We argue for the adoption of a predictive approach to model specificat
ion. Specifically, we derive the difference between means and the rati
o of determinants of covariance matrices when a subset of explanatory
variables is included or excluded from a regression. Results for an ec
onomic application are presented as an example. (C) 1997 by John Wiley
& Sons, Ltd.