Suppose that the true (full) regression model in matrix form is:
However, the analyst assumes that the (reduced) model:
is correct and uses it for purposes of estimation. For example, the X matrix for the reduced model (XI) might include only an intercept column and columns for first-order terms, while the true model involves first-order terms (Xd and some two-factor interaction terms (X2).
a. Show that:
