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Equity Incentive Plans (Tables)
12 Months Ended
Dec. 31, 2019
Share-based Payment Arrangement, Disclosure [Abstract]  
Summary of the Company's stock option activity
A summary of the Company’s stock option activity under the Plans is as follows:
 
   
Outstanding
Options
   
Weighted-
Average
Exercise
Price
   
Weighted-
Average
Remaining
Terms
(Years)
   
Aggregate
Intrinsic Value
 
Balance as of December 31, 2018
   14,264,376  $1.91    8.2   $71,902,234
Granted
   4,785,842   $19.05     
Exercised
   (2,226,493  $1.69     
Cancelled
   (905,482  $6.71     
  
 
 
       
Balance as of December 31, 2019
   15,918,243   $6.82    7.9   $1,105,222,370 
  
 
 
       
 
 
  
Outstanding
Options
 
  
Weighted-
Average
Exercise
Price
 
  
Weighted-
Average
Remaining
Terms
(Years)
 
  
Aggregate
Intrinsic Value
 
Vested and exercisable as of December 31, 2019
  
 
7,362,304
 
  
$
1.96
 
  
 
6.9
 
  
$
546,973,399
 
 
  
 
 
 
  
   
  
   
  
   
Unvested and exercisable as of December 31, 2019
  
 
1,138,439
 
  
$
5.90
 
  
 
8.3
 
  
$
80,094,346
 
 
  
 
 
 
  
   
  
   
  
   
 
Summary of restricted shares issued under stock plan A summary of these restricted shares issued under the 2012 Stock Plan is as follows:
   
Number of

Shares
   
Weighted-
Average

Exercise Price
 
Outstanding and unvested as of December 31, 2018
   232,750   $2.80 
Exercised
   29,000   $11.48 
Vested
   (123,500  $3.98 
  
 
 
   
Outstanding and unvested as of December 31, 2019
   138,250   $3.57 
  
 
 
   
Stock Option Valuation Assumptions
The fair value of each employee option grant was estimated on the date of grant using the Black-Scholes option pricing model and the following assumptions for the periods indicated:
 
   
Year Ended December 31,
   
2019
 
2018
 
2017
Expected volatility
  40% – 53% 45% – 46% 45% – 48%
Risk-free interest rate
  1.5% – 2.5% 2.7% – 3.1% 1.9% – 2.3%
Expected term
  5.0 – 6.9 years 5.3 – 6.5 years 4.2 – 6.5 years
Expected dividend
  —  % —  % —  %
Schedule of Fair value of the Employee Stock Purchase Plan
For the year ended December 31, 2019, the fair value of the ESPP was estimated using the following assumptions.
 
   
Year Ended December 31,
   
2019
Expected volatility
  52%
Risk-free interest rate
  1.85%
Expected term
  0.7 years
Expected dividend
  —  %
Recorded stock-based compensation expense in the condensed consolidated statement of operations
The Company recorded stock-based compensation expense in the consolidated statement of operations for the periods presented as follows (in thousands):
 
   
Year Ended December 31,
 
   
2019
   
2018
   
2017
 
Cost of revenue
  $325   $85   $44 
Research and development
   5,721    1,030    801 
Selling, general and administrative
   7,287    1,543    816 
  
 
 
   
 
 
   
 
 
 
Total stock-based compensation expense
  $13,333   $2,658   $1,661