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What Is the Source of the Correlation Between Reading and Mathematics Achievement? Two Meta-analytic Studies
Zehra E. Ünal1; Nathaniel R. Greene1; Xin Lin2; David C. Geary1
2023-01-23
Source PublicationEDUCATIONAL PSYCHOLOGY REVIEW
ISSN1040-726X
Volume35Issue:1Pages:4
Abstract

Two meta-analyses assessed whether the relations between reading and mathematics outcomes could be explained through overlapping skills (e.g., systems for word and fact retrieval) or domain-general influences (e.g., top-down attentional control). The first (378 studies, 1,282,796 participants) included weighted random-effects meta-regression models to explore and contrast the magnitudes of the links between different reading and mathematical competencies. The second (138 studies, 39,836 participants) used meta-analytic structural equation modeling to determine the influence of a domain-general factor, defined by intelligence, executive functioning, working and short-term memory, and processing speed measures, on the link between reading and mathematics skills. The overall relation was significant (r=0.52), as were all associations between specific reading and mathematics measures (rs = 0.23 to 0.61, ps<.05). Most of the correlations were similar across different types of reading and mathematics competencies, although generally smaller than within-domain correlations. The domain-general model explained most of the covariance between reading and mathematics outcomes, with a few modest moderating effects (e.g., age). The results imply correlations between reading and mathematics measures are largely due to domain-general processes, although within-domain correlations confirm the importance of overlapping competencies especially for reading.

KeywordDomain-general Ability Mathematics Meta-analyses Reading
DOI10.1007/s10648-023-09717-5
URLView the original
Indexed BySSCI
Language英語English
WOS Research AreaPsychology
WOS SubjectPsychology, Educational
WOS IDWOS:000919766700004
PublisherSPRINGER/PLENUM PUBLISHERS, 233 SPRING ST, NEW YORK, NY 10013
Scopus ID2-s2.0-85146817108
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Document TypeJournal article
CollectionFaculty of Education
Affiliation1.Department of Psychological Sciences, University of Missouri, Columbia, MO 65211-2500, USA
2.University of Macau, Macau, China
Recommended Citation
GB/T 7714
Zehra E. Ünal,Nathaniel R. Greene,Xin Lin,et al. What Is the Source of the Correlation Between Reading and Mathematics Achievement? Two Meta-analytic Studies[J]. EDUCATIONAL PSYCHOLOGY REVIEW, 2023, 35(1), 4.
APA Zehra E. Ünal., Nathaniel R. Greene., Xin Lin., & David C. Geary (2023). What Is the Source of the Correlation Between Reading and Mathematics Achievement? Two Meta-analytic Studies. EDUCATIONAL PSYCHOLOGY REVIEW, 35(1), 4.
MLA Zehra E. Ünal,et al."What Is the Source of the Correlation Between Reading and Mathematics Achievement? Two Meta-analytic Studies".EDUCATIONAL PSYCHOLOGY REVIEW 35.1(2023):4.
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