Question
You are required to: Analyze the data sets provided using appropriate statistical method or methods. Each group is required to submit a typed report of
You are required to:
Analyze the data sets provided using appropriate statistical method or methods.
Each group is required to submit a typed report of the analysis.
a. Conduct an exploratory data analysis using SPSS, preferably Microsoft Excel or any other statistical software package (explaining and interpreting) using a combination of frequencies / descriptive, crosstabs and graphs where appropriate.
b. Carry out further statistical analysis of the data.
c. Discuss the reasons you selected those statistical methods and the assumptions about the statistical method used.
At a minimum, your document should include or describe:
(1) the answer to the question(s) given with each data set,
(2) the method of analysis and why it is appropriate,
(3) the assumptions that underlie the method,
(4) a summary of the statistical results, and
(5) a discussion (interpretation) of the results.
QUESTION 1
The management team at Tyrich Industries is concerned about the overall costs of running its assembly shop. The team has cited six major sources of cost within the assembly shop and these have been recorded over a 32-week period along with overall cost in thousands for each week. These sources of cost are:
X1 = number of man hours worked (man)
X2 = number of machine hours (mach)
X3 = quantity of electricity used (kw) (elec)
X4 = number of items produced (prod)
X5 = quantity of gas used (therms) (gas)
X6 = number of different products being made (diff)
Y = Overall cost (thousands of dollars)
You are the Human Resources Manager on this team. Investigate which costs, if any, have a significant influence on overall costs and determine a suitable model for predicting overall costs.
Man | Mach | Elec | Prod | Gas | Diff | Cost | |
1 | 159 | 90 | 98 | 331 | 1594 | 1 | 17 |
2 | 112 | 122 | 181 | 554 | 2217 | 2 | 120 |
3 | 169 | 98 | 64 | 436 | 814 | 1 | 7 |
4 | 164 | 98 | 77 | 397 | 1105 | 2 | 14 |
5 | 173 | 92 | 44 | 400 | 691 | 1 | 4 |
6 | 156 | 106 | 202 | 409 | 2710 | 2 | 85 |
7 | 196 | 121 | 57 | 591 | 670 | 1 | 6 |
8 | 154 | 123 | 95 | 588 | 1104 | 2 | 32 |
9 | 160 | 121 | 70 | 530 | 805 | 1 | 17 |
10 | 177 | 121 | 80 | 510 | 742 | 1 | 13 |
11 | 145 | 108 | 422 | 404 | 7553 | 1 | 264 |
12 | 139 | 110 | 51 | 423 | 732 | 1 | 8 |
13 | 130 | 99 | 193 | 369 | 2950 | 1 | 86 |
14 | 121 | 97 | 800 | 420 | 12592 | 2 | 670 |
15 | 137 | 104 | 471 | 396 | 6547 | 2 | 301 |
16 | 178 | 113 | 57 | 376 | 1092 | 1 | 19 |
17 | 155 | 120 | 56 | 461 | 801 | 1 | 12 |
18 | 166 | 99 | 108 | 394 | 1883 | 1 | 20 |
19 | 148 | 108 | 63 | 397 | 809 | 1 | 8 |
20 | 158 | 109 | 101 | 423 | 1304 | 2 | 45 |
21 | 176 | 103 | 89 | 324 | 1697 | 1 | 22 |
22 | 125 | 109 | 126 | 416 | 1274 | 1 | 26 |
23 | 161 | 108 | 63 | 420 | 966 | 1 | 14 |
24 | 138 | 103 | 51 | 383 | 827 | 1 | 9 |
25 | 149 | 106 | 87 | 419 | 1135 | 1 | 19 |
26 | 140 | 109 | 78 | 408 | 1134 | 1 | 11 |
27 | 119 | 94 | 69 | 453 | 918 | 1 | 15 |
28 | 141 | 107 | 61 | 396 | 832 | 1 | 11 |
29 | 142 | 106 | 135 | 416 | 2115 | 2 | 29 |
30 | 108 | 99 | 78 | 395 | 846 | 1 | 21 |
31 | 179 | 121 | 507 | 477 | 6426 | 4 | 191 |
32 | 126 | 96 | 1278 | 329 | 22053 | 3 | 1339 |
[20 marks]
QUESTION 2
In the same investigation, the weekly costs to run 4 departments were recorded over 6 weeks. The results were:
Departments | |||
Painting | Carpentry | Cleaning | Marketing |
5 | 3 | 14 | 12 |
7 | 2 | 8 | 6 |
7 | 2 | 16 | 10 |
4 | 1 | 15 | 8 |
9 | 3 | 4 | 9 |
6 | 5 | 7 | 9 |
Show whether there is asignificantdifference in costs in the 4 departments.
[10 marks]
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