Racial and ethnic group differences in the heritability of intelligence: A systematic review and meta-analysis
Abstract
Via meta-analysis, we examined whether the heritability of intelligence varies across racial or ethnic groups. Specifically, we tested a hypothesis predicting an interaction whereby those racial and ethnic groups living in relatively disadvantaged environments display lower heritability and higher environmentality. The reasoning behind this prediction is that people (or groups of people) raised in poor environments may not be able to realize their full genetic potentials. Our sample (k = 16) comprised 84,897 Whites, 37,160 Blacks, and 17,678 Hispanics residing in the United States. We found that White, Black, and Hispanic heritabilities were consistently moderate to high, and that these heritabilities did not differ across groups. At least in the United States, Race/Ethnicity × Heritability interactions likely do not exist.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The heritability of intelligence is high and virtually identical in European and African-American populations.
“This difference exists even though the heritability of intelligence is both high and virtually identical in the European and African-American populations [4].”
From Global Ancestry and Cognitive Ability (2019) · cites this paper as [4]
Cites
Operating characteristics of a rank correlation test for publication bias
Begg, C. B., & Mazumdar, M. (1994) · Biometrics · doi:10.2307/2533446 · Cited by 16,955 · see citing works
Methods of Meta-Analysis: Correcting Error and Bias in Research Findings
Schmidt, F. L., & Hunter, J. E. (2015) · doi:10.4135/9781483398105 · Cited by 5,542 · see citing works
Nature-nurture reconceptualized in developmental perspective: A bioecological model.
Bronfenbrenner, U., & Ceci, S. J. (1994) · Psychological Review · doi:10.1037/0033-295x.101.4.568 · Cited by 2,973 · see citing works
The g factor: the science of mental ability
(1998) · Choice Reviews Online · doi:10.5860/choice.36-2443 · Cited by 2,760 · see citing works
23andMe Research Team, Lee, J. J., COGENT (Cognitive Genomics Consortium), Social Science Genetic Association Consortium, Wedow, R., Okbay, A., Kong, E., Maghzian, O., Zacher, M., Nguyen-Viet, T. A., et al. (2018) · Nature Genetics · doi:10.1038/s41588-018-0147-3 · Cited by 2,470 · see citing works
Meta-analysis of the heritability of human traits based on fifty years of twin studies
Polderman, T. J. C., Benyamin, B., de Leeuw, C. A., Sullivan, P. F., van Bochoven, A., Visscher, P. M., & Posthuma, D. (2015) · Nature Genetics · doi:10.1038/ng.3285 · Cited by 2,467 · see citing works
Introduction to Quantitative Genetics.
Bodmer, W. F., & Falconer, D. S. (1961) · Biometrics · doi:10.2307/2528001 · Cited by 1,873 · see citing works
Introduction to Quantitative Genetics.
Veale, A. M. O., & Falconer, D. S. (1960) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.2307/2985722 · Cited by 1,551 · see citing works
Socioeconomic Status Modifies Heritability of IQ in Young Children
Turkheimer, E., Haley, A., Waldron, M., D'Onofrio, B., & Gottesman, I. I. (2003) · Psychological Science · doi:10.1046/j.0956-7976.2003.psci_1475.x · Cited by 1,373 · see citing works
Intelligence: New findings and theoretical developments
Nisbett, R. E., Aronson, J., Blair, C., Dickens, W., Flynn, J., Halpern, D. F., & Turkheimer, E. (2012) · American Psychologist · doi:10.1037/a0026699 · Cited by 968 · see citing works
Accuracy of Predicting the Genetic Risk of Disease Using a Genome-Wide Approach
Daetwyler, H. D., Villanueva, B., & Woolliams, J. A. (2008) · PLoS ONE · doi:10.1371/journal.pone.0003395 · Cited by 721 · see citing works
Heritability of personality: A meta-analysis of behavior genetic studies.
Vukasović, T., & Bratko, D. (2015) · Psychological Bulletin · doi:10.1037/bul0000017 · Cited by 716 · see citing works
Thirty years of research on race differences in cognitive ability.
