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Derivative Financial Instruments - Other Information (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Dec. 31, 2018
Derivative assets:            
Derivative asset, before netting         $ 198,391 $ 123,316
Netting         34,557 (26,969)
Total derivative assets         232,948 96,347
Derivative liabilities:            
Derivative liability, before netting         88,359 28,146
Netting         (74,324) (25,082)
Net amounts of liabilities presented in the consolidated balance sheet         14,035 3,064
Interest Expense. | Repurchase agreement derivative            
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Gains (losses) recognized on derivative financial instruments $ 92 $ (227) $ (1,608) $ (1,345)    
Net gains on loans held for sale at fair value | Interest rate lock commitments and loans held for sale            
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Gains (losses) recognized on derivative financial instruments (55,540) 10,820 (157,362) 100,422    
Net loan servicing fees | Mortgage servicing rights            
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Gains (losses) recognized on derivative financial instruments 250,146 (52,971) 587,883 (180,853)    
Margin Deposits            
Derivative assets:            
Collateral placed with (received from) derivative counterparties         108,881 (1,887)
Interest rate lock commitments            
Derivative assets:            
Total derivative assets         147,400 50,507
Interest rate lock commitments | Net gains on loans held for sale at fair value            
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Gains (losses) recognized on derivative financial instruments 33,347 (18,526) 95,785 (21,109)    
Forward contracts | Purchases            
Derivative Instruments            
Notional amount 15,829,825   6,657,026   15,829,825 6,657,026
Derivative assets:            
Derivative asset, before netting         17,943 35,916
Derivative liabilities:            
Derivative liability, before netting         51,585 215
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     6,657,026      
Balance at end of period 15,829,825   15,829,825      
Forward contracts | Sales            
Derivative Instruments            
Notional amount 15,116,810   6,890,046   15,116,810 6,890,046
Derivative assets:            
Derivative asset, before netting         6,141 437
Derivative liabilities:            
Derivative liability, before netting         34,498 26,762
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     6,890,046      
Balance at end of period 15,116,810   15,116,810      
MBS put options            
Derivative Instruments            
Notional amount 10,050,000   4,635,000   10,050,000 4,635,000
Derivative assets:            
Derivative asset, before netting         10,040 720
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     4,635,000      
Balance at end of period 10,050,000   10,050,000      
MBS call options            
Derivative Instruments            
Notional amount     1,450,000     1,450,000
Derivative assets:            
Derivative asset, before netting           2,135
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     1,450,000      
Put options on interest rate futures | Purchases            
Derivative Instruments            
Notional amount 4,350,000   3,085,000   4,350,000 3,085,000
Derivative assets:            
Derivative asset, before netting         6,266 866
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     3,085,000      
Balance at end of period 4,350,000   4,350,000      
Call options on interest rate futures | Purchases            
Derivative Instruments            
Notional amount 600,000   1,512,500   600,000 1,512,500
Derivative assets:            
Derivative asset, before netting         2,414 5,965
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     1,512,500      
Balance at end of period 600,000   600,000      
Treasury future | Purchases            
Derivative Instruments            
Notional amount 1,408,500   835,000   1,408,500 835,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     835,000      
Balance at end of period 1,408,500   1,408,500      
Treasury future | Sales            
Derivative Instruments            
Notional amount 1,132,500   1,450,000   1,132,500 1,450,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     1,450,000      
Balance at end of period 1,132,500   1,132,500      
Interest rate swap futures | Purchases            
Derivative Instruments            
Notional amount 3,910,000   625,000   3,910,000 625,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     625,000      
Balance at end of period 3,910,000   3,910,000      
Not designated as hedging instrument | Repurchase agreement derivatives            
Derivative assets:            
Derivative asset, before netting         8,187 26,770
Not designated as hedging instrument | Interest rate lock commitments            
Derivative Instruments            
Notional amount 8,311,786   2,805,400   8,311,786 2,805,400
Derivative assets:            
Derivative asset, before netting         147,400 50,507
Derivative liabilities:            
Derivative liability, before netting         2,276 1,169
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period     2,805,400      
Balance at end of period 8,311,786   8,311,786      
