T tests
Let's start with t tests. A sample t test gives you a leverage point to check whether the sample mean that can have a normally distributed variable has a significant difference from the hypothesis value. For example, you need to test whether the fridge sales average is significantly different from 10000
. Here is the command to run the t test:
ttest fridge_sales = 10000
This command checks whether the mean or average of fridge_sales
differs significantly from 10000
. Here is the exact formula for a sample t test:
Here are the results of One-sample t test as per the command that's run in Stata:
This result shows that there is a statistically significant difference between the mean values of fridge_sales and 10000. Let's see whether you have more than one group to compare the means. In this case, you can use two independent sample t-tests.
Two independent sample t tests
Independent samples' t tests are utilized when we need to compare and check the averages of a variable...