Do we really become smarter when our fluid-intelligence test scores improve?
Open accessAbstract
Recent reports of training-induced gains on fluid intelligence tests have fueled an explosion of interest in cognitive training-now a billion-dollar industry. The interpretation of these results is questionable because score gains can be dominated by factors that play marginal roles in the scores themselves, and because intelligence gain is not the only possible explanation for the observed control-adjusted far transfer across tasks. Here we present novel evidence that the test score gains used to measure the efficacy of cognitive training may reflect strategy refinement instead of intelligence gains. A novel scanpath analysis of eye movement data from 35 participants solving Raven's Advanced Progressive Matrices on two separate sessions indicated that one-third of the variance of score gains could be attributed to test-taking strategy alone, as revealed by characteristic changes in eye-fixation patterns. When the strategic contaminant was partialled out, the residual score gains were no longer significant. These results are compatible with established theories of skill acquisition suggesting that procedural knowledge tacitly acquired during training can later be utilized at posttest. Our novel method and result both underline a reason to be wary of purported intelligence gains, but also provide a way forward for testing for them in the future.
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Score gains can differ radically in composition from the scores themselves.
“In addition, it is important to remember that ‘the variance of the score gains can have a radically different composition than the variance of the scores themselves’ (Hayes, Petrov, & Sederberg, 2015, p. 9).”
From Working Memory Training Does Not Improve Performance on Measures of Intelligence or Other Measures of “Far Transfer” (2016) · cites this paper as Hayes, Petrov, & Sederberg, 2015
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- Authors
- Hayes, T. R., Petrov, A. A., & Sederberg, P. B.
- Affiliations
- The Ohio State University (US)
- Corresponding author
- Petrov, Alexander A.
- Venue
- Intelligence
- Publisher
- Elsevier BV
- Published
- 2015-01
- Volume
- 48
- Pages
- 1-14
- ISSN
- 0160-2896 (ISSN-L)
- PMC
- PMC4226176
- OpenAlex
- W2092324842
- Cited by
- 93
- References
- 100
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 7 · 2023: 8 · 2022: 8 · 2021: 7 · 2020: 7 · 2019: 10 · 2018: 14 · 2017: 7 · 2016: 14 · 2015: 4
- FWCI
- 11.59
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Intelligence (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Eye Institute (R21EY022745)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational and Psychological Assessments
- Physical Sciences › Mathematics › Statistics and Probability › Cognitive and developmental aspects of mathematical skills
- Keywords
- fluid intelligence, cognitive training, test-taking strategies, scanpath analysis, eye movements, eye fixation patterns, Raven's Advanced Progressive Matrices, far transfer, procedural knowledge, tacit knowledge acquisition
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