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References
- Abdelshiheed, M., Zhou, G., Maniktala, M., Barnes, T., & Chi, M. (2023). Metacognition and motivation: The role of time-awareness in preparation for future learning. Department of Computer Science. http://arxiv.org/abs/2303.13541
- Adhitama, I., Sujadi, I., & Pramudya, I. (2018). Discover the Pythagorean theorem using interactive multimedia learning. Journal of Physics: Conference Series, 1008(1), 012066. https://doi.org/10.1088/1742-6596/1008/1/012066
- Agbata, B. C., Obeng-Denteh, W., Kwabi, P. A., Abraham, S., Okpako, S. O., Arivi, S. S., Asante-Mensa, F., & Adu, G. W. K. (2024). Everyday uses of mathematics and the roles of a mathematics teacher. Science World Journal, 19(3), 819–827. https://doi.org/10.4314/swj.v19i3.29
- Anggraini, E., Subanji, S., & Rahardjo, S. (2024). The role of self-efficacy in enhance metacognitive and academic performance through problem-solving. PRISMA, 13(2), 259-268. https://doi.org/10.35194/jp.v13i2.4382
- Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295X.84.2.191
- Birt, L., Scott, S., Cavers, D., Campbell, C., & Walter, F. (2016). Member checking: A tool to enhance trustworthiness or merely a nod to validation?. Qualitative Health Research, 26(13), 1802-1811. https://doi.org/10.1177/1049732316654870
- Bozgün, K., & Pekdoğan, S. (2018). The self-efficacy as predictors of the metacognition skills in children. Journal of Education and Future, 14(1), 57-69. https://doi.org/10.30786/jef.390814
- Callan, G. L., Marchant, G. J., Finch, W. H., & German, R. L. (2016). Metacognition, strategies, achievement, and demographics: Relationships across countries. Kuram ve Uygulamada Egitim Bilimleri, 16(5), 1485–1502. https://doi.org/10.12738/estp.2016.5.0137
- Clivaz, S., & Miyakawa, T. (2020). Cultural effects on mathematics lessons: through the international collaborative development of a lesson in two countries. HAL Open Science. https://hal.science/hal-02459223v1
- Duratun, A. D., & Maryani, I. (2023). The influence of self-efficacy on metacognition skills of high grade students. International Journal of Elementary Education, 7(3), 403–409. https://doi.org/10.23887/ijee.v7i3.62125
- Gjone, G. (1998). Programs for the education of researchers in mathematics education. Kluwer Academic. https://link.springer.com/chapter/10.1007/978-94-011-5194-8_8
- Gözde, A. (2020). Non-routine problem solving performances of mathematics teacher candidates. Educational Research and Reviews, 15(5), 214–224. https://doi.org/10.5897/ERR2020.3907
- Güner, P., & Erbay, H. N. (2021). Metacognitive skills and problem-solving. International Journal of Research in Education and Science, 7(3), 715–734. https://doi.org/10.46328/ijres.1594
- Henra, K., Budayasa, I. K., & Ismail. (2024). Revealing the dominant metacognitive activities of high school students in solving central tendency and dispersion problems based on gender. Journal on Mathematics Education, 15(4), 1357–1382. https://doi.org/10.22342/jme.v15i4.pp1357-1382
- Hermin, A. P., Pathuddin, Lefrida, R., & Alfisyahra. (2025). Exploring students’ metacognition in numeracy problem solving: The role of reflective and impulsive cognitive styles. Jurnal Pendidikan MIPA, 26(1), 688–707. https://doi.org/10.23960/jpmipa/v26i1.pp688-707
- Jameson, M. M., Dierenfeld, C., & Ybarra, J. (2022). The mediating effects of specific types of self-efficacy on the relationship between math anxiety and performance. Education Sciences, 12(11), 789. https://doi.org/10.3390/educsci12110789
