A Random-Coefficients Logit Brand-Choice Model Applied to Panel Data
Dipak C Jain,
Naufel J Vilcassim and
Pradeep Chintagunta
Journal of Business & Economic Statistics, 1994, vol. 12, issue 3, 317-28
Abstract:
A random-coefficients logit model that allows for unobserved heterogeneity in brand preferences and in the responses to marketing variables is empirically investigated using household-level panel data. The unknown underlying distribution of unobserved heterogeneity is approximated by a discrete distribution. The results reveal that there is significant unobserved heterogeneity across households and that ignoring its effects results in a downward bias in the parameter estimates of the marketing variables. It is, therefore, important to account for heterogeneity in both preferences and responses in the absence of any a priori knowledge about the nature of heterogeneity across households.
Date: 1994
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Persistent link: https://EconPapers.repec.org/RePEc:bes:jnlbes:v:12:y:1994:i:3:p:317-28
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