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Journal : Journal of Educational Science and Technology

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AI-Driven Learning: Mediating and Moderating Dynamics in Self-Regulated Learning. Mahniza, Melda; Sari, Resti Elma; Suci, Puji Hujria; Saputra, Indra; Putri, Elviza Yeni
Journal of Educational Science and Technology (EST) Volume 10 Number 3 December 2024
Publisher : Universitas Negeri Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26858/est.v10i3.68254

Abstract

The rapid integration of artificial intelligence (AI) in education has transformed how students learn, particularly in fostering self-regulated learning (SRL). However, understanding the mechanisms and conditions under which AI adoption influences SRL remains underexplored. This study investigates the roles of achievement goals, cognitive load, personalized learning, students' adaptability, and AI competence in shaping SRL within an AI-enhanced educational framework. The research employs Structural Equation Modeling (SEM) with the Partial Least Squares (PLS) approach to analyze direct, mediating, and moderating effects while accounting for demographic controls such as age, gender, internet access, and environment. The findings reveal a complex interplay of factors. Direct effect testing showed that five hypothesized relationships, including the influence of achievement goals, cognitive load, personalized learning, and students’ adaptability on SRL, were unsupported. Mediation analysis confirmed that AI adoption significantly mediates the effects of achievement goals, cognitive load, and personalized learning on SRL, emphasizing the role of technology acceptance in enhancing learning autonomy. Moderation analysis identified that AI competence strengthens the relationship between achievement goals and SRL but does not moderate other interactions, such as those involving AI adoption or cognitive load. These results underscore the nuanced dynamics between cognitive, technological, and motivational factors in AI-enhanced learning. The study contributes to the growing literature on AI-driven education by highlighting the pivotal role of mediating variables like AI adoption and the limited yet strategic influence of AI competence. Future research should explore broader contextual and pedagogical factors to optimize the integration of AI tools in fostering self-regulated learning
Co-Authors A. Gofar Sastrodiningrat Achirul Bakri Adam Rasyid Sidiqi Adinda Zahra Afiffah Afifa Ramadanti Agustina, Ruslinda Ahmad sulthon Nasyir Aidil Alfin Akbar Septiawan Akmal, Yuliandri Ali, Rahman Alimin Alimin, Alimin Anak Agung Istri Sri Wiadnyani Andani, Mega Andiko, Yandri Andini Angga Rizki Prawira Anggraini , Nadia Aniati, Ira Annisah Zaeri Anugerah Wijayaputra Japar Apriani Apriani Apriza Apriza, Apriza Ardi, Frans Guntara Arie Rahman, Muhammad Arief Kurniawan Ariyani, FharaDita Ayda Murni Azzahra Sairi, Fathya Azzahra, Ghiatsya Bonyah, Ebenezer Dalimunthe, Dermina Danny, Ramanda David Immanuel Dealank, Reynant Phaza Deny Salverra Yosy, Deny Salverra Dewi Murni Dewi Safitri Dewi, Siska Miga Efrianova, Vivi Eli Febriani Elsi, Yuanita Rimadini Erina Mateluni Fauzi, Moretta Damayanti Febri Silvia Feriantano Sundang Pranata Fitri Nur Ashari Ghozali, Ahmad Gunawan Tabrani Guzeynova, Monica Zabrina Hakim, Lukmanul Hanifah Hanifah Hariko, Rezki Hasibuan, Nurhayya Putri Haskas, Yasir Hastuty, Milda Hayatunnufus Hayatunnufus Hendra Hendra Hidayah, Zhiratul Hidayanti, Eka Nur Hurriyatus Sa'adiyah Hutasuhut, Nurul Inayah Ika Puspitasari Indra, Raden Muhammad Indra, Yetti Afrida Ishak Ishak Juanda Nawawi, Juanda Julius Anzar, Julius Karmila Sari khairani, afdila Kurniawan Kurniawan Kusumastuti, Dyah Laila Putri, Tiara Lasmi, Nadia Leon, Farah Margaretha Lestari, Ayu Eka M.Riduan Abdillah maidi, asdita Mardi Yati Marina Angraini, Lilis Masrianti Fadillah Mega Andani Melda Mahniza Meywanthi, Nindha Iqlima Miga Dewi, Siska Muhammad Nadif Muhammad Ridha Mukhbita, Alya Mulyani, Lili Mulyani, Susi Dwi Murni Astuti Mutiara , Rizky Indah Nadia Nurani Isfarin Najla Salsabilla Zelyantie Nara Pranata Deviona Natania, Mega Lefina Ningsih , Siska kartika Ningsih, Siska Kartika Nur Hidayah, Selvia Nurbaiti Nurbaiti Nurhaswinda Oktarina, Rahmi Opi Teci Darisma Putri, Opi Teci Pania Putri, Riska Perangin Angin*, Frederick Nicholas Piki, Piki Puji Hujria Suci Purwanto Putri Hana Pebriana Putri, Fidella Eriza Putri, Mutia Rafael Aginta S. Brahmana Rahmadini Fitri Rahmatullah Rahmatullah Rahmiati Rahmiati Rahmiati Ramadhan SY, Taufik Ranny Mukerdi Rara Gustiana rauzati, nursandrina Reflianto, Reflianto Rensa Rensa Rifanda, Firara Riska Pania Putri Rosalina, Linda Rosalinda, Linda Sa'diah, Halimatus Saemona, Indra Safitri, Juleha Sari, Resti Elma Sari, Syakira Kurnia Sayuti, Muhammad Sekar Mayangsari Septiawan, Akbar Silvia Triratna Siti Mulyani Sitompul, Tresia Agustina Sri Ratna S SRI WAHYU UTAMI sriwahyuni Sriwahyuni Stevano, Nandito Stevi Andreanus Sugeng Rianto Susanti Yusman, Ana Suwarno Suwarno Suzy Indharty Tengku Abdani Murazanty Tessa Aida Trisna Triswandari, Retno Vanessa Surya Veny, Veny Vici Syahril Khairani Wanti, Hilda Widodo, Deny Edy Wika Tri Lestari Yanita, Merita Yansyah, Dedi Yeni Elviza Febrianti Yeni Karneli Yeni Putri, Elviza Yolanda Yolanda, Yolanda Yulia Iriani Yuyun Romaria Simanjuntak Zahra, Naila Az Zahrah, Azizah Zida Naela Salsabilla