A practical walkthrough of the Gauss-Markov assumptions using the wage1 dataset (n = 526). Covers plain-English and technical explanations of all seven assumptions, a simple OLS regression of wages on education, diagnostic plot interpretation, and the case for log-transforming the dependent variable. Built with R and the Wooldridge package.