Evidence map›Paper›PMID 39487934›Full record

ArticleBehavior genetics2025

The Moderating Influence of School Achievement on Intelligence: A Cross-National Comparison.

Emilie R Hegelund, Erik Lykke Mortensen, Trine Flensborg-Madsen, Jesper Dammeyer, Kaare Christensen, Matt McGue, Christoph H Klatzka, Frank M Spinath, Wendy Johnson

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Article in Behavior genetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Emilie R HegelundMethodology and Analysis, Statistics Denmark, Copenhagen, Denmark. ehe@dst.dk.
Erik Lykke MortensenDepartment of Public Health, University of Copenhagen, Copenhagen, Denmark.
Trine Flensborg-MadsenDepartment of Public Health, University of Copenhagen, Copenhagen, Denmark.
Jesper DammeyerDepartment of Psychology, University of Copenhagen, Copenhagen, Denmark.
Kaare ChristensenDepartment of Public Health, University of Southern Denmark, Odense, Denmark.
Matt McGueDepartment of Public Health, University of Southern Denmark, Odense, Denmark.
Christoph H KlatzkaDepartment of Psychology, Saarland University, Saarbrücken, Germany.
Frank M SpinathDepartment of Psychology, Saarland University, Saarbrücken, Germany.
Wendy JohnsonDepartment of Psychology, The University of Edinburgh, Edinburgh, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Education-related variables are positively associated with intelligence in both causal directions, but little is known about the associations' underlying genetically and environmentally intertwined processes and many 'third variables' are probably involved too. In this study, we investigated how school achievement, measured by grade point average (GPA), moderated intelligence test score variation in young adulthood in broadly representative samples from the U.S. state of Minnesota, Denmark, and Germany, attempting to improve both understanding of the importance of environmental contexts and the limitations of currently available modelling techniques to help remedy them. School achievement was positively associated with intelligence test scores in all three contexts, but it moderated variances differently, even within the two cohorts comprising the Minnesota sample. One Minnesota cohort and the German sample suggested that shared environmental variance was larger among individuals with extreme GPAs, while the Danish sample suggested that this was only true among individuals with low GPAs. In contrast to these observations, the other Minnesota cohort suggested that genetic and non-shared environmental variances were greater among individuals with high GPAs. These observations indicated that underlying individual developmental processes and population-level impacts differed. However, our statistical models did not capture these differences clearly. The ways in which they failed all suggested the model limitations involve an inability to address degrees to which environmental constraints restrain social movements that are confounded with individual variations in capacities to move within society.

Indexed as

Academic SuccessAchievementIntelligenceAdolescentAdultCohort StudiesCross-Cultural ComparisonDenmarkEducational StatusFemaleGermanyHumansIntelligence TestsMaleMinnesotaSchoolsCross-national comparisonGene-environment interactionGenetic and environmental influencesIntelligenceSchool achievement

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.