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Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect

For many intellectual tasks, the people with the least skill overestimate themselves the most, a pattern popularly known as the Dunning–Kruger effect (DKE). The dominant account of this effect depends on the idea that assessing the quality of one's performance (metacognition) requires the same...

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Autores principales: McIntosh, Robert D., Moore, Adam B., Liu, Yuxin, Della Sala, Sergio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9727674/
https://www.ncbi.nlm.nih.gov/pubmed/36483762
http://dx.doi.org/10.1098/rsos.191727
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author McIntosh, Robert D.
Moore, Adam B.
Liu, Yuxin
Della Sala, Sergio
author_facet McIntosh, Robert D.
Moore, Adam B.
Liu, Yuxin
Della Sala, Sergio
author_sort McIntosh, Robert D.
collection PubMed
description For many intellectual tasks, the people with the least skill overestimate themselves the most, a pattern popularly known as the Dunning–Kruger effect (DKE). The dominant account of this effect depends on the idea that assessing the quality of one's performance (metacognition) requires the same mental resources as task performance itself (cognition). Unskilled people are said to suffer a dual burden: they lack the cognitive resources to perform well, and this deprives them of metacognitive insight into their failings. In this Registered Report, we applied recently developed methods for the measurement of metacognition to a matrix reasoning task, to test the dual-burden account. Metacognitive sensitivity (information exploited by metacognition) tracked performance closely, so less information was exploited by the metacognitive judgements of poor performers; but metacognitive efficiency (quality of metacognitive processing itself) was unrelated to performance. Metacognitive bias (overall tendency towards high or low confidence) was positively associated with performance, so poor performers were appropriately less confident—not more confident—than good performers. Crucially, these metacognitive factors did not cause the DKE pattern, which was driven overwhelmingly by performance scores. These results refute the dual-burden account and suggest that the classic DKE is a statistical regression artefact that tells us nothing much about metacognition.
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spelling pubmed-97276742022-12-07 Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect McIntosh, Robert D. Moore, Adam B. Liu, Yuxin Della Sala, Sergio R Soc Open Sci Psychology and Cognitive Neuroscience For many intellectual tasks, the people with the least skill overestimate themselves the most, a pattern popularly known as the Dunning–Kruger effect (DKE). The dominant account of this effect depends on the idea that assessing the quality of one's performance (metacognition) requires the same mental resources as task performance itself (cognition). Unskilled people are said to suffer a dual burden: they lack the cognitive resources to perform well, and this deprives them of metacognitive insight into their failings. In this Registered Report, we applied recently developed methods for the measurement of metacognition to a matrix reasoning task, to test the dual-burden account. Metacognitive sensitivity (information exploited by metacognition) tracked performance closely, so less information was exploited by the metacognitive judgements of poor performers; but metacognitive efficiency (quality of metacognitive processing itself) was unrelated to performance. Metacognitive bias (overall tendency towards high or low confidence) was positively associated with performance, so poor performers were appropriately less confident—not more confident—than good performers. Crucially, these metacognitive factors did not cause the DKE pattern, which was driven overwhelmingly by performance scores. These results refute the dual-burden account and suggest that the classic DKE is a statistical regression artefact that tells us nothing much about metacognition. The Royal Society 2022-12-07 /pmc/articles/PMC9727674/ /pubmed/36483762 http://dx.doi.org/10.1098/rsos.191727 Text en © 2022 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Psychology and Cognitive Neuroscience
McIntosh, Robert D.
Moore, Adam B.
Liu, Yuxin
Della Sala, Sergio
Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title_full Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title_fullStr Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title_full_unstemmed Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title_short Skill and self-knowledge: empirical refutation of the dual-burden account of the Dunning–Kruger effect
title_sort skill and self-knowledge: empirical refutation of the dual-burden account of the dunning–kruger effect
topic Psychology and Cognitive Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9727674/
https://www.ncbi.nlm.nih.gov/pubmed/36483762
http://dx.doi.org/10.1098/rsos.191727
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