When the music's over. Does music skill transfer to children's and young adolescents' cognitive and academic skills? A meta-analysis
Open accessAbstract
Music training has been recently claimed to enhance children and young adolescents' cognitive and academic skills. However, substantive research on transfer of skills suggests that far-transfer - i.e., the transfer of skills between two areas only loosely related to each other - occurs rarely. In this meta-analysis, we examined the available experimental evidence regarding the impact of music training on children and young adolescents' cognitive and academic skills. The results of the random-effects models showed (a) a small overall effect size (d¯=0.16); (b) slightly greater effect sizes with regard to intelligence (d¯=0.35) and memory-related outcomes (d¯=0.34); and (c) an inverse relation between the size of the effects and the methodological quality of the study design. These results suggest that music training does not reliably enhance children and young adolescents' cognitive or academic skills, and that previous positive findings were probably due to confounding variables.
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
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.
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 only comprehensive meta-analytic review performed so far about the benefits of music training is that by Sala and Gobet (2017b).
“The only comprehensive meta-analytic review performed so far about the benefits of music training is that by Sala and Gobet (2017b).”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala and Gobet (2017b)
Section 1.4 identifies Sala and Gobet’s paper as a meta-analysis of music training’s cognitive and academic benefits for children and young adolescents. Section 1.3 also cites earlier meta-analyses of particular academic outcomes. Our copy does not establish that this was the only comprehensive review performed so far, or support extending its scope to all benefits of music training. (LLM, conf=0.85)
Experimental — accuracy not yet measuredA non-negligible amount of unexplained true heterogeneity makes overall effect sizes hard to interpret because the sources of between-study variability remain hidden.
“In addition, the presence of a non-negligible amount of unexplained true heterogeneity (as in both Sala & Gobet, 2017b, and Cooper, 2019) makes the overall effect sizes hard to interpret because the sources of between-study variability remain hidden.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala & Gobet, 2017b
The Results section (page not provided) reports moderate between-effect-size heterogeneity (I² = 46.94), supporting the claim that variability was non-negligible. But §3.1 identifies significant moderators and reports that the model explained some variability (R² = 0.65). The paper does not say that hidden sources of variability made the overall effect size hard to interpret. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe current meta-analysis has much higher power than the 2017 meta-analysis because the number of participants and effect sizes are more than double.
“Since the number of participants and effect sizes are more than double, the current meta-analysis has a much higher power than the 2017 meta-analysis.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala & Gobet, 2017b
Compared with Sala and Gobet (2017b), the number of both effect sizes and participants was more than doubled.
“Thus, compared to the previous most comprehensive meta-analysis in the field (i.e., Sala & Gobet, 2017b), the number of both effect sizes and participants was more than doubled.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala & Gobet, 2017b
Sala and Gobet's (2017b) meta-analysis includes 38 studies, 118 effect sizes, and 3,085 participants and found an overall effect of d = 0.16.
“This meta-analysis – which includes 38 studies, 118 effect sizes, and 3,085 participants – found an overall effect of d¯= 0.16.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala and Gobet (2017b)
In Sala and Gobet (2017b), the impact of music training on cognitive skills and academic performance was a function of the quality of the study's experimental design; the magnitude of music-induced effects was significantly smaller (around zero) in studies implementing active controls and random allocation.
“It also highlighted that the impact of music training on cognitive skills and academic performance was a function of the quality of the study’s experimental design. Specifically, the magnitude of the music-induced effects was significantly smaller (around zero) in those studies implementing active controls and random allocation of the participants to groups.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala and Gobet (2017b)
These findings confirm and extend the conclusions of the previous comprehensive meta-analysis in the field (Sala & Gobet, 2017b).
“These findings confirm and extend the conclusions of the previous comprehensive meta-analysis in the field (Sala & Gobet, 2017b).”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Sala & Gobet, 2017b
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
When and where do we apply what we learn?: A taxonomy for far transfer
Barnett, S. M., & Ceci, S. J. (2002) · Psychological Bulletin · doi:10.1037/0033-2909.128.4.612 · Cited by 2,076 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · see citing works
The influence of improvement in one mental function upon the efficiency of other functions. (I).
