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A meta-analysis of the effect of metacognitive instruction on mathematics achievement


Citation

Hidayat, Riyan and Mohd Saad, Mohd Rashid and Wewe, Melkior (2025) A meta-analysis of the effect of metacognitive instruction on mathematics achievement. Cogent Education, 12 (1). art. no. 2517510. pp. 2-19. ISSN 2331-186X

Abstract

Integrating metacognition into mathematics education is crucial for improving students’ mathematical performance, problem-solving abilities, and attitudes toward mathematics. The objective of this meta-analysis is to examine the overall impact of metacognitive instruction on mathematics performance. We conducted a systematic review using the PRISMA guidelines, searching through databases such as Web of Science, Scopus, ProQuest and Google Scholar. This yielded 43 studies involving 13,924 (experimental group, N = 7061; control group, N = 6863). We utilized R software packages to compute the effect size, employing standardized mean differences (SMD) and establishing 95% confidence intervals. Our findings demonstrate large and statistically significant effects of metacognitive instruction on mathematics achievement [ES = 1.11], metacognitive skills [ES = 1.18], and various other learning outcomes [ES = 1.27]. The results indicate that exploring this phenomenon could lead to notable enhancements in mathematics performance. These findings provide valuable insights for educators, informing them on how to optimize teaching methods and curriculum design to seamlessly integrate metacognitive instruction into mathematics education.


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Additional Metadata

Item Type: Article
Subject: Education
Divisions: Faculty of Educational Studies
Institute for Mathematical Research
DOI Number: https://doi.org/10.1080/2331186X.2025.2517510
Publisher: Taylor and Francis
Keywords: Curriculum studies; Mathematics achievement; Metacognitive instruction; Primary/elementary education; PRISMA; Problem solving; Research methods in education; Secondary education; Self-regulation; Study skills
Depositing User: Mr. Mohamad Syahrul Nizam Md Ishak
Date Deposited: 29 Jan 2026 02:29
Last Modified: 29 Jan 2026 02:31
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1080/2331186X.2025.2517510
URI: http://psasir.upm.edu.my/id/eprint/122727
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