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Non-attendance and dual processing of common-metric attributes in choice analysis: a latent class specification

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Abstract

There is a growing literature that promotes the presence of process heterogeneity in the way that individuals evaluate packages of attributes in real or hypothetical markets and make choices. A centerpiece of current research is the identification of rules that individuals invoke when processing information in stated choice (SC) experiments. These rules may be heuristics used in everyday choice making as well as manifestations of ways of coping with the amount of information shown in choice experiment scenarios. In this paper, using the latent class framework, we define classes based on rules that recognise the non-attendance of one or more attributes, as well as on the addition and the parameter transfer of common-metric attributes. These processing strategies are postulated to be used in real markets as a form of cognitive rationalization. We use a SC data set, where car driving individuals choose between tolled and non-tolled routes, to translate this new evidence into a willingness to pay (WTP) for travel time savings, and contrast it with the results from a model specification in which all attributes are assumed to be attended to and are not added up with parameter preservation. We find that the WTP is significantly higher, on average, than the estimate obtained from the commonly used full relevance and attribute preservation specification.

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References

  • Bertini M, Watieu L (2007) The framing of price format. In: Fitzsimons G, Morwitz V (eds) Advances in consumer research, vol 34. ACR, Duluth MN, pp 405–408

    Google Scholar 

  • Bonini N, Tentori K, Rumiati R (2004) Contingent application of the cancellation editing operation: the role of semantic relatedness between risky outcomes. J Behav Decis Mak 17: 139–152

    Article  Google Scholar 

  • Brownstone D, Small K (2005) Valuing time and reliability: assessing the evidence from road pricing demonstrations. Transp Res A 39: 279–293

    Google Scholar 

  • Cantillo V, Ortúzar JD (2005) A semi-compensatory discrete choice model with explicit attribute thresholds of perception. Transp Res 39: 641–657

    Article  Google Scholar 

  • Cantillo V, Heydecker B, Ortúzar JD (2006) A discrete choice model incorporating thresholds for perception in attribute values. Transp Res B 40(9): 807–825

    Article  Google Scholar 

  • Gilovich T, Griffin D, Kahneman D (eds) (2002) Heuristics and biases—the psychology of intuitive judgment. Cambridge University Press, Cambridge

    Google Scholar 

  • Greene WH, Hensher DA (2009) Ordered choice, heterogeneity, and attribute processing. J Transp Econ Policy (in press)

  • Hensher DA (2006) How do respondents handle stated choice experiments? Attribute processing strategies under varying information load. J Appl Econom 21: 861–878

    Article  Google Scholar 

  • Hensher DA (2008) Joint estimation of process and outcome in choice experiments and implications for willingness to pay. J Transp Econ Policy 42(2): 297–322

    Google Scholar 

  • Hensher DA (2009) Hypothetical bias, stated choice studies and willingness to pay. Spec Issue Transp Res B (in press)

  • Hensher DA, Greene WH (2003) The mixed logit model: the state of practice. Transportation 30(2): 133–176

    Article  Google Scholar 

  • Hensher DA, Layton D (2008) Common-metric attribute parameter transfer and cognitive rationalisation: implications for willingness to pay. Institute of Transport and Logistics Studies, The University of Sydney, (July)

  • Hensher DA, Rose J (2009) Simplifying choice through attribute preservation or non-attendance: implications for willingness to pay. Transp Res E 45: 583–590

    Article  Google Scholar 

  • Hensher DA, Rose J, Greene W (2005) The implications on willingness to pay of respondents ignoring specific attributes. Transportation 32(3): 203–222

    Article  Google Scholar 

  • Hess S, Rose JM (2007) A latent class approach to modelling heterogeneous information processing strategies in SP studies. Paper presented at the Oslo workshop on valuation methods in transport planning, Oslo

  • Hess S, Hensher D (2009) Using conditioning on observed choices to retrieve individual-specific attribute processing strategies. Transp Res B (in press)

  • Houston DA, Sherman SJ (1995) Cancellation and focus: the role of shared and unique features in the choice process. J Exp Soc Psychol 31: 357–378

    Article  Google Scholar 

  • Isacsson G (2007) The trade off between time and money: is there a difference between real and hypothetical choices? Swedish National Road and Transport Research Institute, Borlange

    Google Scholar 

  • Kanninen BJ (2002) Optimal design for multinomial choice experiments. J Mark Res 39(2): 214–217

    Article  Google Scholar 

  • Layton D, Hensher DA (2008) Aggregation of common-metric attributes in preference revelation in choice experiments and implications for willingness to pay. Transp Res D Spec Issue (submitted)

  • Puckett SM, Hensher DA (2008) The role of attribute processing strategies in estimating the preferences of road freight stakeholders under variable road user charges. Transp Res E 44: 379–395

    Article  Google Scholar 

  • Puckett SM, Hensher DA (2009) Revealing the extent of process heterogeneity in choice analysis: an empirical assessment. Transp Res A 43(1): 117–126

    Google Scholar 

  • Roeder K, Lynch K, Nagin D (1999) Modeling uncertainty in latent class membership: a case study in criminology. J Am Stat Assoc 94: 766–776

    Article  Google Scholar 

  • Rose JM, Bliemer MCJ (2007) Stated preference experimental design strategies. In: Hensher DA, Button K (eds) Transport modelling. Handbooks in transport, chap 8, vol 1, 2nd edn. Elsevier Science, Oxford

    Google Scholar 

  • Rose JM, Bliemer MCJ, Hensher DA, Collins AC (2008) Designing efficient stated choice experiments involving respondent based reference alternatives. Transp Res B 42(4): 395–406

    Article  Google Scholar 

  • Sandor Z, Wedel M (2002) Profile construction in experimental choice designs for mixed logit models. Mark Sci 21(4): 455–475

    Article  Google Scholar 

  • Scarpa R, Gilbride T, Campbell D, Hensher DA (2008) Modeling attribute non-attendence in choice experiments: does it matter? Eur Rev Agric Econ (submitted)

  • Starmer C (2000) Developments in non-expected utility theory: the hunt for a descriptive theory of choice under risk. J Econ Lit XXXVIII: 332–382

    Google Scholar 

  • Swait J (2001) A non-compensatory choice model incorporating attribute cut-offs. Transp Res B 35(10): 903–928

    Article  Google Scholar 

  • Thomas M, Morwitz V (2009) Heuristics in numerical cognition: implications for pricing. Handbook of research in pricing. Edward Elgar, UK (in press)

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Hensher, D.A., Greene, W.H. Non-attendance and dual processing of common-metric attributes in choice analysis: a latent class specification. Empir Econ 39, 413–426 (2010). https://doi.org/10.1007/s00181-009-0310-x

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  • DOI: https://doi.org/10.1007/s00181-009-0310-x

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