Literature DB >> 29931591

From reading numbers to seeing ratios: a benefit of icons for risk comprehension.

Elisabet Tubau1,2, Javier Rodríguez-Ferreiro3,4, Itxaso Barberia3, Àngels Colomé3,4.   

Abstract

Promoting a better understanding of statistical data is becoming increasingly important for improving risk comprehension and decision-making. In this regard, previous studies on Bayesian problem solving have shown that iconic representations help infer frequencies in sets and subsets. Nevertheless, the mechanisms by which icons enhance performance remain unclear. Here, we tested the hypothesis that the benefit offered by icon arrays lies in a better alignment between presented and requested relationships, which should facilitate the comprehension of the requested ratio beyond the represented quantities. To this end, we analyzed individual risk estimates based on data presented either in standard verbal presentations (percentages and natural frequency formats) or as icon arrays. Compared to the other formats, icons led to estimates that were more accurate, and importantly, promoted the use of equivalent expressions for the requested probability. Furthermore, whereas the accuracy of the estimates based on verbal formats depended on their alignment with the text, all the estimates based on icons were equally accurate. Therefore, these results support the proposal that icons enhance the comprehension of the ratio and its mapping onto the requested probability and point to relational misalignment as potential interference for text-based Bayesian reasoning. The present findings also argue against an intrinsic difficulty with understanding single-event probabilities.

Year:  2018        PMID: 29931591     DOI: 10.1007/s00426-018-1041-4

Source DB:  PubMed          Journal:  Psychol Res        ISSN: 0340-0727


  23 in total

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Authors:  P N Johnson-Laird; P Legrenzi; V Girotto; M S Legrenzi; J P Caverni
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Journal:  IEEE Trans Vis Comput Graph       Date:  2015-08-12       Impact factor: 4.579

4.  Adding up to good Bayesian reasoning: Problem format manipulations and individual skill differences.

Authors:  Gary L Brase; W Trey Hill
Journal:  J Exp Psychol Gen       Date:  2017-04

Review 5.  Base-rate respect: From ecological rationality to dual processes.

Authors:  Aron K Barbey; Steven A Sloman
Journal:  Behav Brain Sci       Date:  2007-06       Impact factor: 12.579

6.  Ecological rationality or nested sets? Individual differences in cognitive processing predict Bayesian reasoning.

Authors:  Miroslav Sirota; Marie Juanchich; York Hagmayer
Journal:  Psychon Bull Rev       Date:  2014-02

7.  Toward an ecological analysis of Bayesian inferences: how task characteristics influence responses.

Authors:  Sebastian Hafenbrädl; Ulrich Hoffrage
Journal:  Front Psychol       Date:  2015-08-04

8.  Doctor, what does my positive test mean? From Bayesian textbook tasks to personalized risk communication.

Authors:  Gorka Navarrete; Rut Correia; Miroslav Sirota; Marie Juanchich; David Huepe
Journal:  Front Psychol       Date:  2015-09-17

9.  Natural frequencies improve Bayesian reasoning in simple and complex inference tasks.

Authors:  Ulrich Hoffrage; Stefan Krauss; Laura Martignon; Gerd Gigerenzer
Journal:  Front Psychol       Date:  2015-10-14

Review 10.  Comprehension and computation in Bayesian problem solving.

Authors:  Eric D Johnson; Elisabet Tubau
Journal:  Front Psychol       Date:  2015-07-27
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  4 in total

1.  Too Worried to Judge: On the Role of Perceived Severity in Medical Decision-Making.

Authors:  Àngels Colomé; Javier Rodríguez-Ferreiro; Elisabet Tubau
Journal:  Front Psychol       Date:  2018-10-09

2.  A New Visualization for Probabilistic Situations Containing Two Binary Events: The Frequency Net.

Authors:  Karin Binder; Stefan Krauss; Patrick Wiesner
Journal:  Front Psychol       Date:  2020-05-26

3.  Reference Dependence in Bayesian Reasoning: Value Selection Bias, Congruence Effects, and Response Prompt Sensitivity.

Authors:  Alaina Talboy; Sandra Schneider
Journal:  Front Psychol       Date:  2022-03-17

4.  When Success Is Not Enough: The Symptom Base-Rate Can Influence Judgments of Effectiveness of a Successful Treatment.

Authors:  Fernando Blanco; María Manuela Moreno-Fernández; Helena Matute
Journal:  Front Psychol       Date:  2020-10-23
  4 in total

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