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All Journal JeLAST : Jurnal Teknik Kelautan , PWK , Sipil, dan Tambang JURNAL SAINS PERTANIAN EQUATOR Empathy : Jurnal Fakultas Psikologi LISANIA Jurnal Ilmu dan Pendidikan Bahasa Arab Indonesian Journal of Urology Lisanuna: Jurnal Ilmu Bahasa Arab dan Pembelajarannya Englisia Journal EL-IDARE: JURNAL MANAJEMEN PENDIDIKAN ISLAM Cosmogov: Jurnal Ilmu Pemerintahan Sulesana Jurnal Politik Profetik Jurnal Ilmiah Pendidikan Pancasila dan Kewarganegaraan Teras Jurnal Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Arabi : Journal of Arabic Studies Al-Jinayah: Jurnal Hukum Pidana Islam Pendas : Jurnah Ilmiah Pendidikan Dasar Politik Indonesia: Indonesian Political Science Review Indonesian Journal of Obstetrics and Gynecology (Majalah Obstetri dan Ginekologi Indonesia) JURNAL LENSA MUTIARA KOMUNIKASI Syntax Idea Tadabbur: Jurnal Peradaban Islam JURNAL EKONOMI SYARIAH Dakwatuna: Jurnal Dakwah dan Komunikasi Islam Tahdis: Jurnal Kajian Ilmu Al-Hadis BUSTANUL FUQAHA: Jurnal Bidang Hukum Islam JURNAL TEKNIK SIPIL UNAYA Lahjah Arabiyah: Jurnal Bahasa Arab dan Pendidikan Bahasa Arab Primatika : Jurnal Pendidikan Matematika EL-MAQALAH: Journal of Arabic Language Teaching and Linguistics Jurnal Acitya Ardana: Jurnal Keuangan Negara dan Kebijakan Publik Journal Of Human And Education (JAHE) International Journal of Public Health Excellence (IJPHE) Jurnal Politik Al Hurriyah : Jurnal Hukum Islam Borneo Journal of Islamic Education Khulasah : Islamic Studies Journal Journal of Planning and Research in Civil Engineering Komsospol USRATY : Journal of Islamic Family Law Al Iidara Balad : Jurnal Administrasi Negara Paradigma Journal of Administration Jurnal Ilmu Komunikasi Jurnal Ragam Pengabdian Jurnal Pendidikan Progresif Interdisciplinary Explorations in Research Journal (IERJ) Jurnal Komunikasi dan Kewirausahaan
Muhammad Ridha
Department of Urology, Faculty of Medicine/Airlangga University, Soetomo Hospital, Surabaya.
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Deep Learning Applications in Primary Education: A Systematic Literature Review of Emerging Trends, Challenges, and Opportunities Adi Saputra, Ricki Fahma; Ridha, Muhammad; Sulaimon, Jamiu Temitope
Jurnal Pendidikan Progresif Vol 15, No 3 (2025): Jurnal Pendidikan Progresif
Publisher : FKIP Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jpp.v15i3.pp1785-1810

Abstract

Deep Learning Applications in Primary Education: A Systematic Literature Review of Emerging Trends, Challenges, and Opportunities. Objectives: Despite significant advances in healthcare and finance, Deep Learning (DL) remains underutilized in primary education, with only about 12% of AI-related studies focusing on K–6. Given the formative role of early schooling in cognitive and social development, this systematic review analyzed recent empirical studies to identify key trends, challenges, and opportunities in applying DL to primary education. Methods: Following the PRISMA 2020 guidelines, 21 studies published between 2021 and 2025 across 11 countries were analyzed using a structured coding sheet and further examined with bibliometric mapping, Microsoft Excel, and Python-based visualization tools. The review included diverse sources focusing on DL use cases across global primary education systems. Findings: The findings reveal a global increase in DL adoption, led by China and South Korea, with growing contributions from Indonesia, India, and the Philippines. Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), Generative Adversarial Networks (GANs), and transformer-based models are among the most commonly applied architectures to tasks such as personalized learning, early detection of learning difficulties, assessment automation, and curriculum development. However, there are still problems in the context of ethical concerns, including data privacy, algorithmic bias, and equity of access. Technical barriers involve dataset complexity, model generalization, and resource limitations, while pedagogical issues center on aligning DL applications with developmental needs and classroom realities. Despite these obstacles, DL demonstrates significant potential to enhance personalization, foster engagement, and support holistic educational outcomes. Conclusion: This review contributes a strategic roadmap for integrating DL in primary education by balancing innovation with pedagogy and ethics. Future research should prioritize cross-disciplinary collaboration, greater geographic diversity, and improvements in scalability and interpretability to ensure DL supports equitable, future-ready learning. Keywords: deep learning, primary education, personalized learning, systematic literature review, educational technology.
