Running regressions with categorical variables allows you to essentially calculate group means using the resulting intercept and coefficients (and it's a common replacement for ANOVA analysis). For instance, in this example predicting age by marital status, the intercept shows the mean age for unmarried people, while the intercept + the married coefficient shows the mean age for married people:Running regressions with categorical variables