Statistics Made Easy 5.4: Interpreting the Results from Linear Regression Models

In this video, we examine the output of a linear regression model (OLS). We cover coefficients, effect sizes, standard errors, null hypotheses, statistical significance, R-squared, p-values, and F-tests.

For additional background reading on p-values and their interpretation, I recommend this paper:

You can download the datasets, additional explanations, and the Stata "Do Files" for the tutorial by following this link: