INTEGRATION OF DEEP LEARNING INTO FLIPPED CLASSROOM WITH INSTRUCTIONAL VIDEOS TO IMPROVE MATHEMATICAL CONCEPTUAL UNDERSTANDING
Abstract
Students' mathematical conceptual understanding remains relatively low, particularly in topics that require deep reasoning. This study aims to determine the effect of integrating the Deep Learning approach into Flipped Classroom learning assisted by instructional videos on students' mathematical conceptual understanding. This study employed a quantitative approach using a quasi-experimental method with a Pretest–Posttest Control Group Design. The study was conducted at SMK Swasta Imelda Medan with tenth-grade students in the 2025/2026 academic year. The sample consisted of two classes selected using cluster random sampling, namely class X-1 as the experimental group and class X-2 as the control group. Data were collected using an essay test to measure students' mathematical conceptual understanding and analyzed using mean individual N-Gain scores, normality and homogeneity tests, and an independent-samples t-test. The results showed that the mean individual N-Gain score of the experimental class was 0.716 (high category), while that of the control class was 0.532 (medium category). The Independent Samples t-Test showed a Sig. (2-tailed) value of < 0.001, indicating a statistically significant difference in the improvement of mathematical conceptual understanding between the two groups. Therefore, the integration of the Deep Learning approach into Flipped Classroom learning assisted by instructional videos had a significant effect on students' mathematical conceptual understanding.
Pemahaman konsep matematika siswa masih tergolong rendah, terutama pada materi yang menuntut penalaran mendalam. Penelitian ini bertujuan untuk mengetahui pengaruh integrasi pendekatan Deep Learning dalam pembelajaran Flipped Classroom berbantuan video pembelajaran terhadap pemahaman konsep matematika siswa. Penelitian ini menggunakan pendekatan kuantitatif dengan metode quasi experiment dan desain Pretest–Posttest Control Group Design. Penelitian dilaksanakan di SMK Swasta Imelda Medan pada siswa kelas X Tahun Ajaran 2025/2026. Sampel penelitian terdiri atas dua kelas yang dipilih menggunakan teknik cluster random sampling, yaitu kelas X-1 sebagai kelas eksperimen dan kelas X-2 sebagai kelas kontrol. Data dikumpulkan menggunakan tes uraian untuk mengukur pemahaman konsep matematika siswa dan dianalisis menggunakan rata-rata skor N-Gain individu, uji normalitas, uji homogenitas, dan Independent Samples t-Test. Hasil penelitian menunjukkan bahwa rata-rata skor N-Gain individu kelas eksperimen sebesar 0,716 (kategori tinggi), sedangkan kelas kontrol sebesar 0,532 (kategori sedang). Hasil Independent Samples t-Test menunjukkan nilai Sig. (2-tailed) < 0,001, yang menunjukkan adanya perbedaan yang signifikan dalam peningkatan pemahaman konsep matematika antara kedua kelompok. Dengan demikian, integrasi pendekatan Deep Learning dalam pembelajaran Flipped Classroom berbantuan video pembelajaran berpengaruh signifikan terhadap pemahaman konsep matematika siswa.
References
Andayanie, L. M., Adhantoro, M. S., Purnomo, E., & Kurniaji, G. T. (2025). Implementation Of Deep Learning In Education: Towards Mindful, Meaningful, And Joyful Learning Experiences. Journal of Deep Learning, 1(1), 47–56. https://doi.org/10.23917/jdl.v1i1.11157
Arifin, M. (2025). Hubungan Antara Pemahaman Konsep Dan Kemampuan Berpikir Kritis Siswa Dalam Pembelajaran Matematika Di Sekolah Dasar: Suatu Kajian Sistematis Literatur. GENFABET: Generasi Pendidikan Dasar, 2(1), 1–14. https://doi.org/10.70152/genfabet.v2i1.31
Baig, M. I., & Yadegaridehkordi, E. (2023). Flipped classroom in higher education: A systematic literature review and research challenges. International Journal of Educational Technology in Higher Education, 20(61). https://doi.org/10.1186/s41239-023-00430-5
Bergmann, J., & Sams, A. (2012). Flip your classroom: Reach every student in every class every day. International Society for Technology in Education.
