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Substitution Effects in Spatial Discrete Choice Experiments

Author

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  • Marije Schaafsma

    (University of Southampton)

  • Roy Brouwer

    (University of Waterloo
    Institute for Environmental Studies, Vrije Universiteit Amsterdam)

Abstract

This paper explores spatial substitution patterns using a choice experiment to estimate the non-market benefits of environmental quality improvements at different sites presented as labelled alternatives. We develop a novel modelling approach to estimate possible disproportional substitution patterns among these alternatives by including cross-effects in site-specific utility functions, combining mixed and universal logit models. The latter model allows for more flexibility in substitution patterns than random parameters and error-components in mixed logit models. The model is relevant to any discrete choice study that compares multiple sites that vary in their comparability and that may be perceived as (imperfect) substitutes. Applying the model in an empirical case study shows that accounting for cross-effects results in a better model fit. We discuss the validity of welfare estimates based on the inclusion of cross-effects. The results demonstrate the importance of accounting for substitution effects in spatial choice models with the aim to inform policy and decision-making.

Suggested Citation

  • Marije Schaafsma & Roy Brouwer, 2020. "Substitution Effects in Spatial Discrete Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 323-349, February.
    • Handle: RePEc:kap:enreec:v:75:y:2020:i:2:d:10.1007_s10640-019-00368-1
    DOI: 10.1007/s10640-019-00368-1
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    1. Nielsen, Anne Sofie Elberg & Lundhede, Thomas Hedemark & Jacobsen, Jette Bredahl, 2016. "Local consequences of national policies - A spatial analysis of preferences for forest access reduction," Forest Policy and Economics, Elsevier, vol. 73(C), pages 68-77.
    2. 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.
    3. Harry J.P. Timmermans & Eric J.E. Molin, 2009. "Dealing with Increased Complexity in Conjoint Experiments: Background and Overview of Alternate Approaches," Transport Reviews, Taylor & Francis Journals, vol. 29(5), pages 557-567, September.
    4. 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.
    5. Hess, Stephane & Train, Kenneth, 2017. "Correlation and scale in mixed logit models," Journal of choice modelling, Elsevier, vol. 23(C), pages 1-8.
    6. Joseph A. Herriges & Daniel J. Phaneuf, 2002. "Inducing Patterns of Correlation and Substitution in Repeated Logit Models of Recreation Demand," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(4), pages 1076-1090.
    7. 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.
    8. Richard Carson & Nicholas Flores & Norman Meade, 2001. "Contingent Valuation: Controversies and Evidence," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 19(2), pages 173-210, June.
    9. Roy Brouwer & Julia Martin-Ortega & RJulio Berbel, 2010. "Spatial Preference Heterogeneity: A Choice Experiment," Land Economics, University of Wisconsin Press, vol. 86(3).
    10. 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.
    11. Arne Hole & Julie Kolstad, 2012. "Mixed logit estimation of willingness to pay distributions: a comparison of models in preference and WTP space using data from a health-related choice experiment," Empirical Economics, Springer, vol. 42(2), pages 445-469, April.
    12. Harmen Oppewal & Harry Timmermans, 1991. "Context Effects And Decompositional Choice Modeling," Papers in Regional Science, Wiley Blackwell, vol. 70(2), pages 113-131, April.
    13. Needelman, Michael S. & Kealy, Mary Jo, 1995. "Recreational Swimming Benefits of New Hampshire Lake Water Quality Policies: An Application of a Repeated Discrete Choice Model," Agricultural and Resource Economics Review, Cambridge University Press, vol. 24(1), pages 78-87, April.
    14. Thomas J. Steenburgh, 2008. "The Invariant Proportion of Substitution Property (IPS) of Discrete-Choice Models," Marketing Science, INFORMS, vol. 27(2), pages 300-307, 03-04.
    15. 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.
    16. Stephane Hess & Amanda Stathopoulos & Danny Campbell & Vikki O’Neill & Sebastian Caussade, 2013. "It’s not that I don’t care, I just don’t care very much: confounding between attribute non-attendance and taste heterogeneity," Transportation, Springer, vol. 40(3), pages 583-607, May.
