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Visual formats in risk preference elicitation: What catches the eye?

Author

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  • Segovia, Michelle
  • Palma, Marco
  • Lusk, Jayson L.
  • Drichoutis, Andreas

Abstract

We explore the effect of different presentation formats on elicitation of risk preferences using a popular probability-varying task (Holt and Laury, 2002} and a payoff-varying task (Drichoutis and Lusk, 2016). The presentation formats use horizontal bars that vary either the width or height of the bars (or both at the same time) to potentially help subjects in judging how large or small probabilities and monetary amounts are in a given choice task. These graphical formats are compared to a text only format. We complement our data collection with eye-tracking data that enriches our structural models with additional information regarding how visual attention and engagement vary with the presented information. While we find no statistically significant effects of presentation formats on elicited parameters for risk preferences, we find that eye-tracking information not only is associated with preference parameters, but it also changes the inferences with respect to which decision theory better fits our data.

Suggested Citation

  • Segovia, Michelle & Palma, Marco & Lusk, Jayson L. & Drichoutis, Andreas, 2022. "Visual formats in risk preference elicitation: What catches the eye?," MPRA Paper 115572, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:115572
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    1. David Bruner, 2011. "Multiple switching behaviour in multiple price lists," Applied Economics Letters, Taylor & Francis Journals, vol. 18(5), pages 417-420.
    2. 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.
    3. Andersen, Steffen & Harrison, Glenn W. & Lau, Morten I. & Rutström, E. Elisabet, 2014. "Discounting behavior: A reconsideration," European Economic Review, Elsevier, vol. 71(C), pages 15-33.
    4. Amos Arieli & Yaniv Ben-Ami & Ariel Rubinstein, 2011. "Tracking Decision Makers under Uncertainty," American Economic Journal: Microeconomics, American Economic Association, vol. 3(4), pages 68-76, November.
    5. Xiaoxue Sherry Gao & Glenn W. Harrison & Rusty Tchernis, 2023. "Behavioral welfare economics and risk preferences: a Bayesian approach," Experimental Economics, Springer;Economic Science Association, vol. 26(2), pages 273-303, April.
    6. Glenn W. Harrison & Jia Min Ng, 2016. "Evaluating The Expected Welfare Gain From Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 83(1), pages 91-120, January.
    7. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    8. 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.
    9. Jennifer Kee & Melinda Knuth & Joanna N Lahey & Marco A Palma, 2021. "Does eye-tracking have an effect on economic behavior?," PLOS ONE, Public Library of Science, vol. 16(8), pages 1-25, August.
    10. Arnaud Reynaud & Stéphane Couture, 2012. "Stability of risk preference measures: results from a field experiment on French farmers," Theory and Decision, Springer, vol. 73(2), pages 203-221, August.
    11. Charles N. Noussair & Stefan T. Trautmann & Gijs van de Kuilen, 2014. "Higher Order Risk Attitudes, Demographics, and Financial Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 325-355.
    12. Cary Deck & Jungmin Lee & Javier Reyes, 2014. "Investing versus gambling: experimental evidence of multi-domain risk attitudes," Applied Economics Letters, Taylor & Francis Journals, vol. 21(1), pages 19-23, January.
    13. Quiggin, John, 1982. "A theory of anticipated utility," Journal of Economic Behavior & Organization, Elsevier, vol. 3(4), pages 323-343, December.
    14. 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.
    15. Norbert Hirschauer & Oliver Musshoff & Syster C. Maart-Noelck & Sven Gruener, 2014. "Eliciting risk attitudes -- how to avoid mean and variance bias in Holt-and-Laury lotteries," Applied Economics Letters, Taylor & Francis Journals, vol. 21(1), pages 35-38, January.
    16. 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.
    17. Barrafrem, Kinga & Hausfeld, Jan, 2020. "Tracing risky decisions for oneself and others: The role of intuition and deliberation," Journal of Economic Psychology, Elsevier, vol. 77(C).
    18. repec:cup:judgdm:v:3:y:2008:i:7:p:528-546 is not listed on IDEAS
