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On the Generalizability of Experimental Results in Economics: With A Response To Camerer

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  • Omar Al-Ubaydli
  • John List

Abstract

Economists are increasingly turning to the experimental method as a means to estimate causal effects. By using randomization to identify key treatment effects, theories previously viewed as untestable are now scrutinized, efficacy of public policies are now more easily verified, and stakeholders can swiftly add empirical evidence to aid their decision-making. This study provides an overview of experimental methods in economics, with a special focus on developing an economic theory of generalizability. Given that field experiments are in their infancy, our secondary focus pertains to a discussion of the various parameters that they identify, and how they add to scientific knowledge. We conclude that until we conduct more field experiments that build a bridge between the lab and the naturally-occurring settings of interest we cannot begin to make strong conclusions empirically on the crucial question of generalizability from the lab to the field.

Suggested Citation

  • Omar Al-Ubaydli & John List, 2013. "On the Generalizability of Experimental Results in Economics: With A Response To Camerer," Artefactual Field Experiments j0001, The Field Experiments Website.
  • Handle: RePEc:feb:artefa:j0001
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    1. repec:feb:framed:0074 is not listed on IDEAS
    2. Stefano DellaVigna & John A. List & Ulrike Malmendier, 2012. "Testing for Altruism and Social Pressure in Charitable Giving," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 1-56.
    3. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    4. Daniel Rondeau & John List, 2008. "Matching and challenge gifts to charity: evidence from laboratory and natural field experiments," Experimental Economics, Springer;Economic Science Association, vol. 11(3), pages 253-267, September.
    5. Kenneth I. Wolpin & Mark R. Rosenzweig, 2000. "Natural "Natural Experiments" in Economics," Journal of Economic Literature, American Economic Association, vol. 38(4), pages 827-874, December.
    6. Oriana Bandiera & Iwan Barankay & Imran Rasul, 2005. "Social Preferences and the Response to Incentives: Evidence from Personnel Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 917-962.
    7. John List, 2008. "Introduction to field experiments in economics with applications to the economics of charity," Experimental Economics, Springer;Economic Science Association, vol. 11(3), pages 203-212, September.
    8. Camerer, Colin F & Hogarth, Robin M, 1999. "The Effects of Financial Incentives in Experiments: A Review and Capital-Labor-Production Framework," Journal of Risk and Uncertainty, Springer, vol. 19(1-3), pages 7-42, December.
    9. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    10. Armin Falk & James J. Heckman, 2009. "Lab Experiments are a Major Source of Knowledge in the Social Sciences," Working Papers 200935, Geary Institute, University College Dublin.
    11. Matthias Benz & Stephan Meier, "undated". "Do People Behave in Experiments as in the Field? � Evidence from Donations," IEW - Working Papers 248, Institute for Empirical Research in Economics - University of Zurich.
    12. Glenn W. Harrison & Morten I. Lau & E. Elisabet Rutström, 2007. "Estimating Risk Attitudes in Denmark: A Field Experiment," Scandinavian Journal of Economics, Wiley Blackwell, vol. 109(2), pages 341-368, June.
    13. Matthias Benz & Stephan Meier, 2008. "Do people behave in experiments as in the field?—evidence from donations," Experimental Economics, Springer;Economic Science Association, vol. 11(3), pages 268-281, September.
    14. Ernst Fehr & Georg Kirchsteiger & Arno Riedl, 1993. "Does Fairness Prevent Market Clearing? An Experimental Investigation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(2), pages 437-459.
    15. Omar Al-Ubaydli & John List, 2012. "On the Generalizability of Experimental Results in Economics," Artefactual Field Experiments 00467, The Field Experiments Website.
