Literature DB >> 25395695

Do We Really Become Smarter When Our Fluid-Intelligence Test Scores Improve?

Taylor R Hayes1, Alexander A Petrov1, Per B Sederberg1.   

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.

Entities:  

Keywords:  cognitive training; eye movements; fluid intelligence; skill acquisition; strategy

Year:  2015        PMID: 25395695      PMCID: PMC4226176          DOI: 10.1016/j.intell.2014.10.005

Source DB:  PubMed          Journal:  Intelligence        ISSN: 0160-2896


  38 in total

Review 1.  Relationships among processing speed, working memory, and fluid intelligence in children.

Authors:  A F Fry; S Hale
Journal:  Biol Psychol       Date:  2000-10       Impact factor: 3.251

2.  A neural basis for general intelligence.

Authors:  J Duncan; R J Seitz; J Kolodny; D Bor; H Herzog; A Ahmed; F N Newell; H Emslie
Journal:  Science       Date:  2000-07-21       Impact factor: 47.728

Review 3.  Heritability estimates versus large environmental effects: the IQ paradox resolved.

Authors:  W T Dickens; J R Flynn
Journal:  Psychol Rev       Date:  2001-04       Impact factor: 8.934

4.  Recreating Raven's: software for systematically generating large numbers of Raven-like matrix problems with normed properties.

Authors:  Laura E Matzen; Zachary O Benz; Kevin R Dixon; Jamie Posey; James K Kroger; Ann E Speed
Journal:  Behav Res Methods       Date:  2010-05

Review 5.  Improving intelligence: a literature review.

Authors:  M Buschkuehl; S M Jaeggi
Journal:  Swiss Med Wkly       Date:  2010-05       Impact factor: 2.193

6.  Cortex forum on the concept of general intelligence in neuropsychology.

Authors:  Mike Anderson
Journal:  Cortex       Date:  2005-04       Impact factor: 4.027

7.  Cognitive tutor: applied research in mathematics education.

Authors:  Steven Ritter; John R Anderson; Kenneth R Koedinger; Albert Corbett
Journal:  Psychon Bull Rev       Date:  2007-04

8.  Training effects on Raven's progressive matrices in young, middle-aged, and elderly adults.

Authors:  N W Denney; S M Heidrich
Journal:  Psychol Aging       Date:  1990-03

9.  A context-based theory of recency and contiguity in free recall.

Authors:  Per B Sederberg; Marc W Howard; Michael J Kahana
Journal:  Psychol Rev       Date:  2008-10       Impact factor: 8.934

10.  Failure of working memory training to enhance cognition or intelligence.

Authors:  Todd W Thompson; Michael L Waskom; Keri-Lee A Garel; Carlos Cardenas-Iniguez; Gretchen O Reynolds; Rebecca Winter; Patricia Chang; Kiersten Pollard; Nupur Lala; George A Alvarez; John D E Gabrieli
Journal:  PLoS One       Date:  2013-05-22       Impact factor: 3.240

View more
  14 in total

1.  The role of practice and strategy in mental rotation training: transfer and maintenance effects.

Authors:  Chiara Meneghetti; Ramona Cardillo; Irene C Mammarella; Sara Caviola; Erika Borella
Journal:  Psychol Res       Date:  2016-02-10

2.  Cognitive Enhancement via Network-Targeted Cortico-cortical Associative Brain Stimulation.

Authors:  D Momi; F Neri; G Coiro; C Smeralda; D Veniero; Sprugnoli G; Rossi A; Pascual-Leone A; Rossi S; Santarnecchi E
Journal:  Cereb Cortex       Date:  2020-03-14       Impact factor: 5.357

3.  Do your eye movements reveal your performance on an IQ test? A study linking eye movements and socio-demographic information to fluid intelligence.

Authors:  Enkelejda Kasneci; Gjergji Kasneci; Ulrich Trautwein; Tobias Appel; Maike Tibus; Susanne M Jaeggi; Peter Gerjets
Journal:  PLoS One       Date:  2022-03-29       Impact factor: 3.240

4.  Fluid Intelligence Emerges from Representing Relations.

Authors:  Adam Chuderski
Journal:  J Intell       Date:  2022-08-02

5.  Practice makes imperfect: Working memory training can harm recognition memory performance.

Authors:  Laura E Matzen; Michael C Trumbo; Michael J Haass; Michael A Hunter; Austin Silva; Susan M Stevens-Adams; Michael F Bunting; Polly O'Rourke
Journal:  Mem Cognit       Date:  2016-11

Review 6.  Working Memory Training Does Not Improve Performance on Measures of Intelligence or Other Measures of "Far Transfer": Evidence From a Meta-Analytic Review.

Authors:  Monica Melby-Lervåg; Thomas S Redick; Charles Hulme
Journal:  Perspect Psychol Sci       Date:  2016-07

7.  Seven Pervasive Statistical Flaws in Cognitive Training Interventions.

Authors:  David Moreau; Ian J Kirk; Karen E Waldie
Journal:  Front Hum Neurosci       Date:  2016-04-14       Impact factor: 3.169

8.  A watershed model of individual differences in fluid intelligence.

Authors:  Rogier A Kievit; Simon W Davis; John Griffiths; Marta M Correia; Richard N Henson
Journal:  Neuropsychologia       Date:  2016-08-09       Impact factor: 3.139

9.  No Effects of Non-invasive Brain Stimulation on Multiple Sessions of Object-Location-Memory Training in Healthy Older Adults.

Authors:  Nadine Külzow; Angelica Vieira Cavalcanti de Sousa; Magda Cesarz; Julie-Marie Hanke; Alida Günsberg; Solvejg Harder; Swantje Koblitz; Ulrike Grittner; Agnes Flöel
Journal:  Front Neurosci       Date:  2018-01-10       Impact factor: 4.677

10.  Eye Movements and Cognitive Strategy in a Fluid Intelligence Test: Item Type Analysis.

Authors:  Paulo G Laurence; Tatiana P Mecca; Alexandre Serpa; Romain Martin; Elizeu C Macedo
Journal:  Front Psychol       Date:  2018-03-21
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.