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Stock-Based Compensation and Employee Benefit Plan (Tables)
12 Months Ended
Dec. 31, 2018
Compensation Related Costs [Abstract]  
Weighted-Average Valuation Assumptions
The Company uses weighted-average assumptions in applying the Black-Scholes valuation model.
The Company used the following weighted-average assumptions in applying the Black-Scholes valuation model:
 
 
Years Ended
December 31,
 
 
2018
 
2017
 
2016
 
 
 
 
 
 
 
Risk-free interest rate
 
2.49% - 3.06%
 
1.95% -2.08%
 
1.23% -1.69%
Expected term (years)
 
6.18—6.69
 
6.08—6.62
 
6.00—6.54
Expected dividend yield
 
 
 
Expected volatility
 
52.4% -56.1%
 
55.6% - 61.0%
 
59.3% - 60.9%
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):
 
 
Years Ended
December 31,
 
 
2018
 
2017
 
2016
 
 
 
 
 
 
 
Cost of revenue
 
$
41,481

 
$
7,734

 
$
6,005

Research and development
 
39,030

 
5,560

 
4,686

Sales and marketing
 
32,284

 
4,684

 
5,600

General and administrative
 
67,489

 
12,501

 
11,866

 
 
$
180,284

 
$
30,479

 
$
28,157

Stock Option and RSU Activity
The following table presents the stock activity and the total number of shares available for grant under our stock plans as of December 31, 2018:
 
 
Plan Shares Available
for Grant
 
 
 
 
 
 
Balances at December 31, 2016
 
2,768,450

Added to plan
 
647,159

Granted
 
(2,698,594
)
Exercised
 

Cancelled
 
967,760

Expired
 
(647,159
)
Balances at December 31, 2017
 
1,037,616

Added to plan
 
40,924,861

Granted
 
(18,075,790
)
Exercised
 

Cancelled
 
1,061,054

Expired
 
(7,489,894
)
Balances at December 31, 2018
 
17,457,847

The following table summarizes the stock option activity under our stock plans during the reporting period (in thousands), except per share amounts:
 
 
Outstanding Options
 
 
Number of
Shares
 
Weighted
Average
Exercise
Price
 
Remaining
Contractual
Life (Years)
 
Aggregate
Intrinsic
Value
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
(in thousands)
Balances at December 31, 2016
 
10,504,750

 
$
23.85

 
6.11
 
$
74,717

Granted
 
2,146,113

 
30.96

 
 
 
 
Exercised
 
(123,153
)
 
3.51

 
 
 
 
Cancelled
 
(923,307
)
 
10.78

 
 
 
 
Balances at December 31, 2017
 
11,604,403

 
26.42

 
6.01
 
52,682

Granted
 
4,202,284

 
19.79

 
 
 
 
Exercised
 
(398,704
)
 
3.98

 
 
 
 
Cancelled
 
(849,563
)
 
12.51

 
 
 
 
Balances at December 31, 2018
 
14,558,420

 
25.93

 
6.78
 
3,084

Vested and expected to vest at December 31, 2018
 
14,133,451

 
26.09

 
6.69
 
3,084

Exercisable at December 31, 2018
 
8,282,247

 
27.72

 
5.09
 
3,084

RSU Activity and Related Information
A summary of the Company’s RSU activity and related information is as follows:
 
 
Number of
Awards
Outstanding
 
Weighted
Average Grant
Date Fair
Value
 
 
 
 
 
Unvested Balance at December 31, 2016
 
2,666,446

 
$
30.95

Granted
 
552,481

 
30.96

Vested
 
(33,896
)
 
30.96

Forfeited
 
(44,453
)
 
30.95

Unvested Balance at December 31, 2017
 
3,140,578

 
30.95

Granted
 
13,873,506

 
16.02

Vested
 
(17,793
)
 
19.67

Forfeited
 
(211,491
)
 
21.22

Unvested Balance at December 31, 2018
 
16,784,800

 
18.74

Schedule of Share-based Payment Award, Employee Stock Purchase Plan, Valuation Assumptions
We use the Black-Scholes option pricing model to determine the fair value of shares purchased under the 2018 ESPP with the following weighted average assumptions on the date of grant:
 
 
Year Ended
December 31,
 
 
2018
 
 
 
 
 
Risk-free interest rate
 
2.20% - 2.67%

 
Expected term (years)
 
0.56—2.05

 
Expected dividend yield
 

 
Expected volatility
 
47.0% - 52.7%