@tam_el wrote: Thank you, Understood now, I should explicitly create a dummy variable for categorical predictor before applying PROC REG. No.   You should use PROC GLM. Much simpler, you do not have to create dummy variables when you use PROC GLM, and you get the exact same answer as if you created the dummy variable and then ran PROC REG. ... View more