The DOI matches its Crossref record; 75 of the 75 references it cites were found in a registry or an index.
The high heritability of educational achievement reflects many genetically influenced traits, not just intelligence
Open accessAbstract
Significance: Differences among children in educational achievement are highly heritable from the early school years until the end of compulsory education at age 16, when UK students are assessed nationwide with standard achievement tests [General Certificate of Secondary Education (GCSE)]. Genetic research has shown that intelligence makes a major contribution to the heritability of educational achievement. However, we show that other broad domains of behavior such as personality and psychopathology also account for genetic influence on GCSE scores beyond that predicted by intelligence. Together with intelligence, these domains account for 75% of the heritability of GCSE scores. These results underline the importance of genetics in educational achievement and its correlates. The results also support the trend in education toward personalized learning.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Genetics of Food Intake Self-Regulation in Childhood: Literature Review and Research Opportunities
Faith, M. S., Carnell, S., & Kral, T. V. E. (2013) · Human Heredity · doi:10.1159/000353879 · Cited by 7,601
Blackwell, L. S., Trzesniewski, K. H., & Dweck, C. S. (2007) · Child Development · doi:10.1111/j.1467-8624.2007.00995.x · Cited by 3,784
Hill, N. E., & Tyson, D. F. (2009) · Developmental Psychology · doi:10.1037/a0015362 · Cited by 2,170
Self-Motivation for Academic Attainment: The Role of Self-Efficacy Beliefs and Personal Goal Setting
Zimmerman, B. J., Bandura, A., & Martinez-Pons, M. (1992) · American Educational Research Journal · doi:10.3102/00028312029003663 · Cited by 1,724
Intelligence and educational achievement
Deary, I. J., Strand, S., Smith, P., & Fernandes, C. (2007) · Intelligence · doi:10.1016/j.intell.2006.02.001 · Cited by 1,723
Hinshaw, S. P. (1992) · Psychological Bulletin · doi:10.1037//0033-2909.111.1.127 · Cited by 1,632
How Large Are Teacher Effects?
Nye, B., Konstantopoulos, S., & Hedges, L. V. (2004) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737026003237 · Cited by 1,493
Investigating the predictive roles of working memory and IQ in academic attainment
Alloway, T. P., & Alloway, R. G. (2010) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.11.003 · Cited by 1,290
OpenMx: An Open Source Extended Structural Equation Modeling Framework
Boker, S., Neale, M., Maes, H., Wilde, M., Spiegel, M., Brick, T., Spies, J., Estabrook, R., Kenny, S., Bates, T., et al. (2011) · Psychometrika · doi:10.1007/s11336-010-9200-6 · Cited by 1,163
Child Psychology: A Handbook of Contemporary Issues
Daley, D. M. (2005) · Child and Adolescent Mental Health · doi:10.1111/j.1475-3588.2005.00125_4.x · Cited by 1,052
Research works printed but not linked: 7
- R Plomin, JC DeFries, VS Knopik, JM Neiderhiser Behavioral Genetics (Worth Publishers, 6th Ed, New York, 2013).
- P Tough How Children Succeed (Random House, London, UK, 2013).
- 10.1037/0033-2909.111.1.127 · DOI · Paper page
- Y Kovas, CMA Haworth, PS Dale, R Plomin, The genetic and environmental origins of learning abilities and disabilities in the early school years. Monogr Soc Res Child Dev 72, :vii, 1–144. (2007).
- 10.1375/twin.3.3.129 · doi:10.1375/twin.3.3.129 · Paper page
- E Lehmann Nonparametric Statistical Methods Based on Ranks (Holden-Day, San Francisco, 1975).
- 10.1016/0315-0860(75)90034-8 · doi:10.1016/0315-0860(75)90034-8
Cited by
Genome-wide association study identifies 74 loci associated with educational attainment
Okbay, A., Beauchamp, J. P., Fontana, M. A., Lee, J. J., Pers, T. H., Rietveld, C. A., Turley, P., Chen, G.-B., Emilsson, V., Meddens, S. F. W., et al. (2016) · Nature · doi:10.1038/nature17671 · Cited by 1,297
Education and cognitive functioning across the life span
Lövdén, M., Fratiglioni, L., Glymour, M. M., Lindenberger, U., & Tucker-Drob, E. M. (2020) · Psychological Science in the Public Interest · doi:10.1177/1529100620920576 · Cited by 1,224
The nature of nurture: Effects of parental genotypes
Kong, A., Thorleifsson, G., Frigge, M. L., Vilhjalmsson, B. J., Young, A. I., Thorgeirsson, T. E., Benonisdottir, S., Oddsson, A., Halldorsson, B. V., Masson, G., et al. (2018) · Science · doi:10.1126/science.aan6877 · Cited by 949
True grit and genetics: Predicting academic achievement from personality.
Rimfeld, K., Kovas, Y., Dale, P. S., & Plomin, R. (2016) · Journal of Personality and Social Psychology · doi:10.1037/pspp0000089 · Cited by 459
Self-citationDavies, G., Marioni, R. E., Liewald, D. C., Hill, W. D., Hagenaars, S. P., Harris, S. E., Ritchie, S. J., Luciano, M., Fawns-Ritchie, C., Lyall, D., et al. (2016) · Molecular Psychiatry · doi:10.1038/mp.2016.45 · Cited by 373
Metadata
- Authors
- Krapohl, E., Rimfeld, K., Shakeshaft, N. G., Trzaskowski, M., McMillan, A., Pingault, J.-B., Asbury, K., Harlaar, N., Kovas, Y., Dale, P. S., & Plomin, R.
- Venue
- Proceedings of the National Academy of Sciences
- Published
- 2014-10-06
- Volume
- 111
- Issue
- 42
- Pages
- 15273-15278
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- OpenAlex
- W2121585268
- Cited by
- 323
- References
- 75
- FWCI
- 33.27
- Type
- journal article
- Language
- en
- Open access
- bronze
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: The high heritability of educational achievement reflects many genetically influenced traits, not just intelligence. https://app.cochat.ai/papers/10.1073/pnas.1408777111
- The paper
- Krapohl, E., Rimfeld, K., Shakeshaft, N. G., Trzaskowski, M., McMillan, A., Pingault, J.-B., Asbury, K., Harlaar, N., Kovas, Y., Dale, P. S., & Plomin, R. (2014). The high heritability of educational achievement reflects many genetically influenced traits, not just intelligence. Proceedings of the National Academy of Sciences. https://doi.org/10.1073/pnas.1408777111
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.