The manager wants to develop a new product and wonders what segments exist in the customer base. Use the Variables “Cardio Exercise” and “Strength Exercise”. Customers had rated on a scale of 1-5 how much they liked each type of exercise (1 = not at all; 5 = very much). Use only k=2 and k=3 clusters for this analysis. Please indicate
a) whether you would go with a 2 or 3 cluster solution
b) your rationale for this
c) the descriptions you would provide for each of the clusters/segments
*Use SPSS and Excel for decisions
| Cardio | Strength |
| 3 | 3 |
| 4 | 5 |
| 5 | 3 |
| 4 | 4 |
| 3 | 3 |
| 3 | 2 |
| 4 | 4 |
| 4 | 5 |
| 4 | 3 |
| 5 | 5 |
| 4 | 5 |
| 5 | 4 |
| 5 | 1 |
| 3 | 4 |
| 3 | 1 |
| 5 | 3 |
| 5 | 4 |
| 5 | 5 |
| 4 | 5 |
| 4 | 4 |
| 3 | 4 |
| 5 | 2 |
| 1 | 4 |
| 4 | 4 |
| 3 | 4 |
| 4 | 4 |
| 4 | 5 |
| 4 | 5 |
| 5 | 5 |
| 3 | 4 |
| 5 | 3 |
| 5 | 5 |
| 2 | 4 |
| 4 | 5 |
| 5 | 5 |
| 3 | 3 |
| 4 | 5 |
| 5 | 5 |
| 4 | 2 |
| 4 | 5 |
| 4 | 5 |
| 4 | 4 |
| 5 | 3 |
| 2 | 5 |
| 3 | 3 |
| 4 | 4 |
| 4 | 4 |
| 3 | 5 |
| 3 | 5 |
| 4 | 3 |
| 5 | 2 |
| 4 | 5 |
| 2 | 3 |
| 4 | 4 |
| 5 | 2 |
| 4 | 4 |
| 3 | 5 |
| 5 | 5 |
| 5 | 5 |
| 5 | 5 |
| 5 | 3 |
| 3 | 3 |
| 4 | 4 |
| 5 | 5 |
| 5 | 5 |
| 1 | 1 |
| 5 | 5 |
| 4 | 4 |
| 4 | 3 |
| 1 | 1 |
| 4 | 4 |
| 1 | 3 |
| 3 | 3 |
| 2 | 1 |
| 5 | 3 |
| 4 | 2 |
| 4 | 4 |
| 4 | 4 |
| 3 | 4 |
| 4 | 4 |
| 1 | 1 |
| 1 | 3 |
| 5 | 5 |
| 4 | 4 |
| 4 | 4 |
| 4 | 3 |
| 5 | 3 |
| 5 | 4 |
| 4 | 3 |
| 4 | 4 |
| 4 | 4 |
| 5 | 5 |
| 4 | 4 |
| 3 | 5 |
| 3 | 4 |
| 3 | 3 |
| 4 | 4 |
| 4 | 5 |
| 5 | 5 |
| 5 | 5 |
| 5 | 4 |
| 4 | 3 |
| 5 | 5 |
| 5 | 5 |
| 5 | 5 |
| 4 | 4 |
| 5 | 2 |
The manager wants to develop a new product and wonders what segments exist in the customer...
The file “Week 5 Exercise.xls” has the data for the customers of a gym. The manager wants to develop a new product and wonders what segments exist in the customer base. Use the Variables “Cardio Exercise” and “Strength Exercise”. Customers had rated on a scale of 1-5 how much they liked each type of exercise (1 = not at all; 5 = very much). Use only k=2 and k=3 clusters for this analysis. Please indicate a) whether you would go...
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