Woodworth, R. S., & Thorndike, E. L. (1901) · Psychological Review · doi:10.1037/h0074898 · Cited by 1,223 · see citing works
<i>p</i> -Curve and Effect Size: Correcting for Publication Bias Using Only Significant Results
Simonsohn, U., Nelson, L. D., & Simmons, J. P. (2014) · Perspectives on Psychological Science · doi:10.1177/1745691614553988 · Cited by 717 · see citing works
Anvari, S. H., Trainor, L. J., Woodside, J., & Levy, B. A. (2002) · Journal of Experimental Child Psychology · doi:10.1016/s0022-0965(02)00124-8 · Cited by 670 · see citing works
Macnamara, B. N., Hambrick, D. Z., & Oswald, F. L. (2014) · Psychological Science · doi:10.1177/0956797614535810 · Cited by 656 · see citing works
Effects of skill training on working memory capacity.
Lee, Y.-S., Lu, M.-J., & Ko, H.-P. (2007) · Learning and Instruction · doi:10.1016/j.learninstruc.2007.02.010 · Cited by 191 · see citing works
Flagged first, then by citations
Research works printed but not linked: 72
- Anderson, J. R. (1990). Cognitive psychology and its implications (3rd ed.). New York: Freeman & Cie.
- Begg, C. B., & Mazumdar, M. (1994). Operating characteristics of a rank order correlation for publication bias. Biometrics, 50, 1088e1101. http://dx.doi.org/10. 2307/2533446. · DOI · Paper page
- Bhide, A., Power, A., & Goswami, U. (2013). A rhythmic musical intervention for poor readers: A comparison of efficacy with a letter-based intervention. Mind, Brain, and Education, 7, 113e123. http://dx.doi.org/10.1111/mbe.12016. · DOI
- Bialystok, E., & Depape, A. M. (2009). Musical expertise, bilingualism, and executive functioning. Journal of Experimental Psychology: Human Perception and Performance, 35, 565e574. http://dx.doi.org/10.1037/a0012735. · DOI
- Bijmolt, T. H. A., & Pieters, R. G. M. (2001). Meta-analysis in marketing when studies contain multiple measurements. Marketing Letters, 12, 157e169. http:// dx.doi.org/10.1023/A:1011117103381. · DOI
- Bilhartz, T. D., Bruhn, R. A., & Olson, J. E. (1999). The effect of early music training on child cognitive development. Journal of Applied Developmental Psychology, 20, 615e636. http://dx.doi.org/10.1016/S0193-3973(99)00033-7. · DOI
- Boot, W. R., Blakely, D. P., & Simons, D. J. (2011). Do action video games improve perception and cognition? Frontiers in Psychology, 2, 226. http://dx.doi.org/ 10.3389/fpsyg.2011.00226. · DOI · Paper page
- Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2009). Introduction to meta-analysis. London: Wiley.
- Bowels, S. M. (2003). Tune up the mind: The effect of orchestrating music as a reading intervention. Doctoral dissertation. PA: Indiana: Indiana University of Pennsylvania.
- Buschkuehl, M., Jaeggi, S. M., & Jonides, J. (2012). Neuronal effects following working memory training. Developmental Cognitive Neuroscience, 2(Suppl. 1), S167eS179. http://dx.doi.org/10.1016/j.dcn.2011.10.001. · DOI · Paper page
- Cardarelli, D. M. (2003). The effects of music instrumental training on performance on the reading and mathematics portions of the Florida Comprehensive Achievement test for third grade students. Doctoral dissertation. FL: Orlando: University of Central Florida.
