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Lottery- and survey-based risk attitudes linked through a multichoice elicitation task

Author

Listed:
  • Giuseppe Attanasi

    (University of Lille 1, LEM (Lille Economics Management), Cité Scientifique)

  • Nikolaos Georgantzís

    (Burgundy School of Wine and Spirits Business
    University of Reading)

  • Valentina Rotondi

    (Politecnico di Milano)

  • Daria Vigani

    (Catholic University of the Sacred Heart)

Abstract

We analyze the results from three different risk attitude elicitation methods. First, the broadly used test by Holt and Laury (2002), HL, second, the lottery-panel task by Sabater-Grande and Georgantzis (2002), SG, and third, responses to a survey question on self-assessment of general attitude towards risk (Dohmen et al. 2011). The first and the second task are implemented with real monetary incentives, while the third concerns all domains in life in general. Like in previous studies, the correlation of decisions across tasks is low and usually statistically non-significant. However, when we consider only subjects whose behavior across the panels of the SG task is compatible with constant relative risk aversion (CRRA), the correlation between HL and self-assessed risk attitude becomes significant. Furthermore, the correlation between HL and SG also increases for CRRA-compatible subjects, although it remains statistically non-significant.

Suggested Citation

  • Giuseppe Attanasi & Nikolaos Georgantzís & Valentina Rotondi & Daria Vigani, 2018. "Lottery- and survey-based risk attitudes linked through a multichoice elicitation task," Theory and Decision, Springer, vol. 84(3), pages 341-372, May.
    • Handle: RePEc:kap:theord:v:84:y:2018:i:3:d:10.1007_s11238-017-9613-0
    DOI: 10.1007/s11238-017-9613-0
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    1. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    2. Jan-Erik Lönnqvist & Markku Verkasalo & Gari Walkowitz & Philipp C. Wichardt, 2011. "Measuring Individual Risk Attitudes in the Lab: Task or Ask?: An Empirical Comparison," SOEPpapers on Multidisciplinary Panel Data Research 370, DIW Berlin, The German Socio-Economic Panel (SOEP).
    3. Colin Camerer & Linda Babcock & George Loewenstein & Richard Thaler, 1997. "Labor Supply of New York City Cabdrivers: One Day at a Time," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 407-441.
    4. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    5. Louis Lévy-Garboua & Hela Maafi & David Masclet & Antoine Terracol, 2012. "Risk aversion and framing effects," Experimental Economics, Springer;Economic Science Association, vol. 15(1), pages 128-144, March.
    6. Lönnqvist, Jan-Erik & Verkasalo, Markku & Walkowitz, Gari & Wichardt, Philipp C., 2015. "Measuring individual risk attitudes in the lab: Task or ask? An empirical comparison," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 254-266.
    7. James Cox & Vjollca Sadiraj & Ulrich Schmidt, 2015. "Paradoxes and mechanisms for choice under risk," Experimental Economics, Springer;Economic Science Association, vol. 18(2), pages 215-250, June.
    8. David B. Brown & Enrico De Giorgi & Melvyn Sim, 2012. "Aspirational Preferences and Their Representation by Risk Measures," Management Science, INFORMS, vol. 58(11), pages 2095-2113, November.
    9. Enrico Diecidue & Jeroen van de Ven, 2008. "Aspiration Level, Probability Of Success And Failure, And Expected Utility," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(2), pages 683-700, May.
    10. Glenn Harrison & E. Rutström, 2009. "Expected utility theory and prospect theory: one wedding and a decent funeral," Experimental Economics, Springer;Economic Science Association, vol. 12(2), pages 133-158, June.
    11. Brañas-Garza, Pablo & Guillen, Pablo & del Paso, Rafael López, 2008. "Math skills and risk attitudes," Economics Letters, Elsevier, vol. 99(2), pages 332-336, May.
