The reversal of Spearman's Hypothesis in incarcerated populations and the role of non-shared environmentality
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White-Black (W-B) cognitive performance differences tend to be more pronounced on more g -loaded subtests, a phenomenon posited by, and sometimes denoted by the term, Spearman’s Hypothesis (SH). But SH might not be confirmed in all circumstances. The current study aims to investigate particular conditions under which it might fail. Exploratory factor analysis employing vectors of subtest-level effects as the unit of analysis is used to examine the relationships between non-shared environmentality ( e 2 ), g and culture loadings, and W-B differences in two incarcerated and three normative samples, all evaluated using Wechsler series cognitive tests. Parallel analysis recommended a two-factor solution. Factor 1 was associated with negative clustering for the g and culture loading vectors, but positive clustering for both the incarcerated W-B difference and e 2 vectors. The three normative W-B difference vectors clustered with respect to Factor 2 onto which the g and culture loading vectors also weakly, but positively, cross-loaded. These results suggest that when racialized sources of environmental harshness are high (such as in incarceration settings) SH reverses, with e 2 variance (which captures environmental harshness) and non- g sources of performance variance being generative of these group differences.
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Among incarcerated and institutionalized (carceral) populations, Spearman's Hypothesis appears to be reversed.
“Of relevance are findings from incarcerated and institutionalized (carceral) populations, amongst whom SH appears to be reversed (Woodley of Menie et al., 2025).”
From A Meta-Analysis of Spearman’s Hypothesis in the United States (2026) · cites this paper as Woodley of Menie et al., 2025
Woodley of Menie et al. (2025) found that carceral W-B difference vectors cluster positively with vectors of non-shared environmentality, whilst g and culture-loading vectors show the opposite (negative) clustering pattern.
“Precisely in line with this, Woodley of Menie et al. (2025) found that carceral W-B difference vectors cluster positively with vectors of non-shared environmentality, whilst g and culture-loading vectors show the opposite (negative) clustering pattern.”
From A Meta-Analysis of Spearman’s Hypothesis in the United States (2026) · cites this paper as Woodley of Menie et al. (2025)
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Cites
Investigating Spearman's Hypothesis by Means of Multi-Group Confirmatory Factor Analysis
Dolan, C. V. (2000) · Multivariate Behavioral Research · doi:10.1207/s15327906mbr3501_2 · Cited by 99 · 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
Flagged first, then by citations
Research works printed but not linked: 37
- Altus, W. D., & Clark, J. H. (1949). Subtest variation on the Wechsler-Bellevue for two institutionalized behavior problem groups. Journal of Consulting Psychology, 13, 444-447. https://doi.org/10.1037/ h0058312 · DOI
- Ashton, M. C., & Lee, K. (2005). Problems with the method of correlated vectors. Intelligence, 33, 431-444. https://doi.org/10.1016/j.intell.2004.12.004 · DOI · Paper page
- Bloch, S., & Olivares-Pelayo, E. A. (2023). Carceral racialization, prison segregation, and the Integrated Housing Program in Arizona. Theoretical Criminology, 28, 212-231. https://doi.org/10.1177/ 13624806231179127 · DOI
- Bouchard, T. J., Jr. (2013). The Wilson effect: The increase in heritability of IQ with age. Twin Research & Human Genetics, 16, 923-930. https://doi.org/ 10.1017/thg.2013. · DOI · Paper page
- Coyle, T. (2016). Ability tilt for whites and blacks: Support for differentiation and investment theories. Intelligence, 56, 28-34. https://doi.org/10.1016/ j.intell.2016.02.002 · DOI
- Destephens, W. P. (1953). Are criminals morons? The Journal of Social Psychology, 38, 187-199. https:// doi.org/10.1080/00224545.1953.9711454 · DOI
- Ellis, B. J., Abrams, L. S., Masten, A. S., Sternberg, R. J., Tottenham, N., & Frankenhuis, W. E. (2023). The hidden talents framework. Cambridge Elements. https://doi.org/10.1017/9781009350051 · DOI
- Ellis, B. J., Figueredo, A. J., Brumbach, B. H., & Schlomer, G. L. (2009). Fundamental dimensions of environmental risk. Human Nature, 20, 204-268. https://doi.org/10.1007/s12110-009-9063-7 · DOI
- Franklin, J. C. (1945). Discriminative value and patterns of the Wechsler-Bellevue scales in the examination of delinquent Negro boys. Educational & Psychological Measurement, 5, 71-85. https://doi.org/10.1177/ 001316444500500106 · DOI
- Freese, J., & Jao, Y. H. (2017). Shared environment estimates for educational attainment: A puzzle and possible solutions. Journal of Personality, 85, 79-89. https://doi.org/10.1111/jopy.12226 · DOI
- Georgas, J., van de Vijver, F. J. R., Weiss, L. G., & Saklofske, D. H. (2003). A cross-cultural analysis of the WISC-III. In J. Georgas, L. G. Weiss, F. J. R. van de Vijver, & D. H. Saklofske (Eds.), Culture and children's intelligence: Cross-cultural analysis of the WISC-III (pp. 277-313). Academic Press.
