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Designing Graphs that Promote Both Risk Understanding and Behavior Change

Author

Listed:
  • Yasmina Okan
  • Eric R. Stone
  • Wändi Bruine de Bruin

Abstract

Graphs show promise for improving communications about different types of risks, including health risks, financial risks, and climate risks. However, graph designs that are effective at meeting one important risk communication goal (promoting risk‐avoidant behaviors) can at the same time compromise another key goal (improving risk understanding). We developed and tested simple bar graphs aimed at accomplishing these two goals simultaneously. We manipulated two design features in graphs, namely, whether graphs depicted the number of people affected by a risk and those at risk of harm (“foreground+background”) versus only those affected (“foreground‐only”), and the presence versus absence of simple numerical labels above bars. Foreground‐only displays were associated with larger risk perceptions and risk‐avoidant behavior (i.e., willingness to take a drug for heart attack prevention) than foreground+background displays, regardless of the presence of labels. Foreground‐only graphs also hindered risk understanding when labels were not present. However, the presence of labels significantly improved understanding, eliminating the detrimental effect of foreground‐only displays. Labels also led to more positive user evaluations of the graphs, but did not affect risk‐avoidant behavior. Using process modeling we identified mediators (risk perceptions, understanding, user evaluations) that explained the effect of display type on risk‐avoidant behavior. Our findings contribute new evidence to the graph design literature: unlike what was previously feared, we demonstrate that it is possible to design foreground‐only graphs that promote intentions for behavior change without a detrimental effect on risk understanding. Implications for the design of graphical risk communications and decision support are discussed.

Suggested Citation

  • 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.
  • Handle: RePEc:wly:riskan:v:38:y:2018:i:5:p:929-946
    DOI: 10.1111/risa.12895
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    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. Rajagopal, 2014. "The Human Factors," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 9, pages 225-249, Palgrave Macmillan.
    3. James A. Schirillo & Eric R. Stone, 2005. "The Greater Ability of Graphical Versus Numerical Displays to Increase Risk Avoidance Involves a Common Mechanism," Risk Analysis, John Wiley & Sons, vol. 25(3), pages 555-566, June.
    4. Yan Sun & Shu Li & Nicolao Bonini, 2010. "Attribute salience in graphical representations affects evaluation," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 5(3), pages 150-158, June.
    5. Gabriele Paolacci & Jesse Chandler & Panagiotis G. Ipeirotis, 2010. "Running experiments on Amazon Mechanical Turk," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 5(5), pages 411-419, August.
    6. 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.
    7. Wändi Bruine de Bruin & Eric R. Stone & Jacqueline MacDonald Gibson & Paul S. Fischbeck & Mohammad Baradaran Shoraka, 2013. "The effect of communication design and recipients' numeracy on responses to UXO risk," Journal of Risk Research, Taylor & Francis Journals, vol. 16(8), pages 981-1004, September.
    8. Eric R. Stone & Wändi Bruine de Bruin & Abigail M. Wilkins & Emily M. Boker & Jacqueline MacDonald Gibson, 2017. "Designing Graphs to Communicate Risks: Understanding How the Choice of Graphical Format Influences Decision Making," Risk Analysis, John Wiley & Sons, vol. 37(4), pages 612-628, April.
    9. Garcia-Retamero, Rocio & Galesic, Mirta, 2010. "Who proficts from visual aids: Overcoming challenges in people's understanding of risks," Social Science & Medicine, Elsevier, vol. 70(7), pages 1019-1025, April.
    10. Tian-Yi Hu & Xin-Wen Jiang & Xiaofei Xie & Xiao-Qin Ma & Chao Xu, 2014. "Foreground-background salience effect in traffic risk communication," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 9(1), pages 83-89, January.
    11. Cara L. Cuite & Neil D. Weinstein & Karen Emmons & Graham Colditz, 2008. "A Test of Numeric Formats for Communicating Risk Probabilities," Medical Decision Making, , vol. 28(3), pages 377-384, May.
    12. Isaac M. Lipkus & Ellen Peters & Gretchen Kimmick & Vlayka Liotcheva & Paul Marcom, 2010. "Breast Cancer Patients’ Treatment Expectations after Exposure to the Decision Aid Program Adjuvant Online: The Influence of Numeracy," Medical Decision Making, , vol. 30(4), pages 464-473, July.
    13. Isaac M. Lipkus & Greg Samsa & Barbara K. Rimer, 2001. "General Performance on a Numeracy Scale among Highly Educated Samples," Medical Decision Making, , vol. 21(1), pages 37-44, February.
    14. Priya Raghubir & Sanjiv R. Das, 2010. "The Long and Short of It: Why Are Stocks with Shorter Runs Preferred?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(6), pages 964-982, April.
    15. Nathan F. Dieckmann & Paul Slovic & Ellen M. Peters, 2009. "The Use of Narrative Evidence and Explicit Likelihood by Decisionmakers Varying in Numeracy," Risk Analysis, John Wiley & Sons, vol. 29(10), pages 1473-1488, October.
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