    19. Armel, K. Carrie & Beaumel, Aurelie & Rangel, Antonio, 2008. "Biasing simple choices by manipulating relative visual attention," Judgment and Decision Making, Cambridge University Press, vol. 3(5), pages 396-403, June.
    20. Jens Rommel & Daniel Hermann & Malte Müller & Oliver Mußhoff, 2017. "Comprehension in risk elicitation experiments," Applied Economics Letters, Taylor & Francis Journals, vol. 24(9), pages 627-634, May.
    21. repec:cup:judgdm:v:4:y:2009:i:1:p:20-33 is not listed on IDEAS
    22. Andreas C. Drichoutis & Jayson L. Lusk, 2016. "What can multiple price lists really tell us about risk preferences?," Journal of Risk and Uncertainty, Springer, vol. 53(2), pages 89-106, December.
    23. Glenn W. Harrison & J. Todd Swarthout, 2019. "Eye-tracking and economic theories of choice under risk," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 5(1), pages 26-37, August.
    24. Golo-Friedrich Bauermeister & Oliver Mußhoff, 2019. "Multiple switching behaviour in different display formats of multiple price lists," Applied Economics Letters, Taylor & Francis Journals, vol. 26(1), pages 58-63, January.
    25. Chris M. R. Smerecnik & Ilse Mesters & Loes T. E. Kessels & Robert A. C. Ruiter & Nanne K. De Vries & Hein De Vries, 2010. "Understanding the Positive Effects of Graphical Risk Information on Comprehension: Measuring Attention Directed to Written, Tabular, and Graphical Risk Information," Risk Analysis, John Wiley & Sons, vol. 30(9), pages 1387-1398, September.
    26. Andreas C. Drichoutis & Rodolfo M. Nayga, 2022. "On the stability of risk and time preferences amid the COVID-19 pandemic," Experimental Economics, Springer;Economic Science Association, vol. 25(3), pages 759-794, June.
    27. Marina Agranov & Pietro Ortoleva, 2017. "Stochastic Choice and Preferences for Randomization," Journal of Political Economy, University of Chicago Press, vol. 125(1), pages 40-68.
    28. Michael H. Birnbaum & Kathleen Johnson & Jay-Lee Longbottom, 2008. "Tests of Cumulative Prospect Theory with graphical displays of probability," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 3(7), pages 528-546, October.
    29. Bailey Norwood & Matthew C. Roberts & Jayson L. Lusk, 2004. "Ranking Crop Yield Models Using Out-of-Sample Likelihood Functions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(4), pages 1032-1043.
    30. Wilcox, Nathaniel T., 2011. "'Stochastically more risk averse:' A contextual theory of stochastic discrete choice under risk," Journal of Econometrics, Elsevier, vol. 162(1), pages 89-104, May.
    31. Charness, Gary & Gneezy, Uri & Imas, Alex, 2013. "Experimental methods: Eliciting risk preferences," Journal of Economic Behavior & Organization, Elsevier, vol. 87(C), pages 43-51.
    32. Wakker, Peter & Erev, Ido & Weber, Elke U, 1994. "Comonotonic Independence: The Critical Test between Classical and Rank-Dependent Utility Theories," Journal of Risk and Uncertainty, Springer, vol. 9(3), pages 195-230, December.
    33. Michael Dambacher & Peter Haffke & Daniel Groß & Ronald Hübner, 2016. "Graphs versus numbers: How information format affects risk aversion in gambling," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 11(3), pages 223-242, May.
    34. 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.
    35. Edward T. Cokely & Colleen M. Kelley, 2009. "Cognitive abilities and superior decision making under risk: A protocol analysis and process model evaluation," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 4(1), pages 20-33, February.
    36. Cokely, Edward T. & Kelley, Colleen M., 2009. "Cognitive abilities and superior decision making under risk: A protocol analysis and process model evaluation," Judgment and Decision Making, Cambridge University Press, vol. 4(1), pages 20-33, February.
    37. Steffen Andersen & Glenn W. Harrison & Morten I. Lau & E. Elisabet Rutström, 2008. "Eliciting Risk and Time Preferences," Econometrica, Econometric Society, vol. 76(3), pages 583-618, May.
    38. Andreas C Drichoutis & Jayson L Lusk, 2014. "Judging Statistical Models of Individual Decision Making under Risk Using In- and Out-of-Sample Criteria," PLOS ONE, Public Library of Science, vol. 9(7), pages 1-13, July.
    39. John D. Hey & Chris Orme, 2018. "Investigating Generalizations Of Expected Utility Theory Using Experimental Data," World Scientific Book Chapters, in: Experiments in Economics Decision Making and Markets, chapter 3, pages 63-98, World Scientific Publishing Co. Pte. Ltd..
