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Stock-Based Compensation (Tables)
3 Months Ended
Mar. 31, 2020
Share-based Payment Arrangement [Abstract]  
Stock-based compensation expense
Stock-based compensation expense included in the consolidated statements of operations was as follows:
 
Three Months Ended March 31,
(in thousands)
2020
 
2019
Cost of revenue
$
747

 
$
652

Sales and marketing
4,496

 
3,366

Research and development
2,948

 
2,030

General and administrative
4,844

 
3,271

Total stock-based compensation expense
$
13,035

 
$
9,319


Stock option activity
A summary of our stock option activity is presented below:
(in thousands, except for per share data and years)
Number
of Shares
 
Weighted
Average
Exercise Price
 
Weighted-Average Remaining Contractual Term (in years)
 

Aggregate Intrinsic Value
Outstanding at December 31, 2019
12,939

 
$
8.38

 
7.1
 
$
201,608

Granted

 

 

 


Exercised
(635)

 
6.27

 

 
12,383

Forfeited/canceled
(190)

 
10.78

 

 


Outstanding at March 31, 2020
12,114

 
8.45

 
7.0
 
162,596

Exercisable at March 31, 2020
6,783

 
6.12

 
6.5
 
106,847


Summary of restricted stock and restricted stock units
A summary of our restricted stock and restricted stock units activity is presented below:
 
Restricted Stock
 
Restricted Stock Units
(in thousands, except for per share data)
Number
of Shares
 
Weighted
Average
Grant Date Fair Value
 
Number
of Shares
 
Weighted
Average
Grant Date Fair Value
Unvested balance at December 31, 2019
495

 
$
4.25

 
2,894

 
$
26.34

Granted

 

 
3,082

 
28.00

Vested
(99
)
 
4.25

 
(403
)
 
29.14

Forfeited

 

 
(123
)
 
26.16

Unvested balance at March 31, 2020
396

 
4.25

 
5,450

 
27.07


ESPP valuation assumptions
The fair value of the 2018 ESPP purchase rights was estimated on the offering or modification dates using a Black-Scholes option-pricing model and the following assumptions:
 
Three Months Ended March 31,
 
2020
 
2019
Expected term (in years)
0.5 — 2.0
 
0.5 — 2.0
Expected volatility
41.6% — 47.9%
 
35.4% — 44.6%
Risk-free interest rate
0.8% — 0.9%
 
2.5% — 2.6%
Expected dividend yield