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An Analysis of Individual Differences in Within-Test Practice Effects in Progressive Matrices.
José H Lozano1, Susan E Embretson2, Javier Revuelta1
1Department of Social Psychology and Methodology, Faculty of Psychology, Universidad Autónoma de Madrid, 28049 Madrid, Spain.
Journal of Intelligence
|November 26, 2025
Summary
Individual differences in practice effects during abstract reasoning tests were observed. These effects, related to rule learning, correlate with intelligence, suggesting a link between cognitive abilities and test familiarity.
Area of Science:
- Cognitive Psychology
- Psychometrics
- Educational Assessment
Background:
- Progressive matrices are widely used to assess abstract reasoning.
- Understanding practice effects is crucial for accurate ability measurement.
- Carpenter et al.'s taxonomy provides a theoretical basis for abstract rules.
Purpose of the Study:
- To investigate individual differences in practice effects in progressive matrices.
- To examine rule learning at an individual level using the Abstract Reasoning Test (ART).
- To explore the relationship between practice effects and intelligence measures.
Main Methods:
- Utilized data from 765 military recruits on the ART.
- Employed a random weights operation-specific learning model (RWOSLM) to analyze practice effects.
- Correlated individual practice effects with external measures of intelligence and abilities.
Main Results:
- Found significant individual differences in rule learning during the ART.
- Observed decreases in difficulty related to pairwise progression and figure manipulation.
- Identified between-person variability in practice effects for specific figural properties and rule types.
Conclusions:
- Practice effects in progressive matrices are not uniform across individuals.
- Individual differences in practice effects are linked to cognitive abilities and intelligence.
- The ART effectively captures individual learning trajectories and their relation to broader intellect.
Keywords:
linear logistic test modelnon-verbal reasoningoperation-specific learningperson-specific effectspractice effectprogressive matrices
