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Securitizations and Variable Interests Entities - Narrative (Details) - USD ($)
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Nov. 26, 2019
Jul. 01, 2019
Servicing Assets at Fair Value [Line Items]          
Average period to securitization 30 days        
Pledge advance remittance period 2 days        
Maximum borrowing capacity         $ 300,000,000
Servicing asset $ 1,486,395,000 $ 1,457,149,000      
Debt service accounts 23,276,000 26,626,000 $ 33,726,000    
Forward Loans          
Servicing Assets at Fair Value [Line Items]          
MSRs retained $ 7,500,000 $ 8,300,000 $ 20,700,000    
Percentage of transferred residential loans serviced 60 days or more past due 7.70% 8.30%      
Minimum | Forward Loans          
Servicing Assets at Fair Value [Line Items]          
Number of days that transferred residential loans serviced were past due 60 days        
Secured Debt          
Servicing Assets at Fair Value [Line Items]          
Short-term debt $ 372,015,000 $ 65,523,000      
Unamortized debt issuance costs 3,381,000 3,098,000      
Long-term debt 1,025,791,000 448,061,000      
Agency Mortgage Servicing Rights Financing Facility | Secured Debt          
Servicing Assets at Fair Value [Line Items]          
Short-term debt 147,706,000 $ 0      
Servicing asset 245,500,000        
Unamortized debt issuance costs 900,000        
Interest payable 100,000        
Debt service accounts 100,000        
Excess Spread-Collateralized Notes | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A          
Servicing Assets at Fair Value [Line Items]          
Servicing asset 146,200,000        
Unamortized debt issuance costs 1,200,000        
Interest payable 100,000        
Debt instrument, face amount       $ 100,000,000.0  
Debt service accounts $ 3,000,000