Loss of efficiency in regression analysis due to irrelevant variables: A generalization

Abstract This note extends the specification error analysis of irrelevant variables in a regression model. It is shown that the loss of efficiency in estimating relevant regression coefficient is directly related to the magnitudes of the canonical correlations between the sets of relevant and irrelevant variables.