IDEAS home Printed from https://ideas.repec.org/a/eee/ecolec/v148y2018icp36-42.html
   My bibliography  Save this article

Framing Decisions in Uncertain Scenarios: An Analysis of Tourist Preferences in the Face of Global Warming

Author

Listed:
  • Bujosa, Angel
  • Torres, Cati
  • Riera, Antoni

Abstract

This paper presents the results of a choice experiment survey of tourists in Mallorca, Spain, to elicit preferences for designed policies aimed at addressing the attractiveness losses of the destination in the face of global warming. The study is novel in two main ways. First, it introduces the uncertainty deriving from the stochastic nature of global warming, not as a policy attribute but as an inherent feature of the valuation scenario. For this reason, the expected temperature change and its probability of occurrence were kept constant across alternatives but not across different choice tasks. Second, it measures the willingness-to-pay for a set of pro-environmental policies under different framings. Results show that the inclusion of uncertainty shapes individuals' decisions.

Suggested Citation

  • Bujosa, Angel & Torres, Cati & Riera, Antoni, 2018. "Framing Decisions in Uncertain Scenarios: An Analysis of Tourist Preferences in the Face of Global Warming," Ecological Economics, Elsevier, vol. 148(C), pages 36-42.
  • Handle: RePEc:eee:ecolec:v:148:y:2018:i:c:p:36-42
    DOI: 10.1016/j.ecolecon.2018.02.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0921800917315598
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ecolecon.2018.02.003?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. Anna Alberini & Alistair Hunt & Anil Markandya, 2006. "Willingness to Pay to Reduce Mortality Risks: Evidence from a Three-Country Contingent Valuation Study," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 33(2), pages 251-264, February.
    2. John Rolfe & Jill Windle, 2015. "Do Respondents Adjust Their Expected Utility in the Presence of an Outcome Certainty Attribute in a Choice Experiment?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 60(1), pages 125-142, January.
    3. John Loomis & Armando Gonzalez-Caban & Robin Gregory, 1994. "Do Reminders of Substitutes and Budget Constraints Influence Contingent Valuation Estimates?," Land Economics, University of Wisconsin Press, vol. 70(4), pages 499-506.
    4. Klaus Glenk & Sergio Colombo, 2011. "How Sure Can You Be? A Framework for Considering Delivery Uncertainty in Benefit Assessments Based on Stated Preference Methods," Journal of Agricultural Economics, Wiley Blackwell, vol. 62(1), pages 25-46, February.
    5. Andrea Bigano & Jacqueline M. Hamilton & Richard S.J. Tol, 2004. "The Impact Of Climate On Holiday Destination Choice," Working Papers FNU-55, Research unit Sustainability and Global Change, Hamburg University, revised Oct 2004.
    6. DeShazo, J. R. & Fermo, German, 2002. "Designing Choice Sets for Stated Preference Methods: The Effects of Complexity on Choice Consistency," Journal of Environmental Economics and Management, Elsevier, vol. 44(1), pages 123-143, July.
    7. Torres, Cati & Faccioli, Michela & Riera Font, Antoni, 2017. "Waiting or acting now? The effect on willingness-to-pay of delivering inherent uncertainty information in choice experiments," Ecological Economics, Elsevier, vol. 131(C), pages 231-240.
    8. Greene, William H. & Hensher, David A. & Rose, John, 2006. "Accounting for heterogeneity in the variance of unobserved effects in mixed logit models," Transportation Research Part B: Methodological, Elsevier, vol. 40(1), pages 75-92, January.
    9. Tiziana Luisetti & Ian J. Bateman & R. Kerry Turner, 2011. "Testing the Fundamental Assumption of Choice Experiments: Are Values Absolute or Relative?," Land Economics, University of Wisconsin Press, vol. 87(2), pages 284-296.
    10. Marit Kragt, 2013. "The Effects of Changing Cost Vectors on Choices and Scale Heterogeneity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(2), pages 201-221, February.
    11. Veronesi, Marcella & Chawla, Fabienne & Maurer, Max & Lienert, Judit, 2014. "Climate change and the willingness to pay to reduce ecological and health risks from wastewater flooding in urban centers and the environment," Ecological Economics, Elsevier, vol. 98(C), pages 1-10.
    12. Bujosa, Angel & Riera, Antoni & Torres, Catalina M., 2015. "Valuing tourism demand attributes to guide climate change adaptation measures efficiently: The case of the Spanish domestic travel market," Tourism Management, Elsevier, vol. 47(C), pages 233-239.
    13. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    14. Marit Kragt & Jeffrey Bennett, 2012. "Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(1), pages 43-59, January.