Budiasturi, D & Bandur, A. (2018). Validitas dan Reliabilitas Penelitian. Jakarta : Mitra Wacana Media
Gao, H., Yu, D., Yang, L., & Zhou, M. (2026). Research On Strategies For Digital Technology-Enabled Flipped Classrooms Based On Deep Learning Theory. International Educational Research, 8(6). https://doi.org/10.30560/ier.v8n6p32
Julaiha, J. (2024). Analisis Pemahaman Konsep Matematika Peserta Didik Dalam Menyelesaikan Soal Pada Materi Penjumlahan Bersusun Kelas II SD Negeri 15 Segedong. Jurnal Pendidikan Indonesia, 2(3). https://doi.org/10.62007/joupi.v2i3.341
Khoiruddin, M., Vahlia, I., & Rahmawati ES., Y. (2024). Analisis Pemahaman Konsep Peserta Didik Ditinjau Dari Kemampuan Metakognisi Peserta Didik Pada Materi Bilangan Pecahan. EMTEKA: Jurnal Pendidikan Matematika, 5(2), 522–530. https://doi.org/10.24127/emteka.v5i2.5808
López-Villanueva, D., Santiago, R., & Palau, R. (2024). Flipped Learning And Artificial Intelligence. Electronics, 13(17), 3424. https://doi.org/10.3390/electronics13173424
Maghfiroh, F., & Dasari, D. (2023). Students’ Mathematical Critical Thinking Through The Conceptual Change Approach. Jurnal Riset Pendidikan Matematika, 10(2), 128–138. https://doi.org/10.21831/jrpm.v10i2.62812
Mailah, S., & Sujarwo, I. (2023). Pemahaman Konsep Matematis Ditinjau Dari Kemampuan Metakognisi Siswa Dalam Menyelesaikan Soal Cerita. Galois: Jurnal Penelitian Pendidikan Matematika, 2(2), 42-61. https://doi.org/10.18860/gjppm.v2i2.6899
Mayer, R. E. (2021). Multimedia learning (3rd ed.). Cambridge University Press.
Mu, J., Bayrak, A., & Ufer, S. (2022). Conceptualizing And Measuring Instructional Quality In Mathematics Education: A Systematic Literature Review. In Frontiers in Education (Vol. 7, p. 994739). Frontiers Media SA. https://doi.org/10.3389/feduc.2022.994739
Mukti, M. A., & Pratiwi, T. O. (2025). Kemampuan Pemahaman Konsep Matematika Siswa SMP Kelas VIII Pada Materi Perpangkatan. Radian Journal: Research and Review in Mathematics Education, 4(1). https://doi.org/10.35706/radian.v4i1.13129
Noetel, M., Griffith, S., Delaney, O., Sanders, T., Parker, P., & Del Pozo Cruz, B. (2021). Video Improves Learning In Higher Education: A Systematic Review. Review of Educational Research, 91(2), 204–236. https://doi.org/10.3102/0034654321990713
Nurhida, P., & Safari, Y. (2024). Pentingnya Pemahaman Konsep Dasar Matematika dalam Pembelajaran Matematika. Karimah Tauhid, 3(10), 11283–11290. https://doi.org/10.30997/karimahtauhid.v3i10.14690
Nurlaili, V. D., Setyawati, M., Lailiyah, S., & Sulistyowati, Y. T. (2025). Analisis Berpikir Logis Siswa dalam Memecahkan Masalah Matematika Ditinjau dari Kemampuan Berpikir Analitis . JagoMIPA: Jurnal Pendidikan Matematika Dan IPA, 5(4), 1388–1399. https://doi.org/10.53299/jagomipa.v5i4.2766
Nursabilla, F., Putra, B. Y. G., & Saputra, J. (2023). Implementasi Model Pembelajaran Flipped Classroom Berbantuan Video Pembelajaran Terhadap Kemampuan Pemahaman Konsep Matematis. JP3M (Jurnal Penelitian Pendidikan dan Pengajaran Matematika), 9(1), 81–88. https://doi.org/10.37058/jp3m.v9i1.5491
OECD. (2023). Future of education and skills 2030: Conceptual learning framework. OECD Publishing.