    40. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    41. Atanu Saha, 1993. "Expo-Power Utility: A ‘Flexible’ Form for Absolute and Relative Risk Aversion," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 75(4), pages 905-913.
    42. Sameh Habib & Daniel Friedman & Sean Crockett & Duncan James, 2017. "Payoff and presentation modulation of elicited risk preferences in MPLs," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 3(2), pages 183-194, December.
    43. Friedman, Daniel & Habib, Sameh & James, Duncan & Williams, Brett, 2022. "Varieties of risk preference elicitation," Games and Economic Behavior, Elsevier, vol. 133(C), pages 58-76.
    44. Steffen Andersen & Glenn W. Harrison & Morten I. Lau & E. Elisabet Rutström, 2018. "Multiattribute Utility Theory, Intertemporal Utility, And Correlation Aversion," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(2), pages 537-555, May.
    45. Estepa-Mohedano, Lorenzo & Espinosa, María Paz, 2023. "Comparing risk elicitation in lotteries with visual or contextual aids," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 103(C).
    46. K. Carrie Armel & Aurelie Beaumel & Antonio Rangel, 2008. "Biasing simple choices by manipulating relative visual attention," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 3, pages 396-403, June.
    47. Birnbaum, Michael H. & Johnson, Kathleen & Longbottom, Jay-Lee, 2008. "Tests of Cumulative Prospect Theory with graphical displays of probability," Judgment and Decision Making, Cambridge University Press, vol. 3(7), pages 528-546, October.
    48. repec:cup:judgdm:v:3:y:2008:i::p:396-403 is not listed on IDEAS
    49. Beattie, Jane & Loomes, Graham, 1997. "The Impact of Incentives upon Risky Choice Experiments," Journal of Risk and Uncertainty, Springer, vol. 14(2), pages 155-168, March.
    50. repec:cup:judgdm:v:11:y:2016:i:3:p:223-242 is not listed on IDEAS
    51. 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.
    52. Adrian Bruhin & Helga Fehr-Duda & Thomas Epper, 2010. "Risk and Rationality: Uncovering Heterogeneity in Probability Distortion," Econometrica, Econometric Society, vol. 78(4), pages 1375-1412, July.
    53. Drazen Prelec, 1998. "The Probability Weighting Function," Econometrica, Econometric Society, vol. 66(3), pages 497-528, May.
    54. Jacob L Orquin & Sonja Perkovic & Klaus G Grunert, 2018. "Visual Biases in Decision Making," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 40(4), pages 523-537, December.
    55. Daniel J. Benjamin & Sebastian A. Brown & Jesse M. Shapiro, 2013. "Who Is ‘Behavioral’? Cognitive Ability And Anomalous Preferences," Journal of the European Economic Association, European Economic Association, vol. 11(6), pages 1231-1255, December.
    56. repec:hal:pseose:hal-00617673 is not listed on IDEAS
    57. Dambacher, Michael & Haffke, Peter & Groß, Daniel & Hübner, Ronald, 2016. "Graphs versus numbers: How information format affects risk aversion in gambling," Judgment and Decision Making, Cambridge University Press, vol. 11(3), pages 223-242, May.
    58. Camerer, Colin F, 1989. "An Experimental Test of Several Generalized Utility Theories," Journal of Risk and Uncertainty, Springer, vol. 2(1), pages 61-104, April.
    59. Battalio, Raymond C & Kagel, John H & Jiranyakul, Komain, 1990. "Testing between Alternative Models of Choice under Uncertainty: Some Initial Results," Journal of Risk and Uncertainty, Springer, vol. 3(1), pages 25-50, March.
    60. Chew, Soo Hong & Miao, Bin & Shen, Qiang & Zhong, Songfa, 2022. "Multiple-switching behavior in choice-list elicitation of risk preference," Journal of Economic Theory, Elsevier, vol. 204(C).
    61. John Hey & Wenting Zhou, 2014. "Do past decisions influence future decisions?," Applied Economics Letters, Taylor & Francis Journals, vol. 21(3), pages 152-157, February.
    62. 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.
    63. Chi Wai Yu & Y. Jane Zhang & Sharon Xuejing Zuo, 2021. "Multiple Switching and Data Quality in the Multiple Price List," The Review of Economics and Statistics, MIT Press, vol. 103(1), pages 136-150, March.
    64. Mohammed Abdellaoui, 2000. "Parameter-Free Elicitation of Utility and Probability Weighting Functions," Management Science, INFORMS, vol. 46(11), pages 1497-1512, November.
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    JEL classification:

    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness

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