    17. Thomas J. Steenburgh & Andrew Ainslie, 2008. "Taste Heterogeneity, IIA, and the Similarity Critique," Harvard Business School Working Papers 09-049, Harvard Business School.
    18. Ivana Logar & Roy Brouwer, 2018. "Substitution Effects and Spatial Preference Heterogeneity in Single- and Multiple-Site Choice Experiments," Land Economics, University of Wisconsin Press, vol. 94(2), pages 302-322.
    19. 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.
    20. Joan L. Walker & Moshe Ben-Akiva & Denis Bolduc, 2007. "Identification of parameters in normal error component logit-mixture (NECLM) models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1095-1125.
    21. Termansen, Mette & Zandersen, Marianne & McClean, Colin J., 2008. "Spatial substitution patterns in forest recreation," Regional Science and Urban Economics, Elsevier, vol. 38(1), pages 81-97, January.
    22. 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.
    23. Joan L. Walker & Yanqiao Wang & Mikkel Thorhauge & Moshe Ben-Akiva, 2018. "D-efficient or deficient? A robustness analysis of stated choice experimental designs," Theory and Decision, Springer, vol. 84(2), pages 215-238, March.
    24. Schaafsma, Marije & Brouwer, Roy & Rose, John, 2012. "Directional heterogeneity in WTP models for environmental valuation," Ecological Economics, Elsevier, vol. 79(C), pages 21-31.
    25. Huber, Joel & Payne, John W & Puto, Christopher, 1982. "Adding Asymmetrically Dominated Alternatives: Violations of Regularity and the Similarity Hypothesis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 9(1), pages 90-98, June.
    26. Campbell, Danny & Hensher, David A. & Scarpa, Riccardo, 2014. "Bounding WTP distributions to reflect the ‘actual’ consideration set," Journal of choice modelling, Elsevier, vol. 11(C), pages 4-15.
    27. 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.
    28. Needelman, Michael S. & Kealy, Mary Jo, 1995. "Recreational Swimming Benefits Of New Hampshire Lake Water Quality Policies: An Application Of A Repeated Discrete Choice Model," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 24(1), pages 1-10, April.
    29. Marije Schaafsma & Roy Brouwer & Alison Gilbert & Jeroen van den Bergh & Alfred Wagtendonk, 2013. "Estimation of Distance-Decay Functions to Account for Substitution and Spatial Heterogeneity in Stated Preference Research," Land Economics, University of Wisconsin Press, vol. 89(3), pages 514-537.
    30. 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.
    31. Kaoru, Yoshiaki, 1995. "Measuring marine recreation benefits of water quality improvements by the nested random utility model," Resource and Energy Economics, Elsevier, vol. 17(2), pages 119-136, August.
    32. Lipovetsky, Stan & Conklin, Michael, 2014. "Finding items cannibalization and synergy by BWS data," Journal of choice modelling, Elsevier, vol. 12(C), pages 1-9.
    33. 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.
    34. 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.
    35. Stephane Hess & Andrew Daly & Richard Batley, 2018. "Revisiting consistency with random utility maximisation: theory and implications for practical work," Theory and Decision, Springer, vol. 84(2), pages 181-204, March.
    36. Agarwal, Manoj K., 2002. "Asymmetric price effects in the telecommunications services markets," Journal of Business Research, Elsevier, vol. 55(8), pages 671-677, August.
    37. Timmermans, Harry & Borgers, Aloys & van der Waerden, Peter, 1991. "Mother logit analysis of substitution effects in consumer shopping destination choice," Journal of Business Research, Elsevier, vol. 23(4), pages 311-323, December.
    38. Riccardo Scarpa & Timothy J. Gilbride & Danny Campbell & David A. Hensher, 2009. "Modelling attribute non-attendance in choice experiments for rural landscape valuation," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 36(2), pages 151-174, June.
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    More about this item

    Keywords

    Substitution; Spatial choice experiments; Cross-effects; Universal logit model;
    All these keywords.

    JEL classification:

    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q25 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Water
    • H41 - Public Economics - - Publicly Provided Goods - - - Public Goods

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