Rushton, J. P., & Jensen, A. R. (2005) · Psychology, Public Policy, and Law · doi:10.1037/1076-8971.11.2.235 · Cited by 457 · see citing works
Genetic and Environmental Influences on Vocabulary IQ: Parental Education Level as Moderator
Rowe, D. C., Jacobson, K. C., & Van den Oord, E. J. C. G. (1999) · Child Development · doi:10.1111/1467-8624.00084 · Cited by 392 · see citing works
Scarr‐Salapatek, S. (1971) · Science · doi:10.1126/science.174.4016.1285 · Cited by 362 · see citing works
Large Cross-National Differences in Gene × Socioeconomic Status Interaction on Intelligence
Tucker-Drob, E. M., & Bates, T. C. (2016) · Psychological Science · doi:10.1177/0956797615612727 · Cited by 359 · see citing works
Hanscombe, K. B., Trzaskowski, M., Haworth, C. M. A., Davis, O. S. P., Dale, P. S., & Plomin, R. J. (2012) · PLoS ONE · doi:10.1371/journal.pone.0030320 · Cited by 326 · see citing works
Krapohl, E. M. L., Rimfeld, K., Shakeshaft, N. G., Trzaskowski, M., McMillan, A. J., Pingault, J., Asbury, K., Harlaar, N., Kovas, Y. V., Dale, P. S., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1408777111 · Cited by 323 · see citing works
Race Differences in Intelligence
Bootzin, R. R., Loehlin, J. C., Lindzey, G. E., & Spuhler, J. N. (1976) · The American Journal of Psychology · doi:10.2307/1421415 · Cited by 307 · see citing works
Genetic and Environmental Influences on Cognition Across Development and Context
Tucker-Drob, E. M., Briley, D. A., & Harden, K. P. (2013) · Current Directions in Psychological Science · doi:10.1177/0963721413485087 · Cited by 295 · see citing works
Race, Social Class, and Individual Differences in I.Q.
D., C. P., & Scarr, S. W. (1982) · The American Journal of Psychology · doi:10.2307/1422150 · Cited by 248 · see citing works
The Social Influences on the Realization of Genetic Potential for Intellectual Development
Guo, G., & Stearns, E. (2002) · Social Forces · doi:10.1353/sof.2002.0007 · Cited by 218 · see citing works
Race Differences in Intelligence.
Bear, J. C., Loehlin, J. C., Banton, M., Harwood, J., & Montagu, A. (1976) · Man · doi:10.2307/2800419 · Cited by 168 · see citing works
The heritability of self-control: A meta-analysis
Willems, Y. E., Boesen, N., Li, J., Finkenauer, C., & Bartels, M. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.02.012 · Cited by 168 · see citing works
A review and meta-analysis of the heritability of specific phobia subtypes and corresponding fears
Van Houtem, C. M. H. H., Laine, M. L., Boomsma, D. I., Ligthart, L., van Wijk, A. J., & De Jongh, A. (2013) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2013.04.007 · Cited by 131 · see citing works
Social Class, Race, and Genetics: Implications for Education
Jensen, A. R. (1968) · American Educational Research Journal · doi:10.3102/00028312005001001 · Cited by 127 · see citing works
Sesardić, N. (2005) · Cambridge University Press eBooks · doi:10.1017/cbo9780511487378 · Cited by 101 · see citing works
Genetic influence on social outcomes during and after the Soviet era in Estonia
Rimfeld, K., Krapohl, E., Trzaskowski, M., Coleman, J., Selzam, S., Dale, P. S., Esko, T., Metspalu, A., & Plomin, R. (2018) · Nature Human Behaviour · doi:10.1038/s41562-018-0332-5 · Cited by 96 · see citing works
Socioeconomic status and genetic influences on cognitive development
Figlio, D., Jeremy Freese, A., Karbownik, K., & Roth, J. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1708491114 · Cited by 94 · see citing works
Cognitive capitalism human capital and the wellbeing of nations
Rindermann, H. (2018) · Cited by 77 · see citing works
Osborne, R. T. (1980) · Cited by 72 · see citing works
IQ correlations in transracial adoptive families
Scarr, S., Weinberg, R. A., & Waldman, I. D. (1993) · Intelligence · doi:10.1016/0160-2896(93)90018-z · Cited by 72 · see citing works
Vinkhuyzen, A., van der Sluis, S., Maes, H., & Posthuma, D. (2011) · Behavior Genetics · doi:10.1007/s10519-011-9507-9 · Cited by 66 · see citing works
Expanding the environment: Gene × School-Level SES Interaction on Reading Comprehension
Hart, S., Soden, B., Johnson, W., Schatschneider, C., & Taylor, J. (2013) · Journal of Child Psychology and Psychiatry and Allied Disciplines · doi:10.1111/jcpp.12083 · Cited by 63 · see citing works
Genetic influence on cognitive development between childhood and adulthood
Mollon, J., Knowles, E. E. M., Mathias, S. R., Gur, R., Peralta, J. M., Weiner, D. J., Robinson, E. B., Gur, R. E., Blangero, J., Almasy, L., et al. (2021) · Molecular Psychiatry · doi:10.1038/s41380-018-0277-0 · Cited by 57 · see citing works
Genetic susceptibility to accelerated cognitive decline in the US Health and Retirement Study.
