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All Journal International Journal of Evaluation and Research in Education (IJERE) Publikasi Pendidikan Jurnal Pendidikan Islam Al-Ta'rib: Jurnal Ilmiah Program Studi Pendidikan Bahasa Arab IAIN Palangka Raya Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan Al Ishlah Jurnal Pendidikan Arabi : Journal of Arabic Studies Arabiyatuna : Jurnal Bahasa Arab IJoLE: International Journal of Language Education Ijaz Arabi Journal of Arabic Learning at-tamkin: Jurnal Pengabdian kepada Masyarakat Jurnal Ilmiah Sekolah Dasar IZDIHAR Al-Arabi : Jurnal Bahasa Arab dan Pengajarannya = Al-Arabi: Journal of Teaching Arabic as a Foreign Language Lughawiyyat: Jurnal Pendidikan Bahasa dan Sastra Arab Jurnal Onoma: Pendidikan, Bahasa, dan Sastra Prosiding Konfererensi Nasional Bahasa Arab KOLOKIUM: Jurnal Pendidikan Luar Sekolah TSAQOFIYA : Jurnal Pendidikan Bahasa dan Sastra Arab Alibbaa': Jurnal Pendidikan Bahasa Arab Alsina : Journal of Arabic Studies Journal of Integrated Elementary Education Jurnal bahasa, sastra, seni, dan pengajarannya Journal of Language, Literature, and Arts (JoLLA) Asalibuna Eduvest - Journal of Universal Studies Journal of Calligraphy Alfuad: Jurnal Sosial Keagamaan Jurnal Penelitian Pendidikan Indonesia Journal of Exploratory Dynamic Problems LISANIA: Journal of Arabic Education and Literature International Journal of Pedagogical Language, Literature, and Cultural Studies Indonesian Journal of Islamic Religious Education (INJIRE) Tifani : Jurnal Penelitian dan Pengabdian Kepada Masyarakat Lughawiyyat: Jurnal Pendidikan Bahasa dan Sastra Arab Jurnal bahasa, sastra, seni, dan pengajarannya
Nurul Murtadho
Universitas Negeri Malang
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Health Professions Languange, Linguistic, Communication & Media Library & Information Science Mathematics Neuroscience Social Sciences Other

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AI-based scaffolding and conceptual understanding: evidence from Indonesian students using PLS-SEM Nuryanis, Nuryanis; Nusantara, Toto; Murtadho, Nurul; Faizah, Siti
International Journal of Evaluation and Research in Education (IJERE) Vol 15, No 2: April 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijere.v15i2.38450

Abstract

The rapid integration of artificial intelligence (AI) in higher education has increased interest in AI-based scaffolding (AIS) to support conceptual learning, particularly in teacher education. However, empirical evidence explaining how learners’ cognitive, self-regulatory, and technological characteristics jointly shape perceptions of AIS remains limited, especially in developing country contexts. This study examines the predictive relationships among conceptual understanding (CU), cognitive engagement (CE), self-regulated learning (SRL), perceived ease of use (PEOU), AI self-efficacy (AISE), and perceived scaffolding quality in explaining Indonesian undergraduate teacher education students’ perceptions of AIS. Using a quantitative explanatory–predictive design, data were collected from 157 students and analyzed using partial least squares structural equation modeling (PLS-SEM). The results indicate that SRL, PEOU, and AISE are the strongest predictors of perceived AIS, while CU, CE, and scaffolding quality also show significant positive associations. These findings highlight the importance of learner readiness and instructional design in AI-enhanced learning environments. Practically, teacher education programs should integrate AI scaffolding that explicitly supports self-regulation, builds students’ confidence in using AI tools, and promotes sustained CE in complex learning tasks.
Co-Authors 'Alawiyyah, Annada Khikmatul Abd Rauf Hassan Achmad Sultoni Adi Tri Atmaja Agus Syakroni Akmalun Ni'am, Iqbal Alfan, Muhammad Ali Ma'sum Ali Ma’shum Auqi Lu’lu In Nada Baihaqi, Ahmad Imam Baiq Tuhfatul Unsi Bakri Muhammad Bakhiet Bambang Budi Wiyono Dewi, Ika Maulida Kusuma Dina Mutiatunnisa Edi Kurniawan Farid Eka Wahyudi Eltingari, Salih Era Tazkiyah Fahrurrozi Fahrurrozi Faizah, Siti faqoth, ahmad Farid, Mujahidin Fauzi, Moh. Fery Hadi Ismanto Himatul Istiqomah Himatul Istiqomah Huda, Ibnul Samsul I Nyoman Sudana Degeng Ibnu Samsul Huda Imtinana Nafilah Azmi Irhamni Irhamni Irhamni Irma Anindiati Ismail, Muhd Zulkifli Iswar, Nabila Salsabila Jepri Nugrawiyati Kamil, Ridlo Inshofa Kamil, Ridlo Inshofa Kholisin Kholisin Kusumaningrum , Shirly Rizki Laily Maziyah Luthfi Farihatun Nisa' M. Adnan Al-Faraid Rahaded M. Alifudin Ikhsan Mahliatussikah , Hanik Mahliatussikhah, Hanik Makiatul Madaniah Mardianti, Nunung Masrifah, Khusnul Masrupi Masrupi Masrupi, Masrupi Menik Mahmudah Minghat, Asnul Dahar Moh. Ainin Moh. Fauzan Mohammad Ahsanuddin Mohammad Bintang Hadiansyah Pahlevi Mohammad Dawood Mohammad Jawad Habeeb Al-Badrani Mufarizuddin Muhammad Ahsan Thoriq Muhammad Alfan Muhammad Alwan Nursuhaida Muhammad Nasrullah Muhammad Saefi Muhammad Syaifullah, Muhammad Muhammad Zahid ‘Afafarrasyihab Rahimadinullah Muslihati Najma Auliya' Maulidah Ahsan Nanang Purwanto Norasyikin Osman Novel, Novel Nur Anisah Ridwan Nur Faiz Kholidiyah Nurhidayati Nurhidayati Nurhidayati Nurhidayati Nurhidayati Nuryanis, Nuryanis Othman, Nooraini Penny Respati Yurisa Pratama, Arya Wahyu Primardiana Hermilia Wijayati Punaji Setyosari Putri, Wakhidati Nurrohmah R.U., Nafisatul Izza Radeni Sukma Indra Dewi Rahma, Hosita Laili Ramadhani, Muhammad Fakhry Ridlo Inshofa Kamil Riskawati, Yhusi Karina Rizal, Muhammad Syahrul Rizki Ananda Rizman Usman Rosid, Abdur Rusdial Marta Sa'dun Akbar Saida Ulfa Sa’adah, Laili Shinta Nur Rachman Shirly Rizki Kusumaningrum Shovi Maryam Slamet Arifin Slamet Arifin Suaibah, Lilis Sulthoni Syakroni, Agus Syammary, Naufal Akmal Syuhadak, Syuhadak Toto Nusantara Tsania Nur Diyana Ubay, Ubay Ulum, Muhammad Samsul Umi Machmudah Wahib Dariyadi, Moch. Walaa Ali Omar Abdelzaher Wanti, Astika Berliana Widiyanti Widiyanti, Widiyanti Winanjar Rahayu Yulianti Yusuf Hanafi فرمان أفريان فراتاما