- Henry, P. I., Beaulieu, M. R. S., Bradford, A., & Graves, J. L., Jr. (2023). Embedded racism: Inequitable niche construction as a neglected evolutionary process affecting health. Evolution, Medicine, & Public Health, 11, 112-125. https://doi.org/10.1093/emph/eoad007 · DOI
- Hirschi, T., & Hindelang, M. J. (1977). Intelligence and delinquency: a revisionist review. American Sociological Review, 42, 571-587. https://doi.org/ 10.2307/2094556 · DOI
- Jensen, A. R. (1985). The nature of the Black-White difference on various psychometric tests: Spearman's hypothesis. Behavioral & Brain Sciences, 8, 193-263. https://doi.org/10.1017/S0140525X00020392 · DOI · Paper page
- Jensen, A. R., & Faulstich, M. E. (1988). Difference between prisoners and the general population in psychometric g. Personality & Individual Differences, 9, 925-928. https://doi.org/10.1016/ 0191-8869(88)90013-X · DOI
- Johnson, R. A., & Wichern, D. W. (2007). Applied multivariate statistical analysis (6th ed.). Pearson.
- Kan, J.-K. (2011). The Nature of Nurture: The role of gene-environment interplay in the development of intelligence [Doctoral thesis]. University of Amsterdam.
- Kaplan, J. M. (2015). Race, IQ, and the search for statistical signals associated with so-called "X"- factors: environments, racism, and the "hereditarian hypothesis." Biology & Philosophy, 30, 1-17. https:// doi.org/10.1007/s10539-014-9428-0 · DOI
- Kaufman, A. S., McLean, J. E., & Reynolds, C. R. (1988). Sex, race, residence, region, and education differences on the 11 WAIS-R subtests. Journal of Clinical Psychology, 44, 231-248. https://doi.org/ 10.1002/1097-4679(198803)44:2 Lancet. (2018). Environmental racism: Time to tackle social injustice. The Lancet: Planetary Health, 2, e462. · DOI
- Matarazzo, J. D. (1972). Wechsler's measurement and appraisal of adult intelligence (5th ed.). Williams & Wilkins.
- Panton, J. H. (1960). Beta-WAIS comparisons and WAIS subtest configurations within a State prison population. Journal of Clinical Psychology, 16, 312-317. https://doi.org/10.1002/ 1097-4679(196007)16:3 · DOI
- Peñaherrera-Aguirre, M., Woodley of Menie, M. A., Sarraf, M. A., & Beaver, K. M. (2022). Social adversity reduces polygenic score expressivity for general cognitive ability, but not height. Twin Research & Human Genetics, 25, 10-23. https://doi.org/10.1017/ thg.2022. · DOI · Paper page
- Plomin, R. (2024). Nonshared environment: Real but random. JCPP Advances, 4, e12229. https://doi.org/ 10.1002/jcv2.12229 · DOI
- Rijsdijk, F. V., Vernon, P., & Boomsma, D. I. (2002). Application of hierarchical genetic models to Raven and WAIS subtests: A Dutch twin study. Behavior Genetics, 32, 199-210. https://doi.org/10.1023/ A:1016021128949 · DOI
- Rushton, J. P. (1998). The "Jensen Effect' and the "Spearman-Jensen Hypothesis" of Black-White IQ differences. Intelligence, 26, 217-225. https://doi.org/ 10.1016/S0160-2896(99)80004-X · DOI
- Schönemann, P. H. (1989). Some new results on the Spearman hypothesis artifact. Bulletin of the Psychonomic Society, 27, 462-464. https://doi.org/ 10.3758/BF03334656 · DOI
- Sng, O., Boyd-Frenkel, K. A., & Williams, K. E. G. (2024). Can race be replaced? Ecology and race categorization. Evolution & Human Behavior, 45, 106630. https://doi.org/10.1016/ j.evolhumbehav.2024.106630 · DOI
- Tambs, K., Sundet, J. M., & Magnus, P. (1984). Heritability analysis of the WAIS subtests: A study of twins. Intelligence, 8, 283-293. https://doi.org/ 10.1016/0160-2896(84)90012-6 · DOI