- Cheung, S. F., & Chan, D. K. S. (2004). Dependent effect sizes in meta-analysis: Incorporating the degree of interdependence. Journal of Applied Psychology, 89, 780e791. http://dx.doi.org/10.1037/0021-9010.89.5.780. · DOI
- Cogo-Moreira, H., de Avila, C. R. B., Ploubidis, G. B., & Mari, J. D. (2013). Effectiveness of music education for the improvement of reading skills and academic achievement in young poor readers: A pragmatic cluster-randomized, controlled clinical trial. PLoS ONE, 8. http://dx.doi.org/10.1371/journal.pone. 0059984. · DOI
- Conway, A. R. A., & Engle, R. W. (1996). Individual differences in working memory capacity: More evidence for a general capacity theory. Memory, 4, 577e590. http://dx.doi.org/10.1080/741940997. · DOI
- Costa-Giomi, E. (2004). Effects of three years of piano instruction on children's academic achievement, school performance and self-esteem. Psychology of Music, 32, 139e152. http://dx.doi.org/10.1177/0305735604041491. · DOI · Paper page
- Deary, I. J., Strand, S., Smith, P., & Fernandes, C. (2007). Intelligence and educational achievement. Intelligence, 35, 13e21. http://dx.doi.org/10.1016/j.intell. 2006.02.001. · DOI · Paper page
- Deg e, F., & Schwarzer, G. (2011). The effect of a music program on phonological awareness in preschoolers. Frontiers in Psychology, 2. http://dx.doi.org/10. 3389/fpsyg.2011.00124. · DOI
- Deg e, F., Wehrum, S., Stark, R., & Schwarzer, G. (2011). The influence of two years of school music training in secondary school on visual and auditory memory. European Journal of Developmental Psychology, 8, 608e623. http://dx.doi.org/10.1080/17405629.2011.590668. · DOI
- Donovan, M. S., Bransford, J. D., & Pellegrino, J. W. (1999). How people learn: Bridging research and practice. Washington, DC: National Academy Press.
- Duval, S., & Tweedie, R. (2000). Trim and fill: A simple funnel plot based method of testing and adjusting for publication bias in meta-analysis. Biometrics, 56, 455e463. http://dx.doi.org/10.1111/j.0006-341X.2000.00455.x. · DOI · Paper page
- Ericsson, K. A., & Charness, N. (1994). Expert performance: Its structure and acquisition. American Psychologist, 49, 725e747. http://dx.doi.org/10.1037/0003- 066X.49.8.725. · DOI · Paper page
- Forgeard, M., Schlaug, G., Norton, A., Rosam, C., Iyengar, U., & Winner, E. (2008). The relation between music and phonological processing in normal-reading children and children with dyslexia. Music Perception, 25, 383e390. http://dx.doi.org/10.1525/MP.2008.25.4.383. · DOI
- Geoghegan, N., & Mitchelmore, M. (1996). Possible effects of early childhood music on mathematical achievement. Journal for Australian Research in Early Childhood Education, 1, 57e64.
- George, E. M., & Coch, D. (2011). Music training and working memory: An ERP study. Neuropsychologia, 49, 1083e1094. http://dx.doi.org/10.1016/j.neu- ropsychologia.2011.02.001. · DOI
- Gobet, F. (2016). Understanding expertise: A multi-disciplinary approach. London: Palgrave/Macmillan.
- Gobet, F., & Campitelli, G. (2006). Education and chess: A critical review. In T. Redman (Ed.), Chess and education: Selected essays from the Koltanowski conference (pp. 124e143). Dallas, TX: Chess Program at the University of Texas at Dallas.
- Gobet, F., Johnston, S. J., Ferrufino, G., Jones, M. B., Johnston, M., Molyneux, A., … Weeden, L. (2014). 'No level up!': No effects of video game specialization and expertise on cognitive performance. Frontiers in Psychology, 5. http://dx.doi.org/10.3389/fpsyg.2014.01337. · DOI
- Gordon, R. L., Fehd, H. M., & McCandliss, B. D. (2015). Does music training enhance literacy skills? A meta-analysis. Frontiers in Psychology, 6. http://dx.doi. org/10.3389/fpsyg.2015.01777. · DOI · Paper page
- Green, C. S., Li, R. J., & Bavelier, D. (2010). Perceptual learning during action video game playing. Topics in Cognitive Science, 2, 202e216. http://dx.doi.org/10. 1111/j.1756-8765.2009.01054.x. · DOI · Paper page
- Green, C. S., Pouget, A., & Bavelier, D. (2010). Improved probabilistic inference as a general learning mechanism with action video games. Current Biology, 20, 1573e1579. http://dx.doi.org/10.1016/j.cub.2010.07.040. · DOI
- Gromko, J. E. (2005). The effect of music instruction on phonemic awareness in beginning readers. Journal of Research in Music Education, 53, 199e209. http://dx.doi.org/10.1177/002242940505300302. · DOI
- Gromko, J. E., & Poorman, A. S. (1998). The effect of music training on preschoolers' spatial-temporal task performance. Journal of Research in Music Ed- ucation, 46, 173e181. http://dx.doi.org/10.2307/3345621. · DOI
- Herrera, L., Lorenzo, O., Defior, S., Fernandez-Smith, G., & Costa-Giomi, E. (2011). Effects of phonological and musical training on the reading readiness of native-and foreign-Spanish-speaking children. Psychology of Music, 39, 68e81. http://dx.doi.org/10.1177/0305735610361995. · DOI
- Hetland, L., & Winner, E. (2001). The arts and academic achievement: What the evidence shows. Arts Education Policy Review, 102, 3e6. http://dx.doi.org/10. 1080/10632910109600008. · DOI
- Houlahan, M., & Tacka, P. (2015). Kod aly today: A cognitive approach to elementary music education inspired by the kod aly concept. New York, NY: Oxford University Press.