- Joshi, R., Hadley, D., Nuthikattu, S., Fok, S., Goldbloom-Helzner, L., & Curtis, M. (2022). Concept mapping as a metacognition tool in a problem-solving-based BME course during in-person and online instruction. Biomedical Engineering Education, 2(2), 281–303. https://doi.org/10.1007/s43683-022-00066-3
- Magno, C. (2010). The role of metacognitive skills in developing critical thinking. Metacognition and Learning, 5(2), 137–156. https://doi.org/10.1007/s11409-010-9054-4
- Meher, V., Baral, R., & Bhuyan, S. (2024). Examining impact of metacognitive interventions on self-efficacy of higher secondary school students: A quasi-experimental study. American Journal of Education and Learning, 9(2), 163–176. https://doi.org/10.55284/ajel.v9i2.1171
- Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative data analysis: A methods sourcebook. SAGE. https://www.metodos.work/wp-content/uploads/2024/01/Qualitative-Data-Analysis.pdf
- Mullis, I. V. S., Martin, M. O., Foy, P., Kelly, D. L., & Fishbein, B. (2019). Highlights TIMSS 2019: International results in maths and science. IEA. https://www.skolporten.se/app/uploads/2020/12/timss-2019-highlights-1.pdf
- Ningsih, N. I. S., Maharani, S., Shofari, M. R., Verlanda, M. A., & Riyanto, O. R. (2023). The influence of self-efficacy on self-anxiety based on students’ mathematics learning. Journal of Mathematics Instruction, Social Research and Opinion, 2(3), 273–286. https://doi.org/10.58421/misro.v2i3.193
- OECD. (2019). PISA 2018 Results. In OECD Publishing: Vol. III. https://www.oecd.org/pisa/publications/pisa-2018-results-volume-iii-acd78851-en.htm
- Pathuddin, & Bennu, S. (2021). Metacognitive skills of students with high mathematical abilities in solving contextual problems. Journal of Physics: Conference Series, 1832(1), 012048. https://doi.org/10.1088/1742-6596/1832/1/012048
- Pathuddin, Budayasa, I. K., & Lukito, A. (2018). Metacognitive knowledge of a student in planning the solution of limit problems. Journal of Physics: Conference Series, 1108(1), 012032. https://doi.org/10.1088/1742-6596/1108/1/012032
- Pathuddin, Budayasa, I. K., & Lukito, A. (2019). Metacognitive activity of male students: Difference field independent-dependent cognitive style. Journal of Physics: Conference Series, 1218(1), 012025. https://doi.org/10.1088/1742-6596/1218/1/012025
- Polya, G. (1945). How to solve it: A new aspect of mathematical method. Princeton University Press. https://www.hlevkin.com/hlevkin/90MathPhysBioBooks/Math/Polya/George_Polya_How_To_Solve_It_.pdf
- Prakoso, A. F., Subroto, W. T., Andriansyah, E. H., Sari, V. B. M., Ginanjar, A. E., & Srisuk, P. (2025). How do anxiety and self-efficacy affect the problem-solving skills of undergraduate economics students as prospective teachers in Indonesia? The role of metacognition as a mediating variable. Cogent Education, 12(1), 2521160. https://doi.org/10.1080/2331186X.2025.2521160
- Ridlo, S., & Lutfiya, F. (2017). The correlation between metacognition level with self-efficacy of biology education college students. Journal of Physics: Conference Series, 824(1), 012067. https://doi.org/10.1088/1742-6596/824/1/012067
- Schwarzer, R., & Jerusalem, M. (1995). Measures in Health Psychology: A User’s Portfolio. Causal and Control Beliefs (J. Weinman, S. Wright, & M. Johnston, Eds.). NFER-¬‐Nelson. https://www.researchgate.net/publication/284672098
- Shimizu, Y. (2022). Relation between mathematical proof problem solving, math anxiety, self-efficacy, learning engagement, and backward reasoning. Journal of Education and Learning, 11(6), 62-75. https://doi.org/10.5539/jel.v11n6p62
