Incorporating Context Effects in the Multidimensional Scaling of 'Pick Any/N' Choice Data
International Journal of Research in Marketing, Volume 16, Issue 1, Pages 35–55
Posted: 13 Jun 2016
Date Written: February 1999
Abstract
This paper presents a multidimensional scaling model that is estimated on pick any/N choice data, and accommodates a broad range of context effects. The methodology estimates a set of parameters capturing the direction and magnitude of the context effects, as well as the locations of brands and consumers' ideal points in a joint multidimensional space. Numerical simulation suggests that our approach can recover the true configuration of brands and ideal points in the presence of context effects with greater accuracy than a `baseline' model that does not incorporate any context effects. To illustrate the methodology and its implications, we provide an empirical application based on choice of supermarkets, from a consumer study conducted in the Netherlands.
Keywords: Buyer behavior, Choice models, Context effects, Scaling methods, Multidimensional scaling
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