- Hunt, A. (2012). Have you brought your singing voice?" an investigation into whether a small group singing intervention can improve phonological discrimi- nation in young children. Doctoral dissertation. UK: Cardiff: Cardiff University.
- Janus, M., Lee, Y., Moreno, S., & Bialystok, E. (2016). Effects of short-term music and second-language training on executive control. Journal of Experimental Child Psychology, 144, 84e97. http://dx.doi.org/10.1016/j.jecp.2015.11.009. · DOI
- Kaviani, H., Mirbaha, H., Pournaseh, M., & Sagan, O. (2014). Can music lessons increase the performance of preschool children in IQ tests? Cognitive Processing, 15, 77e84. http://dx.doi.org/10.1007/s10399-013-0574-0. · DOI
- Kepes, S., & McDaniel, M. A. (2015). The validity of conscientiousness is overestimated in the prediction of job performance. PLoS ONE, 10, e0141468. http:// dx.doi.org/10.1371/journal.pone.0141468. · DOI
- Legette, R. M. (1993). The effect of a selected use of music instruction on the self-concept and academic achievement of elementary public school students. Doctoral dissertation. FL: Tallahassee: The Florida State University School of Music.
- Lu, D. T. (1986). The effect of teaching music skills on the development of reading skills among first graders: An experimental study. Doctoral dissertation. WA: Seattle: University of Washington.
- Lynn, R., Wilson, R. G., & Gault, A. (1989). Simple musical tests as measures of Spearman's g. Personality and Individual Differences, 10, 25e28. http://dx.doi. org/10.1016/0191-8869(89)90173-6. · DOI
- Mehr, S. A., Schachner, A., Katz, R. C., & Spelke, E. S. (2013). Two randomized trials provide no consistent evidence for nonmusical cognitive benefits of brief preschool music enrichment. PLoS ONE, 8. http://dx.doi.org/10.1371/journal.pone.0082007. · DOI
- Melby-Lervag, M., & Hulme, C. (2016). There is no convincing evidence that working memory training is effective: A reply to Au et al. (2014) and karbach and verhaeghen (2014). Psychonomic Bulletin & Review, 23, 324e330. http://dx.doi.org/10.3758/s13423-015-0862-z. · DOI · Paper page
- Miendlarzewska, E. A., & Trost, W. J. (2013). How musical training affects cognitive development: Rhythm, reward and other modulating variables. Frontiers in Neuroscience, 7. http://dx.doi.org/10.3389/fnins.2013.00279. · DOI
- Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. Annals of Internal Medicine, 151, 264e269. http://dx.doi.org/10.7326/0003-4819-151-4-200908180-00135. · DOI · Paper page
- Moreno, S., Friesen, D., & Bialystok, E. (2011). Effect of music training on promoting preliteracy skills: Preliminary causal evidence. Music Perception, 29, 165e172. http://dx.doi.org/10.1525/mp.2011.29.2.165. · DOI
- Moreno, S., Marques, C., Santos, A., Santos, M., Castro, S. L., & Besson, M. (2009). Musical training influences linguistic abilities in 8-year-old children: More evidence for brain plasticity. Cerebral Cortex, 19, 712e723. http://dx.doi.org/10.1093/cercor/bhn120. · DOI
- Moritz, C., Yampolsky, S., Papadelis, G., Thomson, J., & Wolf, M. (2013). Links between early rhythm skills, musical training, and phonological awareness. Reading and Writing, 26, 739e769. http://dx.doi.org/10.1007/s11145-012-9389-0. · DOI
- Peng, P., Namkung, J., Barnes, M., & Sun, C. Y. (2016). A meta-analysis of mathematics and working memory: Moderating effects of working memory domain, type of mathematics skill, and sample characteristics. Journal of Educational Psychology, 108, 455e473. http://dx.doi.org/10.1037/edu0000079. · DOI · Paper page
