## Why do we need to omit a dummy variable when estimating impact of a categorical variable on a dependent variable?

The usual explanation for why we need to omit one of the levels of a categorical variable when using dummy coding relies on the mathematics of linear regression. The explanation relies on the fact that including all the levels of the categorical variable along with the intercept results in perfect multicollinearity and thus there is no […]