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DEBT OBLIGATIONS - Schedule of Debt Obligations (Details) - USD ($)
6 Months Ended
Jun. 30, 2020
Dec. 31, 2019
Debt Instrument [Line Items]    
Outstanding Face Amount $ 16,076,444,000  
Carrying Value $ 16,050,960,000 $ 35,636,373,000
Weighted Average Funding Cost 2.75%  
Weighted Average Life (Years) 1 year 2 months 12 days  
MSR purchase price holdback $ 35,524,000 68,668,000
Repurchase Agreements | Non-Agency RMBS | Retainer Bonds Collateralized by Agency MSRs    
Debt Instrument [Line Items]    
Carrying Value 508,100,000  
Agency RMBS | Repurchase Agreements    
Debt Instrument [Line Items]    
Outstanding Face Amount 3,897,468,000  
Carrying Value $ 3,897,468,000 15,481,677,000
Weighted Average Funding Cost 0.25%  
Weighted Average Life (Years) 1 month 6 days  
Agency RMBS | Repurchase Agreements | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 6 years  
Outstanding Face of Collateral $ 3,922,189,000  
Amortized Cost Basis of Collateral 4,055,565,000  
Carrying Value of Collateral 4,099,159,000  
Non-Agency RMBS | Repurchase Agreements | Retained Servicer Advance and Consumer Bonds    
Debt Instrument [Line Items]    
Carrying Value 6,100,000  
Non-Agency RMBS | Repurchase Agreements    
Debt Instrument [Line Items]    
Outstanding Face Amount 1,934,744,000  
Carrying Value $ 1,932,624,000 7,317,519,000
Weighted Average Funding Cost 4.28%  
Weighted Average Life (Years) 2 months 12 days  
Non-Agency RMBS | Repurchase Agreements | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 7 years 10 months 24 days  
Outstanding Face of Collateral $ 19,636,467,000  
Amortized Cost Basis of Collateral 1,919,715,000  
Carrying Value of Collateral 1,890,120,000  
Non-Agency RMBS | Repurchase Agreements | Collateral | Retained Servicer Advance and Consumer Bonds    
Debt Instrument [Line Items]    
Carrying Value 10,000,000.0  
Non-Agency RMBS | Repurchase Agreements | Collateral | Retainer Bonds Collateralized by Agency MSRs    
Debt Instrument [Line Items]    
Carrying Value 650,300,000  
Residential Mortgage | Repurchase Agreements    
Debt Instrument [Line Items]    
Outstanding Face Amount 3,283,186,000  
Carrying Value $ 3,277,727,000 5,053,207,000
Weighted Average Funding Cost 2.95%  
Weighted Average Life (Years) 7 months 6 days  
Repurchase agreements $ 283,000,000.0  
Interest rate 5.53%  
Residential Mortgage | Repurchase Agreements | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 14 years 8 months 12 days  
Outstanding Face of Collateral $ 4,080,121,000  
Amortized Cost Basis of Collateral 4,402,356,000  
Carrying Value of Collateral 3,779,405,000  
Residential Mortgage | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 285,588,000  
Carrying Value $ 281,898,000 864,451,000
Weighted Average Funding Cost 5.40%  
Weighted Average Life (Years) 17 years 8 months 12 days  
Residential Mortgage | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 4 years 3 months 18 days  
Outstanding Face of Collateral $ 462,589,000  
Amortized Cost Basis of Collateral 493,636,000  
Carrying Value of Collateral 444,438,000  
Real Estate Owned | Repurchase Agreements    
Debt Instrument [Line Items]    
Outstanding Face Amount 63,679,000  
Carrying Value $ 63,679,000 63,822,000
Weighted Average Funding Cost 2.37%  
Weighted Average Life (Years) 7 months 6 days  
Real Estate Owned | Repurchase Agreements | Collateral    
Debt Instrument [Line Items]    
Carrying Value of Collateral $ 81,887,000  
Total Repurchase Agreements | Repurchase Agreements    
Debt Instrument [Line Items]    
Outstanding Face Amount 9,179,077,000  
Carrying Value $ 9,171,498,000 27,916,225,000
Weighted Average Funding Cost 2.08%  
Weighted Average Life (Years) 3 months 18 days  
MSR purchase price holdback $ 30,300,000  
Excess MSRs    
Debt Instrument [Line Items]    
Carrying Value 294,802,000 217,300,000
Excess MSRs | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 294,802,000  
Carrying Value $ 294,802,000 217,300,000
Weighted Average Funding Cost 4.30%  
Weighted Average Life (Years) 1 year 10 months 24 days  
Excess MSRs | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 5 years 7 months 6 days  
Outstanding Face of Collateral $ 90,541,438,000  
Amortized Cost Basis of Collateral 49,457,000  
Carrying Value of Collateral 54,126,000  
MSRs | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 2,700,527,000  
Carrying Value $ 2,691,107,000 2,640,036,000
Weighted Average Funding Cost 3.66%  
Weighted Average Life (Years) 1 year 3 months 18 days  
MSRs | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 5 years 8 months 12 days  
Outstanding Face of Collateral $ 399,336,160,000  
Amortized Cost Basis of Collateral 4,254,897,000  
Carrying Value of Collateral 4,189,180,000  
Servicer Advance Investments | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 442,002,000  
Carrying Value $ 442,002,000 581,777,000
Weighted Average Funding Cost 2.92%  
Weighted Average Life (Years) 9 months 18 days  
