IDEAS home Printed from https://ideas.repec.org/a/eee/eejocm/v17y2015icp1-9.html
   My bibliography  Save this article

On the identification of thresholds in travel choice modelling

Author

Listed:
  • Obermeyer, Andy
  • Treiber, Martin
  • Evangelinos, Christos

Abstract

In this paper we demonstrate different approaches for estimating thresholds with respect to attribute differences in discrete choice models. The proposed new transformation functions can easily be applied in estimation software. The usefulness of these functions is tested with synthetic data. Extensive simulation shows that many observations are necessary to detect thresholds. And furthermore, the value of travel time savings of a model ignoring these thresholds is biased. The application to stated choice data reveals a significant threshold. However, the cause and the precise form of this threshold cannot be inferred from the data. The presented approach might also be useful to model thresholds in other contexts of choice behaviour.

Suggested Citation

  • Obermeyer, Andy & Treiber, Martin & Evangelinos, Christos, 2015. "On the identification of thresholds in travel choice modelling," Journal of choice modelling, Elsevier, vol. 17(C), pages 1-9.
  • Handle: RePEc:eee:eejocm:v:17:y:2015:i:c:p:1-9
    DOI: 10.1016/j.jocm.2015.12.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1755534515301081
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jocm.2015.12.001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. David Metz, 2008. "Response to the Responses," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 713-715, November.
    2. Glenn Lyons, 2008. "A Comment on ‘The Myth of Travel Time Saving’," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 706-709, November.
    3. Fosgerau, Mogens, 2007. "Using nonparametrics to specify a model to measure the value of travel time," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(9), pages 842-856, November.
    4. Bert Van Wee & Piet Rietveld, 2008. "‘The Myth of Travel Time Saving’: A Comment," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 688-692, November.
    5. S. K. Lioukas, 1984. "Thresholds and Transitivity in Stochastic Consumer Choice: A Multinomial Logit Analysis," Management Science, INFORMS, vol. 30(1), pages 110-122, January.
    6. K. S. Krishnan, 1977. "Incorporating Thresholds of Indifference in Probabilistic Choice Models," Management Science, INFORMS, vol. 23(11), pages 1224-1233, July.
    7. Börjesson, Maria & Eliasson, Jonas, 2014. "Experiences from the Swedish Value of Time study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 144-158.
    8. David A. Hensher, 2001. "Measurement of the Valuation of Travel Time Savings," Journal of Transport Economics and Policy, University of Bath, vol. 35(1), pages 71-98, January.
    9. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    10. Duncan Ironmonger & Philip Norman, 2008. "Improvements in Transport Infrastructure are designed to Increase Travel Speed: Comments on ‘The Myth of Travel Time Saving’," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 694-698, November.
    11. Bliemer, Michiel C.J. & Rose, John M., 2013. "Confidence intervals of willingness-to-pay for random coefficient logit models," Transportation Research Part B: Methodological, Elsevier, vol. 58(C), pages 199-214.
    12. Armstrong, Paula & Garrido, Rodrigo & Ortúzar, Juan de Dios, 0. "Confidence intervals to bound the value of time," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 37(2-3), pages 143-161, April.
    13. Tim Schwanen, 2008. "Reflections on Travel Time Savings: Comments to David Metz," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 709-713, November.
    14. Hjorth, Katrine & Fosgerau, Mogens, 2012. "Using prospect theory to investigate the low marginal value of travel time for small time changes," Transportation Research Part B: Methodological, Elsevier, vol. 46(8), pages 917-932.
    15. Mackie, P.J. & Jara-Díaz, S. & Fowkes, A.S., 0. "The value of travel time savings in evaluation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 37(2-3), pages 91-106, April.
    16. Joel L. Horowitz, 1983. "Statistical Comparison of Non-Nested Probabilistic Discrete Choice Models," Transportation Science, INFORMS, vol. 17(3), pages 319-350, August.
    17. Small, Kenneth A., 2012. "Valuation of travel time," Economics of Transportation, Elsevier, vol. 1(1), pages 2-14.
    18. Gunn, Hugh, 0. "Spatial and temporal transferability of relationships between travel demand, trip cost and travel time," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 37(2-3), pages 163-189, April.
    19. Robert B. Noland, 2008. "Understanding Accessibility and Road Capacity Changes: A Response in Support of Metz," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 698-706, November.
    20. Peter Mackie, 2008. "Who Knows Where the Time Goes? A Response to David Metz," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 692-694, November.
    21. Moshe Givoni, 2008. "A Comment on ‘The Myth of Travel Time Saving’," Transport Reviews, Taylor & Francis Journals, vol. 28(6), pages 685-688, November.
    22. Axhausen, Kay W. & Hess, Stephane & König, Arnd & Abay, Georg & Bates, John J. & Bierlaire, Michel, 2008. "Income and distance elasticities of values of travel time savings: New Swiss results," Transport Policy, Elsevier, vol. 15(3), pages 173-185, May.
    23. Cantillo, Víctor & Heydecker, Benjamin & de Dios Ortúzar, Juan, 2006. "A discrete choice model incorporating thresholds for perception in attribute values," Transportation Research Part B: Methodological, Elsevier, vol. 40(9), pages 807-825, November.
    24. Cantillo, Víctor & Amaya, Johanna & Ortúzar, J. de D., 2010. "Thresholds and indifference in stated choice surveys," Transportation Research Part B: Methodological, Elsevier, vol. 44(6), pages 753-763, July.
