When running a regression with a categorical variable as the independent variable, the regression essentially picks one of the levels to leave out and runs all the other levels together.
There is no difference between doing this and dichotomizing each variable level and running all these binary variables, leaving out the variable of choice to run against.
My question therefore is whether running a regression with a categorical variable is a multiple regression by definition and should be labelled as such?