Reactivating logic? Age-dependent effects of intuitive debiasing training

Previous work has shown that short debiasing interventions in which the problem solution is explained can boost adults’ intuitive reasoning. This effect has been attributed to the reactivation of prior logico-mathematical knowledge acquired through schooling. However, this hypothesis has not yet been directly tested. To address this issue, we compared the impact of debias training on two classic reasoning tasks (i.e., the bat-and-ball and base-rate problems) on reasoning performance at the end of (11-12th grade) and start of (7th-8th grade) secondary education (i.e., groups with a more vs. less developed logico-mathematical knowledge base). We adopted a two-response paradigm to distinguish between intuitive and deliberate responses before and after the training. Across both tasks, training improved performance (compared to a no-training control group) in both age groups, primarily through increased intuitive accuracy. Critically, debiasing was more likely to produce logical intuitions in late than early adolescents. These findings suggest that the success of intuitive boosting relies on the extent to which relevant logical principles have been practiced to the point of automaticity.

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Publication Details

Journal
Thinking & Reasoning
Published
2026-09-29
DOI
https://doi.org/10.1080/13546783.2026.2727940
Primary Topic
Cognitive and developmental aspects of mathematical skills
Type
article
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Reactivating logic? Age-dependent effects of intuitive debiasing training

Wim De Neys, Serge Caparos, Esther Boissin, Grégoire Borst et al.
Thinking & Reasoning
Cognitive and developmental aspects of mathematical skills
article

Reactivating logic? Age-dependent effects of intuitive debiasing training

Wim De Neys, Serge Caparos, Esther Boissin, Grégoire Borst, Matthieu Raoelison, Laura Charbit
article en

Abstract

Previous work has shown that short debiasing interventions in which the problem solution is explained can boost adults’ intuitive reasoning. This effect has been attributed to the reactivation of prior logico-mathematical knowledge acquired through schooling. However, this hypothesis has not yet been directly tested. To address this issue, we compared the impact of debias training on two classic reasoning tasks (i.e., the bat-and-ball and base-rate problems) on reasoning performance at the end of (11-12th grade) and start of (7th-8th grade) secondary education (i.e., groups with a more vs. less developed logico-mathematical knowledge base). We adopted a two-response paradigm to distinguish between intuitive and deliberate responses before and after the training. Across both tasks, training improved performance (compared to a no-training control group) in both age groups, primarily through increased intuitive accuracy. Critically, debiasing was more likely to produce logical intuitions in late than early adolescents. These findings suggest that the success of intuitive boosting relies on the extent to which relevant logical principles have been practiced to the point of automaticity.

Thinking & Reasoning
Centre National de la Recherche Scientifique (FR), Institut Universitaire de France (FR), Université Paris Cité (FR), Cornell University (US), Laboratoire de Psychologie du Développement et de L’Education de l’enfant (FR), Université Paris 8 (FR)
Quality Education
Openalex Percentile: Top 8%
Cognitive and developmental aspects of mathematical skills
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Reactivating logic? Age-dependent effects of intuitive debiasing training — Wim De Neys, Serge Caparos, et al. · Thinking & Reasoning (2026) | TGRS Research Map | TGRS