    16. Edward P. Lazear & Ulrike Malmendier & Roberto A. Weber, 2012. "Sorting in Experiments with Application to Social Preferences," American Economic Journal: Applied Economics, American Economic Association, vol. 4(1), pages 136-163, January.
    17. Glenn W. Harrison & John A. List, 2004. "Field Experiments," Journal of Economic Literature, American Economic Association, vol. 42(4), pages 1009-1055, December.
    18. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away From Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1067-1101.
    19. Ernst Fehr & John A. List, 2004. "The Hidden Costs and Returns of Incentives-Trust and Trustworthiness Among CEOs," Journal of the European Economic Association, MIT Press, vol. 2(5), pages 743-771, September.
    20. Ernst Fehr & Klaus M. Schmidt, 1999. "A Theory of Fairness, Competition, and Cooperation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 817-868.
    21. Steven Levitt & John List, 2008. "Homo economicus evolves," Artefactual Field Experiments 00095, The Field Experiments Website.
    22. Glenn W Harrison & John A List & Charles Towe, 2007. "Naturally Occurring Preferences and Exogenous Laboratory Experiments: A Case Study of Risk Aversion," Econometrica, Econometric Society, vol. 75(2), pages 433-458, March.
    23. Hossain Tanjim & Morgan John, 2006. "...Plus Shipping and Handling: Revenue (Non) Equivalence in Field Experiments on eBay," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 5(2), pages 1-30, January.
    24. Steven Levitt & John List & David Reiley, 2010. "What happens in the field stays in the field: Professionals do not play minimax in laboratory experiments," Artefactual Field Experiments 00080, The Field Experiments Website.
    25. Kahneman, Daniel & Knetsch, Jack L & Thaler, Richard, 1986. "Fairness as a Constraint on Profit Seeking: Entitlements in the Market," American Economic Review, American Economic Association, vol. 76(4), pages 728-741, September.
    26. Steven D. Levitt & John A. List & David H. Reiley, 2010. "What Happens in the Field Stays in the Field: Exploring Whether Professionals Play Minimax in Laboratory Experiments," Econometrica, Econometric Society, vol. 78(4), pages 1413-1434, July.
    27. repec:feb:framed:0077 is not listed on IDEAS
    28. Slonim, Robert & Wang, Carmen & Garbarino, Ellen & Merrett, Danielle, 2012. "Opting-In: Participation Biases in the Lab," IZA Discussion Papers 6865, Institute of Labor Economics (IZA).
    29. Ignacio Palacios-Huerta & Oscar Volij, 2008. "Experientia Docet: Professionals Play Minimax in Laboratory Experiments," Econometrica, Econometric Society, vol. 76(1), pages 71-115, January.
    30. Steven D. Levitt & John A. List, 2007. "Viewpoint: On the generalizability of lab behaviour to the field," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 40(2), pages 347-370, May.
    31. Henrich, Joseph & Boyd, Robert & Bowles, Samuel & Camerer, Colin & Fehr, Ernst & Gintis, Herbert (ed.), 2004. "Foundations of Human Sociality: Economic Experiments and Ethnographic Evidence from Fifteen Small-Scale Societies," OUP Catalogue, Oxford University Press, number 9780199262052.
    32. Vernon L. Smith, 1962. "An Experimental Study of Competitive Market Behavior," Journal of Political Economy, University of Chicago Press, vol. 70, pages 111-111.
    33. Levitt, Steven D. & List, John A., 2009. "Field experiments in economics: The past, the present, and the future," European Economic Review, Elsevier, vol. 53(1), pages 1-18, January.
    34. John List & Sally Sadoff & Mathis Wagner, 2011. "So you want to run an experiment, now what? Some simple rules of thumb for optimal experimental design," Experimental Economics, Springer;Economic Science Association, vol. 14(4), pages 439-457, November.
    35. repec:feb:artefa:0110 is not listed on IDEAS
    36. John A. List, 2011. "Why Economists Should Conduct Field Experiments and 14 Tips for Pulling One Off," Journal of Economic Perspectives, American Economic Association, vol. 25(3), pages 3-16, Summer.
    37. Uri Gneezy & John A List, 2006. "Putting Behavioral Economics to Work: Testing for Gift Exchange in Labor Markets Using Field Experiments," Econometrica, Econometric Society, vol. 74(5), pages 1365-1384, September.
