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Commodity Consistent Meta-Analysis of Wetland Values: An Illustration for Coastal Marsh Habitat

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  • Hermine Vedogbeton

    (Clark University)

  • Robert J. Johnston

    (Clark University
    Clark University)

Abstract

Prior meta-regression models (MRMs) of wetland values pool value estimates associated with diverse commodity types—for example recreation, flood control, nutrient cycling, habitat provision, nonuse value, and carbon sequestration. Neither theory nor economic intuition justify the inclusion of such dissimilar commodities within a single meta-analytic value function, leading to validity concerns. This article seeks to advance methods for commodity and welfare consistent MRMs, applied to a particular category of wetland values. We develop a wetland value MRM restricted to a specific wetland type (coastal marshes), general location (US and Canada), commodity type (habitat provision and services), and valuation approach (stated preference methods). Results indicate that willingness to pay per household for marsh habitat changes is responsive to scope, spatial scale, market extent, the type of habitat change, household characteristics, and other factors suggested by theory and intuition. Results supersede those of prior wetland value MRMs in terms of statistical performance, estimation of anticipated value surface patterns, and capacity to support conceptually valid benefit transfers. Comparison with an otherwise identical but less commodity consistent MRM demonstrates that commodity consistency leads to improved statistical and benefit transfer performance.

