IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0296681.html
   My bibliography  Save this article

Multiple timescales of temporal context in risky choice: Behavioral identification and relationships to physiological arousal

Author

Listed:
  • Hayley R Brooks
  • Peter Sokol-Hessner

Abstract

Context-dependence is fundamental to risky monetary decision-making. A growing body of evidence suggests that temporal context, or recent events, alters risk-taking at a minimum of three timescales: immediate (e.g. trial-by-trial), neighborhood (e.g. a group of consecutive trials), and global (e.g. task-level). To examine context effects, we created a novel monetary choice set with intentional temporal structure in which option values shifted between multiple levels of value magnitude (“contexts”) several times over the course of the task. This structure allowed us to examine whether effects of each timescale were simultaneously present in risky choice behavior and the potential mechanistic role of arousal, an established correlate of risk-taking, in context-dependency. We found that risk-taking was sensitive to immediate, neighborhood, and global timescales: risk-taking decreased following large (vs. small) outcome amounts, increased following large positive (but not negative) shifts in context, and increased when cumulative earnings exceeded expectations. We quantified arousal with skin conductance responses, which were related to the global timescale, increasing with cumulative earnings, suggesting that physiological arousal captures a task-level assessment of performance. Our results both replicate and extend prior research by demonstrating that risky decision-making is consistently dynamic at multiple timescales and that the role of arousal in risk-taking extends to some, but not all timescales of context-dependence.

