Abstract
More than 20 years ago, researchers proposed that individual differences in performance in such domains as music, sports, and games largely reflect individual differences in amount of deliberate practice, which was defined as engagement in structured activities created specifically to improve performance in a domain. This view is a frequent topic of popular-science writing—but is it supported by empirical evidence? To answer this question, we conducted a meta-analysis covering all major domains in which deliberate practice has been investigated. We found that deliberate practice explained 26% of the variance in performance for games, 21% for music, 18% for sports, 4% for education, and less than 1% for professions. We conclude that deliberate practice is important, but not as important as has been argued.
| Ackerman, P. L. (1987). Individual differences in skill learning: An integration of psychometric and information processing perspectives. Psychological Bulletin, 102, 3–27. doi:10.1037/0033-2909.102.1.3 Google Scholar, Crossref, ISI | |
| Ackerman, P. L., Kanfer, R., Goff, M. (1995). Cognitive and noncognitive determinants and consequences of complex skill acquisition. Journal of Experimental Psychology: Applied, 1, 270–304. doi:10.1037/1076-898X.1.4.270 Google Scholar, Crossref, ISI | |
| Anderson, J. R. (2000). Learning and memory: An integrated approach (2nd ed.). New York, NY: John Wiley & Sons. Google Scholar | |
| Becker, G. (1986). Correcting the point-biserial correlation for attenuation owing to unequal sample size. The Journal of Experimental Education, 55, 5–8. Google Scholar, Crossref, ISI | |
| Brody, N. (1997). Intelligence, schooling, and society. American Psychologist, 52, 1046–1050. doi:10.1037/0003-066X.52.10.1046 Google Scholar, Crossref, ISI | |
| Charness, N., Tuffiash, M., Krampe, R., Reingold, E., Vasyukova, E. (2005). The role of deliberate practice in chess expertise. Applied Cognitive Psychology, 19, 151–165. doi:10.1002/acp.1106 Google Scholar, Crossref, ISI | |
| Colvin, G. (2008). Talent is overrated: What really separates world-class performers from everybody else. New York, NY: Penguin Group. Google Scholar | |
| Duffy, L. J., Baluch, B., Ericsson, K. A. (2004). Dart performance as a function of facets of practice amongst professional and amateur men and women players. International Journal of Sport Psychology, 35, 232–245. Google Scholar, ISI | |
| Duval, S. J., Tweedie, R. L. (2000a). A nonparametric “trim and fill” method of accounting for publication bias in meta-analysis. Journal of the American Statistical Association, 95, 89–98. doi:10.1080/01621459.2000.10473905 Google Scholar, Crossref, ISI | |
| Duval, S. J., Tweedie, R. L. (2000b). Trim and fill: A simple funnel-plot-based method of testing and adjusting for publication bias in meta-analysis. Biometrics, 56, 455–463. doi:10.1111/j.0006-341X.2000.00455.x Google Scholar, Crossref, Medline, ISI | |
| Engle, R. W. (2002). Working memory capacity as executive attention. Current Directions in Psychological Science, 11, 19–23. doi:10.1111/1467-8721.00160 Google Scholar, SAGE Journals, ISI | |
| Ericsson, K. A. (2007). Deliberate practice and the modifiability of the body and mind: Toward a science of the structure and acquisition of expert and elite performance. International Journal of Sport Psychology, 38, 4–34. Google Scholar, ISI | |
| Ericsson, K. A. (2014). Why expert performance is special and cannot be extrapolated from studies of performance in the general population: A response to criticisms. Intelligence, 45, 81–103. doi: 0.1016/j.intell.2013.12.001 Google Scholar, Crossref, ISI | |
| Ericsson, K. A., Krampe, R. T., Tesch-Römer, C. (1993). The role of deliberate practice in the acquisition of expert performance. Psychological Review, 100, 363–406. doi:10.1037/0033-295X.100.3.363 Google Scholar, Crossref, ISI | |
| Ericsson, K. A., Moxley, J. H. (2012). The expert performance approach and deliberate practice: Some potential implications for studying creative performance in organizations. In Mumford, M. D. (Ed.), The handbook of organizational creativity (pp. 141–167). London, England: Academic Press. Google Scholar, Crossref | |
| Gagné, F. (2009). Talent development as seen through the differentiated model of giftedness and talent. In Balchin, T., Hymer, B., Matthews, D. (Eds.), The Routledge international companion to gifted education (pp. 32–41). Abingdon, Oxfordshire, England: Routledge. Google Scholar | |
| Galton, F. (1869). Hereditary genius. London, England: Macmillan. Google Scholar, Crossref | |
| Gardner, H. (1995). “Expert performance: Its structure and acquisition”: Comment. American Psychologist, 50, 802–803. doi:10.1037/0003-066X.50.9.802 Google Scholar, Crossref, ISI | |
| Gladwell, M. (2008). Outliers: The story of success. New York, NY: Little, Brown. Google Scholar | |
| Gobet, F., Campitelli, G. (2007). The role of domain-specific practice, handedness, and starting age in chess. Developmental Psychology, 43, 159–172. doi:10.1037/0012-1649.43.1.159 Google Scholar, Crossref, Medline, ISI | |
| Grabner, R. H., Stern, E., Neubauer, A. C. (2007). Individual differences in chess expertise: A psychometric investigation. Acta Psychologica, 124, 398–420. doi:10.1016/j.actpsy.2006.07.008 Google Scholar, Crossref, Medline, ISI | |
