12) If you were to use probabilities to create tiers for the top 15%, 10%, and 5% of all future customers based on Post-Promotion spending, at what dollar values would you set those cutoffs?
Customer ID | Promotion Offer | Enrolled in Program | Pre Promotion Avg Spend | Post Promotion Avg Spend | Marketing Segment |
1 | Free Flight Insurance | Yes | 150.39 | 246.32 | Average Spender |
2 | Double Miles + Free Flight Insurance | Yes | 90.32 | 182.8 | Low Spender |
3 | Double Miles | Yes | 14.93 | 20.55 | Low Spender |
4 | Double Miles | Yes | 45.86 | 75.25 | Average Spender |
5 | No Offer | No | 257.89 | 397.05 | Med Low Spender |
6 | Free Flight Insurance | Yes | 864.59 | 1098.3 | Med High Spender |
7 | Double Miles | No | 137 | 94.76 | Low Spender |
8 | No Offer | No | 1152.27 | 781.75 | Med High Spender |
9 | Double Miles | Yes | 25.82 | 144.57 | Average Spender |
10 | Double Miles + Free Flight Insurance | Yes | 1540.66 | 1605.88 | High Spender |
11 | Free Flight Insurance | Yes | 253.61 | 312.15 | Average Spender |
12 | Double Miles + Free Flight Insurance | No | 37.4 | 47.78 | Low Spender |
13 | Free Flight Insurance | Yes | 1150.51 | 806.47 | Med High Spender |
14 | Double Miles + Free Flight Insurance | Yes | 22.34 | 545.82 | Average Spender |
15 | Free Flight Insurance | Yes | 179.47 | 334.25 | Average Spender |
16 | Double Miles | Yes | 162.42 | 678.43 | Med Low Spender |
17 | Double Miles + Free Flight Insurance | Yes | 24.85 | 90.83 | Low Spender |
18 | Double Miles | Yes | 285.45 | 121.53 | Med Low Spender |
19 | Free Flight Insurance | No | 3005.15 | 3012.99 | High Spender |
20 | Double Miles + Free Flight Insurance | Yes | 28.81 | 77.26 | Low Spender |
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