Rekonstruksi Kebijakan Mutu Pendidikan Berbasis Educational Data Analytics Untuk Meningkatkan Kinerja Sekolah
Keywords:
Educational Data Analytics, Education Quality Policy, Data-Driven Decision Making, School Performance, Quality ImprovementAbstract
The transformation of educational management in the digital era requires schools to develop quality improvement policies based on evidence and data-driven decision-making. This study aims to analyze the existing implementation of education quality policies, examine the utilization of Educational Data Analytics (EDA), and formulate a reconstruction model of data-based quality policies to improve school performance. This research employed a qualitative approach with a case study design conducted in a private junior secondary school context in Banyuwangi. Data sources included school leaders, teachers, quality assurance teams, education documents, school performance reports, and learning-related data. Data were collected through interviews, observation, and document analysis, then analyzed using thematic analysis through data reduction, data display, and conclusion verification. The findings indicate that schools have various educational data sources, yet their utilization remains predominantly administrative and has not been fully optimized for strategic decision-making. The implementation of EDA enables the integration of student learning data, teacher performance data, and school organizational data to support diagnosis, intervention planning, monitoring, and continuous improvement. The study concludes that EDA-based quality policy reconstruction can strengthen data-driven school management and promote sustainable quality improvement.
References
A, A., & Nasution, M. I. P. (2024). Meningkatkan Kualitas Informasi Melalui Strategi Pengolahan Data Yang Efektif. Journal of Sharia Economics Scholar (JoSES), 2(2). https://doi.org/10.5281/zenodo.12608571
Ansari, A., & Arifin, R. M. (2026). Philosophical Analysis of the Role of Judges as Social Engineers in Family Case Resolution. IJILE: Internasional Journal of Islamic Law and Economics, 1(1), 66–83. https://ejournal.ijile.org/index.php/ijile/article/view/1
Cesna, G. P., Agustiawan, S., Panjaitan, A. S., Purnama, S., & Ikhsan, R. S. (2026). Transforming Higher Education Management through Evidence-Based and Data-Oriented Approaches. Jurnal MENTARI: Manajemen, Pendidikan Dan Teknologi Informasi, 4(2), Article 2. https://doi.org/10.33050/mentari.v4i2.951
Diana, Z., & Faslah, R. (2025). Strategi Peningkatan Mutu Pendidikan melalui Penerapan Total Quality Management (TQM) di Era Transformasi Digital. Jurnal Simki Pedagogia, 8(2), 549–561. https://doi.org/10.29407/jsp.v8i2.1173
Fitriyana, F., Junaina, J., Diana, M., Diana, N., Komariah, A., & Badrudin, B. (2026). Manajemen Strategik Berbasis Data dalam Peningkatan Mutu Sekolah: Systematic Literature Review. SAKALIMA: Pilar Pemberdayaan Masyarakat Pendidikan, 3(1), 186–205. https://doi.org/10.70211/sakalima.v3i1.582
Hasan, H., Bora, M. A., Afriani, D., Artiani, L. E., Puspitasari, R., Susilawati, A., Dewi, P. M., Asroni, A., Yunesman, Y., & Merjani, A. (2025). Metode penelitian kualitatif. Yayasan Tri Edukasi Ilmiah. https://www.google.com/books.
Ikegwu, A. C., Nweke, H. F., & Anikwe, C. V. (2024). Recent trends in computational intelligence for educational big data analysis. Iran Journal of Computer Science, 7(1), 103–129. https://doi.org/10.1007/s42044-023-00158-5
Kepri, N. F. M. K. G. (2026, Januari 12). Permendikdasmen No. 1 Tahun 2026: Standar Proses Baru untuk Pendidikan yang Bermakna dan Menggembirakan. Kantor GTK Kepri. https://kgtk-kepri.kemendikdasmen.go.id/index.php/2026/01/12/permendikdasmen-no-1-tahun-2026-standar-proses-baru-untuk-pendidikan-yang-bermakna-dan-menggembirakan/
Kharis, S. A. A., & Zili, A. H. A. (2022). Learning Analytics dan Educational Data Mining pada Data Pendidikan. Jurnal Riset Pembelajaran Matematika Sekolah, 6(1), 12–20. https://doi.org/10.21009/jrpms.061.02
Miles, M. B., & Huberman, A. M. (2014). Analisis data kualitatif. Jakarta: UI press.
MP, P. (2025, Maret 4). Urgensi Transformasi Guru di Tengah Adaptasi Perubahan Kurikulum. S2 MP UAD. https://pasca-mp.uad.ac.id/urgensi-transformasi-guru-di-tengah-adaptasi-perubahan-kurikulum/
M.Pd, D. H. R. (2026). Model Pembinaan Dan Supervisi Pendidikan: Strategi Sistematis Meningkatkan Kinerja Guru dan Mutu Sekolah. Goresan Pena.
