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Segment Reporting - Schedule of Segment Data (Detail) - USD ($)
$ in Thousands
 9 Months Ended 12 Months Ended
Dec. 31, 2018
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Segment Reporting Disclosure [Line Items]        
Total interest income $ 96,803 $ 144,962 $ 132,562  
Total interest expense 24,816 34,151 35,045  
Net interest income/net investment income 71,987 110,811 97,517 $ 72,469 [1]
Provision for loan losses 59,008 69,817 47,386 59,008 [1]
Net interest income after provision for loan losses 12,979 40,994 50,131 13,461 [1]
Sponsorship and race winnings 14,368 20,042 18,742 14,368 [1]
Race team related expenses (7,121) (8,366) (8,996) (7,121) [1]
Other income (expense), net (27,382) (89,651) (57,540)  
Income (loss) before income taxes/net investment loss before taxes (7,156) (36,981) 2,337 (10,722) [1],[2]
Income tax (provision) benefit (709) 10,074 (341) (69)
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations (7,865) (26,907) 1,996 (22,739) [1]
Balance Sheet Data        
Total loans net 981,487 1,172,290 1,114,762 981,487
Total assets 1,381,846 1,642,411 1,541,667 1,381,846
Total funds borrowed $ 1,062,028 $ 1,312,255 $ 1,169,593 1,062,028
Selected Financial Ratios        
Return on average assets (0.90%) (2.16%) (0.12%)  
Return on average equity (4.62%) (10.90%) (0.59%)  
Interest yield 10.98% 11.32% 11.75%  
Net interest margin 8.19% 8.65% 8.64%  
Reserve coverage 3.58% 4.68% 3.97%  
Delinquency status [3] 2.14% 0.57% 0.76%  
Charge-off ratio 2.73% 5.00% 3.60%  
RPAC [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest expense $ 121 $ 163 $ 159  
Net interest income/net investment income (121) (163) (159)  
Net interest income after provision for loan losses (121) (163) (159)  
Sponsorship and race winnings 14,368 20,042 18,742  
Race team related expenses (7,121) (8,366) (8,996)  
Other income (expense), net (11,476) (7,973) (6,942)  
Income (loss) before income taxes/net investment loss before taxes (4,350) 3,540 2,645  
Income tax (provision) benefit 1,108 (889) (329)  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations (3,242) 2,651 2,316  
Balance Sheet Data        
Total assets 29,925 33,711 31,538 29,925
Total funds borrowed $ 7,649 $ 8,689 $ 7,794 7,649
Selected Financial Ratios        
Return on average assets (11.69%) 7.98% 7.28%  
Return on average equity   (363.66%) (96.37%)  
Operating Segments [Member] | Consumer Lending [Member] | Recreation [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest income $ 68,870 $ 110,706 $ 99,463  
Total interest expense 6,986 13,013 13,304  
Net interest income/net investment income 61,884 97,693 86,159  
Provision for loan losses 15,118 23,736 28,638  
Net interest income after provision for loan losses 46,766 73,957 57,521  
Other income (expense), net (14,242) (27,341) (23,490)  
Income (loss) before income taxes/net investment loss before taxes 32,524 46,616 34,031  
Income tax (provision) benefit (8,579) (12,004) (8,813)  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations 23,945 34,612 25,218  
Balance Sheet Data        
Total loans net 580,182 765,338 695,257 580,182
Total assets 590,746 777,605 707,377 590,746
Total funds borrowed $ 434,527 $ 621,735 $ 563,805 434,527
Selected Financial Ratios        
Return on average assets 5.48% 4.59% 3.84%  
Return on average equity 22.60% 22.93% 17.19%  
Interest yield 15.78% 14.90% 15.39%  
Net interest margin 14.18% 13.15% 13.33%  
Reserve coverage 1.17% 3.45% 2.53%  
Delinquency status [3] 0.73% 0.70% 0.84%  
Charge-off ratio 1.89% 1.95% 2.69%  
Operating Segments [Member] | Consumer Lending [Member] | Home Improvement [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest income $ 12,799 $ 27,273 $ 19,943  
Total interest expense 2,290 5,699 4,757  
Net interest income/net investment income 10,509 21,574 15,186  
Provision for loan losses 2,453 3,778 1,598  
Net interest income after provision for loan losses 8,056 17,796 13,588  
Other income (expense), net (3,093) (9,611) (7,520)  
Income (loss) before income taxes/net investment loss before taxes 4,963 8,185 6,068  
Income tax (provision) benefit (1,319) (2,108) (1,572)  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations 3,644 6,077 4,496  
Balance Sheet Data        
Total loans net 181,359 328,876 244,716 181,359
