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All Journal Teknologi dan Kejuruan: Jurnal teknologi, Kejuruan dan Pengajarannya Jurnal Pendidikan Vokasi Telematika Indonesian Journal of Science and Technology Journal of Mechanical Engineering Education (Jurnal Pendidikan Teknik Mesin) VANOS Journal of Mechanical Engineering Education INVOTEC Jurnal Taman Vokasi Jurnal Dimensi Pendidikan dan Pembelajaran MUST: Journal of Mathematics Education, Science and Technology JUTIK : Jurnal Teknologi Informasi dan Komputer Jurnal Teknologi Informasi dan Pendidikan INAQUE: Journal of Industrial & Quality Engineering Journal of Vocational Education Studies (JOVES) Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknik Industri Terintegrasi (JUTIN) Journal of Industrial Engineering and Operation Management (JIEOM) Didaktika: Jurnal Kependidikan Industrika : Jurnal Ilmiah Teknik Industri Edusentris: Jurnal Ilmu Pendidikan dan Pengajaran Jurnal Bisnis, Logistik dan Supply Chain JURNAL PERMADI: PERANCANGAN, MANUFAKTUR, MATERIAL DAN ENERGI Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan Jurnal Insinyur Profesional Jurnal Teknologi dan Manajemen Industri Terapan Jurnal Riset Rumpun Ilmu Teknik (JURRITEK) Journal Industrial Engineering and Management (JUST-ME) Journal of Innovative and Creativity Language, Technology, and Social Media International Journal of Educational Practice and Policy Jurnal Abmas Open Access DRIVERset Curricula: Journal of Curriculum Development Inovasi Kurikulum
Mumu Komaro
Universitas Pendidikan Indonesia
Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mathematics Mechanical Engineering Social Sciences Other

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Journal : telematika

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An AI Governance Framework to Address Algorithmic Bias and Educational Equity: A Systematic Literature Review Muhammad Ruslan Maulani; Saripudin Saripudin; Mumu Komaro
Telematika Vol 19, No 2: August (2026)
Publisher : Universitas Amikom Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35671/telematika.v19i2.3348

