The effect of mathematical belief, self-regulated learning, and self-efficacy on secondary school students' mathematics learning achievement
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Abstract
This study aims to measure the effect of mathematical beliefs, self-regilated learning, self-efficacy on mathematics learning achievement in mathematics. This study was conducted in public and private junior high schools in Serang City. The research method used was a survey. The population of this study was all junior high school students in Serang City, Banten Province, Indonesia. The sample in this study was 394 students. The sample selection was carried out in stages, starting with the selection of schools based on their accreditation using quota sampling. Furthermore, classes were selected from each school accreditation using cluster sampling. The instruments used in this study were questionnaires on mathematical beliefs, self-regulated learning and self-efficacy, and a list of final semester exam scores for the 2023-2024 academic year. The data collected were then analyzed using a partial least square - structural equation model (PLS-SEM) approach. The results obtained in this study were a structural equation model that describes the effect of mathematical beliefs, self-regulated learning, self-efficacy on mathematics learning achievement. The goodness of fit test showed that the model was classified as appropriate. The model shows that the variables that relative large effect on mathematics learning achievement are self-efficacy and self-regulated learning.
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References
Ambiyar, A., Aziz, I., & Melisa, M. (2020). Perbedaan kemandirian belajar siswa pada masa pandemi di SMAN 1 Lembah Melintang dan SMAN 1 Lembah Gumanti. Jurnal Cendekia : Jurnal Pendidikan Matematika, 4(2), 1246–1258. https://doi.org/10.31004/cendekia.v4i2.367
Aulia, T., Nurcahyono, N. A., & Agustiani, N. (2022). Penerapan model pembelajaran Thinking Aloud Pair Problem Solving (TAPPS) terhadap kemampuan pemecahan masalah matematis siswa SMP ditinjau dari self efficacy. Jurnal Cendekia : Jurnal Pendidikan Matematika, 6(3), 2816–2832. https://doi.org/10.31004/cendekia.v6i3.1618
Azwar, S. (1999). Pengantar psikologi intelegensi. Pustaka Belajar.
Bandura, A. (1998). Self-Efficacy. In Encyclopedia of human behavior (Vol. 4, Issue 1994, pp. 71–81). Academic Press. https://doi.org/10.4135/9781483386874.n481
Barry J. Zimmerman, & Martinez-Pons, M. (1990). Student differences in self-regulated learning: relating grade, sex, and giftedness to self-efficacy and strategy use. Journal of Education Psychology, 82(1), 51–59. https://doi.org/https://doi.org/10.1037/0022-0663.82.1.51
Chirove, M., Mogari, D., & Ugorji, O. (2022). Students’ mathematics-related belief systems and their strategies for solving non-routine mathematical problems. Waikato Journal of Education, 27(3), 101–121. https://doi.org/10.15663/wje.v27i3.822
Clemons, T. L. (2008). The national research center on the gifted and talented underachieving gifted students: A social cognitive model. In Underachieving Gifted Students: A Social Cognitive Model (Issue April). University of Virginia. http://files.eric.ed.gov/fulltext/ED505382.pdf
Corte, E. De, Verschaffel, L., & Depaepe, F. (2008). Unraveling the relationship between students’ mathematics-related beliefs and the classroom culture. European Psychologist, 13(1), 24–36.
Defi, S. L., Parta, I. N., & Permadi, H. (2021). Penguasaan konsep matematika siswa smp ditinjau dari keyakinan epistemologis tentang matematika dan kecerdasan emosional. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 10(3), 1963–1972. https://doi.org/10.24127/ajpm.v10i3.3690
Duru, D. C., & Okeke, S. O. C. (2021). Self-regulated learning skill as a predictor of mathematics achievement: a focus on ability levels. Malikussaleh Journal of Mathematics Learning (MJML), 4(2), 86. https://doi.org/10.29103/mjml.v4i2.5708
Hair, J. F., Christian M. Ringle, G. Thomas M. Hult, & Marko Sarstedt. (2021). A Primer on Partial Least Squares Structural Equation Modeling. In SAGE (Vol. 46, Issues 1–2). SAGE Publications, Inc. https://doi.org/10.1016/j.lrp.2013.01.002
Harahap, L. K. (2020). Analisis SEM (Structural Equation Modelling) Dengan SMARTPLS (Partial Least Square). Fakultas Sains Dan Teknologi Uin Walisongo Semarang, 1, 1.
Haryono, S. (2016). Metode SEM untuk Penelitian Manajemen dengan AMOS LISREL PLS. PT. Intermedia Personalia Utama.
Hidayat, M. A. (2019). Pengaruh Kemandirian Terhadap Prestasi Belajar Matematika. Prosiding Seminar Nasional Matematika Dan Pendidikan Matematika Sesiomadika 2019, 1(1), 49. https://doi.org/10.24252/ajme.v1i1.10934
Imran, A. P., Kadir, & Mustamin, A. (2019). Analisis Literasi Matematik dan Keyakinan Matematik Siswa SMA Negeri di Kota Kendari. Jurnal Pendidikan Matematika, 159–168. https://doi.org/10.36709/jpm.v8i2.5984
Indirwan, I., Suarni, W., & Priyatmo, D. (2021a). Pentingnya Self-Efficacy terhadap Prestasi Belajar Matematika. Jurnal Sublimapsi, 2(1), 61. https://doi.org/10.36709/sublimapsi.v2i1.13055
Indirwan, I., Suarni, W., & Priyatmo, D. (2021b). Pentingnya Self-Efficacy terhadap Prestasi Belajar Matematika. Jurnal Sublimapsi, 2(1), 61–70. https://doi.org/10.36709/sublimapsi.v2i1.13055
Isharyadi, R., & Deswita, H. (2017). Pengaruh Mathematical Beliefs terhadap Prestasi Belajar Matematika Siswa SMA. PYTHAGORAS: Jurnal Pendidikan Matematika, 6(1), 1–10.
