Comparing alternative models of heterogeneity in consumer choice behavior

M Keane, N Wasi - Journal of Applied Econometrics, 2013 - Wiley Online Library
When modeling demand for differentiated products, it is vital to adequately capture
consumer taste heterogeneity, But there is no clearly preferred approach. Here, we compare …

The generalized multinomial logit model: accounting for scale and coefficient heterogeneity

DG Fiebig, MP Keane, J Louviere… - Marketing science, 2010 - pubsonline.informs.org
The mixed or heterogeneous multinomial logit (MIXL) model has become popular in a
number of fields, especially marketing, health economics, and industrial organization. In …

Does scale heterogeneity across individuals matter? An empirical assessment of alternative logit models

WH Greene, DA Hensher - Transportation, 2010 - Springer
There is growing interest in establishing a mechanism to account for scale heterogeneity
across individuals (essentially the variance of a variance term or the standard deviation of …

Latent class structures: taste heterogeneity and beyond

S Hess - Handbook of choice modelling, 2024 - elgaronline.com
The treatment of heterogeneity across individual decision makers is one of the key topics of
research in choice modelling, as evidenced by many of the chapters in this book. While, in …

Accounting for primary and secondary demand effects with aggregate data

H Nair, JP Dubé, P Chintagunta - Marketing Science, 2005 - pubsonline.informs.org
Discrete choice models of aggregate demand, such as the random coefficients logit, can
handle large differentiated products categories parsimoniously while still providing flexible …

An empirical comparison of logit choice models with discrete versus continuous representations of heterogeneity

RL Andrews, A Ainslie… - Journal of Marketing …, 2002 - journals.sagepub.com
Currently, there is an important debate about the relative merits of models with discrete and
continuous representations of consumer heterogeneity. In a recent JMR study,; hereafter …

The logit as a model of product differentiation

SP Anderson, A De Palma - Oxford Economic Papers, 1992 - academic.oup.com
THIS paper presents a simple approach to describe the demand of a population of
heterogeneous consumers for a set of differentiated goods. The demand system used is the …

Modeling preference and structural heterogeneity in consumer choice

WA Kamakura, BD Kim, J Lee - Marketing Science, 1996 - pubsonline.informs.org
Consumer heterogeneity is fundamental to the marketing concept, providing the basis for
market segmentation, targeting and positioning, as well as micro-marketing. Substantial …

Recovery of inter-and intra-personal heterogeneity using mixed logit models

S Hess, KE Train - Transportation Research Part B: Methodological, 2011 - Elsevier
Most applications of discrete choice models in transportation now utilise a random
coefficient specification, such as mixed logit, to represent taste heterogeneity. However, little …

Structural applications of the discrete choice model

JP Dubé, P Chintagunta, A Petrin, B Bronnenberg… - Marketing letters, 2002 - Springer
A growing body of empirical literature uses structurally-derived economic models to study
the nature of competition and to measure explicitly the economic impact of strategic policies …