Case Study: Mortgage Approval Time Study
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 |