Question
A company provides maintenance service for washing machines in Victoria. The collected data are presented in the Excel file 1) Assume the manager asked you
A company provides maintenance service for washing machines in Victoria. The collected data are presented in the Excel file
1) Assume the manager asked you to analyse the data and provide him some insights and recommendations. The report should not exceed 2 pages.
2) The managers believe the quality of the parts that are supplied from a supplier is declining over the past few months and that is causing more frequent required service. Perform a predictive analysis to investigate if there is a such relationship.
3) What other data you recommend to the manger to be added into this dataset in future for better analysis and what kind of analysis you think will be useful based on them.
Repair time (hours) | Months since last service | Date of service (in terms of days ago, for example 10 means the service has completed 10 days ago) | Type of repair | Repairperson |
12.1 | 7.0 | 147 | Mechanical | James |
4.8 | 9.0 | 74 | Electrical | James |
12.9 | 1.0 | 185 | Mechanical | James |
11.6 | 6.0 | 95 | Electrical | James |
6 | 5.0 | 101 | Mechanical | James |
8.2 | 5.0 | 58 | Electrical | James |
14.7 | 10.0 | 151 | Electrical | James |
8.3 | 8.0 | 110 | Electrical | James |
11.2 | 4.0 | 189 | Mechanical | James |
0.5 | 10.0 | 132 | Electrical | James |
12.6 | 6.0 | 34 | Electrical | John |
9.6 | 10.0 | 110 | Electrical | John |
14 | 7.0 | 178 | Electrical | John |
7.6 | 6.0 | 189 | Electrical | John |
10.1 | 3.0 | 81 | Electrical | John |
10 | 6.0 | 51 | Electrical | John |
11.2 | 4.0 | 132 | Mechanical | John |
9.3 | 8.0 | 69 | Mechanical | John |
9.1 | 8.0 | 97 | Mechanical | John |
4.6 | 3.0 | 76 | Mechanical | John |
10.2 | 4.0 | 82 | Mechanical | John |
10.5 | 10.0 | 24 | Mechanical | John |
8.5 | 4.0 | 46 | Mechanical | John |
10.8 | 4.0 | 140 | Mechanical | John |
8.9 | 5.0 | 7 | Mechanical | John |
7.8 | 8.0 | 84 | Mechanical | John |
8.9 | 8.0 | 71 | Mechanical | John |
8.3 | 7.0 | 56 | Electrical | John |
7.4 | 1.0 | 39 | Electrical | John |
10.1 | 1.0 | 140 | Electrical | John |
8.4 | 3.0 | 89 | Electrical | John |
15.2 | 9.0 | 57 | Electrical | John |
13.7 | 10.0 | 81 | Electrical | John |
10 | 9.0 | 76 | Electrical | John |
4.1 | 4.0 | 109 | Electrical | John |
4.5 | 7.0 | 37 | Electrical | John |
8.5 | 4.0 | 140 | Electrical | John |
3.7 | 6.0 | 161 | Electrical | John |
11.8 | 10.0 | 136 | Mechanical | John |
10 | 7.0 | 156 | Mechanical | John |
5.2 | 8.0 | 164 | Mechanical | John |
6.4 | 2.0 | 64 | Mechanical | John |
8.5 | 4.0 | 44 | Mechanical | John |
7.9 | 2.0 | 142 | Mechanical | John |
7.4 | 7.0 | 11 | Mechanical | John |
11.3 | 8.0 | 117 | Mechanical | John |
15.1 | 10.0 | 190 | Mechanical | John |
9.9 | 9.0 | 33 | Mechanical | John |
8.2 | 9.0 | 180 | Mechanical | John |
4.8 | 6.0 | 86 | Mechanical | John |
7.1 | 6.0 | 161 | Mechanical | Bob |
15.7 | 6.0 | 62 | Mechanical | Bob |
9.6 | 4.0 | 176 | Mechanical | Bob |
21.9 | 5.0 | 9 | Mechanical | Bob |
15 | 7.0 | 15 | Electrical | Bob |
20.4 | 1.0 | 125 | Electrical | Bob |
9.1 | 2.0 | 63 | Electrical | Bob |
19.7 | 3.0 | 38 | Electrical | Bob |
21.2 | 4.0 | 17 | Electrical | Bob |
20.6 | 9.0 | 99 | Electrical | Bob |
7.3 | 10.0 | 126 | Electrical | Bob |
12.9 | 2.0 | 70 | Electrical | Bob |
15.9 | 8.0 | 155 | Electrical | Bob |
11.9 | 2.0 | 156 | Electrical | Bob |
15.2 | 9.0 | 184 | Electrical | Bob |
16.4 | 2.0 | 21 | Electrical | Bob |
4.5 | 2.0 | 147 | Electrical | Bob |
19.2 | 1.0 | 107 | Electrical | Bob |
15.9 | 2.0 | 58 | Electrical | Bob |
18.6 | 7.0 | 111 | Electrical | Bob |
7.5 | 9.0 | 185 | Mechanical | Bob |
14.8 | 6.0 | 169 | Electrical | Bob |
21.5 | 1.0 | 44 | Electrical | Bob |
9.2 | 4.0 | 17 | Mechanical | Bob |
13.4 | 3.0 | 58 | Electrical | Bob |
11.9 | 5.0 | 76 | Electrical | Bob |
18.2 | 6.0 | 37 | Electrical | Bob |
5.1 | 4.0 | 139 | Electrical | Bob |
8.3 | 6.0 | 101 | Electrical | Bob |
12 | 2.0 | 156 | Mechanical | Bob |
9.1 | 5.0 | 68 | Mechanical | Bob |
12.8 | 9.0 | 137 | Mechanical | Bob |
10.5 | 3.0 | 96 | Mechanical | Bob |
20.2 | 4.0 | 28 | Mechanical | Bob |
11.4 | 6.0 | 149 | Mechanical | Bob |
13.7 | 1.0 | 58 | Mechanical | Bob |
10 | 9.0 | 163 | Mechanical | Bob |
15 | 4.0 | 46 | Mechanical | Bob |
18.4 | 9.0 | 112 | Mechanical | Bob |
12.4 | 5.0 | 128 | Mechanical | Bob |
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