• OLS is no longer efficient among linear estimators. Furthermore, since prior residuals help to predict current residuals, we can take advantage of this information to form a better prediction of the dependent variable. • Standard errors computed using the textbook OLS formula are not correct, and are generally understated. • If there are lagged dependent variables on the right-hand side, OLS estimates are biased and inconsistent.