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Stock-Based Compensation and Employee Benefit Plan (Tables)
6 Months Ended
Jun. 30, 2019
Compensation Related Costs [Abstract]  
Stock Option and RSU Activity
A summary of stock option activity under our stock plans during the six months ended June 30, 2019 is as follows:
 
 
Outstanding Options
 
 
Number of
Shares
 
Weighted
Average
Exercise
Price
 
Remaining
Contractual
Life (Years)
 
Aggregate
Intrinsic
Value
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(in thousands)
Balances at December 31, 2018
 
14,558,420

 
$
25.93

 
6.78
 
$
3,084

Granted
 
981,105

 
11.44

 
 
 
 
Exercised
 
(328,026
)
 
4.28

 
 
 
 
Cancelled
 
(298,490
)
 
25.37

 
 
 
 
Balances at June 30, 2019
 
14,913,009

 
25.47

 
6.53
 
2,557

Vested and expected to vest at June 30, 2019
 
14,541,060

 
25.64

 
6.47
 
2,523

Exercisable at June 30, 2019
 
8,716,781

 
28.77

 
4.96
 
1,764

RSU Activity and Related Information
A summary of our restricted stock units ("RSUs") activity and related information during the six months ended June 30, 2019 is as follows:
 
 
Number of
Awards
Outstanding
 
Weighted
Average Grant
Date Fair
Value
 
 
 
 
 
Unvested Balance at December 31, 2018
 
16,784,800

 
$
18.74

Granted
 
2,966,254

 
12.36
Vested
 
(3,504,098
)
 
20.51
Forfeited
 
(316,053
)
 
17.38
Unvested Balance at June 30, 2019
 
15,930,903

 
17.19
Weighted-Average Valuation Assumptions
We used the following weighted-average assumptions in applying the Black-Scholes valuation model:
 
 
Three Months Ended
June 30,
 
Six Months Ended
June 30,
 
 
2019
 
2018
 
2019
 
2018
 
 
 
 
 
 
 
 
 
Risk-free interest rate
 
2.4% - 2.5%
 
2.7% - 2.8%
 
2.4% - 2.6%
 
2.5% - 2.8%
Expected term (years)
 
6.4 - 6.7
 
6.2 - 6.7
 
6.4 - 6.7
 
6.2 - 6.7
Expected dividend yield
 
 
 
 
Expected volatility
 
47.5%
 
54.6%
 
47.5% - 50.2%
 
54.6% - 55.1%
Employee and Non-Employee Stock-Based Compensation Expense
The following table summarizes the components of stock-based compensation expense in the consolidated statements of operations (in thousands):
 
 
Three Months Ended
June 30,
 
Six Months Ended
June 30,
 
 
2019
 
2018
 
2019
 
2018
 
 
 
 
 
 
 
 
 
Cost of revenue
 
$
10,392

 
$
1,971

 
$
24,764

 
$
3,869

Research and development
 
12,218

 
1,739

 
26,448

 
3,376

Sales and marketing
 
8,935

 
1,214

 
20,447

 
2,166

General and administrative
 
19,673

 
2,894

 
43,441

 
6,362

Total stock-based compensation
 
$
51,218

 
$
7,818

 
$
115,100

 
$
15,773