All the studies made so far, on purchase incidence of consumer non-durable items, have been related to the number of possible purchases by a randomly selected consumer, during a fixed time-interval. In this note, we propose to study the average number of purchases, across the consumers in a region, in a given time period. A Bayesian approach has been suggested so that the sample values have a greater bearing on the estimates.