Question

In: Statistics and Probability

Chapin Manufacturing Company operates 24 hours a day, five days a week. The workers rotate shifts...

Chapin Manufacturing Company operates 24 hours a day, five days a week. The workers rotate shifts each week. Management is interested in whether there is a difference in the number of units produced when the employees work on various shifts. A sample of five workers is selected and their output recorded on each shift. At the 0.05 significance level, can we conclude there is a difference in the mean production rate by shift or by employee?

Units Produced
Employee Day Afternoon Night
Skaff 31 38 34
Lum 37 35 39
Clark 38 27 37
Treece 35 28 26
Morgan 22 21 21
  1. What is your decision regarding H0? (Round your answers to 2 decimal places.)

Solutions

Expert Solution

Step.1 Enter data in excel sheet.

Step.2 Go to 'Data' menu ---> 'Data Analysis' ---> Select 'ANOVA : Two Factor without replication'.

Step.3 New window pop-up on screen. Provide input and output range.

Excel output:

Employee Day Afternoon Night Anova: Two-Factor Without Replication
Skaff 31 38 34
Lum 37 35 39 SUMMARY Count Sum Average Variance
Clark 38 27 37 Skaff 3 103 34.33333 12.33333
Treece 35 28 26 Lum 3 111 37 4
Morgan 22 21 21 Clark 3 102 34 37
Treece 3 89 29.66667 22.33333
Morgan 3 64 21.33333 0.333333
Day 5 163 32.6 42.3
Afternoon 5 149 29.8 45.7
Night 5 157 31.4 58.3
ANOVA
Source of Variation SS df MS F P-value F crit
Rows 452.9333 4 113.2333 6.84879 0.010689 3.837853
Columns 19.73333 2 9.866667 0.596774 0.57336 4.45897
Error 132.2667 8 16.53333
Total 604.9333 14

Test statistic, for employee F= 6.85  and p-value = 0.01

Since p-value is less than 0.05 we reject null hypothesis that mean production rate by employee is same.

Test statistic, for shif F= 0.596 and p-value = 0.57

Since p-value is greater than 0.05 we accept null hypothesis that mean production rate by shift is same.


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