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An eye-tracking study of feature-based choice in one-shot games

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  • Giovanna Devetag
  • Sibilla Guida
  • Luca Polonio

Abstract

Previous experimental research suggests that individuals apply rules of thumb to a simplified mental model of the “real” decision problem. We claim that this simplification is obtained either by neglecting the other players’ incentives and beliefs or by taking them into consideration only for a subset of game outcomes. We analyze subjects’ eye movements while playing a series of two-person, 3 × 3 one-shot games in normal form. Games within each class differ by a set of descriptive features (i.e., features that can be changed without altering the game equilibrium properties). Data show that subjects on average perform partial or non-strategic analysis of the payoff matrix, often ignoring the opponent´s payoffs and rarely performing the necessary steps to detect dominance. Our analysis of eye-movements supports the hypothesis that subjects use simple decision rules such as “choose the strategy with the highest average payoff” or “choose the strategy leading to an attractive and symmetric outcome” without (optimally) incorporating knowledge on the opponent’s behavior. Lookup patterns resulted being feature and game invariant, heterogeneous across subjects, but stable within subjects. Using a cluster analysis, we find correlations between eye-movements and choices; however, applying the Cognitive Hierarchy model to our data, we show that only some of the subjects present both information search patterns and choices compatible with a specific cognitive level. We also find a series of correlations between strategic behavior and individual characteristics like risk attitude, short-term memory capacity, and mathematical and logical abilities. Copyright Economic Science Association 2016

Suggested Citation

  • Giovanna Devetag & Sibilla Guida & Luca Polonio, 2016. "An eye-tracking study of feature-based choice in one-shot games," Experimental Economics, Springer;Economic Science Association, vol. 19(1), pages 177-201, March.
  • Handle: RePEc:kap:expeco:v:19:y:2016:i:1:p:177-201
    DOI: 10.1007/s10683-015-9432-5
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    2. Cornand, Camille & Erazo Diaz, Maria Alejandra & Zylbersztejn, Adam, 2023. "Trading and cognition in asset markets: An eye-tracking experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 216(C), pages 711-732.
    3. Raúl López-Pérez & Eli Spiegelman, 2020. "Using Eye-Tracking Techniques To Understand The Role Of Attention On Choice And Reversals," Working Papers 2001, Instituto de Políticas y Bienes Públicos (IPP), CSIC.
    4. Polonio, Luca & Di Guida, Sibilla & Coricelli, Giorgio, 2015. "Strategic sophistication and attention in games: An eye-tracking study," Games and Economic Behavior, Elsevier, vol. 94(C), pages 80-96.
    5. Carlos Alós-Ferrer & Alexander Jaudas & Alexander Ritschel, 2021. "Attentional shifts and preference reversals: An eye-tracking study," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 16(1), pages 57-93, January.
    6. Carlos Alós-Ferrer & Alexander Jaudas & Alexander Ritschel, 2021. "Effortful Bayesian updating: A pupil-dilation study," Journal of Risk and Uncertainty, Springer, vol. 63(1), pages 81-102, August.
    7. J. Hausfeld & K. von Hesler & S. Goldlücke, 2021. "Strategic gaze: an interactive eye-tracking study," Experimental Economics, Springer;Economic Science Association, vol. 24(1), pages 177-205, March.
    8. repec:cup:judgdm:v:15:y:2020:i:2:p:230-245 is not listed on IDEAS
    9. Fiedler, Susann & Hillenbrand, Adrian, 2020. "Gain-loss framing in interdependent choice," Games and Economic Behavior, Elsevier, vol. 121(C), pages 232-251.
    10. Anastasia G Peshkovskaya & Tatiana S Babkina & Mikhail G Myagkov & Ivan A Kulikov & Ksenia V Ekshova & Kyle Harriff, 2017. "The socialization effect on decision making in the Prisoner's Dilemma game: An eye-tracking study," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-15, April.
    11. Fischbacher, Urs & Hausfeld, Jan & Renerte, Baiba, 2022. "Strategic incentives undermine gaze as a signal of prosocial motives," Games and Economic Behavior, Elsevier, vol. 136(C), pages 63-91.
    12. 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).
    13. Carlos Alós-Ferrer & Alexander Ritschel, 2022. "Attention and salience in preference reversals," Experimental Economics, Springer;Economic Science Association, vol. 25(3), pages 1024-1051, June.
    14. Despoina Alempaki & Andrew M. Colman & Felix Kölle & Graham Loomes & Briony D. Pulford, 2022. "Investigating the failure to best respond in experimental games," Experimental Economics, Springer;Economic Science Association, vol. 25(2), pages 656-679, April.
    15. David J. Cooper & Ian Krajbich & Charles N. Noussair, 2019. "Choice-Process Data in Experimental Economics," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 5(1), pages 1-13, August.
    16. George Loewenstein & Zachary Wojtowicz, 2023. "The Economics of Attention," CESifo Working Paper Series 10712, CESifo.
    17. Brocas, Isabelle & Carrillo, Juan D. & Sachdeva, Ashish, 2018. "The path to equilibrium in sequential and simultaneous games: A mousetracking study," Journal of Economic Theory, Elsevier, vol. 178(C), pages 246-274.
    18. Marchiori, Davide & Di Guida, Sibilla & Polonio, Luca, 2021. "Plasticity of strategic sophistication in interactive decision-making," Journal of Economic Theory, Elsevier, vol. 196(C).
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    20. Correa Romar, 2014. "Mathematical Foci," Mathematical Economics Letters, De Gruyter, vol. 2(1-2), pages 1-7, August.
    21. Joshua Zonca & Giorgio Coricelli & Luca Polonio, 2019. "Does exposure to alternative decision rules change gaze patterns and behavioral strategies in games?," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 5(1), pages 14-25, August.
    22. Polonio, Luca & Coricelli, Giorgio, 2019. "Testing the level of consistency between choices and beliefs in games using eye-tracking," Games and Economic Behavior, Elsevier, vol. 113(C), pages 566-586.
    23. Stephanie M. Smith & Ian Krajbich & Ryan Webb, 2019. "Estimating the dynamic role of attention via random utility," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 5(1), pages 97-111, August.

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    More about this item

    Keywords

    One-shot games; Eye-tracking; Focal points; Individual behavior; Bounded rationality; Feature-based choice; C72; C91; D01; D83;
    All these keywords.

    JEL classification:

    • C72 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Noncooperative Games
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness

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