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Employee Incentive and Retirement Plans - Stock-Based Compensation Expense Recorded in Consolidated Statement of Operations (Detail) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Stock-based compensation expense $ 73,639 $ 75,087 $ 70,983
Sales and marketing      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Stock-based compensation expense 6,095 7,362 7,654
Origination and servicing      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Stock-based compensation expense 3,155 4,322 4,804
Engineering and product development      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Stock-based compensation expense 19,860 20,478 22,047
Other general and administrative      
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]      
Stock-based compensation expense $ 44,529 $ 42,925 $ 36,478