Suggested Citation

  • Hermine Vedogbeton & Robert J. Johnston, 2020. "Commodity Consistent Meta-Analysis of Wetland Values: An Illustration for Coastal Marsh Habitat," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(4), pages 835-865, April.
  • Handle: RePEc:kap:enreec:v:75:y:2020:i:4:d:10.1007_s10640-020-00409-0
    DOI: 10.1007/s10640-020-00409-0
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    1. Stephen C. Newbold & Patrick J. Walsh & D. Matthew Massey & Julie Hewitt, 2018. "Using structural restrictions to achieve theoretical consistency in benefit transfers," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(3), pages 529-553, March.
    2. Ryan Stapler & Robert Johnston, 2009. "Meta-Analysis, Benefit Transfer, and Methodological Covariates: Implications for Transfer Error," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(2), pages 227-246, February.
    3. 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.
    4. Moeltner, Klaus, 2019. "Bayesian nonlinear meta regression for benefit transfer," Journal of Environmental Economics and Management, Elsevier, vol. 93(C), pages 44-62.
    5. Newell, Laurie W. & Swallow, Stephen K., 2013. "Real-payment choice experiments: Valuing forested wetlands and spatial attributes within a landscape context," Ecological Economics, Elsevier, vol. 92(C), pages 37-47.
    6. Robert J. Johnston & Elena Y. Besedin & Benedict M. Holland, 2019. "Modeling Distance Decay Within Valuation Meta-Analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 72(3), pages 657-690, March.
    7. Catherine L. Kling & Daniel J. Phaneuf, 2018. "How are Scope and Adding up Relevant for Benefits Transfer?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(3), pages 483-502, March.
    8. Rosenberger, Randall S. & Loomis, John B., 2000. "Panel Stratification in Meta-Analysis of Economic Studies: An Investigation of Its Effects in the Recreation Valuation Literature," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 32(3), pages 459-470, December.
    9. Robert Johnston & Mahesh Ramachandran, 2014. "Modeling Spatial Patchiness and Hot Spots in Stated Preference Willingness to Pay," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(3), pages 363-387, November.
    10. Makriyannis, Christos & Johnston, Robert J. & Whelchel, Adam W., 2018. "Are Choice Experiment Treatments of Outcome Uncertainty Sufficient? An Application to Climate Risk Reductions," Agricultural and Resource Economics Review, Cambridge University Press, vol. 47(3), pages 419-451, December.
    11. Klaus Moeltner & Randall S. Rosenberger, 2014. "Cross-Context Benefit Transfer: A Bayesian Search for Information Pools," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(2), pages 469-488.
    12. Robert J. Johnston & Elena Y. Besedin & Ryan Stapler, 2017. "Enhanced Geospatial Validity for Meta-analysis and Environmental Benefit Transfer: An Application to Water Quality Improvements," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(2), pages 343-375, October.
    13. Hwang, Joonghyun & Petrolia, Daniel R. & Interis, Matthew G., 2014. "Consequentiality and Opt-out Responses in Stated Preference Surveys," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 0, pages 1-18.
    14. Kevin Boyle & Christopher Parmeter & Brent Boehlert & Robert Paterson, 2013. "Due Diligence in Meta-analyses to Support Benefit Transfers," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 55(3), pages 357-386, July.
    15. Boyd, James & Ringold, Paul & Krupnick, Alan & Johnston, Robert J. & Weber, Matthew A. & Hall, Kim, 2016. "Ecosystem Services Indicators: Improving the Linkage between Biophysical and Economic Analyses," International Review of Environmental and Resource Economics, now publishers, vol. 8(3-4), pages 359-443, June.
    16. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, July.
    17. Interis, Matthew & Petrolia, Daniel, 2014. "The Effects of Consequentiality in Binary- and Multinomial-Choice Surveys," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 39(2), pages 1-16.
    18. Klaus Moeltner & Richard Woodward, 2009. "Meta-Functional Benefit Transfer for Wetland Valuation: Making the Most of Small Samples," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(1), pages 89-108, January.
    19. Chaikumbung, Mayula & Doucouliagos, Hristos & Scarborough, Helen, 2016. "The economic value of wetlands in developing countries: A meta-regression analysis," Ecological Economics, Elsevier, vol. 124(C), pages 164-174.
    20. De Valck, Jeremy & Rolfe, John, 2018. "Spatial Heterogeneity in Stated Preference Valuation: Status, Challenges and Road Ahead," International Review of Environmental and Resource Economics, now publishers, vol. 11(4), pages 355-422, August.
    21. Moeltner, Klaus & Balukas, Jessica A. & Besedin, Elena & Holland, Ben, 2019. "Waters of the United States: Upgrading wetland valuation via benefit transfer," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    22. Ojea, Elena & Loureiro, Maria L., 2011. "Identifying the scope effect on a meta-analysis of biodiversity valuation studies," Resource and Energy Economics, Elsevier, vol. 33(3), pages 706-724, September.
    23. Robert J. Johnston & Benedict M. Holland & Liuyang Yao, 2016. "Individualized Geocoding in Stated Preference Questionnaires: Implications for Survey Design and Welfare Estimation," Land Economics, University of Wisconsin Press, vol. 92(4), pages 737-759.
    24. V. Kerry Smith & George Van Houtven & Subhrendu K. Pattanayak, 2002. "Benefit Transfer via Preference Calibration: "Prudential Algebra" for Policy," Land Economics, University of Wisconsin Press, vol. 78(1), pages 132-152.
    25. Edward B. Barbier & Mikołaj Czajkowski & Nick Hanley, 2017. "Is the Income Elasticity of the Willingness to Pay for Pollution Control Constant?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(3), pages 663-682, November.
    26. Matthew L. Kirwan & J. Patrick Megonigal, 2013. "Tidal wetland stability in the face of human impacts and sea-level rise," Nature, Nature, vol. 504(7478), pages 53-60, December.
    27. Woodward, Richard T. & Wui, Yong-Suhk, 2001. "The economic value of wetland services: a meta-analysis," Ecological Economics, Elsevier, vol. 37(2), pages 257-270, May.
    28. Michael Hanemann & John Loomis & Barbara Kanninen, 1991. "Statistical Efficiency of Double-Bounded Dichotomous Choice Contingent Valuation," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 73(4), pages 1255-1263.
    29. T. D. Stanley, 2008. "Meta‐Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(1), pages 103-127, February.
    30. Loomis, John B. & Rosenberger, Randall S., 2006. "Reducing barriers in future benefit transfers: Needed improvements in primary study design and reporting," Ecological Economics, Elsevier, vol. 60(2), pages 343-350, December.
    31. Robert Johnston & Klaus Moeltner, 2014. "Meta-Modeling and Benefit Transfer: The Empirical Relevance of Source-Consistency in Welfare Measures," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(3), pages 337-361, November.