| Hambrick, D. Z., Oswald, F. L., Altmann, E. M., Meinz, E. J., Gobet, F., Campitelli, G. (2014). Deliberate practice: Is that all it takes to become an expert? Intelligence, 45, 34–45. doi:10.1016/j.intell.2013.04.001 Google Scholar, Crossref, ISI | |
| Howard, R. W. (2012). Longitudinal effects of different types of practice on the development of chess expertise. Applied Cognitive Psychology, 26, 359–369. doi:10.1002/acp.1834 Google Scholar, Crossref, ISI | |
| Hunt, E. (2011). Human intelligence. Cambridge, England: Cambridge University Press. Google Scholar | |
| Hunter, J. E., Schmidt, F. L. (1990). Dichotomization of continuous variables: The implications for meta-analysis. Journal of Applied Psychology, 75, 334–339. doi:10.1037/0021-9010.75.3.334 Google Scholar, Crossref, ISI | |
| Hutchinson, C. U., Sachs-Ericsson, N. J., Ericsson, K. A. (2013). Generalizable aspects of the development of expertise in ballet across countries and cultures: A perspective from the expert performance approach. High Ability Studies, 24, 21–47. doi:10.1080/13598139.2013.780966 Google Scholar, Crossref, ISI | |
| Jensen, A. R. (1998). The g factor: The science of mental ability. Westport, CT: Praeger. Google Scholar | |
| Laidra, K., Pullmann, H., Allik, J. (2007). Personality and intelligence as predictors of academic achievement: A cross-sectional study from elementary to secondary school. Personality and Individual Differences, 42, 441–451. doi:10.1016/j.paid.2006.08.001 Google Scholar, Crossref, ISI | |
| Lehmann, A. C., Ericsson, K. A. (1996). Performance without preparation: Structure and acquisition of expert sight-reading and accompanying performance. Psychomusicology, 15, 1–29. doi:10.1037/h0094082 Google Scholar, Crossref | |
| Lenneberg, E. H. (1967). Biological foundations of language. Oxford, England: Wiley. Google Scholar | |
| Levitt, S. D., Dubner, S. J. (2009). SuperFreakonomics: Global cooling, patriotic prostitutes, and why suicide bombers should buy life insurance. New York, NY: HarperCollins. Google Scholar | |
| Marcus, G. (2012). Guitar zero: The science of becoming musical at any age. New York, NY: Penguin. Google Scholar | |
| Meinz, E. J., Hambrick, D. Z. (2010). Deliberate practice is necessary but not sufficient to explain individual differences in piano sight-reading skill: The role of working memory capacity. Psychological Science, 21, 914–919. doi:10.1177/0956797610373933 Google Scholar, SAGE Journals, ISI | |
| Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group . (2009). Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA statement. PLoS Med 6: Article e1000097. Available at http://www.plosmedicine.org/article/info:doi/10.1371/journal.pmed.1000097 Google Scholar | |
| Plomin, R., DeFries, J. C., McClearn, G. E., McGuffin, P. (2008). Behavioral genetics (Vol. 5). New York, NY: Worth. Google Scholar | |
| Schmidt, F. L. (2014). A general theoretical integrative model of individual differences in interests, abilities, personality traits, and academic and occupational achievement: A commentary on four recent articles. Perspectives on Psychological Science, 9, 211–218. doi:10.1177/1745691613518074 Google Scholar, SAGE Journals, ISI | |
| Schmidt, F. L., Hunter, J. (2004). General mental ability in the world of work: Occupational attainment and job performance. Journal of Personality and Social Psychology, 86, 162–173. doi:10.1037/0022-3514.86.1.162 Google Scholar, Crossref, Medline, ISI | |
| Schmidt, F. L., Hunter, J. E. (1996). Measurement error in psychological research: Lessons from 26 research scenarios. Psychological Methods, 1, 199–223. doi:10.1037/1082-989X.1.2.199 Google Scholar, Crossref, ISI | |
| Schmidt, F. L., Hunter, J. E. (1998). The validity and utility of selection methods in personnel psychology: Practical and theoretical implications of 85 years of research findings. Psychological Bulletin, 124, 262–274. doi:10.1037/0033-2909.124.2.262 Google Scholar, Crossref, ISI | |
| Schneider, W., Fisk, A. D. (1982). Degree of consistent training: Improvements in search performance and automatic process development. Perception & Psychophysics, 31, 160–168. doi:10.3758/BF03206216 Google Scholar, Crossref, Medline | |
| Shuter, R. (1968). The psychology of musical ability. London, England: Methuen. Google Scholar | |
| Simonton, D. K. (2014). Creative performance, expertise acquisition, individual differences, and developmental antecedents: An integrative research agenda. Intelligence, 45, 66–73. doi:10.1016/j.intell.2013.04.007 Google Scholar, Crossref, ISI | |
| Sternberg, R. J. (1996). The costs of expertise. In Ericsson, K. A. (Ed.), The road to excellence: The acquisition of expert performance in the arts and sciences, sports, and games (pp. 347–354). Mahwah, NJ: Erlbaum. Google Scholar | |
| Tuffiash, M., Roring, R. W., Ericsson, K. A. (2007). Expert performance in SCRABBLE: Implications for the study of the structure and acquisition of complex skills. Journal of Experimental Psychology: Applied, 13, 124–134. doi:10.1037/1076-898X.13.3.124 Google Scholar, Crossref, Medline, ISI | |
| Watson, J. B. (1930). Behaviorism. New York, NY: W. W. Norton. Google Scholar |


