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Segment Information - Statements of Income (Details) - USD ($)
$ in Thousands
 12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Segment Information      
Interest income $ 466,087 $ 339,465 $ 315,940
Interest expense 212,005 169,216 186,399
Net interest income 254,082 170,249 129,541
Other revenue:      
Gain on sales, including fee-based services, net 123,037 94,607 65,652
Mortgage servicing rights 130,230 165,517 90,761
Servicing revenue 133,429 103,607 103,223
Amortization of MSRs (58,615) (49,222) (48,681)
Property operating income 185 3,976 9,674
Loss on derivative instruments, net (2,684) (58,335) (1,962)
Other income, net 7,566 4,109 1,178
Total other revenue 333,148 264,259 219,845
Other expenses:      
Employee compensation and benefits 171,796 144,380 122,102
Selling and administrative 45,575 37,348 40,329
Property operating expenses 718 4,898 10,220
Depreciation and amortization 7,215 7,640 7,510
Impairment loss on real estate owned     1,000
Provision for loss sharing (net of recoveries) (6,167) 14,822 1,147
Provision for credit losses (net of recoveries) (21,113) 61,110  
Total other expenses 198,024 270,198 182,308
Income before extinguishment of debt, gain (loss) on real estate, income from equity affiliates and income taxes 389,206 164,310 167,078
Gain (loss) on real estate (3,374) (3,546) (7,439)
(Loss) Gain on sale of real estate 3,693 (375)  
Income from equity affiliates 34,567 76,161 10,635
Provision for income taxes (46,285) (40,393) (15,036)
Net income 377,807 196,157 155,238
Preferred stock dividends 21,888 7,554 7,554
Net income attributable to noncontrolling interest 38,507 25,208 26,610
Net income attributable to common stockholders 317,412 163,395 121,074
Operating segments | Structured Transaction Business      
Segment Information      
Interest income 427,039 305,893 289,841
Interest expense 194,435 150,964 169,802
Net interest income 232,604 154,929 120,039
Other revenue:      
Property operating income 185 3,976 9,674
Loss on derivative instruments, net   (2,859) (275)
Other income, net 7,491 4,052 1,178
Total other revenue 7,676 5,169 10,577
Other expenses:      
Employee compensation and benefits 51,225 40,292 31,264
Selling and administrative 21,064 15,706 18,099
Property operating expenses 718 4,898 10,220
Depreciation and amortization 2,524 2,391 2,046
Impairment loss on real estate owned     1,000
Provision for credit losses (net of recoveries) (21,223) 59,967  
Total other expenses 54,308 123,254 62,629
Income before extinguishment of debt, gain (loss) on real estate, income from equity affiliates and income taxes 185,972 36,844 67,987
Gain (loss) on real estate (3,374) (3,546) (7,439)
(Loss) Gain on sale of real estate 2,466 (878)  
Income from equity affiliates 34,567 76,161 10,635
Provision for income taxes (5,940) (14,303) (668)
Net income 213,691 94,278 70,515
Preferred stock dividends 21,888 7,554 7,554
Net income attributable to common stockholders 191,803 86,724 62,961
Operating segments | Agency Business      
Segment Information      
Interest income 39,048 33,572 26,099
Interest expense 17,570 18,252 16,597
Net interest income 21,478 15,320 9,502
Other revenue:      
Gain on sales, including fee-based services, net 123,037 94,607 65,652
Mortgage servicing rights 130,230 165,517 90,761
Servicing revenue 133,429 103,607 103,223
Amortization of MSRs (58,615) (49,222) (48,681)
Loss on derivative instruments, net (2,684) (55,476) (1,687)
Other income, net 75 57  
Total other revenue 325,472 259,090 209,268
Other expenses:      
Employee compensation and benefits 120,571 104,088 90,838
Selling and administrative 24,511 21,642 22,230
Depreciation and amortization 4,691 5,249 5,464
Provision for loss sharing (net of recoveries) (6,167) 14,822 1,147
Provision for credit losses (net of recoveries) 110 1,143  
Total other expenses 143,716 146,944 119,679
Income before extinguishment of debt, gain (loss) on real estate, income from equity affiliates and income taxes 203,234 127,466 99,091
(Loss) Gain on sale of real estate 1,227 503  
Provision for income taxes (40,345) (26,090) (14,368)
Net income 164,116 101,879 84,723
Net income attributable to common stockholders 164,116 101,879 84,723
Other / Eliminations      
Other expenses:      
Net income attributable to noncontrolling interest 38,507 25,208 26,610
Net income attributable to common stockholders $ (38,507) $ (25,208) $ (26,610)