Zhang, C., & Pierce, B. (2014) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2013.12.021 · Cited by 55 · see citing works
Equality in Educational Policy and the Heritability of Educational Attainment
Colodro‐Conde, L., Rijsdijk, F. V., Tornero-Gómez, M. J., Sánchez-Romera, J. F., & Ordoñana, J. R. (2015) · PLoS ONE · doi:10.1371/journal.pone.0143796 · Cited by 55 · see citing works
Engelhardt, L. E., Church, J. A., Harden, K., & Tucker-Drob, E. (2018) · Developmental Science · doi:10.1111/desc.12699 · Cited by 55 · see citing works
Gene-by-Socioeconomic Status Interaction on School Readiness
Rhemtulla, M., & Tucker-Drob, E. (2012) · Behavior Genetics · doi:10.1007/s10519-012-9527-0 · Cited by 48 · see citing works
Socioeconomic status amplifies genetic effects in middle childhood in a large German twin sample
Gottschling, J., Hahn, E., Beam, C. R., Spinath, F. M., Carroll, S. L., & Turkheimer, E. N. (2018) · Intelligence · doi:10.1016/j.intell.2018.11.006 · Cited by 45 · see citing works
GENES AND GINI: WHAT INEQUALITY MEANS FOR HERITABILITY
Selita, F., & Kovas, Y. V. (2018) · Journal of Biosocial Science · doi:10.1017/s0021932017000645 · Cited by 43 · see citing works
Turkheimer, E., Harden, K., D'Onofrio, B., & Gottesman, I. (2012) · Psychology Press eBooks · doi:10.4324/9780203838013 · Cited by 39 · see citing works
Global Ancestry and Cognitive Ability
Lasker, J., Pesta, B. J., Fuerst, J. G. R., & Kirkegaard, E. O. W. (2019) · Psych · doi:10.3390/psych1010034 · Cited by 32 · see citing works
Self-citationTransethnic differences in GWAS signals: A simulation study
Zanetti, D., & Weale, M. E. (2018) · Annals of Human Genetics · doi:10.1111/ahg.12251 · Cited by 32 · see citing works
Academic achievement in Blacks and Whites: Are the developmental processes similar?