- Sikdar, P. R. (2024). Development & use of progressive techniques in mathematics education. Tech Horizons: Bridging Disciplines in the Era of Emerging Technologies. https://iipseries.org/assets/docupload/rsl20249306D1326077BB5.pdf
- Situngkir, F. L., & Dewi, I. (2022). The view of mathematics education as science. International Journal of Trends in Mathematics Education Research, 5(3), 328–332. https://doi.org/10.33122/ijtmer.v5i3.155
- Subba, B. H., Chanunan, S., & Poonpaiboonpipat, W. (2025). A proposed constructivism-based instructional model to enhance metacognition and mathematical problem-solving skills in Bhutanese grade nine students. Journal on Mathematics Education, 16(1), 51–72. https://doi.org/10.22342/jme.v16i1.pp51-72
- Švecová, V. (2024). Math anxiety and its relation to the success of mathematical problems. TEM Journal, 13(1), 207–212. https://doi.org/10.18421/TEM131-21
- Taamneh, M. A., Díez-Palomar, J., & Mallart-Solaz, A. (2024). Examining tenth-grade students’ errors in applying Polya’s problem-solving approach to Pythagorean theorem. Eurasia Journal of Mathematics, Science and Technology Education, 20(12), em2551. https://doi.org/10.29333/ejmste/15707
- Tchounwou, M., Okoye, Ebele. C., & Iseguede, F. (2023). Comparison of the efficacy of metacognition on students’ academic performance between USA, France, Australia, and China. Advances in Social Sciences Research Journal, 10(7), 252–271. https://doi.org/10.14738/assrj.107.14833
- Wutsqa, D. U., Prihastuti, P. P., Fauzan, M., & Listyani, E. (2024). Radial Basis Function Neural Network with ensemble clustering for modeling mathematics achievement in Indonesia based on cognitive and non-cognitive factors. Journal on Mathematics Education, 15(3), 751–770. https://doi.org/10.22342/jme.v15i3.pp751-770
- Zakariya, Y. F. (2022). Improving students’ mathematics self-efficacy: A systematic review of intervention studies. Frontiers in Psychology, 13, 986622. https://doi.org/10.3389/fpsyg.2022.986622
References
Abdelshiheed, M., Zhou, G., Maniktala, M., Barnes, T., & Chi, M. (2023). Metacognition and motivation: The role of time-awareness in preparation for future learning. Department of Computer Science. http://arxiv.org/abs/2303.13541
Adhitama, I., Sujadi, I., & Pramudya, I. (2018). Discover the Pythagorean theorem using interactive multimedia learning. Journal of Physics: Conference Series, 1008(1), 012066. https://doi.org/10.1088/1742-6596/1008/1/012066
Agbata, B. C., Obeng-Denteh, W., Kwabi, P. A., Abraham, S., Okpako, S. O., Arivi, S. S., Asante-Mensa, F., & Adu, G. W. K. (2024). Everyday uses of mathematics and the roles of a mathematics teacher. Science World Journal, 19(3), 819–827. https://doi.org/10.4314/swj.v19i3.29
Anggraini, E., Subanji, S., & Rahardjo, S. (2024). The role of self-efficacy in enhance metacognitive and academic performance through problem-solving. PRISMA, 13(2), 259-268. https://doi.org/10.35194/jp.v13i2.4382
Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295X.84.2.191
Birt, L., Scott, S., Cavers, D., Campbell, C., & Walter, F. (2016). Member checking: A tool to enhance trustworthiness or merely a nod to validation?. Qualitative Health Research, 26(13), 1802-1811. https://doi.org/10.1177/1049732316654870
Bozgün, K., & Pekdoğan, S. (2018). The self-efficacy as predictors of the metacognition skills in children. Journal of Education and Future, 14(1), 57-69. https://doi.org/10.30786/jef.390814
Callan, G. L., Marchant, G. J., Finch, W. H., & German, R. L. (2016). Metacognition, strategies, achievement, and demographics: Relationships across countries. Kuram ve Uygulamada Egitim Bilimleri, 16(5), 1485–1502. https://doi.org/10.12738/estp.2016.5.0137
