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Stock-based compensation (Tables)
12 Months Ended
Dec. 31, 2020
Share-based Payment Arrangement [Abstract]  
Summary of Stock-Based Compensation Expense by Award Type Stock-based compensation expense recognized by award type is as follows (in thousands):
Year Ended December 31,
202020192018
Stock options$93,977 $95,668 $83,449 
Restricted stock units49,326 63,580 26,628 
Employee stock purchase plan and other13,328 1,381 759 
$156,631 $160,629 $110,836 
Schedule of Stock-Based Compensation Expense by Classification
Stock-based compensation expense by classification included within the consolidated statements of operations and comprehensive loss was as follows (in thousands):
Year Ended December 31,
202020192018
Research and development$72,239 $80,139 $54,422 
Selling, general and administrative84,392 80,490 56,414 
$156,631 $160,629 $110,836 
Assumptions Used for the Black-Scholes Option-Pricing Model to Determine the Per Share Weighted Average Fair Value for Options Granted
The fair value of each option issued to employees was estimated at the date of grant using the Black-Scholes option pricing model with the following weighted-average assumptions:
Year Ended December 31,
202020192018
Expected volatility69.5 %70.7 %75.5 %
Expected term (in years)6.06.06.0
Risk-free interest rate1.4 %2.3 %2.7 %
Expected dividend yield0.0 %0.0 %0.0 %
Summary of Stock Option Activity Under Plan The following table summarizes the stock option activity under the Company’s equity awards plans:
Shares
(in thousands)
Weighted-
average
exercise price
per share
Weighted-
average
contractual
life
(in years)
Aggregate
intrinsic
value (a)
(in thousands)
Outstanding at December 31, 20195,483 $116.30 
Granted1,585 $69.40 
Exercised(95)$19.43 
Canceled or forfeited(711)$124.00 
Outstanding at December 31, 20206,262 $105.02 7.0$15,716 
Exercisable at December 31, 20203,669 $107.11 5.8$15,659 
Vested and expected to vest at December 31, 20206,262 $105.02 7.0$15,716 
(a)The aggregate intrinsic value is calculated as the difference between the exercise price of the underlying options and the fair value of the common stock for the options that were in the money at December 31, 2020.
Summary of Restricted Common Stock Awards
The following table summarizes the restricted stock unit activity under the Company’s equity award plans:
Shares
(in thousands)
Weighted-average
grant date
fair value
Unvested balance at December 31, 20191,127 $146.10 
Granted1,018 70.18 
Vested(433)130.10 
Forfeited(217)123.32 
Unvested balance at December 31, 20201,495 $102.34