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Taste heterogeneity and latent preferences in the choice behaviour of freight transport operators

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  • Bergantino, Angela S.
  • Bierlaire, Michel
  • Catalano, Mario
  • Migliore, Marco
  • Amoroso, Salvatore

Abstract

In this paper we show that individual attitudes of road carriers and their latent preferences toward specific freight service attributes do play a role in determining their mode choices. Specifically, we contribute to the empirical literature on freight agents' mode choice by exploring the role of the “perceived importance” of the most relevant service dimensions in determining the attractiveness of two alternatives to “all-road” transport: logistics terminals and road–sea intermodal services. This is carried out through a revealed/stated preference experiment and a mixture of logit framework. Our results support the hypothesis that operators' attitudes towards time, punctuality and risk of loss/damage can significantly enhance the explanatory power of the choice model, thus providing useful information for policy-makers to improve the regional freight mobility system. The “all road” option is preferred by hauliers concerned with the risk of loss/damage but it is, instead, disregarded by those assigning great relevance to punctuality. We also found substantial heterogeneity among respondents: larger firms tend to assign a lower value to time but a higher importance to the risk of loss/damage, especially if shipments are not frequent. In addition, the relevance of service reliability is higher the reliability greater the load size. Finally, we find that the nature of the transported goods significantly influences the choices of operators: when consigning perishables, hauliers tend to prefer the flexibility of a road-related mode. Any policy aiming at fostering the growth of intermodal transport and logistics and to remove obstacles to implementing rationalisation policies in the field of freight transport should take account of these elements.