Izzatul, W. H. (2017). Analisis Belief Matematik Siswa Tingkat Smp. Journal of Medives, 1(1), 49–58.
Juli, Arcana, I. N., & Setiana, D. S. (2021). Hubungan persepsi matematika dan kemandirian belajar terhadap prestasi belajar matematika pada era new normal. KoPeN: Konferensi Pendidikan Nasional, 3(1), 43–50.
Kamalimoghaddam, H., Tarmizi, R. A., Ayub, A. F. M., & Jaafar, W. M. W. (2016). The effects of mathematics beliefs on mathematics achievement through mathematics self-efficacy : A structural equation model. Communication in Mathematical Modeling and Applications, 51(1), 44–51.
King, R. B. (2015). Sense of relatedness boosts engagement, achievement, and well-being: A latent growth model study. Contemporary Educational Psychology, 42, 26–38. https://doi.org/10.1016/j.cedpsych.2015.04.002
Lusiana, Armiati, & Yerizon. (2022). Kemandirian belajar dan persepsi siswa mengenai guru terhadap kemampuan pemecahan masalah matematis siswa SMK. Mosharafa: Jurnal Pendidikan Matematika, 11(1), 155–166. https://doi.org/10.31980/mosharafa.v11i1.695
Maulani, F. I., Amalia, R., & Zanthy, L. S. (2020). Kontribusi self efficacy terhadap prestasi belajar Matematika pada siswa SMA. Maju, 7(1), 45–49.
Moma, L. (2014). Self-Efficacy Matematik Pada Siswa SMP. Mosharafa: Jurnal Pendidikan Matematika, 3(2), 85–94. https://doi.org/10.31980/mosharafa.v3i2.313
Oktariani. (2018). Peranan Self Efficacy Dalam Meningkatkan Prestasi Belajar Siswa. Jurnal Kognisi, 3(1), 41–50.
Permatasari, A. cahyani, Sari, J. A., Winanda, T., Saputra, R. I., Silvi, Annisa, P., & Fitriani, E. (2023). Analisis Kesulitan Belajar Matematika Dalam Menyelesaikan Soal. Jurnal Pendidikan Dasar Flobamorata, 4(1), 421–423. https://doi.org/10.51494/jpdf.v4i1.845
Pietarinen, J., Soini, T., & Pyhältö, K. (2014). Students’ emotional and cognitive engagement as the determinants of well-being and achievement in school. International Journal of Educational Research, 67, 40–51.
Rahayu, I. F., & Aini, I. N. (2021). Analisis kemandirian belajar dalam pembelajaran matematika pada siswa SMP. Jurnal Pembelajaran Matematika Inovatif, 4(4), 789–798. https://doi.org/10.22460/jpmi.v4i4.789-798
Saprizal, A., Nindiasari, H., & Syamsuri, S. (2021). Analisis Kemandirian Belajar Matematika Pada Siswa Kelas IX SMPN 7 Kota Serang Ditinjau Berdasarkan Gender. TIRTAMATH: Jurnal Penelitian Dan Pengajaran Matematika, 3(1), 15. https://doi.org/10.48181/tirtamath.v3i1.8954
Schöber, C., Schütte, K., Köller, O., McElvany, N., & Gebauer, M. M. (2018). Reciprocal effects between self-efficacy and achievement in mathematics and reading. Learning and Individual Differences, 63, 1–11. https://doi.org/10.1016/j.lindif.2018.01.008
Siti Nurfadilah, & Hakim, D. L. (2019). Kemandirian Belajar Siswa dalam Pembelajaran Matematika. Prosiding Sesiomadika, 2(1), 1214–1223.
Slameto. (2010). Belajar dan faktor-faktor yang mempengaruhinya. PT. Rineka Cipta.
Sumarmo, U. (2004). Kemandirian Belajar: Apa, Mengapa, dan Bagaimana dikembangkan pada Peserta Didik. In FPMIPA UPI (Issue 1983, pp. 1–9).
Sunaryo, Y. (2017). Pengukuran Self-Efficacy Siswa dalam Pembelajaran Matematika di MTs N 2 Ciamis. TEOREMA : Teori Dan Riset Matematika, 1(2), 39. https://doi.org/10.25157/teorema.v1i2.548
Wicaksana, A., & Rachman, T. (2014). Hubungan Antara Self-Efficacy dan Self-Regulated Learning dengan Prestasi Akademik Matematika Siswa SMAN 2 Bangkalan. Character: Jurnal Penelitian Psikologi, 3(2), 10–27.
Wulandari, D., & Sari, N. I. (2019). Pengaruh Efikasi Diri dan Kemandirian Belajar terhadap Prestasi Belajar Matematika Siswa Kelas X Akutansi di SMK Paskita Global Jakarta. Diskusi Panel Nasional Pendidikan Matematika 2019, 0812(80), 435–446. http://proceeding.unindra.ac.id/index.php/DPNPMunindra/article/view/612
Yopianti, Y., & Sadiq, N. (2023). Classroom management practices: Indonesian secondary schools teachers’ perceptions. Communications in Humanities and Social Sciences, 3(1), 34–42. https://doi.org/10.21924/chss.3.1.2023.56
Zahary, M. (2015). Meningkatkan Prestasi Belajar Matematika Siswa Melalui Strategi Self Regulated Learning. Seminar Nasional Matematika Dan Pendidikan Matematika Uny, 24(Pasal 3), 163–168.
Zimmerman, B. J. (2009). Self-efficacy and educational development. In Self-Efficacy in Changing Societies. https://doi.org/10.1017/cbo9780511527692.009