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Income Taxes - Summary of Reconciliation of Company's Effective Tax Rate to Federal Statutory Rate (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Income Tax Disclosure [Abstract]      
Tax at federal statutory rate $ (32,464) $ (14,020) $ (25,076)
State income tax, net of federal tax benefit (6,764) (3,898) (2,255)
Foreign tax rate differential 626 (493) 2,805
Stock-based compensation 2,378 2,645 1,981
Transition tax 0 2,261 0
Revaluation of deferred tax assets and liabilities 0 (10,259) 0
Research and development credits (5,247) (4,028) (992)
Intangible asset write-off 0 0 2,434
Other (106) 659 2,092
Change in valuation allowance 41,725 11,086 23,715
Total provision for (benefit from) income taxes $ 148 $ (16,047) $ 4,704