Models of the behavior of the firm under uncertainty typically assume that
the joint probability distribution over all random variables is common know
ledge, and only the realized values of some variables are observed differen
tially. The main result of this paper shows that if the knowledge of the re
levant probabilities is initially decentralized, then expected-profit maxim
izing decisions can require unbounded communication, as measured by the min
imal message space dimension. The result is obtained in a simple model of a
two-period, one product firm with two managers who must communicate in ord
er to determine the level of inventory that maximizes expected profit. Jour
nal of Economic Literature Classification Numbers: D71, D82, D92. (C) 1999
Academic Press.