Systematic Literature Review: The Relationship Between Metacognition and Students' Mathematical Problem-Solving Ability

Authors

DOI:

https://doi.org/10.28918/circle.v6i2.2609

Abstract

Although numerous empirical studies have examined the relationship between metacognition and students’ mathematical problem-solving ability, the available evidence remains fragmented. Previous review studies primarily synthesized literature published before 2020, generally treated metacognition as a single construct, and provided limited discussion of differences across educational levels as well as methodological and conceptual heterogeneity. To address these limitations, this study systematically synthesizes empirical evidence published between 2020 and 2026 using a Systematic Literature Review (SLR) following the PRISMA 2020 protocol. Twenty empirical studies retrieved from Scopus, Web of Science, Google Scholar, and Sinta-indexed journals met the inclusion criteria and were critically appraised using the Mixed Methods Appraisal Tool (MMAT) 2018. A narrative synthesis was conducted because of substantial heterogeneity among the included studies. Unlike previous reviews, this study synthesizes findings by considering differences in metacognitive dimensions, educational levels, methodological characteristics, and study quality. The findings indicate a consistent qualitative pattern of positive association between metacognition and mathematical problem-solving ability across the reviewed studies, rather than a statistically established relationship. Metacognitive regulation, particularly planning, monitoring, and evaluation, emerged as the dimensions most consistently associated with mathematical problem-solving ability, although the evaluation stage remained the most challenging across studies. The available evidence is predominantly derived from junior and senior secondary education, highlighting the need for further high-quality primary research at the elementary school level. These findings provide a more comprehensive understanding of the role of metacognition and support its explicit integration into mathematics instruction.

Keywords:

mathematical problem solving; metacognition; MMAT; systematic literature review.

Author Biographies

Fitri Nur Faiqotul Ajizah

Fitri Nur Faiqotul Ajizah is an undergraduate student in the Mathematics Education program at the Faculty of Mathematics and Natural Sciences (FMIPA),  (UNNES). Her research interests include mathematics education, metacognition, mathematical problem-solving skills, and systematic literature reviews in mathematics learning.

Scolastika Mariani

Dr. Scolastika Mariani, M.Si. is a lecturer in the Mathematics Education Study Program at the Faculty of Mathematics and Natural Sciences (FMIPA), Universitas Negeri Semarang (UNNES). She holds the academic rank of Associate Professor, specializing in mathematics education—specifically the development of mathematics instruction, mathematical literacy, mathematical communication, and mathematical problem-solving. She is actively engaged in research, scholarly publication, and student supervision within the field of mathematics education.

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2026-09-30

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Systematic Literature Review: The Relationship Between Metacognition and Students’ Mathematical Problem-Solving Ability. (2026). Circle: Jurnal Pendidikan Matematika, 6(2), 123-147. https://doi.org/10.28918/circle.v6i2.2609