This article develops an alternative estimation approach for classifying new prospective consumers as “good” or “bad” prospects for direct marketing purposes. We show that the traditional approach of using demographics alone to profile non-active consumers (those who have yet to buy in the category) can be improved by waiting to observe their initial and limited number of sequential purchases i...