In: Advanced Math
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.
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.