Case Study: Mortgage Approval Time Study

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abby.xlsx

Sheet1

Approval Times
Run Credit History (X1) Mortgage Size (X2) Regiion (X3) X1X2 X1X3 X2X3 X1X2X3 Sample 1 Sample 2 Sample 3 Sample 4 Sample 5 Average Standard Deviation
1 Good (-) <$500,000 (-) Western (-) + + + - 59 50 64 62 47 56.4 7.50
2 Fair (+) <$500,000 (-) Western (-) - - + + 81 58 69 65 74 69.4 8.73
3 Good (-) >$500,000 (+) Western (-) - + - + 38 52 58 60 65 54.6 10.38
4 Fair (+) >$500,000 (+) Western (-) + - - - 146 159 133 143 129 142 11.79
5 Good (-) <$500,000 (-) Eastern (+) + - - + 28 26 38 41 21 30.8 8.41
6 Fair (+) <$500,000 (-) Eastern (+) - + - - 42 53 40 50 64 49.8 9.60
7 Good (-) >$500,000 (+) Eastern (+) - - + - 49 31 49 42 38 41.8 7.66
8 Fair (+) >$500,000 (+) Eastern (+) + + + + 106 115 126 118 138 120.6 12.07
Sum+ 381.8 359 243 349.8 281.4 288.2 275.4
Sum- 183.6 206.4 322.4 215.6 284 277.2 290
Avg+ 95.45 89.75 60.75 87.45 70.35 72.05 68.85
Avg- 45.9 51.6 80.6 53.9 71 69.3 72.5
Effect 49.55 38.15 -19.85 33.55 -0.65 2.75 -3.65
Regressive Coeffients
b0= 141.35
b1= 24.775
b2= 19.075
b3= -9.925
b4= 16.775
b5= -0.325
b6= 1.375
b7= -1.825
Interaaction Effect Chart Example
Chart History Low High
Good(+) 30.8 56.4
Fair(-) 49.8 142
Mortgage Size Low High
<$500,000 30.8 69.4
>$500,000 41.8 142
Region Low High
Western 54.6 142
Eastern 30.8 120.6

Chart History/ High Low Chart

Interaaction Effect Chart Example Good(+) Low High 30.8 56.4 Interaaction Effect Chart Example Fair(-) Low High 49.8 142

Mortgage

< $500,000 Low High 30.8 69.400000000000006 > $500,000 Low High 41.8 142

Region

Western Low High 54.6 142 Eastern Low High 30.8 120.6

Sheet2

Credit History Mortgage Size Region Approval Times (days) Approval Times (days) Approval Times (days) Approval Times (days) Approval Times (days)
Good <$500,000 Western 59 50 64 62 47
Fair <$500,000 Western 81 58 69 65 74
Good >$500,000 Western 38 52 58 60 65
Fair >$500,000 Western 146 159 133 143 129
Good <$500,000 Eastern 28 26 38 41 21
Fair <$500,000 Eastern 42 53 40 50 64
Good >$500,000 Eastern 49 31 49 42 38
Fair >$500,000 Eastern 106 115 126 118 138