Non-cognitive skills mediate education-related polygenic score associations with academic achievement across development

The role of environmental, developmental, and psychological processes in translating genetic dispositions into observed academic achievement remains under-investigated. Here, we examine whether non-cognitive skills-including motivation, attitudes, and emotional and behavioural functioning-mediate the genetic prediction of academic achievement across development. We analyse data from 5,016 children enrolled in the Twins Early Development Study at ages 7, 9, 12, and 16, as well as their parents and teachers. We find that non-cognitive skills mediate between less than 5 and up to 64% of the genetic prediction of academic achievement. Mediation effects are larger and more robust for motivation and attitudes (β ≈ 0.13) than for emotional and behavioural functioning (β ≈ 0.01-0.03). This pattern holds longitudinally and is replicated in within-family analyses, where non-cognitive skills account for up to 83% of the total mediation effects. These findings highlight the contribution of non-cognitive skills beyond shared familial factors, likely reflecting how children evoke and select experiences that align with their genetic propensity and lead to differences in academic development.

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Publication Details

Journal
Nature Communications
Published
2026-05-08
DOI
https://doi.org/10.1038/s41467-026-72838-2
Primary Topic
Cognitive Abilities and Testing
Type
article
Field-Weighted Citation Impact
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article

Non-cognitive skills mediate education-related polygenic score associations with academic achievement across development

Andrea G. Allegrini, Kaili Rimfeld, Jasmin Wertz, Margherita Malanchini et al.
Nature Communications
Cognitive Abilities and Testing
article

Non-cognitive skills mediate education-related polygenic score associations with academic achievement across development

Andrea G. Allegrini, Kaili Rimfeld, Jasmin Wertz, Margherita Malanchini, Tim Morris, Quan Zhou, Wangjingyi Liao, Robert Plomin, Laurel Raffington
article en

Abstract

The role of environmental, developmental, and psychological processes in translating genetic dispositions into observed academic achievement remains under-investigated. Here, we examine whether non-cognitive skills-including motivation, attitudes, and emotional and behavioural functioning-mediate the genetic prediction of academic achievement across development. We analyse data from 5,016 children enrolled in the Twins Early Development Study at ages 7, 9, 12, and 16, as well as their parents and teachers. We find that non-cognitive skills mediate between less than 5 and up to 64% of the genetic prediction of academic achievement. Mediation effects are larger and more robust for motivation and attitudes (β ≈ 0.13) than for emotional and behavioural functioning (β ≈ 0.01-0.03). This pattern holds longitudinally and is replicated in within-family analyses, where non-cognitive skills account for up to 83% of the total mediation effects. These findings highlight the contribution of non-cognitive skills beyond shared familial factors, likely reflecting how children evoke and select experiences that align with their genetic propensity and lead to differences in academic development.

Nature Communications
Queen Mary University of London (GB), King's College London (GB), Royal Holloway University of London (GB), Max Planck Institute for Human Development (DE), University College London (GB), University of Edinburgh (GB)
Quality Education
Openalex Percentile: Top 4%
Cognitive Abilities and Testing
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