Peter, G., & Uwamahoro, J. (2023). Effect Of Formative Assessment On Students’ Conceptual Understanding Of Physics Concepts Among Secondary Schools In Ngoma District, Rwanda. East African Journal of Education and Social Sciences, 4(1), 114-119. https://www.ajol.info/index.php/eajess/article/view/244924
Pujawati, F., Azkia, M. N., & Susilawati, W. (2025). Exploration Of The Implementation Of Deep Learning Approach In Teaching Mathematics In Secondary Schools. Unnes Journal of Mathematics Education, 14(2), 98-105. https://doi.org/10.15294/ujme.v14i2.27374
Ridho, M. H. ., & Juandi, D. (2023). Systematic Literature Review: Identification Of Misconceptions In Mathematics Learning. Jurnal Math Educator Nusantara: Wahana Publikasi Karya Tulis Ilmiah Di Bidang Pendidikan Matematika, 9(1), 77-94. https://doi.org/10.29407/jmen.v9i1.19918
Salsabila, S., Lubis, M. S., & Narpila, S. D. (2025). Pengaruh Model Pembelajaran Flipped Classroom Terhadap Literasi Numerasi Siswa Kelas VIII SMP Swasta Gajah Mada. Bhinneka: Jurnal Bintang Pendidikan dan Bahasa, 2(4), 91–103. https://doi.org/10.59024/bhinneka.v2i4.1053
Siregar, T., Fauzan, A., Yerizon, Y., & Syafriandi, S. (2025). Designing Mathematics Teaching Through Deep Learning Pedagogy: Toward Meaningful, Mindful, And Joyful Learning. Journal of Deep Learning, 1(2), 188–202. https://doi.org/10.23917/jdl.v1i2.11969
Sudarman, S. W., & Vahlia, I. (2016). Efektifitas Penggunaan Metode Pembelajaran Quantum Learning Terhadap Kemampuan Pemahaman Konsep Matematis Mahasiswa. Al-Jabar: Jurnal Pendidikan Matematika, 7(2), 275–282. https://doi.org/10.24042/ajpm.v7i2.42
Sugiyono. (2019). Metode penelitian kuantitatif, kualitatif, dan r&d (19 ed.). Alfabeta
Uzun, A. M., Kaya, M., Ünal, E., & Mutlu Bayraktar, D. (2026). Impact Of Flipped Classrooms On Higher Education Student Outcomes: A Second-Order Meta-Analysis. Studies in Educational Evaluation, 90, 101653. https://doi.org/10.1016/j.stueduc.2026.101653
Wright, G. W., & Park, S. (2022). The Effects Of Flipped Classrooms On K-16 Students’ Science And Math Achievement: A Systematic Review. Studies in Science Education, 58(1), 95–136. https://doi.org/10.1080/03057267.2021.1933354
Zhang, D., Zhou, L., Briggs, R. O., & Nunamaker, J. F. (2022). Instructional Video In E-Learning: Assessing The Impact Of Interactive Video On Learning Effectiveness. Information & Management, 59(2). https://doi.org/10.1016/j.im.2021.103532
Copyright (c) 2026 EMTEKA

This work is licensed under a Creative Commons Attribution 4.0 International License.
EMTEKA: Jurnal Pendidikan Matematika provides open access to its content, promoting global knowledge exchange. All articles are freely available for reading and downloading. Under the CC-BY license, authors retain copyright but grant others permission to use the content, provided proper attribution is given. Users must cite the original source, including the author(s), EMTEKA: Jurnal Pendidikan Matematika as the publisher, publication year, volume, and DOI (if available).