    32. Bergstrom, John C. & Taylor, Laura O., 2006. "Using meta-analysis for benefits transfer: Theory and practice," Ecological Economics, Elsevier, vol. 60(2), pages 351-360, December.
    33. Kevin J. Boyle & Jeffrey M. Wooldridge, 2018. "Understanding Error Structures and Exploiting Panel Data in Meta-analytic Benefit Transfers," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(3), pages 609-635, March.
    34. Jie He & Jérôme Dupras & Thomas G. Poder, 2017. "The value of wetlands in Quebec: a comparison between contingent valuation and choice experiment," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 6(1), pages 51-78, January.
    35. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost H. Heckemeyer & Robert J. Johnston & Patrice Laroche & Jon P. Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall S. Rosenberger & , 2013. "Meta-Analysis Of Economics Research Reporting Guidelines," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 390-394, April.
    36. Londoño, Luz M. & Johnston, Robert J., 2012. "Enhancing the reliability of benefit transfer over heterogeneous sites: A meta-analysis of international coral reef values," Ecological Economics, Elsevier, vol. 78(C), pages 80-89.
    37. Matthew G. Interis & Daniel R. Petrolia, 2016. "Location, Location, Habitat: How the Value of Ecosystem Services Varies across Location and by Habitat," Land Economics, University of Wisconsin Press, vol. 92(2), pages 292-307.
    38. Charles Griffiths & Heather Klemick & Matt Massey & Chris Moore & Steve Newbold & David Simpson & Patrick Walsh & William Wheeler, 2012. "U.S. Environmental Protection Agency Valuation of Surface Water Quality Improvements," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 6(1), pages 130-146.
    39. Randall S. Rosenberger & Robert J. Johnston, 2009. "Selection Effects in Meta-Analysis and Benefit Transfer: Avoiding Unintended Consequences," Land Economics, University of Wisconsin Press, vol. 85(3), pages 410-428.
    40. Klaus Glenk & Robert J. Johnston & Jürgen Meyerhoff & Julian Sagebiel, 2020. "Spatial Dimensions of Stated Preference Valuation in Environmental and Resource Economics: Methods, Trends and Challenges," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 215-242, February.
    41. Robert J. Johnston & Randall S. Rosenberger, 2010. "Methods, Trends And Controversies In Contemporary Benefit Transfer," Journal of Economic Surveys, Wiley Blackwell, vol. 24(3), pages 479-510, July.
    42. Robert J. Johnston & Abdulallah S. Abdulrahman, 2017. "Systematic non-response in discrete choice experiments: implications for the valuation of climate risk reductions," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 6(3), pages 246-267, July.
    43. Daniel R. Petrolia & Matthew G. Interis & Joonghyun Hwang, 2014. "America's Wetland? A National Survey of Willingness to Pay for Restoration of Louisiana's Coastal Wetlands," Marine Resource Economics, University of Chicago Press, vol. 29(1), pages 17-37.
    44. Johnston, Robert J. & Rolfe, John & Zawojska, Ewa, 2018. "Benefit Transfer of Environmental and Resource Values: Progress, Prospects and Challenges," International Review of Environmental and Resource Economics, now publishers, vol. 12(2-3), pages 177-266, November.
    45. Bergstrom, John C. & Stoll, John R. & Titre, John P. & Wright, Vernon L., 1990. "Economic value of wetlands-based recreation," Ecological Economics, Elsevier, vol. 2(2), pages 129-147, June.
    46. Rosenberger, Randall S. & Loomis, John B., 2000. "Panel Stratification In Meta-Analysis Of Economic Studies: An Investigation Of Its Effects In The Recreation Valuation Literature," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 32(3), pages 1-12, December.
    47. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost Heckemeyer & Robert Johnston & Patrice Laroche & Jon Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall Rosenberger & Katja Rost, 2013. "Meta-analysis of economics research reporting guidelines," Post-Print hal-02137661, HAL.
    48. Mitsch, William J. & Gosselink, James G., 2000. "The value of wetlands: importance of scale and landscape setting," Ecological Economics, Elsevier, vol. 35(1), pages 25-33, October.
    49. 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.
    50. Milon, J. Walter & Scrogin, David, 2006. "Latent preferences and valuation of wetland ecosystem restoration," Ecological Economics, Elsevier, vol. 56(2), pages 162-175, February.
    51. Jon Nelson & Peter Kennedy, 2009. "The Use (and Abuse) of Meta-Analysis in Environmental and Natural Resource Economics: An Assessment," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(3), pages 345-377, March.
    52. STÅLE Navrud & GERALD Pruckner, 1997. "Environmental Valuation – To Use or Not to Use? A Comparative Study of the United States and Europe," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 10(1), pages 1-26, July.
    53. Robert J. Johnston & James J. Opaluch & Thomas A. Grigalunas & Marisa J. Mazzotta, 2001. "Estimating Amenity Benefits of Coastal Farmland," Growth and Change, Wiley Blackwell, vol. 32(3), pages 305-325.
    54. Moeltner, Klaus & Boyle, Kevin J. & Paterson, Robert W., 2007. "Meta-analysis and benefit transfer for resource valuation-addressing classical challenges with Bayesian modeling," Journal of Environmental Economics and Management, Elsevier, vol. 53(2), pages 250-269, March.
    55. Kevin J. Boyle & Nicolai V. Kuminoff & Christopher F. Parmeter & Jaren C. Pope, 2010. "The Benefit-Transfer Challenges," Annual Review of Resource Economics, Annual Reviews, vol. 2(1), pages 161-182, October.
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    Cited by:

    1. Ing-Marie Gren & Geoffrey Kerr, 2022. "A Meta-Regression Analysis of Hunters’ Valuations of Recreational Hunting," Sustainability, MDPI, vol. 15(1), pages 1-15, December.
    2. Newbold, Stephen C. & Johnston, Robert J., 2020. "Valuing non-market valuation studies using meta-analysis: A demonstration using estimates of willingness-to-pay for water quality improvements," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    3. Robert J. Johnston & Kevin J. Boyle & Maria L. Loureiro & Ståle Navrud & John Rolfe, 2021. "Guidance to Enhance the Validity and Credibility of Environmental Benefit Transfers," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 79(3), pages 575-624, July.
    4. Marvin Schütt, 2024. "Wind Turbines and Property Values: A Meta-Regression Analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(1), pages 1-43, January.
    5. Moeltner, Klaus & Puri, Roshan & Johnston, Robert J. & Besedin, Elena & Balukas, Jessica & Le, Alyssa, 2022. "Locally Weighted Meta-Regression and Benefit Transfer," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322359, Agricultural and Applied Economics Association.

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