Andrew Gelman just wrote a blog post regarding interaction terms in multiple regression and concludes: You never have to do an F test. Just forget about that stuff! I find it incredibly refreshing when someone (a professor, no less!) is willing to cut through the math and get down to common sense. And I particularly hate [...]