- te Nijenhuis, J., Jongeneel-Grimen, B., & Armstrong, E. L. (2015). Are adoption gains on the g factor? A meta-analysis. Personality & Individual Differences, 73, 56-60. https://doi.org/10.1016/j.paid.2014.09.022 · DOI · Paper page
- te Nijenhuis, J., Jongeneel-Grimen, B., & Kirkegaard, E. O. W. (2014). Are Headstart gains on the g factor? A meta-analysis. Intelligence, 46, 209-215. https:// doi.org/10.1016/j.intell.2014.07.001 · DOI
- te Nijenhuis, J., van den Hoek, M., & Dragt, J. (2019). A meta-analysis of Spearman's hypothesis tested on Latin-American Hispanics, including a new way to correct for imperfectly measuring the construct of g. Psych, 1, 101-122. https://doi.org/10.3390/ psych1010008 · DOI
- te Nijenhuis, J., van den Hoek, M., Metzen, D., & David, H. (2017). Spearman's hypothesis not supported? Three meta-analyses of Black and White prisoners, Northeast Asians, and Arabs and Jews. Personality & Individual Differences, 117, 52-59. https://doi.org/ 10.1016/j.paid.2017.05.032 · DOI
- te Nijenhuis, J., & van der Flier, H. (2013). Is the Flynn effect on g?: A metaanalysis. Intelligence, 41, 802-807. https://doi.org/10.1016/j.intell.2013.03.001 · DOI
- van den Hoek, M. (2015). Group differences in intelligence: Spearman's hypothesis or Spearman's Law [Masters Thesis]. University of Amsterdam.
- Warne, R. T. (2021). Between-group mean differences in intelligence in the United States are >0% genetically caused: five converging lines of evidence. The American Journal of Psychology, 134, 480-501. https:// doi.org/10.5406/amerjpsyc.134.4.0479 · DOI · Paper page
- Warne, R. T., & Burningham, C. (2019). Spearman's g found in 31 non-Western nations: Strong evidence that g is a universal phenomenon. Psychological Bulletin, 145, 237-272. https://doi.org/10.1037/ bul0000184 · DOI
- Woodley of Menie, M. A., Sarraf, M. A., Peñaherrera- Aguirre, M., Fernandes, H. B. F., & Becker, D. (2018). What caused over a century of decline in general intelligence? Testing predictions from the genetic selection and neurotoxin hypotheses. Evolutionary Psychological Science, 4, 272-284. https://doi.org/ 10.1007/s40806-017-0131-7 The Reversal of Spearman's Hypothesis in Incarcerated Populations and the Role of Non-Shared Environm… Intelligence & Cognitive Abilities · DOI
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A Meta-Analysis of Spearman’s Hypothesis in the United States
Woodley of Menie, M., Peñaherrera-Aguirre, M., & Sarraf, M. (2026) · Intelligence & Cognitive Abilities · doi:10.65550/001c.171909
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- Authors
- Woodley of Menie, M. A., Peñaherrera-Aguirre, M., & Sarraf, M. A.
- Affiliations
- Independent Researcher
- University of Arizona
- Independent Sector (US)
- Venue
- Intelligence & Cognitive Abilities
- Publisher
- Finulus, Inc
- Published
- 2025-06-30
- Volume
- 1
- Issue
- 1
- ISSN
- 3069-6488 (ISSN-L)
- OpenAlex
- W4417042524
- Cited by
- 2
- References
- 2
- Citations by year
- 2026: 2
- Type
- dissertation
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Intelligence & Cognitive Abilities (publishedVersion, cc-by)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
- Keywords
- Spearman's hypothesis, general intelligence, incarceration, environmental harshness, Wechsler intelligence tests
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