Correcting for endogeneity due to omitted attitudes: Empirical assessment of a modified MIS method using RP mode choice data. (September 2016)

• Record Type: Journal Article
• Authors: Fernández-Antolín, Anna; Guevara, C. Angelo; de Lapparent, Matthieu; Bierlaire, Michel
• Is Part Of: Journal of choice modelling. Volume 20(2016)
• Page Start: 1
• Page End: 15
• Publication Date: 2016-09
• Subjects: Discrete choice models -- Mode choice -- Value of time -- Endogeneity -- Multiple indicator solution -- Latent variable -- Revealed preference; Decision making -- Periodicals; Social choice -- Periodicals; Decision making; Social choice; Periodicals; 302.13
• DOI: 10.1016/j.jocm.2016.09.001
• Languages: English
• ISSNs: 1755-5345

Abstract

Abstract: In this paper we extend the Multiple Indicator Solution (MIS) so that it can also be used to account for endogeneity when there are interactions between observed and unobserved factors in the specification of the utility function. We develop the theoretical derivation and illustrate it with a revealed preference case study of mode choice. Policy indicators such as time elasticity and value of time are discussed. The results are compared with a logit model and with an Integrated Choice and Latent Variable (ICLV) model. Results show that endogeneity is present in the case study and that the proposed variation of the MIS method is practical and able to account for it. Our proposed method can be seen as a starting point for the practical detection and treatment of this type of endogeneity without the drawbacks of multifold integration.