Clivaz, S., & Miyakawa, T. (2020). Cultural effects on mathematics lessons: through the international collaborative development of a lesson in two countries. HAL Open Science. https://hal.science/hal-02459223v1
Duratun, A. D., & Maryani, I. (2023). The influence of self-efficacy on metacognition skills of high grade students. International Journal of Elementary Education, 7(3), 403–409. https://doi.org/10.23887/ijee.v7i3.62125
Gjone, G. (1998). Programs for the education of researchers in mathematics education. Kluwer Academic. https://link.springer.com/chapter/10.1007/978-94-011-5194-8_8
Gözde, A. (2020). Non-routine problem solving performances of mathematics teacher candidates. Educational Research and Reviews, 15(5), 214–224. https://doi.org/10.5897/ERR2020.3907
Güner, P., & Erbay, H. N. (2021). Metacognitive skills and problem-solving. International Journal of Research in Education and Science, 7(3), 715–734. https://doi.org/10.46328/ijres.1594
Henra, K., Budayasa, I. K., & Ismail. (2024). Revealing the dominant metacognitive activities of high school students in solving central tendency and dispersion problems based on gender. Journal on Mathematics Education, 15(4), 1357–1382. https://doi.org/10.22342/jme.v15i4.pp1357-1382
Hermin, A. P., Pathuddin, Lefrida, R., & Alfisyahra. (2025). Exploring students’ metacognition in numeracy problem solving: The role of reflective and impulsive cognitive styles. Jurnal Pendidikan MIPA, 26(1), 688–707. https://doi.org/10.23960/jpmipa/v26i1.pp688-707
Jameson, M. M., Dierenfeld, C., & Ybarra, J. (2022). The mediating effects of specific types of self-efficacy on the relationship between math anxiety and performance. Education Sciences, 12(11), 789. https://doi.org/10.3390/educsci12110789
Joshi, R., Hadley, D., Nuthikattu, S., Fok, S., Goldbloom-Helzner, L., & Curtis, M. (2022). Concept mapping as a metacognition tool in a problem-solving-based BME course during in-person and online instruction. Biomedical Engineering Education, 2(2), 281–303. https://doi.org/10.1007/s43683-022-00066-3
Magno, C. (2010). The role of metacognitive skills in developing critical thinking. Metacognition and Learning, 5(2), 137–156. https://doi.org/10.1007/s11409-010-9054-4
Meher, V., Baral, R., & Bhuyan, S. (2024). Examining impact of metacognitive interventions on self-efficacy of higher secondary school students: A quasi-experimental study. American Journal of Education and Learning, 9(2), 163–176. https://doi.org/10.55284/ajel.v9i2.1171
Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative data analysis: A methods sourcebook. SAGE. https://www.metodos.work/wp-content/uploads/2024/01/Qualitative-Data-Analysis.pdf
Mullis, I. V. S., Martin, M. O., Foy, P., Kelly, D. L., & Fishbein, B. (2019). Highlights TIMSS 2019: International results in maths and science. IEA. https://www.skolporten.se/app/uploads/2020/12/timss-2019-highlights-1.pdf
Ningsih, N. I. S., Maharani, S., Shofari, M. R., Verlanda, M. A., & Riyanto, O. R. (2023). The influence of self-efficacy on self-anxiety based on students’ mathematics learning. Journal of Mathematics Instruction, Social Research and Opinion, 2(3), 273–286. https://doi.org/10.58421/misro.v2i3.193
OECD. (2019). PISA 2018 Results. In OECD Publishing: Vol. III. https://www.oecd.org/pisa/publications/pisa-2018-results-volume-iii-acd78851-en.htm
Pathuddin, & Bennu, S. (2021). Metacognitive skills of students with high mathematical abilities in solving contextual problems. Journal of Physics: Conference Series, 1832(1), 012048. https://doi.org/10.1088/1742-6596/1832/1/012048