    12. Charness, Gary & Viceisza, Angelino, 2016. "Three Risk-elicitation Methods in the Field - Evidence from Rural Senegal," Review of Behavioral Economics, now publishers, vol. 3(2), pages 145-171, July.
    13. Robin Cubitt & Daniel Navarro-Martinez & Chris Starmer, 2015. "On preference imprecision," Journal of Risk and Uncertainty, Springer, vol. 50(1), pages 1-34, February.
    14. Attanasi, Giuseppe & Casoria, Fortuna & Centorrino, Samuele & Urso, Giulia, 2013. "Cultural investment, local development and instantaneous social capital: A case study of a gathering festival in the South of Italy," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 47(C), pages 228-247.
    15. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    16. Paolo Crosetto & Antonio Filippin, 2016. "A theoretical and experimental appraisal of four risk elicitation methods," Experimental Economics, Springer;Economic Science Association, vol. 19(3), pages 613-641, September.
    17. Paolo Crosetto & Antonio Filippin, 2013. "A Theoretical and Experimental Appraisal of Five Risk Elicitation Methods," SOEPpapers on Multidisciplinary Panel Data Research 547, DIW Berlin, The German Socio-Economic Panel (SOEP).
    18. Arvid Hoffmann & Sam Henry & Nikos Kalogeras, 2013. "Aspirations as reference points: an experimental investigation of risk behavior over time," Theory and Decision, Springer, vol. 75(2), pages 193-210, August.
    19. Aurora García-Gallego & Nikolaos Georgantzís & Ainhoa Jaramillo-Gutiérrez & Melanie Parravano, 2010. "The lottery-panel task for bi-dimensional parameter-free elicitation of risk attitudes," ThE Papers 10/12, Department of Economic Theory and Economic History of the University of Granada..
    20. Paolo Crosetto & Antonio Filippin, 2013. "The “bomb” risk elicitation task," Journal of Risk and Uncertainty, Springer, vol. 47(1), pages 31-65, August.
    21. Giuseppe Attanasi & Christian Gollier & Aldo Montesano & Noemi Pace, 2014. "Eliciting ambiguity aversion in unknown and in compound lotteries: a smooth ambiguity model experimental study," Theory and Decision, Springer, vol. 77(4), pages 485-530, December.
    22. repec:hal:pseose:hal-00617673 is not listed on IDEAS
    23. Charles A. Holt & Susan K. Laury, 2005. "Risk Aversion and Incentive Effects: New Data without Order Effects," American Economic Review, American Economic Association, vol. 95(3), pages 902-912, June.
    24. Isaac, R Mark & James, Duncan, 2000. "Just Who Are You Calling Risk Averse?," Journal of Risk and Uncertainty, Springer, vol. 20(2), pages 177-187, March.
    25. Peter Wakker & Daniel Deneffe, 1996. "Eliciting von Neumann-Morgenstern Utilities When Probabilities Are Distorted or Unknown," Management Science, INFORMS, vol. 42(8), pages 1131-1150, August.
    26. Gary Charness & Uri Gneezy, 2010. "Portfolio Choice And Risk Attitudes: An Experiment," Economic Inquiry, Western Economic Association International, vol. 48(1), pages 133-146, January.
    27. Cox, James C & Smith, Vernon L & Walker, James M, 1985. "Experimental Development of Sealed-Bid Auction Theory: Calibrating Controls for Risk Aversion," American Economic Review, American Economic Association, vol. 75(2), pages 160-165, May.
    28. Catherine C. Eckel & Philip J. Grossman, 2008. "Forecasting Risk Attitudes: An Experimental Study Using Actual and Forecast Gamble Choices," Monash Economics Working Papers archive-01, Monash University, Department of Economics.
    29. Giuseppe Attanasi & Luca CORAZZINI & Nikolaos GEORGANTZIS & Francesco PASSARELLI, 2009. "Risk Aversion, Over-Confidence and Private Information as determinants of Majority Thresholds," LERNA Working Papers 09.26.302, LERNA, University of Toulouse.
    30. Zeelenberg, Marcel & Pieters, Rik, 2004. "Consequences of regret aversion in real life: The case of the Dutch postcode lottery," Organizational Behavior and Human Decision Processes, Elsevier, vol. 93(2), pages 155-168, March.
