Regression analysis helps predict outcomes based on different factors. This article explains how linear regression works, including simple and multiple regression. It discusses least-squares, R-squared, and adjusted R-squared. Assumptions for regression are listed, and hierarchical regression is used to test hypotheses. Best subset selection and variance inflation factor are also covered.