To Err Is Human, to Err Randomly Is Statistically Divine
Anyone who has performed ordinary least squares (OLS) regression analysis knows that you need to check the residual plots to validate your model. Have you ever wondered why? There are mathematical reasons, of course, but I’m going to focus on the conceptual ones.