Investigating cognitive transfer within the framework of music practice: genetic pleiotropy rather than causality
Abstract
The idea of far transfer effects in the cognitive sciences has received much attention in recent years. One domain where far transfer effects have frequently been reported is music education, with the prevailing idea that music practice entails an increase in cognitive ability (IQ). While cross‐sectional studies consistently find significant associations between music practice and IQ, randomized controlled trials, however, report mixed results. An alternative to the hypothesis of cognitive transfer effects is that some underlying factors, such as shared genes, influence practice behaviour and IQ causing associations on the phenotypic level. Here we explored the hypothesis of far transfer within the framework of music practice. A co‐twin control design combined with classical twin‐modelling based on a sample of more than 10,500 twins was used to explore causal associations between music practice and IQ as well as underlying genetic and environmental influences. As expected, phenotypic associations were moderate (r = 0.11 and r = 0.10 for males and females, respectively). However, the relationship disappeared when controlling for genetic and shared environmental influences using the co‐twin control method, indicating that a highly practiced twin did not have higher IQ than the untrained co‐twin. In line with that finding, the relationship between practice and IQ was mostly due to shared genetic influences. Findings strongly suggest that associations between music practice and IQ in the general population are non‐causal in nature. The implications of the present findings for research on plasticity, modularity, and transfer are discussed.
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?
Music-trained twins do not possess a higher IQ than non-music-trained co-twins.
“Notably, music-trained twins do not possess a higher IQ than non-music-trained co-twins.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Mosing, Madison, Pedersen, and Ullén (2016)
Engaging in music has no effect on people's IQ.
“This study thus suggests that engaging in music has no effect on people’s IQ.”
From Cognitive and academic benefits of music training with children: A multilevel meta-analysis (2020) · cites this paper as Mosing, Madison, Pedersen, and Ullén (2016)
Cites
The role of deliberate practice in the acquisition of expert performance
Ericsson, K. A., Krampe, R. T., & Tesch-Römer, C. (1993) · Psychological Review · doi:10.1037/0033-295x.100.3.363 · Cited by 9,564 · see citing works
Methodology for Genetic Studies of Twins and Families
Neale, M. C., & Cardon, L. R. (1992) · doi:10.1007/978-94-015-8018-2 · Cited by 4,005 · see citing works
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 · cited 2× · see citing works
“Indeed, the existence of far cognitive transfer in general is a controversial issue in differential psychology (e.g. Barnett & Ceci, 2002).”
BackgroundIs 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
Causal Inference and Observational Research: The Utility of Twins
McGue, M., Osler, M., & Christensen, K. (2010) · Perspectives on Psychological Science · doi:10.1177/1745691610383511 · Cited by 529 · see citing works
Rapport, M. D., Orban, S. A., Kofler, M. J., & Friedman, L. M. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2013.08.005 · Cited by 517 · see citing works
Testing Causality in the Association Between Regular Exercise and Symptoms of Anxiety and Depression
De Moor, M. H. M., Boomsma, D. I., Stubbe, J. H., Willemsen, G., & de Geus, E. J. C. (2008) · Archives of General Psychiatry · doi:10.1001/archpsyc.65.8.897 · Cited by 299 · cited 1× · see citing works
“…Posthuma, Beem, de Geus, van Baal, von Hjelmborg et al. (2003) and for examples of utilizing the combined method of co-twin control and classical twin modelling to address © 2015 John Wiley & Sons Ltd causality see De Moor et al. (2008) or Bartels, de Moor, van der Aa, Boomsma and de Geus (2012).”
Method
Flagged first, then by citations
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
Cognitive 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
Video 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
Cognitive 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
Rethinking expertise: a multifactorial gene–environment interaction model of expert performance.
Ullén, F., Hambrick, D. Z., & Mosing, M. A. (2016) · Psychological Bulletin · doi:10.1037/bul0000033 · Cited by 182 · see citing works
Self-citationSimilar but different: interviewing monozygotic twins discordant for musical practice.
Eriksson, H., Harmat, L., Theorell, T., & Ullén, F. (2017) · Musicae Scientiae · doi:10.1177/1029864916649791 · Cited by 14 · see citing works
Self-citation
- Authors
- Mosing, M. A., Madison, G., Pedersen, N. L., & Ullén, F.
- Affiliations
- Karolinska Institutet (SE)
- Umeå University (SE)
- Corresponding author
- Mosing, Miriam A.
- Venue
- Developmental Science
- Publisher
- Wiley
- Published
- 2015-05
- Volume
- 19
- Issue
- 3
- Pages
- 504-512
- ISSN
- 1363-755X (ISSN-L)
- 1467-7687
- OpenAlex
- W2021333070
- Cited by
- 104
- References
- 7
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 8 · 2023: 11 · 2022: 27 · 2021: 11 · 2020: 9 · 2019: 2 · 2018: 12 · 2017: 7 · 2016: 7 · 2015: 1 · 2014: 1
- FWCI
- 12.31
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Developmental Science (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Sven and Dagmar Salén Foundation
- The Bank of Sweden Tercentenary Foundation (M11-0451:1)
- the Swedish Scientific Council (521-2010-3195)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Arts and Humanities › Music › Diverse Music Education Insights
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroscience and Music Perception
- Keywords
- music practice, far transfer, IQ, pleiotropy, causal inference, shared genetic influences, shared environment, co-twin control, music education, cognitive ability, neuroplasticity, modularity
- MeSH terms
- Adult, Cognition, Female, Humans, Intelligence, Male, Middle Aged, Music, Time Factors, Twins, Dizygotic, Twins, Monozygotic, Cohort Studies, Multivariate Analysis, Genetic Pleiotropy
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