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Non-Interest Revenues - Non-Interest Revenue by Business (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers $ 46,720 $ 43,239 $ 55,961
Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 42,764 39,558 52,689
Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 3,956 3,681 3,272
Interchange and card revenue      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 28,941 30,695 41,509
Interchange and card revenue | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 28,941 30,695 41,509
Deposit fees      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 12,815 7,824 10,039
Deposit fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 12,815 7,824 10,039
University fees - card and disbursement fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 1,008 1,039 1,141
University fees - subscription revenue | Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 3,956 3,681 3,272
Customers Bank Business Banking      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 2,523 2,071 1,972
Customers Bank Business Banking | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 2,523 2,071 1,972
Customers Bank Business Banking | Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 0 0 0
Customers Bank Business Banking | Interchange and card revenue | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 781 794 782
Customers Bank Business Banking | Deposit fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 1,742 1,277 1,190
Customers Bank Business Banking | University fees - card and disbursement fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 0 0 0
Customers Bank Business Banking | University fees - subscription revenue | Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 0 0 0
BankMobile      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 44,197 41,168 53,989
BankMobile | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 40,241 37,487 50,717
BankMobile | Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 3,956 3,681 3,272
BankMobile | Interchange and card revenue | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 28,160 29,901 40,727
BankMobile | Deposit fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 11,073 6,547 8,849
BankMobile | University fees - card and disbursement fees | Transferred at Point in Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers 1,008 1,039 1,141
BankMobile | University fees - subscription revenue | Transferred over Time      
Disaggregation of Revenue [Line Items]      
Revenue from contracts with customers $ 3,956 $ 3,681 $ 3,272