    25. Lars Hultkrantz & Reza Mortazavi, 2001. "Anomalies in the Value of Travel-Time Changes," Journal of Transport Economics and Policy, University of Bath, vol. 35(2), pages 285-299, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Evangelinos, Christos & Obermeyer, Andy & Bartel, Aaron, 2020. "The individual monetary valuation of online hotel ratings," IU Discussion Papers - Hospitality, Tourism & Event 3/2020, IU International University of Applied Sciences.
    2. Hugo Bois, 2016. "A new behavioral framework to analyze preference construction and decision processes within the modal choice," Working Papers 1608, Chaire Economie du climat.
    3. Hugo Bois, 2016. "A New Behavioral Framework to Analyze Preferences Construction and Decision Processes Within The Modal Choice," Working Papers hal-04141584, HAL.
    4. Fu, Jianhua & Zhang, Yongqing, 2020. "Valuation of travel time reliability: Considering the traveler's adaptive expectation with an indifference band on daily trip duration," Transportation Research Part A: Policy and Practice, Elsevier, vol. 140(C), pages 337-353.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hjorth, Katrine & Fosgerau, Mogens, 2012. "Using prospect theory to investigate the low marginal value of travel time for small time changes," Transportation Research Part B: Methodological, Elsevier, vol. 46(8), pages 917-932.
    2. Maria Börjesson, 2014. "Inter-temporal variation in the travel time and travel cost parameters of transport models," Transportation, Springer, vol. 41(2), pages 377-396, March.
    3. Kingsley Adjenughwure & Basil Papadopoulos, 2019. "Towards a Fair and More Transparent Rule-Based Valuation of Travel Time Savings," Sustainability, MDPI, vol. 11(4), pages 1-19, February.
    4. Stephane Hess & Andrew Daly & Maria Börjesson, 2020. "A critical appraisal of the use of simple time-money trade-offs for appraisal value of travel time measures," Transportation, Springer, vol. 47(3), pages 1541-1570, June.
    5. Ilka Dubernet & Kay W. Axhausen, 2020. "The German value of time and value of reliability study: the survey work," Transportation, Springer, vol. 47(3), pages 1477-1513, June.
    6. Cantillo, Víctor & Amaya, Johanna & Ortúzar, J. de D., 2010. "Thresholds and indifference in stated choice surveys," Transportation Research Part B: Methodological, Elsevier, vol. 44(6), pages 753-763, July.
    7. Small, Kenneth A., 2012. "Valuation of travel time," Economics of Transportation, Elsevier, vol. 1(1), pages 2-14.
    8. Börjesson, Maria & Eliasson, Jonas, 2014. "Experiences from the Swedish Value of Time study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 144-158.
    9. Fosgerau, Mogens, 2007. "Using nonparametrics to specify a model to measure the value of travel time," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(9), pages 842-856, November.
    10. Schmid, Basil & Molloy, Joseph & Peer, Stefanie & Jokubauskaite, Simona & Aschauer, Florian & Hössinger, Reinhard & Gerike, Regine & Jara-Diaz, Sergio R. & Axhausen, Kay W., 2021. "The value of travel time savings and the value of leisure in Zurich: Estimation, decomposition and policy implications," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 186-215.
    11. Binsuwadan, Jawaher & Wardman, Mark & de Jong, Gerard & Batley, Richard & Wheat, Phill, 2023. "The income elasticity of the value of travel time savings: A meta-analysis," Transport Policy, Elsevier, vol. 136(C), pages 126-136.
    12. Hess, Stephane & Daly, Andrew & Dekker, Thijs & Cabral, Manuel Ojeda & Batley, Richard, 2017. "A framework for capturing heterogeneity, heteroskedasticity, non-linearity, reference dependence and design artefacts in value of time research," Transportation Research Part B: Methodological, Elsevier, vol. 96(C), pages 126-149.
    13. Evangelinos, Christos & Obermeyer, Andy & Bartel, Aaron, 2020. "The individual monetary valuation of online hotel ratings," IU Discussion Papers - Hospitality, Tourism & Event 3/2020, IU International University of Applied Sciences.
    14. Fosgerau, Mogens, 2006. "Investigating the distribution of the value of travel time savings," Transportation Research Part B: Methodological, Elsevier, vol. 40(8), pages 688-707, September.
    15. Sander Cranenburgh & Marco Kouwenhoven, 2021. "An artificial neural network based method to uncover the value-of-travel-time distribution," Transportation, Springer, vol. 48(5), pages 2545-2583, October.
    16. Merkert, Rico & Beck, Matthew, 2017. "Value of travel time savings and willingness to pay for regional aviation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 96(C), pages 29-42.
    17. Obermeyer Andy & Wieland Bernhard & Evangelinos Christos, 2014. "Die ökonomische Bewertung kleiner Reisezeiteinsparungen / The Economic Valuation of Small Travel Time Savings," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 234(1), pages 44-69, February.
    18. Bliemer, Michiel C.J. & Rose, John M., 2011. "Experimental design influences on stated choice outputs: An empirical study in air travel choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(1), pages 63-79, January.
    19. Bouscasse, Hélène & de Lapparent, Matthieu, 2019. "Perceived comfort and values of travel time savings in the Rhône-Alpes Region," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 370-387.
    20. Luca Zamparini & Aura Reggiani, 2007. "Meta-Analysis and the Value of Travel Time Savings: A Transatlantic Perspective in Passenger Transport," Networks and Spatial Economics, Springer, vol. 7(4), pages 377-396, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eejocm:v:17:y:2015:i:c:p:1-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/journal-of-choice-modelling .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.