Using semi-open questions to integrate perceptions in choice models

Aurélie Glerum, Bilge Atasoy, Michel Bierlaire

Research output: Contribution to journalArticleScientificpeer-review

16 Citations (Scopus)

Abstract

This research investigates the measurement of perceptions by means of adjectives freely reported by respondents in semi-open questions. It involved the use of semi-open responses of 1763 Swiss individuals to develop indicators for a latent variable representing the perception of comfort of public transportation. The indicators are then incorporated into a discrete choice model of revealed mode choices. Perceptions are assumed to impact choice significantly and this research aims at capturing their complexity using adjectives and integrating them into the hybrid choice modeling framework. We exploit a quantification of the adjectives performed by external evaluators. Given the subjectivity that is involved, we analyze the sensitivity of the results across evaluators who rated the adjectives. We observe that the aggregate indicators of demand, such as market shares, elasticities and values of time, are rather robust across evaluators. This is not the case for the disaggregate indicators that may vary substantially across evaluators.

Original languageEnglish
Pages (from-to)11-33
JournalJournal of Choice Modelling
Volume10
Issue number1
DOIs
Publication statusPublished - 2014
Externally publishedYes

Keywords

  • Hybrid choice models
  • Latent variables
  • Mode choice models
  • Perceptions
  • Qualitative data

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