Incorporating mental representations in discrete choice models of travel behaviour: Modelling approach and empirical application

We introduce an extension of the discrete choice model to take into account individuals’ mental representation of a choice problem. We argue that, especially in daily activity and travel choices, the activated needs of an individual have an influence on the benefits he or she pursues in the choice of an alternative. The benefits in turn determine which attributes are considered in evaluating choice alternatives taking into account mental costs. The extended model considers the formation of a mental representation of a choice problem as an integral part of the choice process. We show how formation of a mental representation and making a choice can be modelled jointly in an integrated RUM framework. We further show how the integrated model can be estimated based on combined observations of mental representations and choice outcomes using maximum likelihood estimation. A comparative analysis shows that observations of the mental representations may significantly improve predictions and enhance our insights in situation-dependent motivations underlying preferences. We illustrate the approach using a dataset that involves measurements of mental representations and choice behaviour in the area of transport mode choice.

Netspar, Network for Studies on Pensions, Aging and Retirement, is a thinktank and knowledge network. Netspar is dedicated to promoting a wider understanding of the economic and social implications of pensions, aging and retirement in the Netherlands and Europe.

MORE ABOUT NETSPAR


Mission en strategy           •           Network           •           Organisation           •          Magazine
Board Brief            •            Actionplan 2023-2027           •           Researchagenda

ABOUT NETSPAR

Our partners

B20160708_university of groningen
B20160615_pggmgroengrijs_grijswaarden_small
B20211201_Cardano_Logo 2021_website
AFM logo 2023 zwart wit
View all partners