Evidence map›Paper›PMID 42103730›Full record

ArticleNature communications2026

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

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

Abstract readTwin Study
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Quan ZhouCentre for Brain and Behaviour, School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK. quan.zhou@qmul.ac.uk.ORCID 0000-0002-1169-287X
Wangjingyi LiaoCentre for Brain and Behaviour, School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK.
Andrea G AllegriniDivision of Psychology and Language Sciences, University College London, London, UK.ORCID 0000-0003-4048-4292
Kaili RimfeldSocial, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.ORCID 0000-0001-5139-065X
Jasmin WertzSchool of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, UK.ORCID 0000-0002-1332-8617
Tim T MorrisCentre for Longitudinal Studies, Social Research Institute, University College London, London, UK.ORCID 0000-0001-8178-6815
Laurel RaffingtonMax Planck Research Group Biosocial - Biology, Social Disparities, and Development, Max Planck Institute for Human Development, Berlin, Germany.ORCID 0000-0002-0144-5605
Robert PlominSocial, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.ORCID 0000-0002-0756-3629
Margherita MalanchiniCentre for Brain and Behaviour, School of Biological and Behavioural Sciences, Queen Mary University of London, London, UK. m.malanchini@qmul.ac.uk.ORCID 0000-0002-7257-6119

Funding

NIH National Institutes of Health AG046938
6 · The paper itself

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.

Indexed as

Academic SuccessChild DevelopmentMultifactorial InheritanceAttitudeChildCognitionEmotionsFemaleGenetic Risk ScoreHumansLongitudinal StudiesMaleMotivation

Identifiers

PMID42103730
PMCPMC13249983

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