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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 Ade Eka Anggraini Adi Atmoko Adi Bejo Suwardi Af’idah, Noer Agustina, Ria Kamila Ahmad Taufiq AINUR ROSYIDAH Al Fajar, Beni ALFARIS, RENALDY Alfikri Islami, Kaisra Ali Shodikin Amaliya, Ana Amintoko, Gunanto Andayani, Nita Dwi Andini, Fahrany Wahyu Annisa, Annisa Qadri Tanjung Aurelia, Davina Aynin Mashfufah Ayu Nirmala Sari Bahari, Priya Kusuma Bahari Bambang Avip Priatna Martadiputra cakrawala Bimantara, Bingar Dewi, Hermala Diastuti, Indah Mei Diningrat, Diky Setya Effendi, Muhammad Idris Ekawati, Dea Wulan Eksanti, Yulia Anggita El Adhim, Nailul Munah Eni Pudjiarti Faizah, Rauhillah Ummu Fatonah HS, Sofa Fauzan . Fazrin, Khamellisa Qobrina Fina Fitriya, Firda Fitria Rizky, Choirotul Fitriah, Ulfa Laelatul Fitriani Fitriani Fitriyah, Siti Ni’matul Fitriyatno, Ardi Fonna, Tischa Rahayu Gustia Wibowo, Sara Habibah, Cut Umi Hani Harafani, Hani Hardani, Sri Hasanah, Annisa Herawati, Megania Herlina Putri Endah Sari Hidayah, Farihatul Hidayat, Ahmad Nur Imam Rofiki Imanuel Hitipeuw Imelda, Eva Inayaturrobbaniyah, Inayaturrobbaniyah Indah Ariyati Intan Sari Rufiana Islami, Kaisra Alfikri Isnawan, Muhamad Galang Istiana, Rodiatul Izzati, Aulia Al Tsani Jemeo, Maria Kurniati Karamiyah, Wasi’atul Khasanah, Kholidatul Khoiriyah, Ummi Mammlaul Khurliyah, Fira Khusniah, Navik Kusmayanti Solecha Labibah, Farah Leliyanah Leliyanah, Leliyanah Luthfiyah, Hullatul Maisyaroh Mardhatillah Mardhatillah, Mardhatillah Marianah, Dina Mariani, Sijah MARIYATI, SRI Mastura, Mastura Mauidah, Siti Maulidiawati, Tasya Miftahur Rohmah Mojiono, Mojiono Mubarak, Albian Muhammad Nuruddin Mukti, Fajar Dwi Muslich Hidayat Nafingah, Hanim Nai’mah, Wardatun Najihul Huda, Muhammad Najmi, Dzilalin Navia, Zidni Ilman Niaci, Sarah Ningsih, Tutut Hartina Ilmiah Nisfu Laili Saidah Novia Dwi Rahmawati Nugroho, Citra Maulidyah Rahmawati Nurlaili, Amaliya Islami Nurul Murtadho Nuryanis, Nuryanis Oktaviani Adhi Suciptaningsih Oktavianto, Deo Arief Pauzan, Muh Permatasari, Intan Duri Pratiwi, Nike Puguh Darmawan Punaji Setyosari Purnama, Putra Bagus Dwi Cahya Radeni Sukma Indra Dewi Rahmawati, Rahmawati Ratna Ekawati Ratna Lestari Reni Herawati Retno Murniasih, Tatik Reza, Fahmi Ridwansyah Ridwansyah Riska Pristiani Riyan Hidayat Rodliyah, Iesyah Rodríguez-Nieto, Camilo Andrés Rofi'i, Fathur Rosalina, Widya Rudianto, Biktra Sa'adah, Nihayatus Safira, Berta Safitri, Friska Nur Indah Safrida Sari, Mulia Salis Fariha Ramadhani Samira, Cut Putri Sani, Mutiara Sara Gustia Wibowo Saraswati, Sari SARI, MULIA SAFRIDA Sarikah, Iik Sasmi, Dewi Shirly Rizki Kusumaningrum Siti Khabibah Siti Mas’ula Siti Mufidah Slamet Arifin Sofiyah, R. Aj. Sri Hariyani Sri Rahayuningsih Sudirman Sudirman Sudirman Sumari Sumari Sumarmi Supriyanto Supriyanto Susilawati, Sinta Suwanti, Vivi Syamsul Hadi Tanjung, Annisa Qadri Tatik Retno Murniasih Toto Nusantara Tri Wahyuni, Yeni Ulil Amna, Ulil Verra Sofica Wahyuni, Yeni Tri Wicaksono, Adyatma Nugrahsanto Wijayanti, Annis Az’zah Yumiati Yusuf Hanafi Yusuf Sobri, Ahmad