Government and business have become more concerned with measuring market performance in terms of consumer satisfactions and dissatisfactions (CS/D). This research is concerned with the question of how one ought to measure CS/D. Offers a taxonomy of alternative CS/D measures and presents data from a national urban study of consumer complaints to evaluate four of the proposed categories. (Editor/RK)