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Controlling for the effects of information in a public goods discrete choice model

Author

Listed:
  • Mikolaj Czajkowski

    (Faculty of Economic Sciences, University of Warsaw, Poland)

  • Nick Hanley

    (School of Geography and Sustainable Development, University of St. Andrews)

  • Jacob LaRiviere

    (Department of Economics, University of Tennessee)

Abstract
This paper develops a reduced form method of controlling for differences in information sets of subjects in public good discrete choice models, using stated preference data. The main contribution of our method comes from accounting for the effect of information provided during a survey on the mean and the variance of individual-specific scale parameters. In this way we incorporate both scale heterogeneity as well as observed and unobserved preference heterogeneity to investigate differences across an d within information treatments. Our approach will also be useful to researchers who want to combine stated preference data sets while controlling for scale differences. We illustrate our approach using the data from a discrete choice experiment study of a biodiversity conservation program and find that the mean of individual -specific scale parameters and its variance in the sample is sensitive to the information set provided to the respondents.

Suggested Citation

  • Mikolaj Czajkowski & Nick Hanley & Jacob LaRiviere, 2014. "Controlling for the effects of information in a public goods discrete choice model," Discussion Papers in Environment and Development Economics 2014-04, University of St. Andrews, School of Geography and Sustainable Development.
    • Handle: RePEc:sss:wpaper:2014-04
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    1. Sándor, Zsolt & Train, Kenneth, 2004. "Quasi-random simulation of discrete choice models," Transportation Research Part B: Methodological, Elsevier, vol. 38(4), pages 313-327, May.
    2. Christie, Mike & Gibbons, James, 2011. "The effect of individual ‘ability to choose’ (scale heterogeneity) on the valuation of environmental goods," Ecological Economics, Elsevier, vol. 70(12), pages 2250-2257.
    3. Scarpa, Riccardo & Rose, John M., 2008. "Design efficiency for non-market valuation with choice modelling: how to measure it, what to report and why," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 52(3), pages 1-30.
    4. Scott J. Savage & Donald M. Waldman, 2008. "Learning and fatigue during choice experiments: a comparison of online and mail survey modes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 351-371.
    5. 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.
    6. David Aadland & Arthur Caplan & Owen Phillips, 2007. "A Bayesian examination of information and uncertainty in contingent valuation," Journal of Risk and Uncertainty, Springer, vol. 35(2), pages 149-178, October.
    7. Bergemann, Dirk & Valimaki, Juuso, 1996. "Learning and Strategic Pricing," Econometrica, Econometric Society, vol. 64(5), pages 1125-1149, September.
    8. Erik Meijer & Jan Rouwendal, 2006. "Measuring welfare effects in models with random coefficients," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(2), pages 227-244, March.
    9. Hoehn, John P. & Lupi, Frank & Kaplowitz, Michael D., 2010. "Stated Choice Experiments with Complex Ecosystem Changes: The Effect of Information Formats on Estimated Variances and Choice Parameters," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 35(3), pages 1-23, December.
    10. Caussade, Sebastián & Ortúzar, Juan de Dios & Rizzi, Luis I. & Hensher, David A., 2005. "Assessing the influence of design dimensions on stated choice experiment estimates," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 621-640, August.
    11. Carson, Richard T. & Czajkowski, Mikołaj, 2019. "A new baseline model for estimating willingness to pay from discrete choice models," Journal of Environmental Economics and Management, Elsevier, vol. 95(C), pages 57-61.
    12. Swait, Joffre & Adamowicz, Wiktor, 2001. "Choice Environment, Market Complexity, and Consumer Behavior: A Theoretical and Empirical Approach for Incorporating Decision Complexity into Models of Consumer Choice," Organizational Behavior and Human Decision Processes, Elsevier, vol. 86(2), pages 141-167, November.
    13. William S. Breffle & Robert D. Rowe, 2002. "Comparing Choice Question Formats for Evaluating Natural Resource Tradeoffs," Land Economics, University of Wisconsin Press, vol. 78(2), pages 298-314.
    14. Hensher, David A. & Rose, John M. & Greene, William H., 2008. "Combining RP and SP data: biases in using the nested logit ‘trick’ – contrasts with flexible mixed logit incorporating panel and scale effects," Journal of Transport Geography, Elsevier, vol. 16(2), pages 126-133.
    15. Nelson, Phillip, 1970. "Information and Consumer Behavior," Journal of Political Economy, University of Chicago Press, vol. 78(2), pages 311-329, March-Apr.
    16. Junyi Shen, 2009. "Latent class model or mixed logit model? A comparison by transport mode choice data," Applied Economics, Taylor & Francis Journals, vol. 41(22), pages 2915-2924.
    17. 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.
    18. Fosgerau, M. & Bierlaire, M., 2009. "Discrete choice models with multiplicative error terms," Transportation Research Part B: Methodological, Elsevier, vol. 43(5), pages 494-505, June.
