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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 9 Months Ended
Sep. 30, 2018
Sep. 30, 2017
Sep. 30, 2018
Sep. 30, 2017
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 $ (2,314) $ 0 $ (2,388) $ 0
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 12,536 (7,771) (8,478) (30,286)
Residential Loans 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 (18,100) 14,359 (70,316) 24,227
Residential Loans 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 (8,978) 3,497 11,936 22,949
Business purpose 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 (20) 0 (20) 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 (4,199) 0 (4,199) 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 3,821 (36) (1,956) 24,452
AFS securities retained, 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 (33) (3) (90) (248)
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 337 317 4,861 (1,005)
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 2,168 2,117 2,157 2,121
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 $ (51) $ (239) $ 15 $ (1,043)