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{ "pk": 24151, "title": "Thinking in proportions rather than probabilities facilitates Bayesian reasoning", "subtitle": null, "abstract": "Bayesian reasoning tasks require processing data in proba-bilistic situations to revise risk estimations. Such tasks are difficult when data is presented in terms of single-event probabilities; the multiplicative combination of priors and likelihoods often is disregarded, resulting in er-roneous strategies such as prior neglect or averaging heu-ristics. Proportions (relative frequencies) are computation-ally equivalent to probabilities. However, proportions are connected to natural mental representations (so-called ra-tio sense). Mental representations of nested proportions (70% of 20%) allow for a mental operation that corre-sponds to a multiplicative combination of percentages. In two studies, we focused on the conceptual understanding underlying Bayesian reasoning by utilizing graphical rep-resentations without numbers (to avoid calculations with percentages). We showed that verbally framing Bayesian tasks in terms of proportions, as opposed to single-event probabilities, increased correct Bayesian judgment, and re-duced averaging heuristics. Thus, we claim, proportions can be regarded as a natural view on normalized Bayesian situations.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Education; Psychology; Decision making; Reasoning; Bayesian modeling" } ], "section": "Papers with Poster Presentation", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/4p61c93w", "frozenauthors": [ { "first_name": "Katharina", "middle_name": "", "last_name": "Loibl", "name_suffix": "", "institution": "University of Education Freiburg", "department": "" }, { "first_name": "Timo", "middle_name": "", "last_name": "Leuders", "name_suffix": "", "institution": "University of Education Freiburg", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2024-01-01T15:00:00-03:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24151/galley/13747/download/" }, { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/24151/galley/21663/download/" } ] }