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Securitizations and Variable Interest Entities - Summary of Personal Whole Loan Securitizations and Sales (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Cash proceeds from loans securitized or sold $ 42,500 $ 258,767 $ 313,486
Unconsolidated Securitization Trusts      
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Principal derecognized from loans securitized or sold 1,553,847 1,300,838  
Net gains (losses) recognized from loans securitized or sold 4,809 6,039  
Fair value of senior securities and subordinated securities retained upon settlement 75,924 65,653  
Cash proceeds from loans securitized or sold 1,212,521 867,875  
Cash proceeds from servicing and other administrative fees on loans securitized or sold 16,961 13,725  
Cash proceeds for interest received on senior securities and subordinated securities 5,022 3,049  
Unconsolidated Certificate Program Trusts      
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Principal derecognized from loans securitized or sold 2,868,709 1,145,616  
Net gains (losses) recognized from loans securitized or sold 32,417 10,483  
Fair value of senior securities and subordinated securities retained upon settlement 140,825 56,764  
Cash proceeds from loans securitized or sold 2,555,713 1,088,212  
Cash proceeds from servicing and other administrative fees on loans securitized or sold 17,071 3,650  
Cash proceeds for interest received on senior securities and subordinated securities 7,717 1,747  
Senior Securities | Structured Program Transactions      
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Interest retained by the Company 98,700 57,300  
CLUB Certificate asset-backed securities | Structured Program Transactions      
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Interest retained by the Company 101,300 56,800  
Subordinated Certificates | Structured Program Transactions      
Fair Value Assumption, Date of Securitization or Asset-backed Financing Arrangement, Transferor's Continuing Involvement, Servicing Assets or Liabilities [Line Items]      
Interest retained by the Company $ 16,800 $ 8,300