I introduce a Bayesian-learning model of the firm to account for a variety
of empirical facts about firms. The many tasks the firm can undertake (the
scope of the firm) are informationally related, so that the firm can enjoy
some Economies of scope from information. The model predicts changes in fir
m size and its comovement with firm scope that are broadly consistent with
the empirical evidence. It also provides an explanation for the limits to t
he scope of the firm: the firm may lack information, or it may be costly to
communicate the information necessary to undertake many tasks.