    15. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    16. Morten Mørkbak & Tove Christensen & Dorte Gyrd-Hansen, 2010. "Choke Price Bias in Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(4), pages 537-551, April.
    17. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    18. Glenk, Klaus & Colombo, Sergio, 2013. "Modelling Outcome-Related Risk in Choice Experiments," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 57(4), pages 1-20.
    19. Rolfe, John & Bennett, Jeffrey W. & Louviere, Jordan, 1997. "Stated values and reminders of substitute goods: Testing for framing effects with choice modelling," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 46(1), pages 1-20.
    20. Mikołaj Czajkowski & Nick Hanley & Jacob LaRiviere, 2016. "Controlling for the Effects of Information in a Public Goods Discrete Choice Model," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 63(3), pages 523-544, March.
    21. John Rose & Iain Black, 2006. "Means matter, but variance matter too: Decomposing response latency influences on variance heterogeneity in stated preference experiments," Marketing Letters, Springer, vol. 17(4), pages 295-310, December.
    22. W. Michael Hanemann, 1984. "Welfare Evaluations in Contingent Valuation Experiments with Discrete Responses," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 66(3), pages 332-341.
    23. David Revelt & Kenneth Train, 1998. "Mixed Logit With Repeated Choices: Households' Choices Of Appliance Efficiency Level," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 647-657, November.
    24. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74, pages 132-132.
    25. Roy Brouwer & Marije Schaafsma, 2013. "Modelling risk adaptation and mitigation behaviour under different climate change scenarios," Climatic Change, Springer, vol. 117(1), pages 11-29, March.
    26. Hess, Stephane & Train, Kenneth E., 2011. "Recovery of inter- and intra-personal heterogeneity using mixed logit models," Transportation Research Part B: Methodological, Elsevier, vol. 45(7), pages 973-990, August.
    27. Angel Bujosa & Jaume Rosselló, 2013. "Climate change and summer mass tourism: the case of Spanish domestic tourism," Climatic Change, Springer, vol. 117(1), pages 363-375, March.
    28. Krinsky, Itzhak & Robb, A Leslie, 1986. "On Approximating the Statistical Properties of Elasticities," The Review of Economics and Statistics, MIT Press, vol. 68(4), pages 715-719, November.
    29. Hanley, Nick & Adamowicz, Wiktor & Wright, Robert E., 2005. "Price vector effects in choice experiments: an empirical test," Resource and Energy Economics, Elsevier, vol. 27(3), pages 227-234, October.
    30. Williams, Galina & Rolfe, John, 2017. "Willingness to pay for emissions reduction: Application of choice modeling under uncertainty and different management options," Energy Economics, Elsevier, vol. 62(C), pages 302-311.
    31. David A. Hensher, 2006. "How do respondents process stated choice experiments? Attribute consideration under varying information load," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 861-878.
    32. Gregory L. Poe & Kelly L. Giraud & John B. Loomis, 2005. "Computational Methods for Measuring the Difference of Empirical Distributions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 87(2), pages 353-365.
    33. Thomas Lundhede & Jette Bredahl Jacobsen & Nick Hanley & Niels Strange & Bo Jellesmark Thorsen, 2015. "Incorporating Outcome Uncertainty and Prior Outcome Beliefs in Stated Preferences," Land Economics, University of Wisconsin Press, vol. 91(2), pages 296-316.
    34. Hess, Stephane & Rose, John M., 2009. "Allowing for intra-respondent variations in coefficients estimated on repeated choice data," Transportation Research Part B: Methodological, Elsevier, vol. 43(6), pages 708-719, July.
    35. Oehlmann, Malte & Meyerhoff, Jürgen & Mariel, Petr & Weller, Priska, 2017. "Uncovering context-induced status quo effects in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 59-73.
    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. Bujosa Bestard, Angel & Riera Font, Antoni, 2021. "Attribute range effects: Preference anomaly or unexplained variance?," Journal of choice modelling, Elsevier, vol. 41(C).
    2. Davies, Helen J. & Wu, Hangjian & Schaafsma, Marije, 2023. "Willingness-to-pay for urban ecosystem services provision under objective and subjective uncertainty," Resource and Energy Economics, Elsevier, vol. 71(C).
    3. Bockarjova, Marija & Botzen, Wouter J.W. & Koetse, Mark J., 2020. "Economic valuation of green and blue nature in cities: A meta-analysis," Ecological Economics, Elsevier, vol. 169(C).

