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All Journal International Journal of Evaluation and Research in Education (IJERE) Jurnal Manajemen Pendidikan Al Ishlah Jurnal Pendidikan Jurnal Penelitian dan Penilaian Pendidikan Pendas : Jurnah Ilmiah Pendidikan Dasar Didaktik : Jurnal Ilmiah PGSD STKIP Subang SECONDARY : Jurnal Inovasi Pendidikan Menengah (JIPM) Chronologia EDUTECH : Jurnal Inovasi Pendidikan Berbantuan Teknologi STRATEGY : Jurnal Inovasi Strategi dan Model Pembelajaran Perspektif Jurnal Instruksional TEACHER : Jurnal Inovasi Karya Ilmiah Guru Jurnal Sistem Informasi Mahakarya (JSIM) Realita: Jurnal Penelitian dan Kebudayaan Islam YASIN: Jurnal Pendidikan dan Sosial Budaya TOFEDU: The Future of Education Journal AN-NAS: Jurnal Pengabdian Masyarakat RESLAJ: Religion Education Social Laa Roiba Journal Indonesian Journal of Innovation Multidisipliner Research Media Riset Bisnis Manajemen Akuntansi
Dirgantara Wicaksono
Universitas Muhammadiyah Jakarta
Religion Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Energy Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Physics Social Sciences Other

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P Adaptive LMS personalization: a systematic review of AI and learning analytics integration in distance education Bahrul Alam; Abd. Malik Haerudin; Sa’duddin; Dirgantara Wicaksono
Jurnal Penelitian dan Penilaian Pendidikan Vol. 7 No. 2 (2025)
Publisher : Sekolah Pascasarjana Universitas Muhammadiyah Prof. DR. Hamka bekerjasama dengan Himpunan Evaluasi Pendidikan Indonesia (HEPI).

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22236/jppp.v7i2.21891

Abstract

Purpose: This study analyzes the systematic integration of Artificial Intelligence (AI) and Learning Analytics (LA) within higher education Learning Management Systems (LMS). It aims to identify adaptive personalization models, scrutinize pressing ethical and algorithmic challenges, and map future instructional paradigms for tertiary learning environments. Method: Employing a PRISMA-compliant systematic literature review methodology, this research evaluated 15 peer-reviewed empirical articles published between 2020 and 2025. Relevant studies were systematically retrieved and synthesized from Scopus, Web of Science, and IEEE Xplore, focusing explicitly on higher education contexts. Findings: Results demonstrate that AI morphs the traditional LMS into an active "smart learning partner." Machine Learning algorithms accurately identify at-risk students within the initial four weeks, while automation reduces faculty administrative workloads by 30%. However, chief impediments remain algorithmic data bias and faculty analytical literacy gaps. Practical implications: Higher education institutions must engineer intuitive, visual data dashboards and deploy comprehensive digital literacy training for lecturers, empowering them to translate predictive insights into timely, effective pedagogical interventions. Originality/value: This study propounds a unified socio-technical framework that transcends isolated single-tool evaluations. It underscores the urgent exigency for Explainable AI (XAI) regulations and redefines modern educational technology as an active knowledge co-creator in academia.
Co-Authors Abd. Malik Haerudin Abdul Rohim Adam Panca Putra Pinaria Agus Suradika Agus Syarif Ahmad Kosim Ahmad Suryadi Ahmad Suryadi, Ahmad Ai Siti Hindun Alfi Oktafian Sulistiyaningrum Alfina Kamelia Aminawati Aminawati Andi Fitri Wahyu Ramadhani Angwar Sadat Apon Gustana Rodia R Asep Saefullah Ayu Lestari Bahrul Alam Chaeruman, Uwes Anis Desi Rahmawati Dien Burhanuddin Dinda Nevada Dindin Rosyidin Eko Susanti Elsah Fanisyah Eneng Ulfatulaelah Eny Ermawati Erwin Saputra Fahmi Firmansyah Fahmi Hauzan Rafif Faizal Rahman Febry Amirullah Benny Fenty Erdiyanti Gafelina, Gafelina Happy Indira Dewi Helsa Jumaipa WY Iin Mirna Fathima Ika Yuwanita Khadijah Hairani Latifah Latifah Lis Nurasiah Luthfi Yacob M. Ari Kuwoto Masyadi Muhammad Faiq Haqqoni Nani Kustini Nurhattati Nurul Hikmah Fauziyah R.Andi Ahmad Gunadi Renei Indriaty Rifqiyati Rifqiyati Rinanto Ripki, Ahmad Jauhari Hamid Rita Mulyati Riva Sahri Ramdani Rugaiyah Rusdi Kurniawan Rusmi Rusmi Samsudin Sanusi Sanusi Saputra , Sadi Sari, Rika Widia Sarwiyanti Sarwiyanti Sa’duddin Siti Kania Nurhaliza Siti Nurhopipah Suwarno Suwarno Tenri Rawe Ujang Suherman Wahyu Indria Sri Darmasari Widia Setyaningrum WINATA, WIDIA Yunita Septiani Zulfitria Zulfitria Zulfitria Zulfitria