    38. repec:feb:artefa:0095 is not listed on IDEAS
    39. James J. Heckman, 2000. "Causal Parameters and Policy Analysis in Economics: A Twentieth Century Retrospective," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(1), pages 45-97.
    40. Steven D. Levitt & John A. List, 2007. "What Do Laboratory Experiments Measuring Social Preferences Reveal About the Real World?," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 153-174, Spring.
    41. repec:feb:framed:0087 is not listed on IDEAS
    42. Zacharias Maniadis & Fabio Tufano & John A. List, 2014. "One Swallow Doesn't Make a Summer: New Evidence on Anchoring Effects," American Economic Review, American Economic Association, vol. 104(1), pages 277-290, January.
    43. John A. List, 2004. "Neoclassical Theory Versus Prospect Theory: Evidence from the Marketplace," Econometrica, Econometric Society, vol. 72(2), pages 615-625, March.
    44. Gordon Dahl & Stefano DellaVigna, 2009. "Does Movie Violence Increase Violent Crime?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(2), pages 677-734.
    45. Bohm, Peter, 1972. "Estimating demand for public goods: An experiment," European Economic Review, Elsevier, vol. 3(2), pages 111-130.
    46. Smith, Vernon L & Walker, James M, 1993. "Monetary Rewards and Decision Cost in Experimental Economics," Economic Inquiry, Western Economic Association International, vol. 31(2), pages 245-261, April.
    47. Francisco Alpizar & Fredrik Carlsson & Olof Johansson-Stenman, 2008. "Does context matter more for hypothetical than for actual contributions? Evidence from a natural field experiment," Experimental Economics, Springer;Economic Science Association, vol. 11(3), pages 299-314, September.
    48. John A. List, 2006. "The Behavioralist Meets the Market: Measuring Social Preferences and Reputation Effects in Actual Transactions," Journal of Political Economy, University of Chicago Press, vol. 114(1), pages 1-37, February.
    49. Nancy Cartwright, 1991. "Replicability, Reproducibility, and Robustness: Comments on Harry Collins," History of Political Economy, Duke University Press, vol. 23(1), pages 143-155, Spring.
    50. Colin F. Camerer & Ernst Fehr, "undated". "Measuring Social Norms and Preferences using Experimental Games: A Guide for Social Scientists," IEW - Working Papers 097, Institute for Empirical Research in Economics - University of Zurich.
    51. repec:feb:natura:0056 is not listed on IDEAS
    52. John A. List, 2011. "The Market for Charitable Giving," Journal of Economic Perspectives, American Economic Association, vol. 25(2), pages 157-180, Spring.
    53. John A. List, 2003. "Does Market Experience Eliminate Market Anomalies?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 41-71.
    54. repec:feb:artefa:0094 is not listed on IDEAS
    55. John A. List, 2009. "The Economics of Open Air Markets," NBER Working Papers 15420, National Bureau of Economic Research, Inc.
    56. repec:feb:natura:0053 is not listed on IDEAS
    57. Alpizar, Francisco & Carlsson, Fredrik & Johansson-Stenman, Olof, 2008. "Full title Does Context Matter More for Hypothetical Than for Actual Contributions? Evidence from a Natural Field Experiment," RFF Working Paper Series dp-08-02-efd, Resources for the Future.
    58. Eckel, Catherine C. & Grossman, Philip J., 1996. "Altruism in Anonymous Dictator Games," Games and Economic Behavior, Elsevier, vol. 16(2), pages 181-191, October.
    59. repec:feb:artefa:0105 is not listed on IDEAS
    60. repec:feb:artefa:0087 is not listed on IDEAS
    61. Peter Bohm, 1972. "Estimating the demand for public goods: An experiment," Framed Field Experiments 00126, The Field Experiments Website.
    62. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    63. Catherine Eckel & Philip Grossman, 2008. "Subsidizing charitable contributions: a natural field experiment comparing matching and rebate subsidies," Experimental Economics, Springer;Economic Science Association, vol. 11(3), pages 234-252, September.
    64. Colin F. Camerer & Richard H. Thaler, 1995. "Anomalies: Ultimatums, Dictators and Manners," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 209-219, Spring.
