Question

In: Advanced Math

A steel company is considering the relocation of one of its manufacturing plants. The company’s executives...

A steel company is considering the relocation of one of its manufacturing plants. The company’s executives have selected four areas that they believe are suitable locations. However, they want to determine if the average wages are significantly different in any of the locations, since this could have a major impact on the cost of production. A survey of hourly wages of similar workers in each of the four areas is performed with the following results. Do the data indicate a significant difference among the average hourly wages in the three areas? Hourly Wages ($) Area 1 Area 2 Area 3 21 10 15 21 24 11 24 18 18 17 22 14 15 22 15 18 16 14 11 24 12 22 21 16 Step 1 of 2 : Find the value of the test statistic to test for a difference in the areas. Round your answer to two decimal places, if necessary.

Solutions

Expert Solution

Hourly Wages $
Area 1 Area 2 Area 3
21 10 15
21 24 11
24 18 18
17 22 14
15 22 15
18 16 14
11 24 12
22 21 16

Anova: Single Factor

One-way ANOVA: Area 1, Area 2, Area 3

Method

Null hypothesis All means are equal
Alternative hypothesis Not all means are equal
Significance level α = 0.05

Equal variances were assumed for the analysis.

Factor Information

Factor Levels Values
Factor 3 Area 1, Area 2, Area 3

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value
Factor 2 124.3 62.17 4.08 0.032
Error 21 319.6 15.22
Total 23 444.0

test statistic F = 4.08

for a given significance level of 0.05, p-value is less than 0.05, we reject null hypothesis at alpha = 0.05, and there is a significant evidence to conclude that the hourly wages differ between the areas.

Tukey Simultaneous Tests for Differences of Means

Difference of
Levels
Difference
of Means
SE of
Difference
95% CI T-Value Adjusted
P-Value
Area 2 - Area 1 1.00 1.95 (-3.91, 5.91) 0.51 0.866
Area 3 - Area 1 -4.25 1.95 (-9.16, 0.66) -2.18 0.098
Area 3 - Area 2 -5.25 1.95 (-10.16, -0.34) -2.69 0.035

Individual confidence level = 98.00%

Area 2 and Area 3 are significantly differ.


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