The original descriptions of the approximate maximum likelihood (AML) method have left unclear an aspect of its application to the estimation of ARMA models. If the wrong interpretation is taken, poor convergence results. Also a ‘ heuristic ’ used in the instrumental variable (IV) and AML algorithms is critically examined and found sometimes to be harmful.