Total assets 188,892 340,494 252,704 188,892
Total funds borrowed $ 143,815 $ 272,284 $ 201,605 143,815
Selected Financial Ratios        
Return on average assets 2.56% 2.07% 2.20%  
Return on average equity 11.30% 10.35% 10.22%  
Interest yield 9.06% 9.66% 9.50%  
Net interest margin 7.44% 7.62% 7.24%  
Reserve coverage 0.98% 1.54% 1.05%  
Delinquency status [3] 0.07% 0.05% 0.07%  
Charge-off ratio 0.46% 0.44% 0.37%  
Operating Segments [Member] | Commercial Lending [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest income $ 7,076 $ 6,926 $ 7,183  
Total interest expense 1,502 2,538 2,833  
Net interest income/net investment income 5,574 4,388 4,350  
Provision for loan losses     364  
Net interest income after provision for loan losses 5,574 4,388 3,986  
Other income (expense), net (1,824) (3,196) (1,149)  
Income (loss) before income taxes/net investment loss before taxes 3,750 1,192 2,837  
Income tax (provision) benefit (862) (299) (684)  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations 2,888 893 2,153  
Balance Sheet Data        
Total loans net 59,973 62,037 66,405 59,973
Total assets 93,807 80,622 84,924 93,807
Total funds borrowed $ 53,719 $ 65,924 $ 68,666 53,719
Selected Financial Ratios        
Return on average assets 4.27% 1.07% 2.44%  
Return on average equity 9.43% 5.17% 12.21%  
Interest yield 14.25% 10.51% 11.39%  
Net interest margin 11.23% 6.66% 6.90%  
Reserve coverage 0.00% 0.00% [4] 0.00% [4]  
Delinquency status [3],[4] 0.44% 0.11% 0.15%  
Charge-off ratio 0.00% 0.04% [5] 1.30% [5]  
Operating Segments [Member] | Medallion Lending [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest income $ 6,317 $ (1,518) $ 3,665  
Total interest expense 10,125 3,610 7,962  
Net interest income/net investment income (3,808) (5,128) (4,297)  
Provision for loan losses 41,437 42,276 16,331  
Net interest income after provision for loan losses (45,245) (47,404) (20,628)  
Other income (expense), net 9,742 (30,366) (10,493)  
Income (loss) before income taxes/net investment loss before taxes (35,503) (77,770) (31,121)  
Income tax (provision) benefit 7,938 19,520 7,596  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations (27,565) (58,250) (23,525)  
Balance Sheet Data        
Total loans net 155,863 12,725 105,022 155,863
Total assets 273,501 124,554 217,483 273,501
Total funds borrowed $ 294,465 $ 98,636 $ 176,825 294,465
Selected Financial Ratios        
Return on average assets (10.13%) (33.21%) (9.73%)  
Return on average equity   (165.21%) (48.49%)  
Interest yield 3.58% (2.11%) 2.88%  
Net interest margin (2.16%) (7.14%) (3.38%)  
Reserve coverage 15.11% 66.31% 19.48%  
Delinquency status [3] 9.43% 3.57% 2.04%  
Charge-off ratio 7.21% 59.38% 14.68%  
Intersegment Eliminations [Member]        
Segment Reporting Disclosure [Line Items]        
Total interest income $ 1,741 $ 1,575 $ 2,308  
Total interest expense 3,792 9,128 6,030  
Net interest income/net investment income (2,051) (7,553) (3,722)  
Provision for loan losses   27 455  
Net interest income after provision for loan losses (2,051) (7,580) (4,177)  
Other income (expense), net (6,489) (11,164) (7,946)  
Income (loss) before income taxes/net investment loss before taxes (8,540) (18,744) (12,123)  
Income tax (provision) benefit 1,005 5,854 3,461  
Net income (loss) after taxes/net increase (decrease) on net assets resulting from operations (7,535) (12,890) (8,662)  
Balance Sheet Data        
Total loans net 4,110 3,314 3,362 4,110
Total assets 204,975 285,425 247,641 204,975
Total funds borrowed $ 127,853 $ 244,987 $ 150,898 $ 127,853
Selected Financial Ratios        
Return on average assets (4.07%) (5.06%) (3.71%)  
Return on average equity (12.37%) (23.29%) (14.26%)  
[1] Balance includes the nine months ended December 31, 2018 under Bank Holding Company Accounting and the three months ended March 31, 2018 under Investment Company Accounting.
[2] Includes $256 of net revenues received from Medallion Bank for the year ended December 31, 2018, primarily for expense reimbursements. See Notes 5 and 12 for additional information.
[3]

Loans 90 days or more past due.
[4]

Ratio is based on total commercial lending balances, and relates solely to the legacy commercial loan business.
[5]

Ratio is based on total commercial lending balances, and relates to the total loan business.