    19. Dirk Bergemann & Juuso Välimäki, 2006. "Dynamic Pricing of New Experience Goods," Journal of Political Economy, University of Chicago Press, vol. 114(4), pages 713-743, August.
    20. Anna Alberini & Paolo Rosato & Alberto Longo & Valentina Zanatta, 2005. "Information and Willingness to Pay in a Contingent Valuation Study: The Value of S. Erasmo in the Lagoon of Venice," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 48(2), pages 155-175.
    21. David Hensher & William Greene, 2003. "The Mixed Logit model: The state of practice," Transportation, Springer, vol. 30(2), pages 133-176, May.
    22. Paul R. Milgrom, 1981. "Good News and Bad News: Representation Theorems and Applications," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 380-391, Autumn.
    23. Mike Christie & Christopher D. Azevedo, 2009. "Testing the Consistency Between Standard Contingent Valuation, Repeated Contingent Valuation and Choice Experiments," Journal of Agricultural Economics, Wiley Blackwell, vol. 60(1), pages 154-170, February.
    24. Linda Court Salisbury & Fred M. Feinberg, 2010. "Alleviating the Constant Stochastic Variance Assumption in Decision Research: Theory, Measurement, and Experimental Test," Marketing Science, INFORMS, vol. 29(1), pages 1-17, 01-02.
    25. Carson, Richard T & Wilks, Leanne & Imber, David, 1994. "Valuing the Preservation of Australia's Kakadu Conservation Zone," Oxford Economic Papers, Oxford University Press, vol. 46(0), pages 727-749, Supplemen.
    26. Scarpa, Riccardo & Ruto, Eric S. K. & Kristjanson, Patti & Radeny, Maren & Drucker, Adam G. & Rege, John E. O., 2003. "Valuing indigenous cattle breeds in Kenya: an empirical comparison of stated and revealed preference value estimates," Ecological Economics, Elsevier, vol. 45(3), pages 409-426, July.
    27. Roy Brouwer & Thijs Dekker & John Rolfe & Jill Windle, 2010. "Choice Certainty and Consistency in Repeated Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 46(1), pages 93-109, May.
    28. Denzil G. Fiebig & Michael P. Keane & Jordan Louviere & Nada Wasi, 2010. "The Generalized Multinomial Logit Model: Accounting for Scale and Coefficient Heterogeneity," Marketing Science, INFORMS, vol. 29(3), pages 393-421, 05-06.
    29. MacMillan, Douglas & Hanley, Nick & Lienhoop, Nele, 2006. "Contingent valuation: Environmental polling or preference engine?," Ecological Economics, Elsevier, vol. 60(1), pages 299-307, November.
    30. Czajkowski, Mikolaj & Hanley, Nick & LaRiviere, Jacob & Simpson, Katherine, 2014. "What is the Causal Effect of Information and Learning about a Public Good on Willingness to Pay?," SIRE Discussion Papers 2014-009, Scottish Institute for Research in Economics (SIRE).
    31. Hensher, David & Louviere, Jordan & Swait, Joffre, 1998. "Combining sources of preference data," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 197-221, November.
    32. Stephane Hess & John Rose, 2012. "Can scale and coefficient heterogeneity be separated in random coefficients models?," Transportation, Springer, vol. 39(6), pages 1225-1239, November.
    33. LaRiviere, Jacob & Czajkowski, Mikołaj & Hanley, Nick & Aanesen, Margrethe & Falk-Petersen, Jannike & Tinch, Dugald, 2014. "The value of familiarity: Effects of knowledge and objective signals on willingness to pay for a public good," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 376-389.
    34. Søren Olsen, 2009. "Choosing Between Internet and Mail Survey Modes for Choice Experiment Surveys Considering Non-Market Goods," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 44(4), pages 591-610, December.
    35. LaRiviere, Jacob & Czajkowski, Mikolaj & Hanley, Nick & Aanesen, Margrethe & Falk-Peterson, Jannike & Tinch, Dugald, 2014. "Effects of Experience, Knowledge and Signals on Willingness to Pay for a Public Good," SIRE Discussion Papers 2014-008, Scottish Institute for Research in Economics (SIRE).
    36. 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.
    37. Hanley, Nick & Czajkowski, Mikolaj & Hanley-Nickolls, Rose & Redpath, Steve, 2010. "Economic values of species management options in human-wildlife conflicts: Hen Harriers in Scotland," Ecological Economics, Elsevier, vol. 70(1), pages 107-113, November.
    38. Laura Taylor & Mark Morrison & Kevin Boyle, 2010. "Exchange Rules and the Incentive Compatibility of Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 47(2), pages 197-220, October.
    39. Richard T. Carson & Miko_aj Czajkowski, 2014. "The discrete choice experiment approach to environmental contingent valuation," Chapters, in: Stephane Hess & Andrew Daly (ed.), Handbook of Choice Modelling, chapter 9, pages 202-235, Edward Elgar Publishing.
    40. Daniel McFadden, 1976. "The Revealed Preferences of a Government Bureaucracy: Empirical Evidence," Bell Journal of Economics, The RAND Corporation, vol. 7(1), pages 55-72, Spring.
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    More about this item

    Keywords

    information; uncertainty; choice modelling; information effects; scale; scale heterogeneity; G-MNL; combined datasets;
    All these keywords.

    JEL classification:

    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • D03 - Microeconomics - - General - - - Behavioral Microeconomics: Underlying Principles
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D61 - Microeconomics - - Welfare Economics - - - Allocative Efficiency; Cost-Benefit Analysis

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