The influence of metacognitive strategies on students’ mathematical connection abilities and learning independence

Nurleli Hasibuan(1), Firmansyah Firmansyah(2), Dedy Juliandri Panjaitan(3), Cut Latifah Zahari(4),


(1) Universitas Muslim Nusantara Al Washliyah, Medan, North Sumatra, Indonesia, 20147
(2) Universitas Muslim Nusantara Al Washliyah, Medan, North Sumatra, Indonesia, 20147
(3) Universitas Muslim Nusantara Al Washliyah, Medan, North Sumatra, Indonesia, 20147
(4) Universitas Muslim Nusantara Al Washliyah, Medan, North Sumatra, Indonesia, 20147

Abstract


Mathematical connection skills and learning independence remain challenges in the formal education system, particularly among students who rely heavily on procedural memorization rather than deep conceptual understanding. This situation underscores the necessity of developing learning strategies that promote critical thinking awareness and reflection. One such strategy is the application of metacognitive techniques. This study seeks to assess the impact of metacognitive strategies on the development of mathematical connection skills and learning independence among eighth-grade students enrolled in the mathematics department at Al Washliyah Hamparan Perak Private Middle School. Employing a quantitative approach with a quasi-experimental pretest-posttest control group design, the study sample comprises two classes: an experimental group that receives instruction utilizing metacognitive strategies and a control group that receives conventional instruction. The analysis of the data revealed a substantial positive impact of metacognitive strategies on both mathematical connection skills and learning independence. Specifically, the experimental group demonstrated a significant improvement in mathematical connection skills (significance 0.000 < 0.05) and learning independence (significance 0.001 < 0.05). The average gain score for mathematical connections was 0.54735 for the experimental group and 0.28264 for the control group. Similarly, the average gain score for learning independence was 0.39870 for the experimental group and 0.19518 for the control group. Consequently, metacognitive strategies have been demonstrated to be an effective tool for enhancing both mathematical connection skills and learning independence. Their implementation in the formal education system is crucial in fostering critical thinking, self-awareness, and independent learning among students.

Keywords


Metacognitive; independent learning; mathematical connections

Full Text:

PDF

References


Aisah, N., & Nurjamin, L. R. (2021). Metacognitive strategies in student’s reading comprehension. English Education and Applied Linguistics Journal (EEAL Journal), 4(1), 19–28. https://journal.institutpendidikan.ac.id/index.php/eeal/article/view/213

Augie, K. T., Fatimah, S., & Prabawanto, S. (2023). Student’s learning obstacles in statistics materials related to computational thinking skills. Math Didactic: Jurnal Pendidikan Matematika, 9(2), 213–224. https://jurnal.stkipbjm.ac.id/index.php/math/article/view/2103

Caviedes, S., De Gamboa, G., & Badillo, E. (2024). Mathematical connections involved in area measurement processes. Research in Mathematics Education, 26(2), 237–257. https://doi.org/10.1080/14794802.2024.2370333

Chandra, T., & Royanto, L. R. M. (2019). Pengaruh math self-efficacy dan math anxiety terhadap performansi matematika pada siswa kelas V SD. Analitika: Jurnal Magister Psikologi UMA, 11(2), 126–136. https://doi.org/10.31289/analitika.v11i2.2878

Chintya, C. A., Saragih, S., & Hutapea, N. M. (2023). Analysis of students mathematical literacy ability in solving pisa problems in terms of student learning independence. JME (Journal of Mathematics Education), 8(2), 150–162. https://doi.org/10.31327/jme.v8i2.1960

Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE.

Dahiana, W. O., Ngilawajan, D. A., Arjanto, P., & Halija, W. (2022). Metacognitive approach to improve students’ mathematical problem solving skills based on thinking styles. Jurnal Didaktik Matematika, 9(2), 248–260. https://doi.org/10.24815/jdm.v9i2.23479

Dewi, R. T., & Rusman, R. (2025). Exploring cross-curriculum numeracy understanding and implementation in Santa Angela teachers. Inovasi Kurikulum, 22(1), 367–390. https://doi.org/10.17509/jik.v22i1.78561

Duong, H. T., Bui, P. U., & Lu, K. N. (2022). The effectiveness of blended learning on students' academic achievement, self-study skills and learning attitudes: A quasi-experiment study in teaching the conventions for coordinates in the plane. Heliyon, 8(12), e12657. https://doi.org/10.1016/j.heliyon.2022.e12657

Field, A. (2018). Discovering statistics using IBM SPSS statistics (5th ed.). SAGE.

Fraenkel, J. R., Wallen, N. E., & Hyun, H. H. (2019). How to design and evaluate research in education (10th ed.). McGraw-Hill.

