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Open AccessArticle
Cross-Lagged Relationships Between Cognitive Ability and Math Achievement
by
Daniela Fiedler
Daniela Fiedler 1,
Samantha Barton
Samantha Barton 2 and
Ulrike Kipman
Ulrike Kipman 3,*
1
Department of Educational Psychology, University of Rostock, August-Bebel-Str. 28, 18051 Rostock, Germany
2
Department of Psychology, University of Salzburg, 5020 Salzburg, Austria
3
Department of Educational Research, College of Education, 5020 Salzburg, Austria
*
Author to whom correspondence should be addressed.
J. Intell. 2025, 13(11), 138; https://doi.org/10.3390/jintelligence13110138 (registering DOI)
Submission received: 6 June 2025
/
Revised: 15 September 2025
/
Accepted: 23 October 2025
/
Published: 31 October 2025
Abstract
The relationship between cognitive abilities and students’ achievement in math is well documented. However, theoretical views on the chronological development of cognitive ability and math success remain controversial. Empirically, mutual effects between these concepts amongst primary school children have not yet been adequately addressed, because longitudinal data have mostly been limited to two measurement time points. The present study aims to fill this gap by investigating whether cognitive abilities can predict math success across time (unidirectional effect) or whether a reciprocal effect according to the theory of mutualism is more in line with longitudinal data. It also provides information on the stability of intelligence and mathematics achievement in primary school children. Taking into account four measurement occasions, cognitive ability, and achievement in math, N = 1726 primary school students were annually examined. We analyzed construct-specific latent variables and cross-lagged effects over four years. Results indicate a unidirectional cross-lagged relationship pattern rather than a mutual effect between reasoning ability and math achievement. However, over time, the influence of math achievement on cognitive ability increases slightly, which stresses the importance of knowledge acquisition in math for cognitive development over time, and a fairly high stability of cognitive ability and mathematics achievement in primary school age.
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MDPI and ACS Style
Fiedler, D.; Barton, S.; Kipman, U.
Cross-Lagged Relationships Between Cognitive Ability and Math Achievement. J. Intell. 2025, 13, 138.
https://doi.org/10.3390/jintelligence13110138
AMA Style
Fiedler D, Barton S, Kipman U.
Cross-Lagged Relationships Between Cognitive Ability and Math Achievement. Journal of Intelligence. 2025; 13(11):138.
https://doi.org/10.3390/jintelligence13110138
Chicago/Turabian Style
Fiedler, Daniela, Samantha Barton, and Ulrike Kipman.
2025. "Cross-Lagged Relationships Between Cognitive Ability and Math Achievement" Journal of Intelligence 13, no. 11: 138.
https://doi.org/10.3390/jintelligence13110138
APA Style
Fiedler, D., Barton, S., & Kipman, U.
(2025). Cross-Lagged Relationships Between Cognitive Ability and Math Achievement. Journal of Intelligence, 13(11), 138.
https://doi.org/10.3390/jintelligence13110138
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