Cited by 93Cognitive Abilities and TestingEducational and Psychological AssessmentsCognitive and developmental aspects of mathematical skills

Do we really become smarter when our fluid-intelligence test scores improve?

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Hayes, Taylor R., Petrov, Alexander A., Sederberg, Per B.·2015·Intelligence

Abstract

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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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)
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
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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