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What is the Causal Impact of Knowledge on Preferences in Stated Preference Studies?

Author

Listed:
  • Jacob LaRiviere

    (Department of Economics, University of Tennessee)

  • Mikolaj Czajkowski

    (Faculty of Economic Sciences, University of Warsaw)

  • Nick Hanley

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

  • Katherine Simpson

    (Economics Division, University of Stirling, Scotland)

Abstract

This paper reports the results of a stated preference experiment designed to test for how information provided in a survey affects knowledge, and how knowledge affects preferences for a public good. A novel experimental design allows us to elicit subjects’ ex ante knowledge levels about a good’s attributes, exogenously vary how much new objective information about these attributes we provide to subjects, elicit subjects’ valuation for the good, and elicit posterior knowledge states about the same attributes. We find evidence of incomplete learning and fatigue: as subjects are told more information, their marginal learning rates decrease. We find there is no marginal impact of knowledge on the mean nor the variance of WTP for changes in the environmental good; but that ex ante knowledge does affect stated WTP. Our results are consistent with preference formation models of confirmation bias, costly search, or timing differences in learning and preference formation. Our results raise questions about the purpose and effects of providing information in stated preference studies.

Suggested Citation

  • Jacob LaRiviere & Mikolaj Czajkowski & Nick Hanley & Katherine Simpson, 2016. "What is the Causal Impact of Knowledge on Preferences in Stated Preference Studies?," Working Papers 2016-12, Faculty of Economic Sciences, University of Warsaw.
    • Handle: RePEc:war:wpaper:2016-12
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    1. Joshua Schwartzstein, 2014. "Selective Attention And Learning," Journal of the European Economic Association, European Economic Association, vol. 12(6), pages 1423-1452, December.
    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. Christian A. Vossler & Maurice Doyon & Daniel Rondeau, 2012. "Truth in Consequentiality: Theory and Field Evidence on Discrete Choice Experiments," American Economic Journal: Microeconomics, American Economic Association, vol. 4(4), pages 145-171, November.
    4. 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.
    5. Xavier Gabaix & David Laibson & Guillermo Moloche & Stephen Weinberg, 2006. "Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model," American Economic Review, American Economic Association, vol. 96(4), pages 1043-1068, September.
    6. Rothschild, Michael, 1974. "A two-armed bandit theory of market pricing," Journal of Economic Theory, Elsevier, vol. 9(2), pages 185-202, October.
    7. Grossman, Zachary & Owens, David, 2012. "An unlucky feeling: Overconfidence and noisy feedback," Journal of Economic Behavior & Organization, Elsevier, vol. 84(2), pages 510-524.
    8. Thomas Blake & Chris Nosko & Steven Tadelis, 2015. "Consumer Heterogeneity and Paid Search Effectiveness: A Large‐Scale Field Experiment," Econometrica, Econometric Society, vol. 83, pages 155-174, January.
    9. Gary Bolton & Ben Greiner & Axel Ockenfels, 2013. "Engineering Trust: Reciprocity in the Production of Reputation Information," Management Science, INFORMS, vol. 59(2), pages 265-285, January.
    10. Grossman, Zachary & Owens, David, 2012. "An unlucky feeling: Overconfidence and noisy feedback," Journal of Economic Behavior & Organization, Elsevier, vol. 84(2), pages 510-524.
    11. Richard Carson & Theodore Groves, 2007. "Incentive and informational properties of preference questions," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 37(1), pages 181-210, May.
    12. Richard G. Newell & Juha Siikamäki, 2014. "Nudging Energy Efficiency Behavior: The Role of Information Labels," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 1(4), pages 555-598.
    13. Richard T. Carson & Theodore Groves & John A. List, 2014. "Consequentiality: A Theoretical and Experimental Exploration of a Single Binary Choice," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 1(1), pages 171-207.
    14. Andrew Caplin & Mark Dean, 2015. "Revealed Preference, Rational Inattention, and Costly Information Acquisition," American Economic Review, American Economic Association, vol. 105(7), pages 2183-2203, July.
    15. Andrew Caplin & Mark Dean & Daniel Martin, 2011. "Search and Satisficing," American Economic Review, American Economic Association, vol. 101(7), pages 2899-2922, December.
    16. MacMillan, Douglas & Hanley, Nick & Lienhoop, Nele, 2006. "Contingent valuation: Environmental polling or preference engine?," Ecological Economics, Elsevier, vol. 60(1), pages 299-307, November.
