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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 6 Months Ended
Jun. 30, 2019
Jun. 30, 2018
Jun. 30, 2019
Jun. 30, 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 $ (756) $ (4,646) $ (772) $ (4,687)
ABS 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 (121,127) (279) (181,310) (21,014)
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 48,575 (12,981) 80,615 (51,029)
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 6,772 367 21,243 20,914
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 31,477 0 55,005 0
Business purpose residential loans        
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 3,038 0 4,032 0
Multifamily loans | 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 96,649 0 131,020 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 17,771 (1,989) 38,658 (6,011)
Available-for-sale 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 0 (56) 0 (56)
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 432 0 1,440 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 (7,334) 689 (11,518) 4,610
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 (66) 0 (502) 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 5,534 2,835 5,567 2,901
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) $ (120) $ (196) $ 66