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The growing role of individual differences: A cross-National Study of achievement variance reallocation from grade 4 to 8
Mälardalen University, Faculty of Philosophy, Department of Business and Mathematics. Institute for Futures Studies, Stockholm, Sweden.ORCID iD: 0000-0002-7164-0924
University of Gothenburg, Sweden.
Institute for Futures Studies, Stockholm, Sweden; Uppsala University, Sweden.
2026 (English)In: Intelligence, ISSN 0160-2896, E-ISSN 1873-7935, Vol. 117, article id 102038Article in journal (Refereed) Published
Abstract [en]

What determines differences in student achievement? Obvious candidates include individual differences in learning abilities and educational contexts at multiple levels: countries, schools, and classrooms. A fundamental developmental question is whether the relative importance of these factors changes as students mature. We develop and test competing hypotheses: some predict amplification of system-level advantages over time, while others emphasize increasing individual differentiation and institutional sorting. Using a cross-sectional cohort design across three TIMSS cohorts (2011−2023), we compare achievement variance structures in Grade 4 and Grade 8 across dozens of countries. We find a systematic reallocation of achievement variance: the proportion attributable to countries decreases substantially, while the proportion attributable to classes increases consistently—a pattern uniquely predicted by our integrated Individual Differences framework. In a second analysis, we use students' relative standing within their country as a proxy for individual learning characteristics. A formal model predicts that if country-level variance decreases relative to individual-level variance, the slope relating individual characteristics to system quality should be shallower in Grade 8 than Grade 4. We confirm this prediction: students in weaker systems need a smaller compensatory advantage in individual characteristics to reach a given achievement level in Grade 8 than in Grade 4. Both analyses converge on the same conclusion: individual characteristics become increasingly important as students mature. These findings challenge assumptions of straightforward compounding of system-level advantages and illuminate a complex interplay between individual development and educational differentiation.

Place, publisher, year, edition, pages
Elsevier BV , 2026. Vol. 117, article id 102038
Keywords [en]
Academic achievement, Cross-national comparison, Educational effectiveness, Individual differences, Learning ability, Skills-beget-skills
National Category
Psychology (Excluding Applied Psychology)
Identifiers
URN: urn:nbn:se:mdh:diva-77835DOI: 10.1016/j.intell.2026.102038ISI: 001796771900001Scopus ID: 2-s2.0-105041316432OAI: oai:DiVA.org:mdh-77835DiVA, id: diva2:2074128
Note

This is an open access article under the CC BY license.

Available from: 2026-06-17 Created: 2026-06-17 Last updated: 2026-07-01Bibliographically approved

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Eriksson, Kimmo

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