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Equity Awards and Instruments (Tables)
12 Months Ended
Dec. 31, 2022
Share-Based Payment Arrangement [Abstract]  
Schedule of Stock-based Compensation Expense
Total stock‑based compensation expense consists of the following:
Year Ended December 31,
202220212020
Restricted stock and RSUs expense (1)
$40,754 $19,917 $4,248 
Bonus Plan expense (see Note 11)28,571 23,121 6,524 
ESPP expense (see Note 13)2,890 2,118 — 
Stock option expense2,150 3,271 6,858 
Stock grants expense450 445 319 
DCP elective participant deferrals expense (2) (see Note 12)
391 173 — 
IPO vested restricted stock and RSU expense— — 15,102 
Total stock-based compensation expense (3)
$75,206 $49,045 $33,051 
(1)Includes acquisition‑related shares for the years ended December 31, 2022 and 2021 (see Note 4).
(2)DCP elective participant deferrals expense excludes deferred incentive bonus payable pursuant to the Bonus Plan.
(3)As of December 31, 2022 and 2021, $7,300 and $6,749 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,
202220212020
Cost of subscriptions and licenses$2,781 $1,442 $960 
Cost of services2,055 1,257 2,939 
Research and development27,209 19,740 12,105 
Selling and marketing8,898 5,980 6,692 
General and administrative34,263 20,626 10,355 
Total stock-based compensation expense$75,206 $49,045 $33,051 
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, 20216,917,925 $5.26 
Exercised(3,011,160)4.86 
Forfeited and expired(112,250)5.65 
Outstanding, December 31, 20223,794,515 $5.57 0.9$119,096 
Exercisable, December 31, 20222,849,765 $5.52 0.8$89,600 
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, 20211,708,545 1,611,862 96,683 
(4)
$32.81 $49.93 
Granted2,140,710 
(1)
1,777,937 
(3)
362,773 
(5)
38.1838.21
Vested(600,382)(509,212)(91,170)
(4)
30.48 49.93 
Forfeited and canceled(180,022)(174,509)(5,513)34.29 49.93 
Unvested, December 31, 20223,068,851 
(2)
2,706,078 362,773 $36.67 $38.21 
(1)For the year ended December 31, 2022, the Company only granted RSUs.
(2)Includes 61,644 RSUs which are expected to be settled in cash.
(3)Includes 199,076 time‑based RSUs granted during the three months ended March 31, 2022 to certain officers and key employees, which cliff vest on January 31, 2025.
(4)Relates to the 2021 annual performance period. Total stock‑based compensation expense associated with these awards was fully recognized as of December 31, 2021.
(5)Primarily relates to the 2022 annual performance period, except for 185,186 performance‑based RSUs granted during the year ended December 31, 2022 with extraordinary terms, which are described below.