IDEAS home Printed from https://ideas.repec.org/a/oup/jconrs/v50y2023i1p25-47..html

Misperception of Multiple Risks in Medical Decision-Making

Author

Listed:
  • Mehdi Mourali
  • Zhiyong Yang

Abstract

How do consumers combine multiple risk items when forming overall risk judgments? Drawing on the fuzzy trace theory and categorical averaging, this research finds that adding a low-risk item to a high-risk item reduces the overall risk perception because people reason categorically about risk. They impose categorical distinctions on quantitative risk information, and when combining categorical information, they tend to average across categories instead of adding. Eight studies in the context of medical and health product decisions (N = 5,152) provide convergent evidence showing that when items in different risk tiers are considered together, they are consistently evaluated in a subtractive manner, leading to a higher likelihood of taking the objectively riskier medication (studies 1A, 1B, 1C, and 2). This effect is eliminated when the probability of one side effect is exceedingly high (study 3) or when the task requires reliance on verbatim representation of probabilities (study 4). The effect also disappears when risk information is presented graphically in a way that emphasizes the additive property of multiple risks (studies 5A and 5B). The findings have important implications for the fields of risk perception, risk communication, and consumer health and medical decision-making.

Suggested Citation

  • Mehdi Mourali & Zhiyong Yang, 2023. "Misperception of Multiple Risks in Medical Decision-Making," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 50(1), pages 25-47.
  • Handle: RePEc:oup:jconrs:v:50:y:2023:i:1:p:25-47.
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1093/jcr/ucac040
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Valerie F. Reyna, 2008. "A Theory of Medical Decision Making and Health: Fuzzy Trace Theory," Medical Decision Making, , vol. 28(6), pages 850-865, November.
    2. Aaron R. Brough & Alexander Chernev, 2012. "When Opposites Detract: Categorical Reasoning and Subtractive Valuations of Product Combinations," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(2), pages 399-414.
    3. Gerd Gigerenzer & Daniel G. Goldstein, 2011. "The recognition heuristic: A decade of research," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 6(1), pages 100-121, February.
    4. Carmen Keller & Michael Siegrist, 2009. "Effect of Risk Communication Formats on Risk Perception Depending on Numeracy," Medical Decision Making, , vol. 29(4), pages 483-490, July.
    5. Edward T. Cokely & Mirta Galesic & Eric Schulz & Saima Ghazal & Rocio Garcia-Retamero, 2012. "Measuring risk literacy: The Berlin Numeracy Test," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 7(1), pages 25-47, January.
    6. Isaac M. Lipkus, 2007. "Numeric, Verbal, and Visual Formats of Conveying Health Risks: Suggested Best Practices and Future Recommendations," Medical Decision Making, , vol. 27(5), pages 696-713, September.
    7. Troutman, C Michael & Shanteau, James, 1976. "Do Consumers Evaluate Products by Adding or Averaging Attribute Information?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 3(2), pages 101-106, Se.
    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. Garcia-Retamero, Rocio & Hoffrage, Ulrich, 2013. "Visual representation of statistical information improves diagnostic inferences in doctors and their patients," Social Science & Medicine, Elsevier, vol. 83(C), pages 27-33.
    2. Carmen Keller & Christina Kreuzmair & Rebecca Leins-Hess & Michael Siegrist, 2014. "Numeric and graphic risk information processing of high and low numerates in the intuitive and deliberative decision modes: An eye-tracker study," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 9(5), pages 420-432, September.
    3. Yasmina Okan & Eric R. Stone & Jonathan Parillo & Wändi Bruine de Bruin & Andrew M. Parker, 2020. "Probability Size Matters: The Effect of Foreground‐Only versus Foreground+Background Graphs on Risk Aversion Diminishes with Larger Probabilities," Risk Analysis, John Wiley & Sons, vol. 40(4), pages 771-788, April.
    4. Spiller, Stephen A. & Ariely, Dan, 2020. "How does the perceived value of a medium of exchange depend on its set of possible uses?," Organizational Behavior and Human Decision Processes, Elsevier, vol. 161(C), pages 188-200.