Suggested Citation

  • Bergantino, Angela S. & Bierlaire, Michel & Catalano, Mario & Migliore, Marco & Amoroso, Salvatore, 2013. "Taste heterogeneity and latent preferences in the choice behaviour of freight transport operators," Transport Policy, Elsevier, vol. 30(C), pages 77-91.
  • Handle: RePEc:eee:trapol:v:30:y:2013:i:c:p:77-91
    DOI: 10.1016/j.tranpol.2013.08.002
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    1. Robin, Th. & Antonini, G. & Bierlaire, M. & Cruz, J., 2009. "Specification, estimation and validation of a pedestrian walking behavior model," Transportation Research Part B: Methodological, Elsevier, vol. 43(1), pages 36-56, January.
    2. Angela Stefania Bergantino & Simona Bolis, 2008. "Monetary values of transport service attributes: land versus maritime ro-ro transport. An application using adaptive stated preferences," Maritime Policy & Management, Taylor & Francis Journals, vol. 35(2), pages 159-174, April.
    3. Angela Stefania Bergantino & Simona Bolis, 2005. "An Adaptive Conjoint Analysis of Freight Service Alternatives: Evaluating the Maritime Option," Advances in Spatial Science, in: Aura Reggiani & Laurie A. Schintler (ed.), Methods and Models in Transport and Telecommunications, chapter 10, pages 181-198, Springer.
    4. Angela S. Bergantino & Simona Bolis, 2003. "An Adaptive Conjoint Analysis of Freight Service Alternatives: Evaluating the Maritime Alternative," ERSA conference papers ersa03p428, European Regional Science Association.
    5. Vredin Johansson, Maria & Heldt, Tobias & Johansson, Per, 2006. "The effects of attitudes and personality traits on mode choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(6), pages 507-525, July.
    6. Fosgerau, Mogens & Bierlaire, Michel, 2007. "A practical test for the choice of mixing distribution in discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 41(7), pages 784-794, August.
    7. Walker, Joan & Ben-Akiva, Moshe, 2002. "Generalized random utility model," Mathematical Social Sciences, Elsevier, vol. 43(3), pages 303-343, July.
    8. Greene, William H. & Hensher, David A., 2003. "A latent class model for discrete choice analysis: contrasts with mixed logit," Transportation Research Part B: Methodological, Elsevier, vol. 37(8), pages 681-698, September.
    9. Puckett, Sean M. & Hensher, David A. & Brooks, Mary R. & Trifts, Valerie, 2011. "Preferences for alternative short sea shipping opportunities," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(2), pages 182-189, March.
    10. Aura Reggiani & Laurie A. Schintler (ed.), 2005. "Methods and Models in Transport and Telecommunications," Advances in Spatial Science, Springer, number 978-3-540-28550-2.
    11. Ben-Akiva, Moshe & McFadden, Daniel & Train, Kenneth & Börsch-Supan, Axel, 2002. "Hybrid Choice Models: Progress and Challenges," Sonderforschungsbereich 504 Publications 02-29, Sonderforschungsbereich 504, Universität Mannheim;Sonderforschungsbereich 504, University of Mannheim.
    12. Mary R Brooks & Sean M Puckett & David A Hensher & Adrian Sammons, 2012. "Understanding mode choice decisions: A study of Australian freight shippers," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 14(3), pages 274-299, September.
    13. Arunotayanun, Kriangkrai & Polak, John W., 2011. "Taste heterogeneity and market segmentation in freight shippers' mode choice behaviour," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(2), pages 138-148, March.
    14. Feo, María & Espino, Raquel & García, Leandro, 2011. "An stated preference analysis of Spanish freight forwarders modal choice on the south-west Europe Motorway of the Sea," Transport Policy, Elsevier, vol. 18(1), pages 60-67, January.
    15. Luca Zamparini & Aura Reggiani, 2007. "Freight Transport and the Value of Travel Time Savings: A Meta‐analysis of Empirical Studies," Transport Reviews, Taylor & Francis Journals, vol. 27(5), pages 621-636, March.
    16. Louviere,Jordan J. & Hensher,David A. & Swait,Joffre D. With contributions by-Name:Adamowicz,Wiktor, 2000. "Stated Choice Methods," Cambridge Books, Cambridge University Press, number 9780521788304, October.
    17. Choo, Sangho & Mokhtarian, Patricia L., 2004. "What type of vehicle do people drive? The role of attitude and lifestyle in influencing vehicle type choice," University of California Transportation Center, Working Papers qt7vg1057g, University of California Transportation Center.
    18. Rob Konings & Hugo Priemus & Peter Nijkamp (ed.), 2008. "The Future of Intermodal Freight Transport," Books, Edward Elgar Publishing, number 3738.
    19. Golob, Thomas F., 2001. "Joint models of attitudes and behavior in evaluation of the San Diego I-15 congestion pricing project," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(6), pages 495-514, July.
    20. Leandro García-Menéndez & Inmaculada Martínez-Zarzoso & Delia Pinero De Miguel, 2004. "Determinants of Mode Choice between Road and Shipping for Freight Transport: Evidence for Four Spanish Exporting Sectors," Journal of Transport Economics and Policy, University of Bath, vol. 38(3), pages 447-466, September.
    21. Carlo Prato & Shlomo Bekhor & Cristina Pronello, 2012. "Latent variables and route choice behavior," Transportation, Springer, vol. 39(2), pages 299-319, March.
    22. Andrew Daly & Stephane Hess & Bhanu Patruni & Dimitris Potoglou & Charlene Rohr, 2012. "Using ordered attitudinal indicators in a latent variable choice model: a study of the impact of security on rail travel behaviour," Transportation, Springer, vol. 39(2), pages 267-297, March.
    23. Train, Kenneth & Wilson, Wesley W., 2008. "Estimation on stated-preference experiments constructed from revealed-preference choices," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 191-203, March.
    24. Yáñez, M.F. & Raveau, S. & Ortúzar, J. de D., 2010. "Inclusion of latent variables in Mixed Logit models: Modelling and forecasting," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(9), pages 744-753, November.
    25. Choo, Sangho & Mokhtarian, Patricia L., 2004. "What type of vehicle do people drive? The role of attitude and lifestyle in influencing vehicle type choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(3), pages 201-222, March.
    26. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    27. M. Beuthe & Ch. Bouffioux, 2008. "Analysing Qualitative Attributes of Freight Transport from Stated Orders of Preference Experiment," Journal of Transport Economics and Policy, University of Bath, vol. 42(1), pages 105-128, January.
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    22. Kim, Sung Hoo & Mokhtarian, Patricia L., 2018. "Taste heterogeneity as an alternative form of endogeneity bias: Investigating the attitude-moderated effects of built environment and socio-demographics on vehicle ownership using latent class modelin," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 130-150.
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