
Stock grants expense445 319 — 
DCP elective participant deferrals expense (2) (see Note 12)
173 — — 
IPO vested restricted stock and RSU expense— 15,102 — 
Total stock-based compensation expense (3)
$49,045 $33,051 $8,091 
(1)Includes acquisition‑related shares (see Note 4).
(2)DCP elective participant deferrals expense excludes deferred incentive bonus payable pursuant to the Bonus Plan.
(3)As of December 31, 2021 and 2020, $6,749 and $6,835 remained in Accruals and other current liabilities in the consolidated balance sheets, respectively.
Total stock‑based compensation expense is included in the consolidated statements of operations as follows:
Year Ended December 31,
202120202019
Cost of subscriptions and licenses$1,442 $960 $115 
Cost of services1,257 2,939 522 
Research and development19,740 12,105 3,107 
Selling and marketing5,980 6,692 2,210 
General and administrative20,626 10,355 2,137 
Total stock-based compensation expense$49,045 $33,051 $8,091 
Schedule of Valuation Assumptions
The following weighted average assumptions were used in the Black‑Scholes option pricing model to estimate the fair values of stock options granted during the years ended December 31, 2020 and 2019. The Company did not grant stock options during the year ended December 31, 2021.
Year Ended December 31,
20202019
Expected volatility31.04%29.57%
Expected dividend yield1.11%1.38%
Risk-free interest rate1.31%2.48%
Expected term (in years)3.753.75
Weighted average grant date fair value of stock options issued$2.49$1.66
Schedule of Options
The following is a summary of stock option activity and related information under the Company’s applicable equity incentive plans:
Weighted
WeightedAverage
AverageRemainingAggregate
StockExercise PriceContractualIntrinsic
OptionsPer ShareLife (in years)Value
Outstanding, December 31, 202012,842,226 $4.87 
Exercised(5,653,551)4.36 
Forfeited(270,750)5.56 
Outstanding, December 31, 20216,917,925 $5.26 1.57$297,933 
Exercisable, December 31, 20213,837,800 $5.00 1.26$166,305 
Schedule of Restricted Stock and Restricted Stock Unit Activity
The following is a summary of unvested restricted stock and RSU activity and related information under the Company’s applicable equity incentive plans:
Time-Performance-
BasedBased
Time-Performance-WeightedWeighted
TotalBasedBasedAverageAverage
RestrictedRestrictedRestrictedGrant DateGrant Date
StockStockStockFair ValueFair Value
and RSUsand RSUsand RSUsPer SharePer Share
Unvested, December 31, 20201,423,715 1,263,193 160,522 
(3)
$16.38 $16.62 
Granted894,595 
(1)
794,787 99,808 
(4)
52.8049.93
Vested(399,893)(364,963)(34,930)
(3)
21.95 17.53 
Forfeited(209,872)(81,155)(128,717)22.00 17.18 
Unvested, December 31, 20211,708,545 
(2)
1,611,862 96,683 
(5)
$32.81 $49.93 
(1)For the year ended December 31, 2021, the Company granted RSUs only.
(2)Includes 48,927 RSUs which are expected to be settled in cash.
(3)Relates to the 2020 annual performance period. Total stock‑based compensation expense associated with these awards was fully recognized as of December 31, 2020.
(4)Relates to the 2021 annual performance period.
(5)Relates to the 2021 annual performance period. Total stock‑based compensation expense associated with these awards was fully recognized as of December 31, 2021.