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Directional heterogeneity in WTP models for environmental valuation

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  • Schaafsma, Marije
  • Brouwer, Roy
  • Rose, John

Abstract

Many studies in the stated preference literature on environmental valuation do not include the effects of substitutes and distance in willingness-to-pay (WTP) models, in spite of the relevance of these effects in aggregation and benefit transfer. Heterogeneity in the availability of substitutes over space may cause multidirectional distance effects in WTP. As a result, disregarding this spatial heterogeneity may lead to biased estimators of the distance effect and associated WTP values (Cameron, 2006). In this paper, we demonstrate that distance decay is subject to significant directional effects which tend to be related to differences in the availability of substitutes across the study area. We apply a straightforward methodology to account for such spatial heterogeneity in choice experiments and assess the effect on WTP for improvements in ecosystem services in a lake district. We model distance-decay effects, whilst controlling for heterogeneity between users and non-users and non-use related WTP reasons. The directional effects result in significantly different WTP estimates, different market sizes reflecting the population with positive WTP, and differences in total WTP up to 32%.

Suggested Citation

  • Schaafsma, Marije & Brouwer, Roy & Rose, John, 2012. "Directional heterogeneity in WTP models for environmental valuation," Ecological Economics, Elsevier, vol. 79(C), pages 21-31.
  • Handle: RePEc:eee:ecolec:v:79:y:2012:i:c:p:21-31
    DOI: 10.1016/j.ecolecon.2012.04.013
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    1. A. Stewart Fotheringham, 1988. "Note—Consumer Store Choice and Choice Set Definition," Marketing Science, INFORMS, vol. 7(3), pages 299-310.
    2. Concu, Giovanni B., 2007. "Investigating distance effects on environmental values: a choice modelling approach," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 51(2), pages 1-20.
    3. Andy Jones & Jan Wright & Ian Bateman & Marije Schaafsma, 2010. "Estimating Arrival Numbers for Informal Recreation: A Geographical Approach and Case Study of British Woodlands," Sustainability, MDPI, vol. 2(2), pages 1-18, February.
    4. Concu, Giovanni B, 2005. "Are non-use values distance-independent? Identifying the market area using a choice modelling experiment," Risk and Sustainable Management Group Working Papers 149850, University of Queensland, School of Economics.
    5. Ronald G. Cummings & Philip T. Ganderton & Thomas McGuckin, 1994. "Substitution Effects in CVM Values," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 76(2), pages 205-214.
    6. Lockwood, Michael, 1996. "Non-Compensatory Preference Structures In Non-Market Valuation Of Natural Area Policy," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 40(2), pages 1-17, August.
    7. Bateman, Ian J. & Day, Brett H. & Georgiou, Stavros & Lake, Iain, 2006. "The aggregation of environmental benefit values: Welfare measures, distance decay and total WTP," Ecological Economics, Elsevier, vol. 60(2), pages 450-460, December.
    8. Mark Morrison & Jeff Bennett, 2004. "Valuing New South Wales rivers for use in benefit transfer," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 48(4), pages 591-611, December.
    9. Atakelty Hailu & Wiktor Adamowicz & Peter Boxall, 2000. "Complements, Substitutes, Budget Constraints and Valuation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 16(1), pages 51-68, May.
    10. Brownstone, David & Train, Kenneth, 1998. "Forecasting new product penetration with flexible substitution patterns," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 109-129, November.
    11. 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.
    12. Cameron, Trudy Ann, 2006. "Directional heterogeneity in distance profiles in hedonic property value models," Journal of Environmental Economics and Management, Elsevier, vol. 51(1), pages 26-45, January.
    13. Joseph A. Herriges & Silvia Secchik & JBruce A. Babcock, 2005. "Living with Hogs in Iowa: The Impact of Livestock Facilities on Rural Residential Property Values," Land Economics, University of Wisconsin Press, vol. 81(4).
    14. van Bueren, Martin & Bennett, Jeffrey W., 2004. "Towards the development of a transferable set of value estimates for environmental attributes," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 48(1), pages 1-32.
    15. Carson, Richard & Flores, Nicholas E. & Hanemann, W. Michael, 1998. "Sequencing and Valuing Public Goods," Journal of Environmental Economics and Management, Elsevier, vol. 36(3), pages 314-323, November.
    16. Boxall, Peter C. & Adamowicz, Wiktor L. & Swait, Joffre & Williams, Michael & Louviere, Jordan, 1996. "A comparison of stated preference methods for environmental valuation," Ecological Economics, Elsevier, vol. 18(3), pages 243-253, September.
