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Stock-based Compensation (Tables)
12 Months Ended
Dec. 31, 2019
Share-based Payment Arrangement [Abstract]  
Schedule of Share-based Payment Award, Stock Options, Valuation Assumptions
The fair value of options granted in each year using the Black-Scholes pricing model has been based on the following assumptions:
 
Year Ended  
December 31,
 
2019
 
2018
 
2017
Volatility
39.1% - 39.5%
 
38.6% - 47.8%
 
41.7% - 44.2%
Risk-free interest rate
1.6% - 2.5%
 
2.6% - 2.9%
 
1.9% - 2.2%
Expected term (in years)
5.5 - 6.2
 
5.5 - 6.3
 
5.5 - 6.3
Dividend rate
—%
 
—%
 
—%


Schedule of Share-based Compensation, Stock Options, Activity
The following table summarizes the activity for the Company’s options (in thousands, except share and per share amounts):
 
Shares
 
Weighted-Average
Exercise Price
 
Weighted-Average
Remaining Contract
Term (in years)
 
Aggregate
Intrinsic Value
Outstanding at December 31, 2016
9,339,567

 
$
7.89

 
6.64
 
$
43,613

Granted
5,887,183

 
11.04

 
 
 
 
Exercised
(5,760,263
)
 
5.87

 
 
 
 
Forfeited/Canceled
(1,518,548
)
 
11.36

 
 
 
 
Outstanding at December 31, 2017
7,947,939

 
11.02

 
7.93
 
74,996

Granted
797,201

 
29.87

 
 
 
 
Exercised
(1,588,779
)
 
11.49

 
 
 
 
Forfeited/Canceled
(265,367
)
 
15.68

 
 
 
 
Outstanding at December 31, 2018
6,890,994

 
12.91

 
7.94
 
239,177

Granted
462,563

 
64.29

 
 
 
 
Exercised
(840,835
)
 
11.64

 
 
 
 
Forfeited/Canceled
(217,803
)
 
30.11

 
 
 
 
Outstanding at December 31, 2019
6,294,919

 
16.26

 
7.24
 
185,900

Total exercisable at December 31, 2019
3,835,279

 
12.30

 
6.88
 
123,671


Share-based Compensation Arrangement by Share-based Payment Award, Options, Grants in Period, Weighted Average Grant Date Fair Value
The following table summarizes the weighted-average grant date fair value of options granted, intrinsic value of options exercised and fair value of awards vested in periods indicated (in thousands, except per share amounts):

 
Year Ended December 31,
 
2019
 
2018
 
2017
Weighted average grant date fair value of options granted
$
26.75

 
$
13.33

 
$
4.85

Intrinsic value of options exercised
42,758

 
34,268

 
52,693

Fair value of awards vested
41,997

 
32,717

 
19,826


Summary of the Activity of Unvested RSUs
The following table summarizes the activity for the Company’s unvested RSUs:
 
Shares
 
Weighted-Average
Fair Value
Unvested at December 31, 2016
3,135,181

 
$
10.70

Granted
2,360,315

 
12.17

Vested
(1,072,321
)
 
10.44

Forfeited/Canceled
(1,348,928
)
 
10.56

Unvested at December 31, 2017
3,074,247

 
11.98

Granted
2,448,169

 
28.22

Vested
(1,496,906
)
 
13.80

Forfeited/Canceled
(545,142
)
 
18.47

Unvested at December 31, 2018
3,480,368

 
22.87

Granted
1,464,785

 
61.92

Vested
(1,392,295
)
 
22.67

Forfeited/Canceled
(592,445
)
 
31.25

Unvested at December 31, 2019
2,960,413

 
40.61


Schedule of Share-based Compensation, Allocation of Recognized Period Costs
Total stock-based compensation expense included in the Consolidated Statements of Operations is as follows (in thousands):
 
Year Ended  
December 31,
 
2019
 
2018
 
2017
Cost of revenue
$
5,787

 
$
3,357

 
$
1,739

Marketing
3,774

 
2,507

 
1,933

Product development
21,085

 
21,234

 
8,274

General and administrative
13,749

 
11,133

 
14,613

Total stock-based compensation expense
$
44,395

 
$
38,231

 
$
26,559