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Understanding Error Structures and Exploiting Panel Data in Meta-analytic Benefit Transfers

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  • Kevin J. Boyle

    (Virginia Tech)

  • Jeffrey M. Wooldridge

    (Michigan State University)

Abstract

A regression meta-analysis is a statistical summary of results from a set of empirical studies. While, a meta-analysis is typically used to drawn inferences regarding the collective insights from an empirical literature, a regression meta-analysis can also be used to predict outcomes as a substitute for the conduct of a new study. Within the nonmarket-valuation literature benefit transfers are a special case of prediction where value estimates collected for one purpose are used as a basis for predicting value for unstudied applications. Balancing against the prediction opportunities provided by a regression meta-analysis is the potential prediction error. This paper considers some of these issues in the estimation of a regression meta-analysis to support prediction of nonmarket values for applications where an original study does not exist. We do not purport to address all elements of the error structure and prediction issues, but to present a more coherent focus to enhance future research on the validity and reliability of benefit-function transfers, and ultimately assist in enhancing the credibility of benefit transfers to support policy analyses.

Suggested Citation

  • 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.
  • Handle: RePEc:kap:enreec:v:69:y:2018:i:3:d:10.1007_s10640-017-0211-y
    DOI: 10.1007/s10640-017-0211-y
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    1. Wooldridge, Jeffrey M., 1999. "Distribution-free estimation of some nonlinear panel data models," Journal of Econometrics, Elsevier, vol. 90(1), pages 77-97, May.
    2. Jennifer Zelmer, 2003. "Linear Public Goods Experiments: A Meta-Analysis," Experimental Economics, Springer;Economic Science Association, vol. 6(3), pages 299-310, November.
    3. 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.
    4. Janusz R. Mrozek & Laura O. Taylor, 2002. "What determines the value of life? a meta-analysis," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 21(2), pages 253-270.
    5. Jasper M. Dalhuisen & Raymond J. G. M. Florax & JHenri L. F. de Groot & Peter Nijkamp, 2003. "Price and Income Elasticities of Residential Water Demand: A Meta-Analysis," Land Economics, University of Wisconsin Press, vol. 79(2), pages 292-308.
    6. Card, David & Krueger, Alan B, 1995. "Time-Series Minimum-Wage Studies: A Meta-analysis," American Economic Review, American Economic Association, vol. 85(2), pages 238-243, May.
    7. van Kooten, G. Cornelis & Eagle, Alison J. & Manley, James G. & Smolak, Tara M., 2004. "How Costly Are Carbon Offsets? A Meta-Analysis Of Carbon Forest Sinks," Working Papers 18166, University of Victoria, Resource Economics and Policy.
    8. Younjun Kim & Catherine L. Kling & Jinhua Zhao, 2015. "Understanding Behavioral Explanations of the WTP-WTA Divergence Through a Neoclassical Lens: Implications for Environmental Policy," Annual Review of Resource Economics, Annual Reviews, vol. 7(1), pages 169-187, October.
    9. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    10. Rosenberger, Randall S. & Stanley, Tom D., 2006. "Measurement, generalization, and publication: Sources of error in benefit transfers and their management," Ecological Economics, Elsevier, vol. 60(2), pages 372-378, December.
    11. Orley Ashenfelter & Colm Harmon & Hessel Oosterbeek, 1999. "A Review of Estimates of the Schooling/Earnings Relationship, with Tests for Publication Bias," Working Papers 804, Princeton University, Department of Economics, Industrial Relations Section..
    12. Ikuho Kochi & Bryan Hubbell & Randall Kramer, 2006. "An Empirical Bayes Approach to Combining and Comparing Estimates of the Value of a Statistical Life for Environmental Policy Analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 34(3), pages 385-406, July.
    13. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    14. Hansen, Christian B., 2007. "Asymptotic properties of a robust variance matrix estimator for panel data when T is large," Journal of Econometrics, Elsevier, vol. 141(2), pages 597-620, December.
    15. Leon-Gonzalez, Roberto & Scarpa, Riccardo, 2008. "Improving multi-site benefit functions via Bayesian model averaging: A new approach to benefit transfer," Journal of Environmental Economics and Management, Elsevier, vol. 56(1), pages 50-68, July.
    16. Loomis, John B. & White, Douglas S., 1996. "Economic benefits of rare and endangered species: summary and meta-analysis," Ecological Economics, Elsevier, vol. 18(3), pages 197-206, September.
    17. Kaul, Sapna & Boyle, Kevin J. & Kuminoff, Nicolai V. & Parmeter, Christopher F. & Pope, Jaren C., 2013. "What can we learn from benefit transfer errors? Evidence from 20 years of research on convergent validity," Journal of Environmental Economics and Management, Elsevier, vol. 66(1), pages 90-104.
    18. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    19. repec:fth:prinin:425 is not listed on IDEAS
    20. Jon P. Nelson, 2004. "Meta-Analysis of Airport Noise and Hedonic Property Values," Journal of Transport Economics and Policy, University of Bath, vol. 38(1), pages 1-27, January.
    21. Hoehn, John P., 2006. "Methods to address selection effects in the meta regression and transfer of ecosystem values," Ecological Economics, Elsevier, vol. 60(2), pages 389-398, December.
    22. Kevin J. Boyle & Nicolai V. Kuminoff & Christopher F. Parmeter & Jaren C. Pope, 2009. "Necessary Conditions for Valid Benefit Transfers," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(5), pages 1328-1334.
    23. Thijs Dekker & Roy Brouwer & Marjan Hofkes & Klaus Moeltner, 2011. "The Effect of Risk Context on the Value of a Statistical Life: a Bayesian Meta-model," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 49(4), pages 597-624, August.
    24. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    25. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    26. 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.
    27. 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.
    28. 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.
    29. Ashenfelter, Orley & Harmon, Colm & Oosterbeek, Hessel, 1999. "A review of estimates of the schooling/earnings relationship, with tests for publication bias," Labour Economics, Elsevier, vol. 6(4), pages 453-470, November.
    30. Craig A. Gallet & John A. List, 2003. "Cigarette demand: a meta‐analysis of elasticities," Health Economics, John Wiley & Sons, Ltd., vol. 12(10), pages 821-835, October.
    31. Siriwardena, Shyamani D. & Boyle, Kevin J. & Holmes, Thomas P. & Wiseman, P. Eric, 2016. "The implicit value of tree cover in the U.S.: A meta-analysis of hedonic property value studies," Ecological Economics, Elsevier, vol. 128(C), pages 68-76.
    32. 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.
    33. G. Cornelis van Kooten & Alison Eagle & James Manley & Tara Smolak, 2004. "How Costly are Carbon Offsets? A Meta-Analysis of Forest Carbon Sinks," Working Papers 2004-01, University of Victoria, Department of Economics, Resource Economics and Policy Analysis Research Group.
    34. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    35. Smith, V Kerry & Huang, Ju-Chin, 1995. "Can Markets Value Air Quality? A Meta-analysis of Hedonic Property Value Models," Journal of Political Economy, University of Chicago Press, vol. 103(1), pages 209-227, February.
    36. 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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    4. 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).
    5. Kovacs, Kent & West, Grant & Nowak, David J. & Haight, Robert G., 2022. "Tree cover and property values in the United States: A national meta-analysis," Ecological Economics, Elsevier, vol. 197(C).
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