    17. Roy Brouwer & Julia Martin-Ortega & RJulio Berbel, 2010. "Spatial Preference Heterogeneity: A Choice Experiment," Land Economics, University of Wisconsin Press, vol. 86(3).
    18. Hoehn John P. & Loomis John B., 1993. "Substitution Effects in the Valuation of Multiple Environmental Programs," Journal of Environmental Economics and Management, Elsevier, vol. 25(1), pages 56-75, July.
    19. Anselin, Luc & Getis, Arthur, 1992. "Spatial Statistical Analysis and Geographic Information Systems," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 26(1), pages 19-33, April.
    20. Rose, John M. & Bliemer, Michiel C.J. & Hensher, David A. & Collins, Andrew T., 2008. "Designing efficient stated choice experiments in the presence of reference alternatives," Transportation Research Part B: Methodological, Elsevier, vol. 42(4), pages 395-406, May.
    21. Mazur, Kasia & Bennett, Jeffrey W., 2009. "Location differences in communities’ preferences for environmental improvements in selected NSW catchments: A Choice Modelling approach," 2009 Conference (53rd), February 11-13, 2009, Cairns, Australia 47946, Australian Agricultural and Resource Economics Society.
    22. George R. Parsons & A. Brett Hauber, 1998. "Spatial Boundaries and Choice Set Definition in a Random Utility Model of Recreation Demand," Land Economics, University of Wisconsin Press, vol. 74(1), pages 32-48.
    23. Johnston, Robert J. & Ramachandran, Mahesh & Schultz, Eric T. & Segerson, Kathleen & Besedin, Elena Y., 2011. "Characterizing Spatial Pattern in Ecosystem Service Values when Distance Decay Doesn’t Apply: Choice Experiments and Local Indicators of Spatial Association," 2011 Annual Meeting, July 24-26, 2011, Pittsburgh, Pennsylvania 103374, Agricultural and Applied Economics Association.
    24. Payne, John W & Schkade, David A. & Desvousges, William H. & Aultman, Chris, 2000. "Valuation of Multiple Environmental Programs," Journal of Risk and Uncertainty, Springer, vol. 21(1), pages 95-115, July.
    25. 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.
    26. Brouwer, Roy & Slangen, Louis H G, 1998. "Contingent Valuation of the Public Benefits of Agricultural Wildlife Management: The Case of Dutch Peat Meadow Land," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 25(1), pages 53-72.
    27. Randall, Alan & Hoehn, John P., 1996. "Embedding in Market Demand Systems," Journal of Environmental Economics and Management, Elsevier, vol. 30(3), pages 369-380, May.
    28. Roy Brouwer, 2008. "The potential role of stated preference methods in the Water Framework Directive to assess disproportionate costs," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 51(5), pages 597-614.
    29. 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.
    30. Ian Bateman & Ian Langford, 1997. "Non-users' Willingness to Pay for a National Park: An Application and Critique of the Contingent Valuation Method," Regional Studies, Taylor & Francis Journals, vol. 31(6), pages 571-582.
    31. Carson Richard T. & Mitchell Robert Cameron, 1995. "Sequencing and Nesting in Contingent Valuation Surveys," Journal of Environmental Economics and Management, Elsevier, vol. 28(2), pages 155-173, March.
    32. Bulte, Erwin & Gerking, Shelby & List, John A. & de Zeeuw, Aart, 2005. "The effect of varying the causes of environmental problems on stated WTP values: evidence from a field study," Journal of Environmental Economics and Management, Elsevier, vol. 49(2), pages 330-342, March.
    33. Pate, Jennifer & Loomis, John, 1997. "The effect of distance on willingness to pay values: a case study of wetlands and salmon in California," Ecological Economics, Elsevier, vol. 20(3), pages 199-207, March.
    34. Ronald J. Sutherland & Richard G. Walsh, 1985. "Effect of Distance on the Preservation Value of Water Quality," Land Economics, University of Wisconsin Press, vol. 64(3), pages 281-291.
    35. Ian J. Bateman & Richard T. Carson & Brett Day & Michael Hanemann & Nick Hanley & Tannis Hett & Michael Jones-Lee & Graham Loomes, 2002. "Economic Valuation with Stated Preference Techniques," Books, Edward Elgar Publishing, number 2639.
    36. Adamowicz W. & Louviere J. & Williams M., 1994. "Combining Revealed and Stated Preference Methods for Valuing Environmental Amenities," Journal of Environmental Economics and Management, Elsevier, vol. 26(3), pages 271-292, May.
    37. Robert J. Johnston & RStephen K. Swallow & Dana Marie Bauer, 2002. "Spatial Factors and Stated Preference Values for Public Goods: Considerations for Rural Land Use," Land Economics, University of Wisconsin Press, vol. 78(4), pages 481-500.
    38. John B. Loomis, 2000. "Vertically Summing Public Good Demand Curves: An Empirical Comparison of Economic versus Political Jurisdictions," Land Economics, University of Wisconsin Press, vol. 76(2), pages 312-321.
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