In: Statistics and Probability
A company’s executives have selected four areas that they believe are suitable locations to relocate one of its manufacturing plants. However, they want to determine if the average wages are significantly different in any of the locations. A survey of hourly wages of similar workers in each of the four areas is performed. Summary statistics and the ANOVA table are given below.
Groups |
Count | Sum | Average | Variance |
Area 1 | 5 | 56 | 11.2 | 1.7 |
Area 2 | 5 | 80 | 16 | 2.5 |
Area 3 | 5 | 69 |
13.8 |
1.7 |
Area 4 | 5 | 87 | 17.4 | 2.8 |
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ANOVA
Source of Variation SS df MS F Between Groups 110 3 36.6667 16.8582 Within Groups 34.8 16 2.175 Total 144.8 19a. Use a 0.05 significance level to test the claim that there is no difference in wages between the four areas.
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b. If there is a difference in means, perform the Bonferroni method with EER = 0.05. Summarize your results with the underline approachand also state which means can be concluded larger than which. Hint: if needed, the proper t score to be used with the formula is 3.03. Continue on extra paperif needed.
anova table | ||||||
SS | df | MS | F | p-value | F-critical | |
Between: | 110.000 | 3 | 36.667 | 16.858 | 0.0000 | 3.239 |
Within: | 34.800 | 16 | 2.175 | |||
Total: | 144.800 | 19 | ||||
α = | 0.05 |
1)Ho: µ1=µ2=µ3=µ4
2) H1: not all means are equal
3) test stat = 16.858
4) p value=0.000
5)
Decision: p-value<α , reject null
hypothesis
conclusion : there is enough evidence of significant
mean difference among three treatments
b)
Level of significance= | 0.05/6 = 0.0083 |
no. of treatments,k= | 4 |
DF error =N-k= | 16 |
MSE= | 2.1750 |
t-critical value,t(α/2,df)= | 3.0083 |
critical value=tα/2,df √(MSE(1/ni+1/nj)) = 2.81
population mean difference | critical value | result | |||||
µ1-µ2 | 4.800 | 2.80599 | means are different | ||||
µ1-µ3 | 2.600 | 2.81 | means are not different | ||||
µ1-µ4 | 6.200 | 2.81 | means are different | ||||
µ2-µ3 | 2.200 | 2.81 | means are not different | ||||
µ2-µ4 | 1.400 | 2.81 | means are not different | ||||
µ3-µ4 | 3.600 | 2.81 | means are different | ||||