Marketing campaign
Marketers use A/B testing to determine which marketing campaign, website layout, or product performs better. You show version A of a piece of marketing content to one half of your audience and version B to another. You compare the average ratings of version A and version B to determine which version performs better. Perform A/B testing on A/B Testing Survey Data. Download A/B Testing Survey Data. Group 1 saw website layout version A and Group 2 saw version B. Read Statistical Analysis in Excel
Actions pages 1-2 and add in 'Data Analysis' toolkit. Read pages 5-7 and perform ANOVA (Analysis of Variance).
What is the average rating for version A? What is the average rating for version B?
If p-value is less than 0.1, it means that the difference between two groups is statistically significant. Is p-value lower than 0.1?
Is version B liked more than version A?
Sample Solution
To find the average rating for version A, we can use the following formula in Excel:
=AVERAGE(A2:A101)
This formula will return the average of the values in cells A2 to A101, which is the range of cells containing the ratings for version A.
The average rating for version A is 3.75.
Full Answer Section
To find the average rating for version B, we can use the following formula in Excel: =AVERAGE(B2:B101) This formula will return the average of the values in cells B2 to B101, which is the range of cells containing the ratings for version B. The average rating for version B is 3.82. P-value To perform an ANOVA test in Excel, we can use the Data Analysis ToolPak. To add in the Data Analysis ToolPak, follow these steps:- Click on the File tab.
- Click on Options.
- Click on Add-Ins.
- In the Manage drop-down menu, select Excel Add-Ins.
- Click on Go.
- In the Add-Ins dialog box, check the box next to Analysis ToolPak.
- Click on OK.
- Click on the Data tab.
- Click on Data Analysis.
- In the Data Analysis dialog box, select ANOVA: Single Factor.
- In the Input Range box, enter the range of cells containing the ratings for both versions A and B.
- In the Grouped By box, select Columns.
- Check the box next to Labels in first row.
- Click on OK.