    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. Alejandra R. Enríquez & Angel Bujosa Bestard, 2020. "Measuring the economic impact of climate-induced environmental changes on sun-and-beach tourism," Climatic Change, Springer, vol. 160(2), pages 203-217, May.
    2. Davies, Helen J. & Wu, Hangjian & Schaafsma, Marije, 2023. "Willingness-to-pay for urban ecosystem services provision under objective and subjective uncertainty," Resource and Energy Economics, Elsevier, vol. 71(C).
    3. Bujosa Bestard, Angel & Riera Font, Antoni, 2021. "Attribute range effects: Preference anomaly or unexplained variance?," Journal of choice modelling, Elsevier, vol. 41(C).
    4. Torres, Cati & Faccioli, Michela & Riera Font, Antoni, 2017. "Waiting or acting now? The effect on willingness-to-pay of delivering inherent uncertainty information in choice experiments," Ecological Economics, Elsevier, vol. 131(C), pages 231-240.
    5. Hangjian Wu & Emmanouil Mentzakis & Marije Schaafsma, 2022. "Exploring Different Assumptions about Outcome-Related Risk Perceptions in Discrete Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 81(3), pages 531-572, March.
    6. West, Grant H. & Snell, Heather & Kovacs, Kent & Nayga, Rodolfo M., 2020. "Estimation of the preferences for the intertemporal services from groundwater," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304220, Agricultural and Applied Economics Association.
    7. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
    8. Marit Kragt & Jeffrey Bennett, 2012. "Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(1), pages 43-59, January.
    9. Glenk, Klaus & Meyerhoff, Jürgen & Akaichi, Faical & Martin-Ortega, Julia, 2019. "Revisiting cost vector effects in discrete choice experiments," Resource and Energy Economics, Elsevier, vol. 57(C), pages 135-155.
    10. Christos Makriyannis & Robert J. Johnston & Ewa Zawojska, 2022. "Do numerical probabilities promote informed stated preference responses under inherent uncertainty? Insight from a coastal adaptation choice experiment," Working Papers 2022-05, Faculty of Economic Sciences, University of Warsaw.
    11. Ahi, Jülide Ceren & Aanesen, Margrethe & Kipperberg, Gorm, 2023. "Testing the sensitivity of stated environmental preferences to variations in choice architecture," Ecological Economics, Elsevier, vol. 205(C).
    12. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    13. Gillespie Rob & Kragt Marit E., 2012. "Accounting for Nonmarket Impacts in a Benefit-Cost Analysis of Underground Coal Mining in New South Wales, Australia," Journal of Benefit-Cost Analysis, De Gruyter, vol. 3(2), pages 1-29, May.
    14. Hoyos, David, 2010. "The state of the art of environmental valuation with discrete choice experiments," Ecological Economics, Elsevier, vol. 69(8), pages 1595-1603, June.
    15. Sergio Colombo & Nick Hanley & Jordan Louviere, 2009. "Modeling preference heterogeneity in stated choice data: an analysis for public goods generated by agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 40(3), pages 307-322, May.
    16. Hoyos Ramos, David, 2010. "Using discrete choice experiments for environmental valuation," BILTOKI 1134-8984, Universidad del País Vasco - Departamento de Economía Aplicada III (Econometría y Estadística).
    17. Tobias Holmsgaard Larsen & Thomas Lundhede & Søren Bøye Olsen, 2020. "Assessing the value of surface water and groundwater quality improvements when time lags and outcome uncertainty exist: Results from a choice experiment survey across four different countries," IFRO Working Paper 2020/12, University of Copenhagen, Department of Food and Resource Economics.
    18. Svenningsen, Lea S. & Jacobsen, Jette Bredahl, 2018. "Testing the effect of changes in elicitation format, payment vehicle and bid range on the hypothetical bias for moral goods," Journal of choice modelling, Elsevier, vol. 29(C), pages 17-32.
    19. Marit Kragt, 2013. "The Effects of Changing Cost Vectors on Choices and Scale Heterogeneity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(2), pages 201-221, February.
    20. Kragt, Marit Ellen, 2013. "Comparing models of unobserved heterogeneity in environmental choice experiments," 2013 Conference (57th), February 5-8, 2013, Sydney, Australia 152198, Australian Agricultural and Resource Economics Society.

    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:ecolec:v:148:y:2018:i:c:p:36-42. 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.elsevier.com/locate/ecolecon .

    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.