Servicer Advance Investments | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 6 years 3 months 18 days  
Outstanding Face of Collateral $ 467,339,000  
Amortized Cost Basis of Collateral 537,388,000  
Carrying Value of Collateral 559,011,000  
Servicer advances    
Debt Instrument [Line Items]    
Carrying Value $ 2,894,933,000 3,181,672,000
Servicer advances | Notes Payable | London Interbank Offered Rate (LIBOR) | Minimum    
Debt Instrument [Line Items]    
Variable interest rate spread 1.85%  
Servicer advances | Notes Payable | London Interbank Offered Rate (LIBOR) | Maximum    
Debt Instrument [Line Items]    
Variable interest rate spread 2.75%  
Servicer advances | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 2,460,854,000  
Carrying Value $ 2,452,931,000 2,599,895,000
Weighted Average Funding Cost 3.59%  
Weighted Average Life (Years) 1 year 8 months 12 days  
Face amount of debt at fixed rate $ 1,900,000,000  
Servicer advances | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 8 months 12 days  
Outstanding Face of Collateral $ 2,806,803,000  
Amortized Cost Basis of Collateral 2,947,678,000  
Carrying Value of Collateral 2,947,678,000  
Consumer Loans    
Debt Instrument [Line Items]    
Carrying Value 716,722,000 816,689,000
Consumer Loans | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 713,594,000  
Carrying Value $ 716,722,000 816,689,000
Weighted Average Funding Cost 3.26%  
Weighted Average Life (Years) 3 years 7 months 6 days  
Consumer Loans | Notes Payable | Collateral    
Debt Instrument [Line Items]    
Weighted Average Life (Years) 3 years 8 months 12 days  
Outstanding Face of Collateral $ 712,877,000  
Amortized Cost Basis of Collateral 717,877,000  
Carrying Value of Collateral 761,456,000  
Total Notes Payable | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount 6,897,367,000  
Carrying Value $ 6,879,462,000 $ 7,720,148,000
Weighted Average Funding Cost 3.65%  
Weighted Average Life (Years) 2 years 4 months 24 days  
2.50% Secured Corporate Note | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 83,600,000  
2.50% Secured Corporate Note | Secured Debt | London Interbank Offered Rate (LIBOR)    
Debt Instrument [Line Items]    
Variable interest rate spread 2.50%  
2.75% Secured Corporate Note | Secured Debt | London Interbank Offered Rate (LIBOR)    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 211,200,000  
Variable interest rate spread 2.75%  
2.25% Agency MSR Secured Note | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 1,474,000,000.0  
2.25% Agency MSR Secured Note | Secured Debt | London Interbank Offered Rate (LIBOR) | Minimum    
Debt Instrument [Line Items]    
Variable interest rate spread 2.25%  
2.25% Agency MSR Secured Note | Secured Debt | London Interbank Offered Rate (LIBOR) | Maximum    
Debt Instrument [Line Items]    
Variable interest rate spread 8.00%  
2.50% Agency MSR Secured Note | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 46,100,000  
2.50% Agency MSR Secured Note | Secured Debt | London Interbank Offered Rate (LIBOR)    
Debt Instrument [Line Items]    
Variable interest rate spread 2.50%  
3.55% Corporate Note | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 1,180,400,000  
3.55% Corporate Note | Secured Debt | London Interbank Offered Rate (LIBOR) | Minimum    
Debt Instrument [Line Items]    
Variable interest rate spread 3.55%  
3.55% Corporate Note | Secured Debt | London Interbank Offered Rate (LIBOR) | Maximum    
Debt Instrument [Line Items]    
Variable interest rate spread 4.62%  
2.88% Residential Mortgage Loans | Notes Payable | Mr. Cooper    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 5,100,000  
Collateral amount $ 1,400,000  
2.88% Residential Mortgage Loans | Notes Payable | London Interbank Offered Rate (LIBOR) | Mr. Cooper    
Debt Instrument [Line Items]    
Variable interest rate spread 2.88%  
Non-Agency RMBS | Notes Payable    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 92,000,000.0  
Non-Agency RMBS | Notes Payable | Maximum    
Debt Instrument [Line Items]    
Weighted Average Funding Cost 3.76%  
6.58% Assetbacked Notes | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 170,500,000  
Weighted Average Funding Cost 6.61%  
Asset-backed Notes, LIBOR Based Floating Interest Rate | Secured Debt    
Debt Instrument [Line Items]    
Outstanding Face Amount $ 18,000,000.0  
Collateral amount $ 900,000  
Asset-backed Notes, LIBOR Based Floating Interest Rate | Secured Debt | London Interbank Offered Rate (LIBOR)    
Debt Instrument [Line Items]    
Variable interest rate spread 1.25%  
Consumer Loan, UPB Class A | Secured Debt    
Debt Instrument [Line Items]    
Interest rate 3.20%  
UPB of Underlying Mortgages $ 634,500,000  
Consumer Loan, UPB Class B | Secured Debt    
Debt Instrument [Line Items]    
Interest rate 3.58%  
UPB of Underlying Mortgages $ 70,400,000  
Consumer Loan, UPB Class C-1 | Secured Debt    
Debt Instrument [Line Items]    
Interest rate 5.06%  
UPB of Underlying Mortgages $ 8,700,000