Modelling preference heterogeneity in stated choice data: an analysis for public goods generated by agriculture
AbstractStated choice models based on the random utility framework are becoming increasingly popular in the applied economics literature. The need to account for respondents' preference heterogeneity in such models has motivated researchers in agricultural, environmental, health and transport economics to apply random parameter logit and latent class models. In most of the published literature these models incorporate heterogeneity in preferences through the systematic component of utility. An alternative approach is to investigate heterogeneity through the random component of utility, and covariance heterogeneity models are one means of doing this. In this paper we compare these alternative ways of incorporating preference heterogeneity in stated choice models and evaluate how the selection of approach affects welfare estimates in a given empirical application. We find that a Latent Class approach fits our data best but all the models perform well in terms of out-of-sample predictions. Finally, we discuss what criteria a researcher can use to decide which approach is most appropriate for a given data set.
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Bibliographic InfoPaper provided by University of Stirling, Division of Economics in its series Stirling Economics Discussion Papers with number 2008-28.
Date of creation: Dec 2008
Date of revision:
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Postal: Division of Economics, University of Stirling, Stirling, Scotland FK9 4LA
Phone: +44 (0)1786 467473
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Web page: http://www.econ.stir.ac.uk/
More information through EDIRC
welfare measures; error component models; random parameter logit model; preference heterogeneity; latent class model; landscape values; agri-environmental policy; covariance heterogeneity model; choice experiments;
Other versions of this item:
- Sergio Colombo & Nick Hanley & Jordan Louviere, 2009. "Modeling preference heterogeneity in stated choice data: an analysis for public goods generated by agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 40(3), pages 307-322, 05.
- NEP-AGR-2008-12-21 (Agricultural Economics)
- NEP-ALL-2008-12-21 (All new papers)
- NEP-DCM-2008-12-21 (Discrete Choice Models)
- NEP-ECM-2008-12-21 (Econometrics)
- NEP-EXP-2008-12-21 (Experimental Economics)
- NEP-UPT-2008-12-21 (Utility Models & Prospect Theory)
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