Abstract

The rapid integration of artificial intelligence (AI) in educational systems has generated unprecedented opportunities for personalized learning and operational efficiency. However, it has also exposed deep-rooted concerns regarding algorithmic bias and educational equity. Employing the PRISMA 2020 protocol, this systematic literature review synthesizes evidence from 46 peer-reviewed studies (2021–2026) selected from an initial pool of 102 Scopus-indexed records to examine the sources and manifestations of algorithmic bias, its differential impact on marginalized students, and the adequacy of existing AI governance frameworks in education. Findings show that bias operates through interlocking channels—biased training data, opaque model architectures, and inequitable institutional deployment—that disproportionately disadvantage students from low-income, racially minoritized, and geographically remote backgrounds, while existing governance frameworks remain largely generic and fail to address education's distinctive pedagogical and institutional dynamics. To address this gap, the study's principal contribution is the Educational AI Governance Framework (EAGF), a novel five-layer model—spanning technical accountability, institutional policy, pedagogical integration, participatory governance, and regulatory alignment—grounded in the FAIR principles (Fairness, Accountability, Inclusivity, and Responsiveness) and aligned with UNESCO, OECD, and EU AI governance standards. Unlike prior general-purpose AI ethics frameworks, the EAGF integrates these dimensions into a single coherent architecture, offering both a theoretical advance in intersectionality-aware AI governance and a practical roadmap for policymakers, educational institutions, EdTech developers, and vocational education and training (VET) systems seeking to operationalize equitable AI governance.
Co-Authors A. Ana Aam Hamdani, Aam Abdul Sori, Abdul Aceng Sambas Agus Setiawan Agus Solehudin Ahmad Aminudin Ahmad Jatnika Taryadi Ai Mahmudatussa’adah Aip Saripudin Al Husaeni, Dwi Fitria Amay Suherman Amin Solihin, Amin Anjani, Rai Aprianto, Ary Ardipamungkas, Rakensa Satria Ariyano Ariyano, Ariyano As'ari Djohar Asari Djohar As’ari Djohar Aulia Zikri Rahman Ayi Suherman Ayu Permata Sari Bambang Eko Saputro Cahyo Prianto Darmawan Setia Rahayu Dedi Rohendi Dedi Supriawan, Dedi Deny Poniman Kosasih Dian Rudiawan, Dian Doreng, Rollyka Dwi Novi Wulansari Ega Taqwali Berman Eka Fitrajaya Rahman Enda Permana, Enda Enok Mardiah Erna Piantari Fahmi Arif Fajar Falah, Ferdian Fatah, Pipit A Fatra J Purnama, Fatra J Fauzan Firdaus Fauzan Suryoputro Hafidz, Radif A. Hambali, Muhammad W. Hamzah, Bahha Hanissa Okitasari Hari Din Nugraha Hendri Sulistyo Hikmawan, Rizki Husain, Wahyu Arief Husni Mubarok Ida Hamidah Ida Hamidah Ihya Sulaiman, Muhamad Yusril Ilyasa, Aditya Nur Ina Yulianti Inu H Kusumah, Inu H Inu H. Kusumah, Inu H. Isma Widiaty Isma Widiaty Ismiyanto, Oka Iwa Kuntadi Kamin Sumardi Kasda, Kasda Khoeruman, Khoeruman Lala Septem Riza Larutama, Wiku Libbya Safha Salsabila Lilis Widaningsih, Lilis Lukman Arhami Lukman Arhami Mada Sanjaya WS Majid, Aldi H Masnah, Siti Laily Maulana, Adryan Nanda Mauludin, Harri Azhari Mohamad Afendee Mohamed Mokhamad Syaom Barliana Muh Yamin Muhammad Deden Aziz Atarmana Muhammad Ibnu Rusydi Muhammad Noor, Ridwan Adam Muhammad Ruslan Maulani Mujiarto Mustafa Mamat Musthafa Kamal, Musthafa Nabila, Khansa Naufal Ajriya Ramadhan Nisa Aulia Saputra Nisaudzakiah Utami Noor, Ridwan A. M. Noor, Ridwan A.M. Noviyana, Kiki Nugraha, Maulana Nugroho, Wisnu Y Ono Wiharna, Ono Panujuh, Panujuh Pratama, Asha I. Pratama, Deden Ramdani Priono, Agus I. Pujangga, Jajang Puradimaja, Herdy Purnawan Purnawan Purnawan Purnawan Puspanikan, Saskia Kanisaa Putri, Dhevina Raysha Putri, Raden N.V. R Syafiar R Syafiar Radityan, Fatwa T. Rahman, Aulia Zikri Reza Angga Nugraha Ricky Cahyasari Putra Ridha, Muhammd R Rifa Khairunnisa Rivaldy, Deries Riyanto, Naufal Hadziky Sandi Setiawan Saprudin, Azbi Ziesha Saripudin Saskia Kanisaa Puspanikan Saskia Kanisaa Puspanikan Saskia Puspanikan Selfia, Meliza Setyo, Bangkit A. Sibarani, Hendra P. Siddiq Darmawan Sidik, Asep Nurfajar Somantri, Cecep Sriyono Sriyono Sriyono, S Subiyanto Subiyanto Suheri, Viraldy Abizar Sujadi Sujadi Sukrawan, Yusep Supriyanto Supriyanto Syafaruddin Siregar, Syafaruddin Tatang Permana, Tatang Toni Kurrokhmat Toni Kurrokhmat Trio Wahyudin, Trio Vina Dwiyanti Virgianto, Gunawan Wahid Munawar Wardaya Wardaya Wendi, Henson Febri Wiku Larutama Wiranegara, Mohammad Rizky Wowo S. Kuswana, Wowo S. Yayat Yayat Yeyet Rostika Yulia Rahmawati, Yulia Zevi M Fratandha, Zevi M