    31. Pan He & Marcella Veronesi & Stefanie Engel, 2016. "Consistency of Risk Preference Measures and the Role of Ambiguity: An Artefactual Field Experiment from China," Working Papers 03/2016, University of Verona, Department of Economics.
    32. Levy, Haim & Levy, Moshe, 2009. "The safety first expected utility model: Experimental evidence and economic implications," Journal of Banking & Finance, Elsevier, vol. 33(8), pages 1494-1506, August.
    33. Aurora García-Gallego & Nikolaos Georgantzís & Daniel Navarro-Martínez & Gerardo Sabater-Grande, 2011. "The stochastic component in choice and regression to the mean," Theory and Decision, Springer, vol. 71(2), pages 251-267, August.
    34. Charles A. Holt & Susan K. Laury, 2002. "Risk Aversion and Incentive Effects," American Economic Review, American Economic Association, vol. 92(5), pages 1644-1655, December.
    35. Sabater-Grande, Gerardo & Georgantzis, Nikolaos, 2002. "Accounting for risk aversion in repeated prisoners' dilemma games: an experimental test," Journal of Economic Behavior & Organization, Elsevier, vol. 48(1), pages 37-50, May.
    36. Ferdinand M. Vieider & Mathieu Lefebvre & Ranoua Bouchouicha & Thorsten Chmura & Rustamdjan Hakimov & Michal Krawczyk & Peter Martinsson, 2015. "Common Components Of Risk And Uncertainty Attitudes Across Contexts And Domains: Evidence From 30 Countries," Journal of the European Economic Association, European Economic Association, vol. 13(3), pages 421-452, June.
    37. Cox, James C & Smith, Vernon L & Walker, James M, 1988. "Theory and Individual Behavior of First-Price Auctions," Journal of Risk and Uncertainty, Springer, vol. 1(1), pages 61-99, March.
    38. Steffen Andersen & Glenn Harrison & Morten Lau & E. Rutström, 2009. "Elicitation using multiple price list formats," Experimental Economics, Springer;Economic Science Association, vol. 12(3), pages 365-366, September.
    39. Bernasconi, Michele & Corazzini, Luca & Seri, Raffaello, 2014. "Reference dependent preferences, hedonic adaptation and tax evasion: Does the tax burden matter?," Journal of Economic Psychology, Elsevier, vol. 40(C), pages 103-118.
    40. Charness, Gary & Gneezy, Uri & Imas, Alex, 2013. "Experimental methods: Eliciting risk preferences," Journal of Economic Behavior & Organization, Elsevier, vol. 87(C), pages 43-51.
    41. Chetan Dave & Catherine Eckel & Cathleen Johnson & Christian Rojas, 2010. "Eliciting risk preferences: When is simple better?," Journal of Risk and Uncertainty, Springer, vol. 41(3), pages 219-243, December.
    42. Glenn W. Harrison & Eric Johnson & Melayne M. McInnes & E. Elisabet Rutström, 2005. "Risk Aversion and Incentive Effects: Comment," American Economic Review, American Economic Association, vol. 95(3), pages 897-901, June.
    43. John W. Payne & Dan J. Laughhunn & Roy Crum, 1980. "Translation of Gambles and Aspiration Level Effects in Risky Choice Behavior," Management Science, INFORMS, vol. 26(10), pages 1039-1060, October.
    44. Enrico Diecidue & Moshe Levy & Jeroen Ven, 2015. "No aspiration to win? An experimental test of the aspiration level model," Journal of Risk and Uncertainty, Springer, vol. 51(3), pages 245-266, December.
    45. Zeelenberg, M. & Pieters, R., 2004. "Consequences of regret aversion in real life : The case of the Dutch postcode lottery," Other publications TiSEM d16cb90a-f96c-4fce-b4c7-4, Tilburg University, School of Economics and Management.
    46. David J. Butler & Graham C. Loomes, 2007. "Imprecision as an Account of the Preference Reversal Phenomenon," American Economic Review, American Economic Association, vol. 97(1), pages 277-297, March.
    47. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
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    More about this item

    Keywords

    Risk aversion; Elicitation methods; Lottery choices;
    All these keywords.

    JEL classification:

    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior

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