M.Pd, D. L. K. N., M.Pd, D. A. S. H., Sutarya, I. H., Mughni, Rasyid, I. H., Priatnika, N. F., Julia, D., Permatasari, R., Mustopa, K., Kartikasari, K., Sartika, L. D., Marwanudin, Ningrum, W., Saputro, R. E., Mukhlis, Kusnaedi, R., Hakim, A. R., Agustin, S., Fitriantini, E., … Latifah, E. (2026). Penjaminan Mutu Pendidikan: Teori, Implementasi, dan Evaluasi. Indonesia Emas Group.
Nasarudin, N., Ainun, N. A., Yusuf, H., Raja, H. D. L., Faradiba, D. G., Sulasno, M. S., Danutirta, A. S., & Wahyudi, H. (2026). Teknologi Pembelajaran: Inovasi, Ekosistem Digital dan Transformasi Pendidikan Masa Kini. CV. Gita Lentera.
Oktrifianty, E. (2021a). Kemampuan Menulis Narasi di Sekolah Dasar (Melalui Regulasi Diri, Kecemasan dan Kemampuan Membaca Pemahaman). CV Jejak (Jejak Publisher).
Oktrifianty, E. (2021b). Kemampuan Menulis Narasi di Sekolah Dasar (Melalui Regulasi Diri, Kecemasan dan Kemampuan Membaca Pemahaman). CV Jejak (Jejak Publisher).
phpmu.com. (2022). PP No. 4 Tahun 2022 Tentang Standar Nasional Pendidikan. https://www.min1kotabaru.sch.id/berita/detail/pp-no-4-tahun-2022-tentang-standar-nasional-pendidikan
Prieto Martínez, A., Coutiño Diaz, M., Anaya Romero, L., Ali Redha, A., Zare, R., Ventura Hernandez, S., Prokopidis, K., & Clifford, T. (2024). Effects of Vaccinium berries (blueberries, cranberries and bilberries) on oxidative stress, inflammation, exercise performance, and recovery – a systematic review. Food & Function, 15(2), 444–459. https://doi.org/10.1039/d3fo04435a
Raihan, I. M., Restarie, M. D., Zulaikha, S., & Takdir, M. (2025). Total Quality Management dan Siklus PDCA Sebagai Strategi Penguatan Mutu Pendidikan di Indonesia. Jurnal Pengabdian Masyarakat Dan Riset Pendidikan, 3(4), 5518–5530. https://doi.org/10.31004/jerkin.v3i4.1439
Rosmita, E., Sampe, P. D., Adji, T. P., Shufa, N. K. F., Haya, N., Isnaini, I., Taroreh, F. J. H., Wongkar, V. Y., Honandar, I. R., & Rottie, R. F. I. (2024). Metode penelitian kualitatif. CV. Gita Lentera. https://www.google.com/books.
Safitri, D. W., & Absharina, E. D. (2025). Dalam Pendidikan Untuk Meningkatkan Literasi Digital Melalui Pembelajaran E-Learning Pada Siswa Dengan Pemanfaatan Big Data. Simtek : Jurnal Sistem Informasi Dan Teknik Komputer, 10(1), 23–28. https://doi.org/10.51876/simtek.v10i1.1379
Siemens, G., & Baker, R. S. J. d. (2012). Learning analytics and educational data mining: Towards communication and collaboration. Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, LAK ’12, 252–254. https://doi.org/10.1145/2330601.2330661
Suhartono, E. (2017). Systematic Literature Review (SLR): Metode, Manfaat, Dan Tantangan Learning Analytics Dengan Metode Data Mining Di Dunia Pendidikan Tinggi. Jurnal Ilmiah Infokam, 13(1). https://doi.org/10.53845/infokam.v13i1.123
Susanto, T. T. D., Syafruddin, L., & Abdullah, S. F. (2025). Peningkatan Kualitas Pengambilan Keputusan Melalui Manajemen Berbasis Data Di Sekolah. Jurnal Madinasika Manajemen Pendidikan Dan Keguruan, 6(2), 235–250. https://doi.org/10.31949/madinasika.v6i2.13723
UNESCO. (2024). AI Competency Framework for Teachers. Digital Library. https://unesdoc.unesco.org/ark:/48223/pf0000391104
Wahyudiono, A. (2024). Eksplorasi pengembangan penilaian akademik berbasis kecerdasan buatan dan big data dalam mendukung manajemen pendidikan modern. Jurnal Konatif: Jurnal Ilmiah Pendidikan, 2(2), 94–109. https://doi.org/10.62203/jkjip.v2i2.66
Wati, V. W., Aulan, A., Ariyando, D., Syarifuddin, S., & Oktapiani, R. (2026). Asesmen Digital: Solusi Inovatif untuk Evaluasi Pembelajaran yang Lebih Efesien. Jejak Digital: Jurnal Ilmiah Multidisiplin, 2(2), 3380–3390. https://doi.org/10.63822/77syph64
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