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In this paper we pursue the latter where we use latent brand preferences to capture the relevance of the marketing mix of an individual brand. We compare our new model with several standard approaches on in\u2010sample and out\u2010of\u2010sample fit and on the interpretation of the estimates of key parameters. 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