- Portowitz, A., Lichtenstein, O., Egorova, L., & Brand, E. (2009). Underlying mechanisms linking music education and cognitive modifiability. Research Studies in Music Education, 31, 107e128. http://dx.doi.org/10.1177/1321103X09344378. · DOI · Paper page
- Portowitz, A., Peppler, K. A., & Downton, M. (2014). In harmony: A technology-based music education model to enhance musical understanding and general learning skills. International Journal of Music Education, 32, 242e260. http://dx.doi.org/10.1177/0255761413517056. · DOI
- Rauscher, F. H., & Zupan, M. A. (2000). Classroom keyboard instruction improves kindergarten children's spatial-temporal performance: A field experi- ment. Early Childhood Research Quarterly, 15, 215e228. http://dx.doi.org/10.1016/S0885-2006(00)00050-8. · DOI
- Raven, J. (1960). Guide to the standard progressive matrices. London: H. K. Lewis. *Register, D. (2004). The effects of live music groups versus an educational children's television program on the emergent literacy of young children. Journal of Music Therapy, 41, 2e27. http://dx.doi.org/10.1093/jmt/41.1.2. *Rickard, N. S., Bambrick, C. J., & Gill, A. (2012). Absence of widespread psychosocial and cognitive effects of school-based music instruction in 10-13-year- old students. International Journal of Music Education, 30, 57e78. http://dx.doi.org/10.1177/0255761411431399. · DOI · Paper page
- Roden, I., Grube, D., Bongard, S., & Kreutz, G. (2014). Does music training enhance working memory performance? Findings from a quasi-experimental longitudinal study. Psychology of Music, 42, 284e298. http://dx.doi.org/10.1177/0305735612471239. · DOI
- Roden, I., K€ onen, T., Bongard, S., Frankenberg, E., Friedrich, E. K., & Kreutz, G. (2014). Effects of music training on attention, processing speed and cognitive music abilities e findings from a longitudinal study. Applied Cognitive Psychology, 28, 545e557. http://dx.doi.org/10.1002/acp.3034. · DOI
- Roden, I., Kreutz, G., & Bongard, S. (2012). Effects of a school-based instrumental music program on verbal and visual memory in primary school children: A longitudinal study. Frontiers in Psychology, 3. http://dx.doi.org/10.3389/fpsyg.2012.00572. · DOI
- Rohde, T. E., & Thompson, L. A. (2007). Predicting academic achievement with cognitive ability. Intelligence, 35, 83e92. http://dx.doi.org/10.1016/j.intell. 2006.05.004. · DOI
- Sala, G., & Gobet, F. (2016). Do the benefits of chess instruction transfer to academic and cognitive skills? A meta-analysis. Educational Research Review, 18, 46e57. http://dx.doi.org/10.1016/j.edurev.2016.02.002. · DOI
- Schellenberg, E. G. (2004). Music lessons enhance IQ. Psychological Science, 15, 511e514. http://dx.doi.org/10.1111/j.0956-7976.2004.00711.x. · DOI · Paper page
- Schellenberg, E. G. (2006). Long-term positive associations between music lessons and IQ. Journal of Educational Psychology, 98, 457e468. http://dx.doi.org/ 10.1037/0022-0663.98.2.457. · DOI
- Schellenberg, E. G., Corrigall, K. A., Dys, S. P., & Malti, T. (2015). Group music training and children's prosocial skills. PLoS ONE, 10. http://dx.doi.org/10.1371/ journal.pone.0141449. · DOI · Paper page
- Schellenberg, E. G., & Mankarious, M. (2012). Music training and emotion comprehension in childhood. Emotion, 12, 887e891. http://dx.doi.org/10.1037/ a0027971. · DOI
- Schmidt, F. L., & Hunter, J. E. (2015). Methods of meta-analysis: Correcting error and bias in research findings (3rd ed.). Newbury Park, CA: Sage.
