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Securitizations and Variable Interest Entities - Narrative (Details) - USD ($)
3 Months Ended 12 Months Ended
Mar. 31, 2020
Mar. 31, 2019
Dec. 31, 2019
Nov. 26, 2019
Jul. 01, 2019
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Average period to securitization 30 days        
MSRs retained $ 6,561,000 $ 828,000      
Percentage of loan transferred through securitization 60 days or more past due 7.20%   7.70%    
Pledged advance remittance period 2 days        
MSRs $ 1,050,228,000   $ 1,486,395,000    
Unamortized debt issuance costs (Other assets) 6,464,000   8,647,000    
Debt service accounts 15,868,000 $ 22,087,000      
Financing Facility Secured By Fannie Mae And Freddie Mac          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Maximum borrowing capacity         $ 300,000,000
Secured Debt          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Short-term debt 317,879,000   372,015,000    
Long-term debt 797,615,000   1,025,791,000    
Secured Debt | Agency Mortgage Servicing Rights Financing Facility          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Maximum borrowing capacity         $ 300,000,000
Short-term debt 114,290,000   147,706,000    
Secured Debt | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Debt instrument, face amount       $ 100,000,000.0  
Long-term debt 86,911,000   94,395,000    
Excess Spread-Collateralized Notes | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Debt instrument, face amount       $ 100,000,000.0  
Variable Interest Entity, Primary Beneficiary | Secured Debt | Agency Mortgage Servicing Rights Financing Facility          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
MSRs 173,300,000   245,500,000    
Unamortized debt issuance costs (Other assets) 473,000   946,000    
Debt service accounts 100,000   100,000    
Short-term debt 114,290,000   147,706,000    
Variable Interest Entity, Primary Beneficiary | Secured Debt | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
Long-term debt 86,911,000   94,395,000    
Variable Interest Entity, Primary Beneficiary | Excess Spread-Collateralized Notes | Ocwen Excess Spread-Collateralized Notes, Series 2019-PLS1 Class A          
Qualitative and Quantitative Information, Transferor's Continuing Involvement [Line Items]          
MSRs 141,600,000   146,200,000    
Unamortized debt issuance costs (Other assets) 1,196,000   1,207,000    
Debt service accounts $ 2,900,000   $ 3,000,000