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Stockholders' Equity (Tables)
12 Months Ended
Dec. 31, 2018
Disclosure of Compensation Related Costs, Share-based Payments [Abstract]  
Stock-Based Compensation Expense
Stock-based compensation expense is as follows (in millions):
 
Year Ended December 31,
 
2016
 
2017
 
2018
Cost of sales
$
16

 
$
47

 
$
73

Fulfillment
657

 
911

 
1,121

Marketing
323

 
511

 
769

Technology and content
1,664

 
2,305

 
2,888

General and administrative
315

 
441

 
567

Total stock-based compensation expense (1)
$
2,975

 
$
4,215

 
$
5,418


___________________
(1)
The related tax benefits were $907 million, $860 million, and $1.1 billion for 2016, 2017, and 2018. In 2017 and 2018, the tax benefit reflects the permanent reduction in the U.S. statutory corporate tax rate from 35% to 21%.
Summary of Restricted Stock Unit Activity
The following table summarizes our restricted stock unit activity (in millions):
 
Number of Units
 
Weighted Average
Grant-Date
Fair Value
Outstanding as of January 1, 2016
18.9

 
$
362

Units granted
9.3

 
660

Units vested
(6.1
)
 
321

Units forfeited
(2.3
)
 
440

Outstanding as of December 31, 2016
19.8

 
506

Units granted
8.9

 
946

Units vested
(6.8
)
 
400

Units forfeited
(1.8
)
 
649

Outstanding as of December 31, 2017
20.1

 
725

Units granted
5.0

 
1,522

Units vested
(7.1
)
 
578

Units forfeited
(2.1
)
 
862

Outstanding as of December 31, 2018
15.9

 
$
1,024

Scheduled Vesting of Outstanding Restricted Stock Units
Scheduled vesting for outstanding restricted stock units as of December 31, 2018, is as follows (in millions):
 
Year Ended  
 
 
 
 
 
2019
 
2020
 
2021
 
2022
 
2023
 
Thereafter
 
Total
Scheduled vesting — restricted stock units
6.9

 
5.6

 
2.4

 
0.8

 
0.1

 
0.1

 
15.9