- Slater, J., Strait, D. L., Skoe, E., O'Connel, S., Thompson, E., & Kraus, N. (2014). Longitudinal effects of group music instruction on literacy skills in low-income children. PLoS ONE, 9. http://dx.doi.org/10.1371/journal.pone.0113383. · DOI
- Thompson, W. F., Schellenberg, E. G., & Husain, G. (2004). Decoding speech prosody: Do music lessons help? Emotion, 4, 46e64. http://dx.doi.org/10.1037/ 1528-3542.4.1.46. · DOI
- Tierney, A. T., Krizman, J., & Kraus, N. (2015). Music training alters the course of adolescent auditory development. PNAS, 112, 10062e10067. http://dx.doi. org/10.1073/pnas.1505114112. · DOI · Paper page
- Tracz, S. M., Elmore, P. B., & Pohlmann, J. T. (1992). Correlational meta-analysis: Independent and nonindependent cases. Educational and Psychological Measurement, 52, 879e888. http://dx.doi.org/10.1177/0013164492052004007. · DOI · Paper page
- Tukey, J. W. (1962). The future of data analysis. The Annals of Mathematical Statistics, 33, 1e67. http://dx.doi.org/10.1214/aoms/1177704711. · DOI
- Vaughn, K. (2000). Music and mathematics: Modest support for the oft-claimed relationship. Journal of Aesthetic Education, 34, 149e166. http://dx.doi.org/ 10.2307/3333641. · DOI
- Wetter, O. E., Koerner, F., & Schwaninger, A. (2009). Does musical training improve music performance? Instructional Science, 37, 365e374. http://dx.doi.org/ 10.1007/s11251-008-9052-y. · DOI
- Yazejian, N., & Peisner-Feinberg, E. S. (2009). Effects of a preschool music and movement curriculum on children's language skills. NHSA Dialog, 12, 327e341. http://dx.doi.org/10.1080/15240750903075255. · DOI
Cited by
Sorted by citations
Does Far Transfer Exist? Negative Evidence From Chess, Music, and Working Memory Training
Sala, G., & Gobet, F. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417712760 · Cited by 309 · see citing works
“The third one (Sala & Gobet, 2017c) was carried out to evaluate the effects of WM training on academic achievement, fluid intelligence, and several measures of cognitive control (e.g., processing speed) in typically developing children.”
BackgroundSelf-citationCognitive Training Does Not Enhance General Cognition
Sala, G., & Gobet, F. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.10.004 · Cited by 303 · see citing works
Self-citationVideo game training does not enhance cognitive ability: A comprehensive meta-analytic investigation
Sala, G., Tatlidil, K. S., & Gobet, F. (2018) · Psychological Bulletin · doi:10.1037/bul0000139 · Cited by 257 · see citing works
Self-citationCognitive and academic benefits of music training with children: A multilevel meta-analysis
Sala, G., & Gobet, F. (2020) · Memory & Cognition · doi:10.3758/s13421-020-01060-2 · Cited by 235 · see citing works
Self-citationThe cognitive benefits of learning computer programming: A meta-analysis of transfer effects.
Scherer, R., Siddiq, F., & Sánchez Viveros, B. (2019) · Journal of Educational Psychology · doi:10.1037/edu0000314 · Cited by 205 · see citing works
Román-Caballero, R., Vadillo, M. A., Trainor, L. J., & Lupiáñez, J. (2022) · Educational Research Review · doi:10.1016/j.edurev.2022.100436 · Cited by 118 · see citing works
- Authors
- Sala, G., & Gobet, F.
- Affiliations
- University of Liverpool (GB)
- Corresponding author
- Sala, Giovanni
- Venue
- Educational Research Review
- Publisher
- Elsevier BV
- Published
- 2017-02
- Volume
- 20
- Pages
- 55-67
- ISSN
- 1747-938X (ISSN-L)
- OpenAlex
- W2557902812
- Cited by
- 200
- References
- 7
- Citations by year
- 2026: 23 · 2025: 15 · 2024: 16 · 2023: 10 · 2022: 27 · 2021: 28 · 2020: 28 · 2019: 24 · 2018: 18 · 2017: 10 · 2016: 1
- FWCI
- 75.36
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Educational Research Review (publishedVersion, cc-by)
- London School of Economics and Political Science Research Online (London School of Economics and Political Science) (acceptedVersion)
- Topics
- Social Sciences › Arts and Humanities › Music › Diverse Music Education Insights
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience and Music Perception
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- musical training, skill transfer, far transfer, cognitive skills, academic performance, intelligence, memory, children, early adolescents, methodological quality, confounding variables
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