    65. Hunter, John E, 2001. "The Desperate Need for Replications," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 28(1), pages 149-158, June.
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    3. Ashkan Pakseresht & Brandon R McFadden & Carl Johan Lagerkvist, 2017. "Consumer acceptance of food biotechnology based on policy context and upstream acceptance: evidence from an artefactual field experiment," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 44(5), pages 757-780.
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    7. Christiane Bradler & Robert Dur & Susanne Neckermann & Arjan Non, 2013. "Employee Recognition and Performance: A Field Experiment," Tinbergen Institute Discussion Papers 13-038/VII, Tinbergen Institute.
    8. Andrej Gill & Florian Hett & Johannes Tischer, 2022. "Time Inconsistency and Overdraft Use: Evidence from Transaction Data and Behavioral Measurement Experiments," Working Papers 2205, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    9. Gill, Andrej & Hett, Florian & Tischer, Johannes, 2022. "Time inconsistency and overdraft use: Evidence from transaction data and behavioral measurement experiments," Discussion Papers 18/2022, Deutsche Bundesbank.
    10. Saurabh A. Lall & Li-Wei Chen & Dyana P. Mason, 2023. "Digital platforms and entrepreneurial support: a field experiment in online mentoring," Small Business Economics, Springer, vol. 61(2), pages 631-654, August.
    11. John List, 2021. "2021 Summary Data of Artefactual Field Experiments Published on Fieldexperiments.com," Artefactual Field Experiments 00749, The Field Experiments Website.
    12. Antinyan, Armenak & Corazzini, Luca, 2023. "Breaking the Bag Habit: Testing Interventions to Reduce Plastic Bag Demand in a Developing Country," Cardiff Economics Working Papers E2023/7, Cardiff University, Cardiff Business School, Economics Section.
    13. Eszter Czibor & David Jimenez‐Gomez & John A. List, 2019. "The Dozen Things Experimental Economists Should Do (More of)," Southern Economic Journal, John Wiley & Sons, vol. 86(2), pages 371-432, October.
    14. Dannenberg, Astrid & Weingärtner, Eva, 2023. "The effects of observability and an information nudge on food choice," Journal of Environmental Economics and Management, Elsevier, vol. 120(C).
    15. Florian Englmaier & Andreas Roider & Uwe Sunde, 2017. "The Role of Communication of Performance Schemes: Evidence from a Field Experiment," Management Science, INFORMS, vol. 63(12), pages 4061-4080, December.
    16. Gill, Andrej & Hett, Florian & Tischer, Johannes, 2022. "Time inconsistency and overdraft use: Evidence from transaction data and behavioral measurement experiments," SAFE Working Paper Series 347, Leibniz Institute for Financial Research SAFE.
    17. Luís Pacheco & Júlio Lobão & Sílvia Coelho, 2023. "Gender and Risk Aversion: Evidence from a Natural Experiment," Games, MDPI, vol. 14(3), pages 1-16, June.
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    20. John List, 2022. "Framed Field Experiments: 2021 Summary on Fieldexperiments.com," Framed Field Experiments 00752, The Field Experiments Website.
    21. Antinyan, Armenak & Corazzini, Luca, 2021. "Money does it better! Economic incentives, nudging interventions and reusable shopping bags: Evidence from a natural field experiment," Cardiff Economics Working Papers E2021/29, Cardiff University, Cardiff Business School, Economics Section.
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    24. Ferré, Marie & Engel, Stefanie & Gsottbauer, Elisabeth, 2018. "Which Agglomeration Payment for a Sustainable Management of Organic Soils in Switzerland? – An Experiment Accounting for Farmers' Cost Heterogeneity," Ecological Economics, Elsevier, vol. 150(C), pages 24-33.

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    More about this item

    JEL classification:

    • C9 - Mathematical and Quantitative Methods - - Design of Experiments
    • C90 - Mathematical and Quantitative Methods - - Design of Experiments - - - General
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • C92 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Group Behavior
    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments

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