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VARIABLE INTEREST ENTITIES - Additional Information (Details) - USD ($)
1 Months Ended 3 Months Ended 9 Months Ended 12 Months Ended
Aug. 31, 2019
Aug. 31, 2017
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Dec. 31, 2018
Jul. 31, 2019
Jun. 30, 2019
Apr. 30, 2019
Feb. 28, 2019
Jan. 31, 2019
Oct. 31, 2018
Jul. 31, 2018
Mar. 31, 2018
Variable Interest Entity [Line Items]                              
Loans [1]     $ 3,946,614,000   $ 3,946,614,000   $ 4,585,975,000 [2]                
Securitized debt of consolidated VIEs     3,856,082,000   3,856,082,000   3,347,062,000 [2]                
Estimated Fair Value [3]     116,094,061,000   116,094,061,000   92,623,788,000 [2]                
Costs incurred in connection with securitization     66,138,000 $ 126,509,000 228,283,000 $ 252,800,000                  
Other secured financings     4,466,030,000   4,466,030,000   4,183,311,000 [2]                
Pingora                              
Variable Interest Entity [Line Items]                              
Variable interest entity, ownership percentage   100.00%                          
Consolidated VIEs                              
Variable Interest Entity [Line Items]                              
Exposure to obligations of VIEs     2,700,000,000   2,700,000,000                    
Consolidated VIEs | Consolidation, Eliminations                              
Variable Interest Entity [Line Items]                              
Estimated Fair Value     182,300,000   182,300,000   224,300,000                
Consolidated VIEs | NLY 2019-FL2                              
Variable Interest Entity [Line Items]                              
Mortgage loans, unpaid principal balance     814,400,000   814,400,000                    
Loans                     $ 857,300,000        
Securitized debt of consolidated VIEs     635,900,000   635,900,000                    
Costs incurred in connection with securitization         8,300,000                    
Contractual principal amount of debt held by third parties     633,900,000   633,900,000                    
Consolidated VIEs | NLY 2019-FL2 | Consolidation, Eliminations                              
Variable Interest Entity [Line Items]                              
Estimated Fair Value     223,900,000   223,900,000                    
Consolidated VIEs | OBX Trust                              
Variable Interest Entity [Line Items]                              
Loans               $ 463,405,000 $ 383,760,000 $ 388,156,000   $ 393,961,000 $ 384,027,000 $ 383,451,000 $ 327,162,000
Securitized debt of consolidated VIEs     1,800,000,000   1,800,000,000                    
Costs incurred in connection with securitization     2,600,000 $ 1,800,000 7,300,000 $ 3,300,000                  
Contractual principal amount of debt held by third parties     1,800,000,000   1,800,000,000                    
Consolidated VIEs | OBX Trust | Consolidation, Eliminations                              
Variable Interest Entity [Line Items]                              
Estimated Fair Value     512,600,000   512,600,000                    
CMBS Securitization Trust | Consolidated VIEs | Collateralized Mortgage Backed Securities                              
Variable Interest Entity [Line Items]                              
Commitments to purchase subordinated tranche in securitization trust $ 20,300,000           94,000,000                
Commercial Trusts | Consolidated VIEs                              
Variable Interest Entity [Line Items]                              
Mortgage loans, unpaid principal balance     1,500,000,000   1,500,000,000                    
Gain (Loss) attributable to instrument- specific credit risk         0                    
Loans     0   0   0                
Other secured financings     0   0   0                
Commercial Trusts | Consolidated VIEs | Financing Receivables, Equal to Greater than 90 Days Past Due                              
Variable Interest Entity [Line Items]                              
Loans 90 days or more past due or on nonaccrual status     0   0                    
Residential Trusts | Consolidated VIEs                              
Variable Interest Entity [Line Items]                              
Loans     0   0   0                
Contractual principal amount of debt held by third parties     66,200,000   66,200,000                    
Other secured financings     0   0   $ 0                
Borrower                              
Variable Interest Entity [Line Items]                              
Credit facility, maximum borrowing capacity     500,000,000.0   500,000,000.0                    
Other secured financings     434,700,000   434,700,000                    
Borrower | Consolidation, Eliminations                              
Variable Interest Entity [Line Items]                              
Intercompany receivable     434,700,000   434,700,000                    
Borrower | Corporate debt held for sale, net                              
Variable Interest Entity [Line Items]                              
Transferred loans pledged as collateral for credit facility     748,800,000   748,800,000                    
Borrower | July 2017 Credit Facility | Consolidated VIEs                              
Variable Interest Entity [Line Items]                              
Credit facility, maximum borrowing capacity     250,000,000.0   250,000,000.0                    
Borrower | July 2017 Credit Facility | Consolidated VIEs | Corporate debt held for sale, net                              
Variable Interest Entity [Line Items]                              
Transferred loans pledged as collateral for credit facility     435,500,000   435,500,000                    
Other secured financings     246,700,000   246,700,000                    
Borrower | January 2019 Credit Facility | Consolidated VIEs                              
Variable Interest Entity [Line Items]                              
Credit facility, maximum borrowing capacity                       $ 200,000,000.0      
Other secured financings     $ 152,200,000   $ 152,200,000                    
[1]
(4) 
Includes $76.3 million and $97.5 million of residential mortgage loans held for sale and $0 and $42.2 million of commercial mortgage loans held for sale at September 30, 2019 and December 31, 2018, respectively.

[2]
(1) 
Derived from the audited consolidated financial statements at December 31, 2018.
[3]
(3) 
Excludes $429.1 million and $83.6 million at September 30, 2019 and December 31, 2018, respectively, of non-Agency mortgage-backed securities and $182.3 million and $224.3 million at September 30, 2019 and December 31, 2018, respectively, of commercial mortgage-backed securities in consolidated VIEs pledged as collateral and eliminated from the Company’s Consolidated Statements of Financial Condition.