A reanalysis and extension of Montgomery, Hollenbach, and Ward (2012) shows that the predictive performance of Ensemble Bayesian Model Averaging (EBMA) strongly depends on the conditions of the forecasting problem. EBMA is of limited value in situations with small samples and many component...