This paper provides an improved approximation to the asymptotic relative ef
ficiency of the MLE against OLS when estimating the mean equation in the pr
esence of conditional heteroscedasticity. Results are given which show that
the existing approximation may considerably understate the efficiency gain
s of ML when the conditional heteroscedasticity is substantial. (C) 2001 El
sevier Science B.V. All rights reserved.