Question

In: Statistics and Probability

Service Type Time 1 65 3 147 4 190 4 200 2 90 2 97 2...

Service Type Time
1 65
3 147
4 190
4 200
2 90
2 97
2 95
1 61
3 125
1 49
4 143
1 47
1 38
2 78
4 179
1 33
1 30
3 93
3 95
4 111
2 80
1 30
1 24
1 22
2 66
2 90
4 240
2 99
4 270
3 120
3 150
3 166
3 130
4 156
3 136
4 178
4 146
4 245
4 243
3 124
2 92
2 88
2 75
1

11

Using a level of significance of α=0.05, test whether the means of the four types of services are equal. Assume the samples for the four types were independently drawn and that the four populations are normally distributed.

Solutions

Expert Solution

Here we need to use one way ANOVA. Following table shows the data according to service types:

Service type 1 Service type 2 Service type 3 Service type 4
65 90 147 190
61 97 125 200
49 95 93 143
47 78 95 179
38 80 120 111
33 66 150 240
30 90 166 270
30 99 130 156
24 92 136 178
22 88 124 146
11 75 245
243

Hypotheses are:

H0: The means of the four types of services are equal.

Ha: At least one population mean out of four types of services is different.

Goto excel- Data analysis ->select single factor ANOVA -> select data and click ok

Following is the output generated by excel:

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
Service type 1 11 410 37.27272727 278.8182
Service type 2 11 950 86.36363636 106.2545
Service type 3 10 1286 128.6 528.4889
Service type 4 12 2301 191.75 2418.568
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 147723.4 3 49241.13939 55.93776 2.26E-14 2.838745
Within Groups 35211.38 40 880.2844318
Total 182934.8 43

The F test statistics is

F = 55.94

The p-value is: 0.0000

Since p-value is less than level of significance of α=0.05 so we reject the null hypothesis. That is we cannot conclude that the means of the four types of services are equal.


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