Question

In: Statistics and Probability

A researcher wants to examine the production capability of three manufacturing plants that utilize different production...

A researcher wants to examine the production capability of three manufacturing plants that utilize different production methods of the same part in order to select a plant as a supplier for a company. The effectiveness of each plant will be measured in the number of parts it can produce in an hour. Representative hourly production amounts are recorded from each plant over a period of 12 hours and provided to the researcher.

The results of each of the three plants are as follows:

Plant A

Plant B

Plant C

131

141

108

111

165

185

165

174

190

188

185

206

175

172

175

173

188

197

188

145

186

186

177

221

145

162

214

132

151

211

128

147

214

123

133

208

  1. Use the five-step hypothesis testing process and StatCrunch to evaluate this scenario. Perform a complete analysis and interpretation of the results. If appropriate, use diagrams or graphs. Ensure your answer is detailed in all aspects. Be sure to comment on the assumptions of the ANOVA and if there are any violations. Which manufacturing plant, if any, would you recommend as the supplier?  Why?  Write up your results in APA format.

Solutions

Expert Solution

The hypothesis being tested is:

H0: µ1 = µ2 = µ3

Ha: Not all means are not equal

Mean n Std. Dev
153.8 12 28.35 Plant A
161.7 12 18.09 Plant B
192.9 12 30.26 Plant C
169.4 36 30.61 Total
ANOVA table
Source SS    df MS F    p-value
Treatment 10,293.06 2 5,146.528 7.55 .0020
Error 22,507.83 33 682.056
Total 32,800.89 35

The p-value is 0.0020.

Since the p-value (0.0020) is less than the significance level (0.05), we can reject the null hypothesis.

Therefore, we can conclude that there is a significant difference between the groups.

The graph is:

The assumptions of ANOVA are violated.

Plant C would be recommended as a supplier because it has the highest hourly production amounts.

Please give me a thumbs-up if this helps you out. Thank you!


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