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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
3 Months Ended
Mar. 31, 2019
Mar. 31, 2018
Loan purchase commitments    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 liabilities still held included in net income $ (753) $ (2,554)
Loan forward sale commitments    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 liabilities still held included in net income 0 (1,269)
Asset-backed securities issued    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 liabilities still held included in net income (60,182) (20,735)
Held-for-investment at fair value | Residential loans at Redwood    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 35,801 (42,195)
Held-for-investment at fair value | Residential loans at consolidated Sequoia entities    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 14,472 20,548
Freddie Mac SLST    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 23,527 0
Business purpose residential loans, at fair value    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 1,050 0
Multifamily loans, held-for-investment, at fair value | Freddie Mac K-Series    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 34,372 0
Trading securities    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 21,543 (3,951)
Servicer advance investments    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 1,008 0
MSRs    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income (4,295) 3,933
Excess MSRs    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income (437) 0
Loan purchase commitments    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income 4,962 3,919
Guarantee Asset    
Fair Value, Assets and Liabilities Measured on Recurring and Nonrecurring Basis [Line Items]    
Net gains (losses) attributable to level 3 assets still held included in net income $ (277) $ 186