Suggested Citation

  • Hayley R Brooks & Peter Sokol-Hessner, 2024. "Multiple timescales of temporal context in risky choice: Behavioral identification and relationships to physiological arousal," PLOS ONE, Public Library of Science, vol. 19(1), pages 1-24, January.
  • Handle: RePEc:plo:pone00:0296681
    DOI: 10.1371/journal.pone.0296681
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0296681
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0296681&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0296681?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Jinkwon Lee, 2008. "The effect of the background risk in a simple chance improving decision model," Journal of Risk and Uncertainty, Springer, vol. 36(1), pages 19-41, February.
    2. Botond Kőszegi & Matthew Rabin, 2006. "A Model of Reference-Dependent Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1133-1165.
    3. Hytönen, Kaisa & Baltussen, Guido & van den Assem, Martijn J. & Klucharev, Vasily & Sanfey, Alan G. & Smidts, Ale, 2014. "Path dependence in risky choice: Affective and deliberative processes in brain and behavior," Journal of Economic Behavior & Organization, Elsevier, vol. 107(PB), pages 566-581.
    4. Levy, Haim, 1994. "Absolute and Relative Risk Aversion: An Experimental Study," Journal of Risk and Uncertainty, Springer, vol. 8(3), pages 289-307, May.
    5. Joseph Heffner & Jae-Young Son & Oriel FeldmanHall, 2021. "Emotion prediction errors guide socially adaptive behaviour," Nature Human Behaviour, Nature, vol. 5(10), pages 1391-1401, October.
    6. 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..
    7. Martin, Jolie M. & Lejarraga, Tomás & Gonzalez, Cleotilde, 2018. "The effects of motivation and memory on the weighting of reference prices," Journal of Economic Psychology, Elsevier, vol. 65(C), pages 16-25.
    8. Grether, David M & Plott, Charles R, 1979. "Economic Theory of Choice and the Preference Reversal Phenomenon," American Economic Review, American Economic Association, vol. 69(4), pages 623-638, September.
    9. Francesco Rigoli & Karl J. Friston & Raymond J. Dolan, 2016. "Neural processes mediating contextual influences on human choice behaviour," Nature Communications, Nature, vol. 7(1), pages 1-11, November.
    10. Bates, Douglas & Mächler, Martin & Bolker, Ben & Walker, Steve, 2015. "Fitting Linear Mixed-Effects Models Using lme4," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 67(i01).
    11. Richard H. Thaler & Eric J. Johnson, 1990. "Gambling with the House Money and Trying to Break Even: The Effects of Prior Outcomes on Risky Choice," Management Science, INFORMS, vol. 36(6), pages 643-660, June.
    12. Ming Lui & Ming Hsu, 2018. "Viewing sexual images is associated with reduced physiological arousal response to gambling loss," PLOS ONE, Public Library of Science, vol. 13(4), pages 1-14, April.
    13. Niko Suhonen & Jani Saastamoinen, 2018. "How Do Prior Gains and Losses Affect Subsequent Risk Taking? New Evidence from Individual-Level Horse Race Bets," Management Science, INFORMS, vol. 64(6), pages 2797-2808, June.
    14. Anthony I. Jang & Matthew R. Nassar & Daniel G. Dillon & Michael J. Frank, 2019. "Positive reward prediction errors during decision-making strengthen memory encoding," Nature Human Behaviour, Nature, vol. 3(7), pages 719-732, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Schmidt, Ulrich & Neyse, Levent & Aleknonyte, Milda, 2019. "Income inequality and risk taking: the impact of social comparison information," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 87(3), pages 283-297.
    2. Christopher Y. Olivola & Stephanie W. Wang, 2016. "Patience auctions: the impact of time vs. money bidding on elicited discount rates," Experimental Economics, Springer;Economic Science Association, vol. 19(4), pages 864-885, December.
    3. Brocas, Isabelle & Carrillo, Juan D. & Giga, Aleksandar & Zapatero, Fernando, 2019. "Risk Aversion in a Dynamic Asset Allocation Experiment," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(5), pages 2209-2232, October.
    4. Alex Imas & Sally Sadoff & Anya Samek, 2017. "Do People Anticipate Loss Aversion?," Management Science, INFORMS, vol. 63(5), pages 1271-1284, May.
    5. Robin Maximilian Stetzka & Stefan Winter, 2023. "How rational is gambling?," Journal of Economic Surveys, Wiley Blackwell, vol. 37(4), pages 1432-1488, September.
    6. Manel Baucells & Silvia Bellezza, 2017. "Temporal Profiles of Instant Utility During Anticipation, Event, and Recall," Management Science, INFORMS, vol. 63(3), pages 729-748, March.
    7. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2013. "Salience and Consumer Choice," Journal of Political Economy, University of Chicago Press, vol. 121(5), pages 803-843.
    8. Schmidt, Ulrich & Neyse, Levent & Aleknonyte, Milda, 2015. "Income inequality and risk taking," Kiel Working Papers 2000, Kiel Institute for the World Economy (IfW Kiel).
    9. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    10. Mujcic, Redzo & Powdthavee, Nattavudh, 2022. "How Do Humans Respond to Huge Financial Losses?," IZA Discussion Papers 15536, Institute of Labor Economics (IZA).
    11. Benistant, Julien & Suchon, Rémi, 2021. "It does (not) get better: Reference income violation and altruism," Journal of Economic Psychology, Elsevier, vol. 85(C).
    12. Nathalie Etchart-Vincent & Olivier l’Haridon, 2011. "Monetary incentives in the loss domain and behavior toward risk: An experimental comparison of three reward schemes including real losses," Journal of Risk and Uncertainty, Springer, vol. 42(1), pages 61-83, February.
    13. Arjan Verschoor & Ben D’Exelle, 2022. "Probability weighting for losses and for gains among smallholder farmers in Uganda," Theory and Decision, Springer, vol. 92(1), pages 223-258, February.
    14. Samir Mamadehussene & Francesco Sguera, 2023. "On the Reliability of the BDM Mechanism," Management Science, INFORMS, vol. 69(2), pages 1166-1179, February.
    15. Wan-Yu Shih & Hsiang-Yu Yu & Cheng-Chia Lee & Chien-Chen Chou & Chien Chen & Paul W. Glimcher & Shih-Wei Wu, 2023. "Electrophysiological population dynamics reveal context dependencies during decision making in human frontal cortex," Nature Communications, Nature, vol. 14(1), pages 1-24, December.
    16. Ormos, Mihály & Timotity, Dusan, 2016. "Unravelling the asymmetric volatility puzzle: A novel explanation of volatility through anchoring," Economic Systems, Elsevier, vol. 40(3), pages 345-354.
    17. Yaron Azrieli & Christopher P. Chambers & Paul J. Healy, 2018. "Incentives in Experiments: A Theoretical Analysis," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1472-1503.
    18. Gagnon-Bartsch, Tristan & Bushong, Benjamin, 2022. "Learning with misattribution of reference dependence," Journal of Economic Theory, Elsevier, vol. 203(C).
    19. Hytönen, Kaisa & Baltussen, Guido & van den Assem, Martijn J. & Klucharev, Vasily & Sanfey, Alan G. & Smidts, Ale, 2014. "Path dependence in risky choice: Affective and deliberative processes in brain and behavior," Journal of Economic Behavior & Organization, Elsevier, vol. 107(PB), pages 566-581.
    20. Wang, Huijun & Yan, Jinghua & Yu, Jianfeng, 2017. "Reference-dependent preferences and the risk–return trade-off," Journal of Financial Economics, Elsevier, vol. 123(2), pages 395-414.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0296681. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.