Abstract
Intelligence test scores and educational duration are positively correlated. This correlation could be interpreted in two ways: Students with greater propensity for intelligence go on to complete more education, or a longer education increases intelligence. We meta-analyzed three categories of quasiexperimental studies of educational effects on intelligence: those estimating education-intelligence associations after controlling for earlier intelligence, those using compulsory schooling policy changes as instrumental variables, and those using regression-discontinuity designs on school-entry age cutoffs. Across 142 effect sizes from 42 data sets involving over 600,000 participants, we found consistent evidence for beneficial effects of education on cognitive abilities of approximately 1 to 5 IQ points for an additional year of education. Moderator analyses indicated that the effects persisted across the life span and were present on all broad categories of cognitive ability studied. Education appears to be the most consistent, robust, and durable method yet to be identified for raising intelligence.
| Ackerman, P. L. (2017). Adult intelligence: The construct and the criterion problem. Perspectives on Psychological Science, 12, 987–998. Google Scholar, SAGE Journals, ISI | |
| Allensworth, E. M., Moore, P. T., Sartain, L., de la Torre, M. (2017). The educational benefits of attending higher performing schools: Evidence from Chicago high schools. Educational Evaluation and Policy Analysis, 39, 175–197. Google Scholar, SAGE Journals, ISI | |
| Bailey, D., Duncan, G. J., Odgers, C. L., Yu, W. (2017). Persistence and fadeout in the impacts of child and adolescent interventions. Journal of Research on Educational Effectiveness, 10, 7–39. Google Scholar, Medline | |
| Baltes, P. B., Reinert, G. (1969). Cohort effects in cognitive development of children as revealed by cross-sectional sequences. Developmental Psychology, 1, 169–177. Google Scholar, ISI | |
| Becker, M., Lüdtke, O., Trautwein, U., Köller, O., Baumert, J. (2012). The differential effects of school tracking on psychometric intelligence: Do academic-track schools make students smarter? Journal of Educational Psychology, 104, 682–699. Google Scholar, ISI | |
| Brinch, C. N., Galloway, T. A. (2012). Schooling in adolescence raises IQ scores. Proceedings of the National Academy of Sciences, USA, 109, 425–430. Google Scholar, Medline, ISI | |
| Cahan, S., Cohen, N. (1989). Age versus schooling effects on intelligence development. Child Development, 60, 1239–1249. Google Scholar, Medline, ISI | |
| Calvin, C. M., Batty, G. D., Der, G., Brett, C. E., Taylor, A., Pattie, A., . . . Deary, I. J. (2017). Childhood intelligence in relation to major causes of death in 68 year follow-up: Prospective population study. British Medical Journal, 357, Article j2708. doi:10.1136/bmj.j2708 Google Scholar | |
| Ceci, S. J. (1991). How much does schooling influence general intelligence and its cognitive components? A reassessment of the evidence. Developmental Psychology, 27, 703–722. Google Scholar, ISI | |
| Cheung, M. W.-L. (2008). A model for integrating fixed-, random-, and mixed-effects meta-analyses into structural equation modeling. Psychological Methods, 13, 182–202. Google Scholar, Medline, ISI | |
| Cliffordson, C. (2010). Methodological issues in investigations of the relative effects of schooling and age on school performance: The between-grade regression discontinuity design applied to Swedish TIMSS 1995 data. Educational Research and Evaluation, 16, 39–52. Google Scholar | |
| Clouston, S. A., Kuh, D., Herd, P., Elliott, J., Richards, M., Hofer, S. M. (2012). Benefits of educational attainment on adult fluid cognition: International evidence from three birth cohorts. International Journal of Epidemiology, 41, 1729–1736. Google Scholar, Medline, ISI | |
| Davies, N. M., Dickson, M., Davey Smith, G., van den Berg, G. J., Windmeijer, F. (2018). The causal effects of education on health outcomes in the UK Biobank. Nature Human Behaviour, 2, 117–125. Google Scholar | |
| Deary, I. J., Johnson, W. (2010). Intelligence and education: Causal perceptions drive analytic processes and therefore conclusions. International Journal of Epidemiology, 39, 1362–1369. Google Scholar, Medline, ISI | |
| Deary, I. J., Strand, S., Smith, P., Fernandes, C. (2007). Intelligence and educational achievement. Intelligence, 35, 13–21. Google Scholar, ISI | |
| Downey, D. B., von Hippel, P. T., Broh, B. A. (2004). Are schools the great equalizer? School and non-school sources of inequality in cognitive skills. American Sociological Review, 69, 613–635. Google Scholar, SAGE Journals, ISI | |
| Elliott, J., Shepherd, P. (2006). Cohort profile: 1970 British Birth Cohort (BCS70). International Journal of Epidemiology, 35, 836–843. Google Scholar, Medline, ISI | |
