Rick, Sorry. I don't understand the following line: "you should not reject the null hypothesis that the full model explains the data better than the reduced model. Therefore, you could use the reduced model, which has β1=0." Since H0: Full Model is better than Reduced Model, and not reject(a.k.a accept) H0, Why I should pick up Reduced Model ?