Pathuddin, Budayasa, I. K., & Lukito, A. (2018). Metacognitive knowledge of a student in planning the solution of limit problems. Journal of Physics: Conference Series, 1108(1), 012032. https://doi.org/10.1088/1742-6596/1108/1/012032
Pathuddin, Budayasa, I. K., & Lukito, A. (2019). Metacognitive activity of male students: Difference field independent-dependent cognitive style. Journal of Physics: Conference Series, 1218(1), 012025. https://doi.org/10.1088/1742-6596/1218/1/012025
Polya, G. (1945). How to solve it: A new aspect of mathematical method. Princeton University Press. https://www.hlevkin.com/hlevkin/90MathPhysBioBooks/Math/Polya/George_Polya_How_To_Solve_It_.pdf
Prakoso, A. F., Subroto, W. T., Andriansyah, E. H., Sari, V. B. M., Ginanjar, A. E., & Srisuk, P. (2025). How do anxiety and self-efficacy affect the problem-solving skills of undergraduate economics students as prospective teachers in Indonesia? The role of metacognition as a mediating variable. Cogent Education, 12(1), 2521160. https://doi.org/10.1080/2331186X.2025.2521160
Ridlo, S., & Lutfiya, F. (2017). The correlation between metacognition level with self-efficacy of biology education college students. Journal of Physics: Conference Series, 824(1), 012067. https://doi.org/10.1088/1742-6596/824/1/012067
Schwarzer, R., & Jerusalem, M. (1995). Measures in Health Psychology: A User’s Portfolio. Causal and Control Beliefs (J. Weinman, S. Wright, & M. Johnston, Eds.). NFER-¬‐Nelson. https://www.researchgate.net/publication/284672098
Shimizu, Y. (2022). Relation between mathematical proof problem solving, math anxiety, self-efficacy, learning engagement, and backward reasoning. Journal of Education and Learning, 11(6), 62-75. https://doi.org/10.5539/jel.v11n6p62
Sikdar, P. R. (2024). Development & use of progressive techniques in mathematics education. Tech Horizons: Bridging Disciplines in the Era of Emerging Technologies. https://iipseries.org/assets/docupload/rsl20249306D1326077BB5.pdf
Situngkir, F. L., & Dewi, I. (2022). The view of mathematics education as science. International Journal of Trends in Mathematics Education Research, 5(3), 328–332. https://doi.org/10.33122/ijtmer.v5i3.155
Subba, B. H., Chanunan, S., & Poonpaiboonpipat, W. (2025). A proposed constructivism-based instructional model to enhance metacognition and mathematical problem-solving skills in Bhutanese grade nine students. Journal on Mathematics Education, 16(1), 51–72. https://doi.org/10.22342/jme.v16i1.pp51-72
Švecová, V. (2024). Math anxiety and its relation to the success of mathematical problems. TEM Journal, 13(1), 207–212. https://doi.org/10.18421/TEM131-21
Taamneh, M. A., Díez-Palomar, J., & Mallart-Solaz, A. (2024). Examining tenth-grade students’ errors in applying Polya’s problem-solving approach to Pythagorean theorem. Eurasia Journal of Mathematics, Science and Technology Education, 20(12), em2551. https://doi.org/10.29333/ejmste/15707
Tchounwou, M., Okoye, Ebele. C., & Iseguede, F. (2023). Comparison of the efficacy of metacognition on students’ academic performance between USA, France, Australia, and China. Advances in Social Sciences Research Journal, 10(7), 252–271. https://doi.org/10.14738/assrj.107.14833
Wutsqa, D. U., Prihastuti, P. P., Fauzan, M., & Listyani, E. (2024). Radial Basis Function Neural Network with ensemble clustering for modeling mathematics achievement in Indonesia based on cognitive and non-cognitive factors. Journal on Mathematics Education, 15(3), 751–770. https://doi.org/10.22342/jme.v15i3.pp751-770
Zakariya, Y. F. (2022). Improving students’ mathematics self-efficacy: A systematic review of intervention studies. Frontiers in Psychology, 13, 986622. https://doi.org/10.3389/fpsyg.2022.986622
