About Attitudes and Perceptions: Finding the Proper Way to Consider Latent Variables in Discrete Choice Models

Discussion Papers 1474, 24 S.

Francisco J. Bahamonde-Birke, Uwe Kunert, Heike Link, Juan de Dios Ortúzar

2015

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Published in: Transportation 44 (2017), 3, S. 475-493

Abstract

We provide an in-depth theoretical discussion about the differences between attitudes and perceptions, as well as an empirical exercise to analyze its effects. This discussion is of importance, as the large majority of papers considering attitudinal latent variables, just consider those as attributes affecting directly the utility of a certain alternative while systematic taste variations are rarely taken into account and perceptions are normally completely ignored. The results of our case study show that perceptions may indeed affect the decision making process and that they are able to capture a significant part of the variability that is normally explained by alternative specific constants. In the same line, our results indicate that attitudes may be a reason for systematic taste variations, and that a proper categorization of the latent variables, in accordance with the underlying theory, may outperform the customary assumption of linearity.

Heike Link

Research Associate in the Energy, Transportation, Environment Department



JEL-Classification: C50
Keywords: Hybrid Discrete Choice Modelling, Latent Variables, Attitudes, Perceptions
Frei zugängliche Version: (econstor)
http://hdl.handle.net/10419/110318

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