Dividing forecasts of brand sales by a forecast of category sales, when the
y are generated from brand specific sales-response models, renders biased f
orecasts of the brands' market shares. In this note we propose as an altern
ative a simulation-based method which results in unbiased forecasts of mark
et shares. An application of this forecasting technique to a five brand tun
a fish market illustrates its practical relevance. (C) 2001 International I
nstitute of Forecasters. Published by Elsevier Science B.V. All rights rese
rved.