Not designated as hedging instrument | Forward contracts | Purchases            
Derivative Instruments            
Notional amount 19,497,698 6,617,888 6,657,026 4,920,883 15,829,825 6,657,026
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 19,497,698 6,617,888 6,657,026 4,920,883    
Additions 100,139,970 47,038,415 237,370,321 140,158,865    
Dispositions/expirations (103,807,843) (46,540,682) (228,197,522) (137,964,127)    
Balance at end of period 15,829,825 7,115,621 15,829,825 7,115,621    
Not designated as hedging instrument | Forward contracts | Sales            
Derivative Instruments            
Notional amount 14,276,156 7,107,202 6,890,046 5,204,796 15,116,810 6,890,046
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 14,276,156 7,107,202 6,890,046 5,204,796    
Additions 122,174,329 58,521,199 275,749,351 174,562,881    
Dispositions/expirations (121,333,675) (58,917,204) (267,522,587) (173,056,480)    
Balance at end of period 15,116,810 6,711,197 15,116,810 6,711,197    
Not designated as hedging instrument | MBS put options            
Derivative Instruments            
Notional amount 12,775,000 2,675,000 4,635,000 4,925,000 10,050,000 4,635,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 12,775,000 2,675,000 4,635,000 4,925,000    
Additions 29,575,000 8,375,000 77,185,000 17,250,000    
Dispositions/expirations (32,300,000) (6,900,000) (71,770,000) (18,025,000)    
Balance at end of period 10,050,000 4,150,000 10,050,000 4,150,000    
Not designated as hedging instrument | MBS call options            
Derivative Instruments            
Notional amount 2,250,000 1,250,000 1,450,000 1,250,000   1,450,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 2,250,000   1,450,000      
Additions   1,250,000 6,750,000 12,375,000    
Dispositions/expirations (2,250,000)   (8,200,000) (11,125,000)    
Balance at end of period   1,250,000   1,250,000    
Not designated as hedging instrument | Put options on interest rate futures | Purchases            
Derivative Instruments            
Notional amount 2,835,000 1,852,500 3,085,000 2,125,000 4,350,000 3,085,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 2,835,000 1,852,500 3,085,000 2,125,000    
Additions 9,850,000 4,922,300 19,422,500 16,624,800    
Dispositions/expirations (8,335,000) (4,549,800) (18,157,500) (16,524,800)    
Balance at end of period 4,350,000 2,225,000 4,350,000 2,225,000    
Not designated as hedging instrument | Put options on interest rate futures | Sales            
Derivative Instruments            
Notional amount   300,000   300,000    
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Additions 8,335,000 4,849,800 27,297,800 16,824,800    
Dispositions/expirations (8,335,000) (4,549,800) (27,297,800) (16,524,800)    
Balance at end of period   300,000   300,000    
Not designated as hedging instrument | Call options on interest rate futures | Purchases            
Derivative Instruments            
Notional amount 3,687,500 800,000 1,512,500 100,000 600,000 1,512,500
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 3,687,500 800,000 1,512,500 100,000    
Additions 1,750,000 950,000 13,127,800 2,400,000    
Dispositions/expirations (4,837,500) (1,350,000) (14,040,300) (2,100,000)    
Balance at end of period 600,000 400,000 600,000 400,000    
Not designated as hedging instrument | Call options on interest rate futures | Sales            
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Additions 4,837,500 1,350,000 4,837,500 2,100,000    
Dispositions/expirations (4,837,500) (1,350,000) (4,837,500) (2,100,000)    
Not designated as hedging instrument | Treasury future | Purchases            
Derivative Instruments            
Notional amount 486,100 835,000 835,000 100,000 1,408,500 835,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 486,100 835,000 835,000 100,000    
Additions 5,132,000 2,557,100 11,943,400 7,453,300    
Dispositions/expirations (4,209,600) (2,557,100) (11,369,900) (6,718,300)    
Balance at end of period 1,408,500 835,000 1,408,500 835,000    
Not designated as hedging instrument | Treasury future | Sales            
Derivative Instruments            
Notional amount 1,550,000 1,450,000 1,450,000 1,450,000 1,132,500 1,450,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 1,550,000 1,450,000 1,450,000      
Additions 3,792,100 2,557,100 11,052,400 8,829,600    
Dispositions/expirations (4,209,600) (2,557,100) (11,369,900) (7,379,600)    
Balance at end of period 1,132,500 1,450,000 1,132,500 1,450,000    
Not designated as hedging instrument | Interest rate swap futures | Purchases            
Derivative Instruments            
Notional amount 2,900,000 465,000 625,000 1,400,000 $ 3,910,000 $ 625,000
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Balance at beginning of period 2,900,000 465,000 625,000 1,400,000    
Additions 1,800,000 420,000 4,075,000 885,000    
Dispositions/expirations (790,000) (885,000) (790,000) (2,285,000)    
Balance at end of period 3,910,000   3,910,000      
Not designated as hedging instrument | Interest rate swap futures | Sales            
Derivative Instruments            
Notional amount   625,000   625,000    
Activity for derivative contracts used to hedge the IRLCs and inventory of mortgage loans at notional value            
Additions 790,000 885,000 790,000 2,285,000    
Dispositions/expirations $ (790,000) (260,000) $ (790,000) (1,660,000)    
Balance at end of period   $ 625,000   $ 625,000