| Gale, C. R., Batty, G. D., Osborn, D. P., Tynelius, P., Whitley, E., Rasmussen, F. (2012). Association of mental disorders in early adulthood and later psychiatric hospital admissions and mortality in a cohort study of more than 1 million men. Archives of General Psychiatry, 69, 823–831. Google Scholar, Medline | |
| Gustaffson, J.-E. (2001). Schooling and intelligence: Effects of track of study on level and profile of cognitive abilities. International Education Journal, 2, 166–186. Google Scholar | |
| Hansen, K. T., Heckman, J. J., Mullen, K. J. (2004). The effect of schooling and ability on achievement test scores. Journal of Econometrics, 121, 39–98. Google Scholar, ISI | |
| Jensen, A. R. (1989). Raising IQ without increasing g ? A review of The Milwaukee Project: Preventing mental retardation in children at risk. Developmental Review, 9, 234–258. Google Scholar | |
| Kohn, M. L., Schooler, C. (1973). Occupational experience and psychological functioning: An assessment of reciprocal effects. American Sociological Review, 38, 97–118. Google Scholar, ISI | |
| Kuncel, N. R., Hezlett, S. A. (2010). Fact and fiction in cognitive ability testing for admissions and hiring decisions. Current Directions in Psychological Science, 19, 339–345. Google Scholar, SAGE Journals, ISI | |
| Morgan, S. L., Winship, C. (2015). Counterfactuals and causal inference (2nd ed.). Cambridge, England: Cambridge University Press. Google Scholar | |
| Muthén, L. K., Muthén, B. O. (2014). Mplus user’s guide (7th ed.). Los Angeles, CA: Author. Google Scholar | |
| Protzko, J. (2015). The environment in raising early intelligence: A meta-analysis of the fadeout effect. Intelligence, 53, 202–210. Google Scholar | |
| Protzko, J. (2016). Does the raising IQ-raising g distinction explain the fadeout effect? Intelligence, 56, 65–71. Google Scholar | |
| Ritchie, S. J., Bates, T. C., Deary, I. J. (2015). Is education associated with improvements in general cognitive ability, or in specific skills? Developmental Psychology, 51, 573–582. Google Scholar, Medline, ISI | |
| Ritchie, S. J., Bates, T. C., Der, G., Starr, J. M., Deary, I. J. (2013). Education is associated with higher later life IQ scores, but not with faster cognitive processing speed. Psychology and Aging, 28, 515–521. Google Scholar, Medline, ISI | |
| Ritchie, S. J., Bates, T. C., Plomin, R. (2015). Does learning to read improve intelligence? A longitudinal multivariate analysis in identical twins from age 7 to 16. Child Development, 86, 23–36. Google Scholar, Medline | |
| Roth, B., Becker, N., Romeyke, S., Schäfer, S., Domnick, F., Spinath, F. M. (2015). Intelligence and school grades: A meta-analysis. Intelligence, 53, 118–137. Google Scholar | |
| Schmidt, F. L., Oh, I.-S, Shaffer, J. A. (2016). The validity and utility of selection methods in personnel psychology: Practical and theoretical implications of 100 years of research findings (Fox School of Business Research Paper). Retrieved from https://ssrn.com/abstract=2853669 Google Scholar | |
| Simonsohn, U., Simmons, J. P., Nelson, L. D. (2015). Better P-curves: Making P-curve analysis more robust to errors, fraud, and ambitious P-hacking, a reply to Ulrich and Miller (2015). Journal of Experimental Psychology: General, 144, 1146–1152. Google Scholar, Medline, ISI | |
| Snow, R. E. (1996). Aptitude development and education. Psychology, Public Policy, and Law, 2, 536–560. Google Scholar, ISI | |
| Stanley, T. D., Doucouliagos, H. (2014). Meta-regression approximations to reduce publication selection bias. Research Synthesis Methods, 5, 60–78. Google Scholar, Medline, ISI | |
| Stanovich, K. E. (1986). Matthew effects in reading: Some consequences of individual differences in the acquisition of literacy. Reading Research Quarterly, 21, 360–407. Google Scholar, ISI | |
| Stanovich, K. E. (1993). Does reading make you smarter? Literacy and the development of verbal intelligence. Advances in Child Development and Behavior, 24, 133–180. Google Scholar, Medline, ISI | |
| Strenze, T. (2007). Intelligence and socioeconomic success: A meta-analytic review of longitudinal research. Intelligence, 35, 401–426. Google Scholar, ISI | |
| Watkins, M. W., Styck, K. M. (2017). A cross-lagged panel analysis of psychometric intelligence and achievement in reading and math. Journal of Intelligence, 5(3), Article 31. doi:10.3390/jintelligence5030031 Google Scholar | |
| Winship, C., Korenman, S. (1997). Does staying in school make you smarter? The effect of education on IQ in the bell curve. In Devlin, B., Fienberg, S. E., Resnick, D. P., Roeder, K. (Eds.), Intelligence, genes, and success (pp. 215–234). New York, NY: Springer. Google Scholar | |
| Wrulich, M., Brunner, M., Stadler, G., Schalke, D., Keller, U., Martin, R. (2014). Forty years on: Childhood intelligence predicts health in middle adulthood. Health Psychology, 33, 292–296. Google Scholar, Medline, ISI |

