In: Statistics and Probability
Scenario Script Caption: Mieke has been working to tackle a difficult problem and she needs your help. She wants to know the most effective location for displaying Princess’ new granola bar in retail grocery stores. Mieke: Where we put our products in our grocery stores has a pretty significant impact on sales. Does the granola bar sells better in the aisles, or in promotional displays at the end of shelves or is most popular when it’s stocked in the checkout lanes as an impulse item? Caption: The marketing department conducted an experiment where they placed the granola bars at one of three locations in five stores for each treatment in similar stores. The data have been collected and now requires analysis. With the information below, complete the following:
1. Conduct an ANOVA test at a significance of 5%.
2. Interpret the results and explain which location you would recommend and why.
Store | Aisle | End-Cap | Check-out |
1 | 738 | 712 | 833 |
2 | 726 | 685 | 795 |
3 | 722 | 725 | 782 |
4 | 715 | 699 | 754 |
5 | 767 | 632 | 772 |
In order to solve this question I used Excel.
Step.1 Enter data in excel sheet.
Step.2 Go to 'Data' menu ---> 'Data Analysis' ---> Select 'ANOVA : Single Factor'.
Step.3 New window pop-up on screen. Refer following screen shot and enter information accordingly.
Excel output:
Anova: Single Factor | ||||||
SUMMARY | ||||||
Groups | Count | Sum | Average | Variance | ||
Aisle | 5 | 3668 | 733.6 | 418.3 | ||
End-Cap | 5 | 3453 | 690.6 | 1294.3 | ||
Check-out | 5 | 3936 | 787.2 | 879.7 | ||
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 23422.53 | 2 | 11711.27 | 13.55314 | 0.000835 | 3.885294 |
Within Groups | 10369.2 | 12 | 864.1 | |||
Total | 33791.73 | 14 |
Hypothesis:
Ha : At least one is significantly different than others.
Test statistic, F = 13.5531
P-value = 3.8853
Since p-value is less than 0.05, we reject null hypothesis and conclude that At least one is significantly different than others.
Here we see that mean granola bar sell is maximum at check -out location. Hence we would recommend to put granola bar at check-out location.