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Perceptual mapping is widely used in marketing to analyze market structure, design new products, and develop advertising strategies. This article presents theoretical arguments and empirical evidence which suggest that factor analysis is superior to discriminant analysis and similarity scaling with respect to predictive ability, managerial interpretability, and ease of use.
Hauser et al. (Thu,) studied this question.