In this video I explain how partitioning the variability and the normality assumption yield an F test for a simple linear regression. Additionally, I provide an example in Excel. Here is the link to the data used in this video example: https://drive.google.com/file/d/1dU_4BcnwjJiSl6ean7sIghbPRXbrmUtx/view?usp=sharing