Co-Authors A. Samad, Baihaqi Abdullah Abdullah Abdullah, Muhammad Farhan Adi Saputra, Ricki Fahma Aditya, Maulana Agustian, Shera Putri Ahmad Juhaidi Alfiansyah, Oki Almaura Azkia Amalia Amalia Amalia Amelia Ramadhani Amrullah Amrullah Ananda, Dea Andefta, Nasywa Maulia Andriyaldi, Andriyaldi Aprillia, Refi Arien, Wilasari Aryo Pinandito Ashila, Muna Askar Patahuddin Astiani, Desril Azkia Muharom Albantani Azkia, Almaura Azwa Nirmala Azzahra, Fattimah Azzahra, Najmah Azzahra, Nur Aulia Bamba, Mishel Berkatillah, Akhmad Berliana Irianti, Berliana Buhori Muslim Bunyamin Bunyamin Dahril Deliana, Deliana Delly Mustafa Desril Astiani Doddy M. Soebadi Efendy, Noor Effendy, Amalia Ema Pratiwi, Ema Fahmi Mohmmad Zain Fajar Pradana Fitri, Anisa Furqan Hidayatullah Hafid, Andi Muh. Ahsan A. Harianja, Melani Deborah Magdalena Harizi, Hasvi Hasibuan, Pendi Hendrifa, Nesri Humaira, Siti Ikhwan, Haznur Ilahi, Redho Indra Saputra Ishara, Zahrani Athaya Islamy, M Irfan Ismy, Jufriady Israyati, Nur Iswandi Iswandi Johan Renaldo Juliati Jumadi Jumadi Jumaida, Siti Aisyah Khairunnisa Khairunnisa Khalilullah, Said Alfin Kustiawan, Winda Liva Maita, Liva Mahfuzah, Siti Mardhatillah, Liza Safira Marzuki, Raudhah Maulana, Fikri Fadhil Mauny, Muhammad Puteh Mega, T. Fadlon Mensa , Dolfi Firdaus Muammar, Rajib Muh. Natsir, Muh. Muhammad Ikhlas Muhammad Khalis, Muhammad Muhammad Kusasi, Muhammad Muhammad Ridha Muhammad Taufan Djafri Mulia, Rahmat Syawba Muthia Umi Setyoningrum Ni’mah, Faniatun Nofri Andy.N Permata, Dhea Pramanda, Heru Putri, Naila Amalia Rakha, Maulana Nayif Raudah Raudrina, Yessy Reza Maulana Ridha Fadillah Riwanda, Agus Rohman, Hilma Fanniar Rubino rubino, rubino Saepudin Saepudin Salami Mahmud Salmawati Salmawati, Salmawati Saputra, Romi Sari, Dini Ratna Sari, Ria Harnita Sari, Vivi Kristina Setia Budi Setiawati, Sandy Shafira Shafira, Shafira Silviana, Mery Slamet Riyadi Suhaimi Suhaimi SUKIRNO Sulaimon, Jamiu Temitope Sunaryo Hardjowijoto Syabuddin Gade Syahminan Syahminan Syahputra, Ichsan Syamsuddin Maldun Syarifuddin Hasyim Tarmizi Ninoersy Tety Sriana Triyaka, Rendy Tyas, Larasati Hayuning Ulfiyah, Ainun Ridha Ulqatari, Delvi Waduha, Siti Warniati, Linda WASI'AN, WASI'AN Wibowo, Rifky Wibowo, Yoga Herlambang WR Zardi, Muhammad