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Fair Value of Financial Instruments - Portion of Net Gains (Losses) Attributable to Level 3 Assets and Liabilities Still Held Included in Net Income (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Loan purchase and interest rate lock commitments      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 liability $ (1,290) $ (732) $ (3,706)
Contingent Consideration      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 liability (3,217) 0 0
ABS issued      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 liability (130,421) (71,468) (29,187)
Residential loans, held-for-investment | Residential loans at Redwood      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 67,470 (17,757) 523
Residential loans, held-for-investment | Residential loans at consolidated Sequoia entities      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset (10,062) 24,799 17,727
Residential loans, held-for-investment | Freddie Mac SLST      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 63,583 21,295 0
Business purpose residential loans      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 14,603 445 0
Single-family rental loans | CAFL      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset (14,681) 0 0
Multifamily loans | Freddie Mac K-Series      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 130,083 46,555 0
Trading securities      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 18,865 (12,256) 28,612
AFS Securities      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 0 (89) (1,011)
Servicer advance investments      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 3,001 (702) 0
MSRs      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset (11,957) 1,942 1,277
Excess MSRs      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset (3,260) 1,824 0
Shared home appreciation options      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 842 0 0
Loan purchase and interest rate lock commitments      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 10,190 2,913 3,243
Loan forward sale commitments      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset 0 0 2,177
Other assets - Guarantee asset      
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]      
Net gain (loss) attributable to Level 3 asset $ (932) $ (251) $ (1,223)