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Overview of PositionSolveTM Why Multiple Discriminant Analysis (MDA)? 5) 6) MDA can tell you which attributes are important in the underlying market space, and which you can ignore. Because discriminant analysis is capable of proceeding stepwise, it automatically discards attributes that do not contribute significantly to the solution. Because of its decision rule, when MDA-based perceptual mapping is combined with importance data, the resulting maps represent both differentiation and importance parsimoniously. Every brand manager recognizes that good strategies are produced only when you are making changes to a product attribute that is both important and in which there is competitive differentiation. As mentioned above, MDA-based perceptual maps, especially stepwise ones, include only those attributes that have strong interproduct differentiation. Thus, if the underlying data are importance-based (such as preference data from conjoint analysis), the derived perceptual map maximally separates products based on importance data. The strategic power of this approach is that it combines both importance (via the data source) and difference (via the MDA decision rule) on the same map. This use of perceptual mapping is also called preference mapping. TM 7