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Borrowings - Schedule of Other Secured Borrowings (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Mar. 31, 2020
Dec. 31, 2019
Line of Credit Facility [Line Items]    
Available borrowing capacity $ 0  
Other secured borrowings $ 6,946,140 $ 7,036,030
London Interbank Offered Rate (LIBOR)    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 0.99% 1.76%
Secured Debt    
Line of Credit Facility [Line Items]    
Available borrowing capacity $ 185,710  
Short-term debt 317,879 $ 372,015
Unamortized debt issuance costs - SSTL (8,808) (3,381)
Discount - SSTL (578) (1,134)
Long-term debt $ 797,615 $ 1,025,791
Weighted average interest rate 4.09% 4.74%
Secured Debt | Senior Secured Term Loan    
Line of Credit Facility [Line Items]    
Available borrowing capacity $ 0  
Other secured borrowings 200,000 $ 326,066
Secured Debt | Repurchase Agreements    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Other secured borrowings 110,607 91,573
Secured Debt | Mortgage Loan Warehouse Agreement    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Other secured borrowings 0 72,443
Secured Debt | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Available borrowing capacity 119,637  
Other secured borrowings 80,363 139,227
Secured Debt | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Other secured borrowings $ 0 898
Basis spread on variable rate 0.00%  
Interest rate at index floor rate 4.00%  
Secured Debt | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Other secured borrowings $ 0 0
Secured Debt | Participation Agreement    
Line of Credit Facility [Line Items]    
Other secured borrowings 29,102 17,304
Secured Debt | Mortgage Warehouse Agreement Two    
Line of Credit Facility [Line Items]    
Available borrowing capacity 36,583  
Other secured borrowings 13,417 10,780
Secured Debt | Mortgage Warehouse Agreement Three    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Other secured borrowings 55,633 0
Secured Debt | Agency Mortgage Servicing Rights Financing Facility    
Line of Credit Facility [Line Items]    
Available borrowing capacity 185,710  
Short-term debt 114,290 147,706
Secured Debt | Ginnie Mae Mortgage Servicing Rights Financing Facility    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Long-term debt 61,082 72,320
Secured Debt | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Long-term debt 86,911 94,395
Secured Debt | OASIS Series 2014-1    
Line of Credit Facility [Line Items]    
Available borrowing capacity 0  
Long-term debt 55,596 57,594
Secured Debt | Total Servicing Lines of Credit    
Line of Credit Facility [Line Items]    
Available borrowing capacity 341,930  
Short term and long term debt $ 807,001 1,030,306
Secured Debt | London Interbank Offered Rate (LIBOR) | Mortgage Loan Warehouse Agreement    
Line of Credit Facility [Line Items]    
Interest rate at index floor rate 0.00%  
Secured Debt | London Interbank Offered Rate (LIBOR) | Mortgage Warehouse Agreement Two    
Line of Credit Facility [Line Items]    
Interest rate at index floor rate 1.75%  
Secured Debt | London Interbank Offered Rate (LIBOR) | Mortgage Warehouse Agreement Three    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 2.50%  
Interest rate at index floor rate 3.50%  
Secured Debt | Eurodollar | Senior Secured Term Loan    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 6.00%  
Interest rate at index floor rate 1.00%  
Secured Debt | Minimum | London Interbank Offered Rate (LIBOR) | Mortgage Loan Warehouse Agreement    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 2.50%  
Secured Debt | Minimum | London Interbank Offered Rate (LIBOR) | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Interest rate at index floor rate 2.25%  
Secured Debt | Minimum | London Interbank Offered Rate (LIBOR) | Mortgage Warehouse Agreement Two    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.50%  
Secured Debt | Minimum | London Interbank Offered Rate (LIBOR) | Mortgage Warehouse Agreement Three    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 2.50%  
Secured Debt | Maximum | London Interbank Offered Rate (LIBOR) | Mortgage Loan Warehouse Agreement    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.50%  
Secured Debt | Maximum | London Interbank Offered Rate (LIBOR) | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Interest rate at index floor rate 2.75%  
Warehouse Agreement Borrowings    
Line of Credit Facility [Line Items]    
Available borrowing capacity $ 0  
Warehouse Agreement Borrowings | Secured Debt    
Line of Credit Facility [Line Items]    
Available borrowing capacity 156,220  
Other secured borrowings $ 289,122 $ 332,225
Warehouse Agreement Borrowings | Secured Debt | London Interbank Offered Rate (LIBOR) | Master Repurchase Agreement    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 1.70%  
Interest rate at index floor rate 0.35%  
Warehouse Agreement Borrowings | Secured Debt | London Interbank Offered Rate (LIBOR) | Mortgage Warehouse Agreement Two    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.50%  
Warehouse Agreement Borrowings | Secured Debt | London Interbank Offered Rate (LIBOR) | Agency Mortgage Servicing Rights Financing Facility    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.00%  
Warehouse Agreement Borrowings | Secured Debt | London Interbank Offered Rate (LIBOR) | Ginnie Mae Mortgage Servicing Rights Financing Facility    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.95%  
Warehouse Agreement Borrowings | Secured Debt | London Interbank Offered Rate (LIBOR) | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A    
Line of Credit Facility [Line Items]    
Interest rate (as a percent) 5.07% 5.07%
Warehouse Agreement Borrowings | Secured Debt | Minimum | London Interbank Offered Rate (LIBOR) | Repurchase Agreement    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 1.95%  
Warehouse Agreement Borrowings | Secured Debt | Maximum | London Interbank Offered Rate (LIBOR) | Repurchase Agreement    
Line of Credit Facility [Line Items]    
Basis spread on variable rate 3.00%