Discuss the application of the traditional lack of fit test to the problem where Y = X f3 + e is a simple linear regression model.

As we have seen, in the traditional method of testing for lack of fit, the row structure of the design matrix X completely determines the choice of Z. Now, suppose that none of the rows of X are identical. It is still possible to have lack of fit, but the traditional method no longer applies.