Linear Regression Primer

Contents

Linear Regression Primer#

Overview:#

This primer on linear regression will provide a concise review of both bivariate and multivariate linear regression, bedrock techniques underpinning causal inference and econometrics. The topics presented include:

  • Overview of Linear Regression

  • Bivariate Linear Regression

  • Ordinary Least Squares (OLS)

  • Goodness of Fit

  • Log Transformation

  • Multivariate Linear Regression

  • OLS Inference

Extensions on linear regression can be found in the subsequent topics on causal inference.