To use categorical variables as independent variable, should we use as dummy variable with 0/1 or just use as categorical values. Eg. Region = (1,2,3) : 1= region 1, 2= region 2 and 3= region 3. Should we use region as a single variable or create other variables : region 1 = 1/0; region2= 1/0?

Thank you