    17. Vossler, Christian A. & Evans, Mary F., 2009. "Bridging the gap between the field and the lab: Environmental goods, policy maker input, and consequentiality," Journal of Environmental Economics and Management, Elsevier, vol. 58(3), pages 338-345, November.
    18. Daniel A. Ackerberg, 2003. "Advertising, learning, and consumer choice in experience good markets: an empirical examination," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(3), pages 1007-1040, August.
    19. 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).
    20. Sims, Christopher A., 2003. "Implications of rational inattention," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 665-690, April.
    21. Babur De Los Santos & Ali Hortacsu & Matthijs R. Wildenbeest, 2012. "Testing Models of Consumer Search Using Data on Web Browsing and Purchasing Behavior," American Economic Review, American Economic Association, vol. 102(6), pages 2955-2980, October.
    22. Mikolaj Czajkowski & Nick Hanley & Jacob LaRiviere, 2015. "The Effects of Experience on Preferences: Theory and Empirics for Environmental Public Goods," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 333-351.
    23. Roland Bénabou & Jean Tirole, 2011. "Identity, Morals, and Taboos: Beliefs as Assets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(2), pages 805-855.
    24. Kfir Eliaz & Ran Spiegler, 2011. "Consideration Sets and Competitive Marketing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(1), pages 235-262.
    25. Yan Chen & F. Maxwell Harper & Joseph Konstan & Sherry Xin Li, 2010. "Social Comparisons and Contributions to Online Communities: A Field Experiment on MovieLens," American Economic Review, American Economic Association, vol. 100(4), pages 1358-1398, September.
    26. 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.
    27. Bateman, Ian J. & Burgess, Diane & Hutchinson, W. George & Matthews, David I., 2008. "Learning design contingent valuation (LDCV): NOAA guidelines, preference learning and coherent arbitrariness," Journal of Environmental Economics and Management, Elsevier, vol. 55(2), pages 127-141, March.
    28. Allcott, Hunt, 2011. "Social norms and energy conservation," Journal of Public Economics, Elsevier, vol. 95(9-10), pages 1082-1095, October.
    29. Paul J. Ferraro & Michael K. Price, 2013. "Using Nonpecuniary Strategies to Influence Behavior: Evidence from a Large-Scale Field Experiment," The Review of Economics and Statistics, MIT Press, vol. 95(1), pages 64-73, March.
    30. Brown, Thomas C. & Kingsley, David & Peterson, George L. & Flores, Nicholas E. & Clarke, Andrea & Birjulin, Andrej, 2008. "Reliability of individual valuations of public and private goods: Choice consistency, response time, and preference refinement," Journal of Public Economics, Elsevier, vol. 92(7), pages 1595-1606, July.
    31. 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.
    32. David Eil & Justin M. Rao, 2011. "The Good News-Bad News Effect: Asymmetric Processing of Objective Information about Yourself," American Economic Journal: Microeconomics, American Economic Association, vol. 3(2), pages 114-138, May.
    33. Czajkowski, Mikołaj & Hanley, Nick & LaRiviere, Jacob, 2013. "The effects of experience on preference uncertainty: theory and empirics for environmental goods," 2013 Conference (57th), February 5-8, 2013, Sydney, Australia 152155, Australian Agricultural and Resource Economics Society.
    34. Rema Hanna & Sendhil Mullainathan & Joshua Schwartzstein, 2014. "Learning Through Noticing: Theory and Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1311-1353.
    35. 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.
    36. Bolton, Gary E. & Ockenfels, Axel, 2012. "Behavioral economic engineering," Journal of Economic Psychology, Elsevier, vol. 33(3), pages 665-676.
    37. Allcott, Hunt, 2011. "Social norms and energy conservation," Journal of Public Economics, Elsevier, vol. 95(9), pages 1082-1095.
    38. Philip M. Fernbach & Steven A. Sloman & Robert St. Louis & Julia N. Shube, 2013. "Explanation Fiends and Foes: How Mechanistic Detail Determines Understanding and Preference," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(5), pages 1115-1131.
    39. Matthew Rabin & Joel L. Schrag, 1999. "First Impressions Matter: A Model of Confirmatory Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 37-82.
    40. Yan Chen & Sherry Xin Li, 2009. "Group Identity and Social Preferences," American Economic Review, American Economic Association, vol. 99(1), pages 431-457, March.
    41. Randall A. Lewis & Justin M. Rao, 2015. "The Unfavorable Economics of Measuring the Returns to Advertising," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1941-1973.
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    More about this item

    Keywords

    Learning; Information; Behavioral Economics; Decision Making Under Uncertainty;
    All these keywords.

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects

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