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Within- and between-family genetic effects on educational achievement vary across countries and ages

  • Alexandra Starr
  • , Mirko Ruks
  • , Alexandros Giannelis
  • , Emily Willoughby
  • , Oskar Pettersson
  • , Charlotte K.L. Pahnke
  • , Carlo Maj
  • , Anastasia Andreas
  • , Rafael Ahlskog
  • , Louise Arseneault
  • , Helen L. Fisher
  • , Andreas J. Forstner
  • , Christian Kandler
  • , Matt McGue
  • , Markus M. Nöthen
  • , Sven Oskarsson
  • , Frank M. Spinath
  • , Scott Vrieze
  • , Jasmin Wertz
  • , Sophie von Stumm

Research output: Contribution to journalArticlepeer-review

Abstract

Polygenic score (PGS) predictions of educational achievement are sizeable at the population level. Yet, population-level PGS predictions are environmentally confounded, due to gene-environment correlations, assortative mating, and population stratification. This confounding complicates the interpretation and application of PGS predictions of educational achievement. Here, we charted the variability of PGS predictions in N = 8115 dizygotic twins from UK, US, Swedish, and German samples aged 7 to 19 years. Population-level PGS predictions of educational achievement ranged from β = 0.16 to β = 0.37 across ages and countries. Discerning within- and between-family level estimates, we found that 10 to 65% of the population-level PGS predictions were due to environmental confounding, of which 29 to 100% were accounted for by family socioeconomic status. Variability in within-family and population-level PGS predictions was largely unsystematic across countries’ school systems (multi-tiered vs. comprehensive) and children’s ages. Therefore, interpretations regarding the sources of environmental confounding effects on educational achievement remain, at present, speculative.

Original languageEnglish (US)
Pages (from-to)2029-2037
Number of pages9
JournalMolecular psychiatry
Volume31
Issue number4
DOIs
StatePublished - Apr 2026

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive licence to Springer Nature Limited 2025.

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