Gall, M. D., Gall, J. P., & Borg, W. R. (2007). Educational research: An introduction (8th ed.). Pearson.

Hake, R. R. (1998). Interactive-engagement versus traditional methods: A six-thousand-student survey of mechanics test data for introductory physics courses. American Journal of Physics, 66(1), 64–74. https://doi.org/10.1119/1.18809

Hakiki, L. S., Murtiyasa, B., & Djumadi, D. (2023). Mathematics learning planning in the independence curriculum. Jurnal Pendidikan Amartha, 2(1), 52–54. https://doi.org/10.57235/jpa.v2i1.335

Hasna, A., Maimunah, M., & Suanto, E. (2023). Analysis of mathematical reasoning ability in terms of students’ mathematical learning independence. Mathline: Jurnal Matematika dan Pendidikan Matematika, 8(3), 873–892. https://doi.org/10.31943/mathline.v8i3.465

Isa, M. (2023). Pengaruh kemandirian belajar dan perhatian orang tua terhadap pemahaman konsep matematika. Learning: Jurnal Inovasi Penelitian Pendidikan dan Pembelajaran, 3(2), 153–164. https://doi.org/10.51878/learning.v3i2.2297

Januar, L. R., Purwanto, P., & Susiswo, S. (2023). Strategi metakognitif siswa dalam menyelesaikan masalah sistem persamaan linear dua variabel ditinjau berdasarkan kecemasan matematika. Jurnal Cendekia: Jurnal Pendidikan Matematika, 7(1), 210–222. https://doi.org/10.31004/cendekia.v7i1.1817

Maulana, H., Muzdalipah, I., Setialesmana, D., Musannadah, R., Wali, L. S. (2023). Students error description and contributing factor in solving TIMSS geometry content domain problems based on their learning style. Jurnal Cendekia: Jurnal Pendidikan Matematika, 7(2), 1558–1570. https://doi.org/10.31004/cendekia.v7i2.2326

Miles, M. B., Huberman, A. M., & Saldaña, J. (2014). Qualitative data analysis: A methods sourcebook (3rd ed.). SAGE.

Muharomi, LT, & Afriansyah, EA (2022). Kemampuan koneksi matematis dan kemandirian belajar siswa pada materi sistem persamaan linear dua variabel. Leibniz: Jurnal Matematika, 2(2), 45–64. https://doi.org/10.59632/leibniz.v2i2.174

Mullis, I. V. S., Martin, M. O., Foy, P., Kelly, D. L., & Fishbein, B. (2020). TIMSS 2019 international results in mathematics and science. TIMSS & PIRLS International Study Center.

NCTM. (2020). Principles to actions: Ensuring mathematical success for all. National Council of Teachers of Mathematics.

Pambudi, D. S., Budayasa, I. K., & Lukito, A. (2020). The role of mathematical connections in mathematical problem solving. Jurnal Pendidikan Matematika, 14(2), 129–144. https://jpm.ejournal.unsri.ac.id/index.php/jpm/article/view/136

Rahayu, N. P., & Fauzan, A. (2023). The influence of motivation and independence of learning on the mathematics student learning outcomes of class VIII SMPN 12 Padang. In AIP Conference Proceedings (Vol. 2698, No. 1, p. 060045). AIP Publishing LLC. https://doi.org/10.1063/5.0122435

Rahma, N. A. H., Tahmir, S., & Tiro, M. A. (2022). Students’ mathematics learning model in the integration of character value (PMT-Character). Asian Journal of Applied Sciences, 10(4), 337–344. https://doi.org/10.24203/ajas.v10i4.7030

Sardiman, A. M. (2018). 2018. Interaksi dan motivasi belajar mengajar. Rajawali Pers.

Sudirman, S. & Panjaitan, D. J. (2023). Development of problem-based learning devices to improve mathematics problem solving ability and learning independence of Labuhanbatu private junior high school students. International Journal of Educational Research Excellence (IJERE), 2(2), 384–389. https://doi.org/10.55299/ijere.v2i2.553

Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes. Harvard University Press.

Wangguway, Y., Mandala, A. S., & Ugadje, E. F. (2025). Unraveling the interplay between motivation and self-regulated learning in learning statistics: A case of higher education institutions in Papua. Journal of Education Research and Evaluation, 9(2), 418–429. https://doi.org/10.23887/jere.v9i2.94144

Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory Into Practice, 41(2), 64–70. https://doi.org/10.1207/s15430421tip4102_2




DOI: https://doi.org/10.34007/jdm.v6i2.2744

Refbacks

  • There are currently no refbacks.


Journal of Didactic Mathematics

Mahesa Research Center