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Journal : Education and Human Development Journal

Mediating Role of Artificial Intelligence in Linking Self-Efficacy and Learner Performance Siregar, Herbert; Munir, Munir; Sobandi, Ade; Riza, Lala Septem; Nusratullo, Samialloi
JURNAL PENDIDIKAN DAN PENGEMBANGAN MANUSIA Vol 10 No 2 (2025): Education and Human Development Journal
Publisher : Universitas Nahdatul Ulama Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33086/ehdj.v10i2.7936

Abstract

The integration of Artificial Intelligence (AI) into education continues to expand, yet its effectiveness in improving learning outcomes requires further examination, particularly with regard to the role of self-efficacy in digital learning in Indonesia. This study extends Bandura’s self-efficacy construct by conceptualizing AI as a latent mediating variable functioning as an adaptive educational mechanism through feedback, personalized resources, and dynamic scaffolding. A quantitative approach was employed via an online survey conducted between February and May 2024, yielding 279 valid responses from secondary and higher education students across several Indonesian provinces. Data were analyzed using SEM-PLS with SmartPLS 3.0. The results show that self-efficacy moderately predicts AI adoption (β = 0.373), AI integration strongly predicts learning behavior and performance (β = 0.649), while the direct pathway from self-efficacy is relatively weak (β = 0.144), with the indirect pathway mediated by AI substantially stronger (mediation effect = 0.242). Theoretically, these findings enrich Bandura’s framework of self-efficacy in the context of digital learning by highlighting AI as a central mediating construct, while practically they provide implications for adaptive learning strategies, digital education policy, and technology-driven pedagogical innovation.
Co-Authors Abyannash, Mohammed Adib Sultan, Mokh Adman, Adman Agus Rahayu Aisah Aisah Amilusholihah, Amilusholihah Anas Romzy Hibrida Anggi Pasca Arnu Anggraini, Afriska Yuni Arief Yanto Rukmana Arsyad Arsyad Astiwardhani, Winny Budi Harto Budi Santoso Chairul Furqon, Chairul Dematria Pringgabayu Deny Hidayatullah Disman Disman, Disman Dita Amelia Putri, Dita Amelia Dwi Budi Santoso Dwi Pranaputra, Randy E Suryadi Edi Suryadi, Edi Eeng Ahman, Eeng Egasmara, Febri Endang Supardi, Endang Engga, Engga Jalaludin Fatadona, Hendra Fitrina, Gina Dwi Gilang Ramadhan H.O Munthe, Huriana Hardiana, R. Dian Hariyanto Heriman, Heriman Hernawan, Yosep Heryana, Toni Hidayat, Nandang Intan Permatasari Iskandar Iskandar Janah Sojanah, Janah Kurniawan, Fakhry Hafiyyan Lala Septem Riza Lili Adi Wibowo M. Arief Ramdhany Marbun, Tonggo Maulana, Mahbub Afini Maulana, Mahbub Afinini Meilani, Rini Intansari Mulyana, Uus Mulyani, Heni Munir Munir, Munir Mutiara, Nur Ulfa Nani Sutarni Nur Azizah Nurmiyati Nurmiyati Nusratullo, Samialloi Oktavia, Tiara Pasca Arnu, Anggi Prihationo, Krismassion Putra, Johni Eka Putra, Yohan Dwi Putri, Virda Ramadhani Putu Nurwita Pratami Wijaya, Ni Ramadhani, Indi Ramdhani, Fauziyyah Rasto Rasto, Rasto Resti Indriarti Risali, Ridho Pangestu Adhitio Riske Faldesiani Rivaldi Arissaputra Rivan Sumara, Andry Rizky Zainab, Ellenia Rahmani Rofi Rofaida Safitri, Eka Kartika Sandhika, Deviandra Saripudin, Deni Sasmitha, F Jonathan Lucky Sasmitha, Jonathan Lucky Sasmitha, Jonathan Lucky Sasmitha Sentika, Sarah Setiyorini, Mamik Siddiq, Andhika Mochamad Sidik, Zafar Siregar, Herbert Siti Nurhasanah Soewarto Hardhienata Solihin, Rici Sukardi, Hadi Ahmad Sumarni, Teti Sutardiyanta, Ihwan Suwatno Suwatno Syahlan, Fatra Syamsul Hadi Senen, Syamsul Hadi Tjutju Yuniarsih, Tjutju Triraharja, Arsyi Waruwu, Fotuho Yana Setiawan Yanuarti, Ary Yulianingsih, Lia Tresna Zulfickar, Rizki