    5. Pieterse, Arwen H. & de Vries, Marieke & Kunneman, Marleen & Stiggelbout, Anne M. & Feldman-Stewart, Deb, 2013. "Theory-informed design of values clarification methods: A cognitive psychological perspective on patient health-related decision making," Social Science & Medicine, Elsevier, vol. 77(C), pages 156-163.
    6. Cornelia Betsch & Niels Haase & Frank Renkewitz & Philipp Schmid, 2015. "The narrative bias revisited: What drives the biasing influence of narrative information on risk perceptions?," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 10(3), pages 241-264, May.
    7. Sobkow, Agata & Olszewska, Angelika & Traczyk, Jakub, 2020. "Multiple numeric competencies predict decision outcomes beyond fluid intelligence and cognitive reflection," Intelligence, Elsevier, vol. 80(C).
    8. Lyndal J. Trevena & Carissa Bonner & Yasmina Okan & Ellen Peters & Wolfgang Gaissmaier & Paul K. J. Han & Elissa Ozanne & Danielle Timmermans & Brian J. Zikmund-Fisher, 2021. "Current Challenges When Using Numbers in Patient Decision Aids: Advanced Concepts," Medical Decision Making, , vol. 41(7), pages 834-847, October.
    9. Philip Millroth & HÃ¥kan Nilsson & Peter Juslin, 2019. "The decision paradoxes motivating Prospect Theory: The prevalence of the paradoxes increases with numerical ability," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 14(4), pages 513-533, July.
    10. Schonlau Matthias & Peters Ellen, 2012. "Comprehension of Graphs and Tables Depend on the Task: Empirical Evidence from Two Web-Based Studies," Statistics, Politics and Policy, De Gruyter, vol. 3(2), pages 1-35, August.
    11. Rebecca Hess & Vivianne H.M. Visschers & Michael Siegrist & Carmen Keller, 2011. "How do people perceive graphical risk communication? The role of subjective numeracy," Journal of Risk Research, Taylor & Francis Journals, vol. 14(1), pages 47-61, January.
    12. Yasmina Okan & Eric R. Stone & Wändi Bruine de Bruin, 2018. "Designing Graphs that Promote Both Risk Understanding and Behavior Change," Risk Analysis, John Wiley & Sons, vol. 38(5), pages 929-946, May.
    13. Claudia Townsend & Darren DahlEditor & Page MoreauAssociate Editor, 2017. "The Price of Beauty: Differential Effects of Design Elements with and without Cost Implications in Nonprofit Donor Solicitations," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(4), pages 794-815.
    14. Tarek Abdallah, 2019. "On the Benefit (Or Cost) of Large‐Scale Bundling," Production and Operations Management, Production and Operations Management Society, vol. 28(4), pages 955-969, April.
    15. Volker Thoma & Elliott White & Asha Panigrahi & Vanessa Strowger & Irina Anderson, 2015. "Good Thinking or Gut Feeling? Cognitive Reflection and Intuition in Traders, Bankers and Financial Non-Experts," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-17, April.
    16. Firth, Chris & Stewart, Neil & Antoniou, Constantinos & Leake, David, 2023. "The effects of personality and IQ on portfolio outcomes," Finance Research Letters, Elsevier, vol. 51(C).
    17. Arunachalam Narayanan & Brent B. Moritz, 2015. "Decision Making and Cognition in Multi-Echelon Supply Chains: An Experimental Study," Production and Operations Management, Production and Operations Management Society, vol. 24(8), pages 1216-1234, August.
    18. Irina Gemmo & Pierre-Carl Michaud & Olivia S. Mitchell, 2023. "Selection into Financial Education and Effects on Portfolio Choice," NBER Working Papers 31682, National Bureau of Economic Research, Inc.
    19. Ray Saadaoui Mallek & Mohamed Albaity, 2019. "Individual differences and cognitive reflection across gender and nationality the case of the United Arab Emirates," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1567965-156, January.
    20. Guerini, Mattia & Napoletano, Mauro & Roventini, Andrea, 2018. "No man is an Island: The impact of heterogeneity and local interactions on macroeconomic dynamics," Economic Modelling, Elsevier, vol. 68(C), pages 82-95.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    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:oup:jconrs:v:50:y:2023:i:1:p:25-47.. 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: the person in charge (email available below). General contact details of provider: https://academic.oup.com/jcr .

    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.