Rowe, D., & Cleveland, H. H. (1996) · Intelligence · doi:10.1016/s0160-2896(96)90004-5 · Cited by 28 · see citing works
Turkheimer, E. N., Harden, K. P., D'Onofrio, B. M., & Gottesman, I. I. (2011) · Cited by 26 · see citing works
Rabinowitz, J. A., Kuo, S., Felder, W., Musci, R. J., Bettencourt, A. F., Benke, K., Sisto, D. Y., Smail, E. J., Uhl, G., Maher, B., et al. (2019) · Genes, Brain and Behavior · doi:10.1111/gbb.12558 · Cited by 21 · see citing works
Spearman’s Hypothesis Tested on Black Adults: A Meta-Analysis
Te Nijenhuis, J., & Van den Hoek, M. (2016) · Journal of Intelligence · doi:10.3390/jintelligence4020006 · Cited by 18 · see citing works
Woodley of Menie, M. A., Figueredo, A. J., Dunkel, C. S., & Madison, G. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2015.05.032 · Cited by 17 · see citing works
The correlation between g loadings and heritability in Japan: A meta-analysis
te Nijenhuis, J., Kura, K., & Hur, Y.-M. (2014) · Intelligence · doi:10.1016/j.intell.2014.07.008 · Cited by 16 · see citing works
Self-citationSchwartz, J. A. (2015) · Intelligence · doi:10.1016/j.intell.2015.07.004 · Cited by 14 · see citing works
Beaver, K. M., Schwartz, J. A., Connolly, E. J., Nedelec, J. L., Al‐Ghamdi, M. S., & Kobeisy, A. N. (2013) · Intelligence · doi:10.1016/j.intell.2013.06.012 · Cited by 12 · see citing works
The Heritability of Abstract Reasoning in Caribbean Latinos with Familial Alzheimer Disease
Johnson, B., Santana, V., Schupf, N., Tang, M.-X., Stern, Y., Mayeux, R. P., & Lee, J. H. (2007) · Dementia and Geriatric Cognitive Disorders · doi:10.1159/000109765 · Cited by 11 · see citing works
A Comparison of Heritability Estimates of US Negro and White High School Students
Vandenberg, S. G. (1970) · Acta geneticae medicae et gemellologiae · doi:10.1017/s1120962300025695 · Cited by 11 · see citing works
Cai, B., Tang, L., Zhang, N., et al. (2014) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2013.12.018 · Cited by 10 · see citing works
Racial Differences in Heritability Estimates for Tests of Spatial Ability
Osborne, R. T., & Gregor, A. J. (1968) · Perceptual and Motor Skills · doi:10.2466/pms.1968.27.3.735 · Cited by 10 · see citing works
Osborne, R. T., & Miele, F. (1969) · Perceptual and Motor Skills · doi:10.2466/pms.1969.28.2.535 · Cited by 5 · see citing works
Fuerst, J. G. R., & Dalliard, M. (2014) · Open Behavioral Genetics · doi:10.26775/obg.2014.09.15 · Cited by 4 · see citing works
Self-citationEstimates of Heritability in Different Populations (A Preliminary Report).
Hodges, P. M. (1976) · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 4
- *Pesta, 2019, Racial and ethnic group differences in the heritability of intelligence: A systematic review and meta-analysis, Intelligence
- Scarr, 1995, What is equality? Review of the bell curve, Issues in Science and Technology, 11, 82
- Turkheimer, 2017, Charles Murray is once again peddling junk science about race and IQ, Vox
- Turkheimer, 2014, Interactions between socioeconomic status and components of variation in cognitive ability. In Behavior genetics of cognition across the Lifespan, Advances in Behavior Genetics, 1, 41
Cited by
Sorted by citations
Global Ancestry and Cognitive Ability
Lasker, J., Pesta, B. J., Fuerst, J. G. R., & Kirkegaard, E. O. W. (2019) · Psych · doi:10.3390/psych1010034 · Cited by 32 · see citing works
“This difference exists even though the heritability of intelligence is both high and virtually identical in the European and African-American populations [4].”
Self-citationWarne, R. T. (2021) · The American Journal of Psychology · doi:10.5406/amerjpsyc.134.4.0479 · Cited by 12 · see citing works
- Authors
- Pesta, B. J., Kirkegaard, E. O. W., te Nijenhuis, J., Lasker, J., & Fuerst, J. G. R.
- Affiliations
- Cleveland State University (US)
- University of Ulster (GB)
- Corresponding author
- Pesta, Bryan J.
- Venue
- Intelligence
- Publisher
- Elsevier BV
- Published
- 2020-01
- Volume
- 78
- Pages
- 101408
- ISSN
- 0160-2896 (ISSN-L)
- OpenAlex
- W2991458744
- Cited by
- 24
- References
- 59
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 3 · 2023: 6 · 2022: 1 · 2021: 3 · 2020: 1 · 2019: 2
- FWCI
- 0.26
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Intelligence (publishedVersion)
- VU Research Portal (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- heritability of intelligence, racial and ethnic differences, environmentality, gene-environment interaction, socioeconomic deprivation, genetic potential
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