Main Article Content
Abstract
This study is motivated by the rapid advancement of digital technologies, particularly Artificial Intelligence (AI), which has become a central topic in contemporary educational development. This research aims to examine the role of AI in post-pandemic Islamic Religious Education (Pendidikan Agama Islam/PAI) by assessing students’ satisfaction with AI-assisted learning. The PIECES framework—encompassing Performance, Information and Data, Economics, Control and Security, Efficiency, and Service—was employed to evaluate six key dimensions of system use. A total of 61 PAI students participated in this study through a Likert-scale questionnaire. The findings show that students generally express satisfied perceptions toward the implementation of AI in PAI learning, with most domains falling within the satisfied category and the Performance domain showing a neutral response. These results indicate that AI contributes to improving access to learning resources, supporting learning autonomy, enhancing efficiency, and facilitating more interactive learning experiences. Furthermore, the integration of AI was perceived to remain compatible with ethical and spiritual values in Islamic education when applied responsibly. The novelty of this study lies in its application of the PIECES framework within the context of Islamic Religious Education, providing an empirical model for evaluating the acceptance and effectiveness of AI-assisted learning in post-pandemic higher education. This research offers theoretical and practical insights into how AI can be responsibly integrated into religious education to strengthen learning quality, digital adaptability, and student engagement.
Keywords
Article Details
Copyright (c) 2025 Nabila Intan, Muhammad Thohir, M. Gian Fithoni Al Fath

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution (CC-BY-SA) 4.0 License that allows others to share the work with an acknowledgment of the work’s authorship and initial publication in this journal.
References
- Abd-Alrazaq, Alaa, Rawan AlSaad, Dari Alhuwail, Arfan Ahmed, Padraig Mark Healy, Syed Latifi, Sarah Aziz, Rafat Damseh, Sadam Alabed Alrazak, and Javaid Sheikh. 2023. “Large Language Models in Medical Education: Opportunities, Challenges, and Future Directions.” JMIR Medical Education https://doi.org/10.2196/48291
- Afrita, Juwika. 2023. “Peran Artificial Intelligence dalam Meningkatkan Efisiensi dan Efektifitas Sistem Pendidikan.”Comserva, 2(12), 81–87. https://doi.org/10.59141/comserva.v2i12.731
- Ahmad Sudi Pratikno. 2017. “Implementasi Artificial Intelligence dalam Memetakan Karakteristik, Kompetensi, dan Perkembangan Psikologi Siswa Sekolah Dasar melalui Platform Offline.” Proceeding KMP Education Research Conference Keluarga Mahasiswa Pascasarjana (KMP) Universitas Negeri Yogyakarta 2017 (September 2017):18–36.
- Beach, R., G. Campano, M. Borgman, and B. Edmiston. 2015. “Literacy Tools in the Classroom: Teaching through Critical Inquiry 12(1), (2015) 110.” Grades 12(1). Teachers College Press.
- Di Biasi, Miguel Romero, Guillermo Eliecer Valencia, and Luis Guillermo Obregon. 2020. “A New Educational Thermodynamic Software to Promote Critical Thinking in Youth Engineering Students.” Sustainability, 12(1). https://doi.org/10.3390/SU12010110
- Chiu, Thomas K. F., Helen Meng, Ching Sing Chai, Irwin King, Savio Wong, and Yeung Yam. 2022. “Creation and Evaluation of a Pretertiary Artificial Intelligence (AI) Curriculum.” IEEE Transactions on Education, 65(1, 30–39. https://doi.org/10.1109/TE.2021.3085878
- Chong, Maureen Siew Fang, and Masitah Shahrill. 2016. “The Use of an Emerging Framework to Explore Students’ Cognitive Competency.” Indian Journal of Science and Technology, 9(16), https://doi.org/10.17485/ijst/2016/v9i16/78812
- Farid, Ishak, and S. Reksoprodjo, A. H. S., Suhirwan. 2023. “Pemanfaatan Artificial Intelligence Dalam Pertahanan Siber” Nusantara: Jurnal Ilmu Pengetahuan Sosial,10(2),779–788. https://jurnal.um-tapsel.ac.id/index.php/nusantara/article/view/10223
- Geary, David C. 2002. “Principles of Evolutionary Educational Psychology” Learning and Individual Difference, 12(4), 317-345. https://doi.org/10.1016/S1041-6080(02)00046-8
- Hwang, Gwo Jen, Haoran Xie, Benjamin W. Wah, and Dragan Gašević. 2020. “Vision, Challenges, Roles and Research Issues of Artificial Intelligence in Education.” Computers and Education: Artificial Intelligence, 1(September), https://doi.org/10.1016/j.caeai.2020.100001
- Kassymova, G. K., Kenzhaliyev, O. B., Kosherbayeva, A. N., Triyono, B. M. Ilmaliyev, Zh. B. 2020. “E-Learning, Dilemma And Cognitive Competence” Talent Development & Excellence, 12(2s), 3689-3704. https://www.researchgate.net/publication/342159188_E-Learning_Dilemma_And_Cognitive_Competence
- Lubis, M. Sobron Yamin. 2021. Implementasi Artificial Intelligence Pada System Manufaktur Terpadu. Prosiding Seminar Nasional Teknik (Semnastek) UISU 2021: Penerapan Teknologi Berkelanjutan Berbasis Kecerdasan Buatan. Medan, 13-15 Juli 2021. https://bit.ly/semnastek2021
- M, Blomhoj. 2011. Modelling Competency: Teaching, Learning and Assessing Competencies – Overview. In: Kaiser, G., Blum, W., Borromeo Ferri, R., Stillman, G. (eds) Trends in Teaching and Learning of Mathematical Modelling. International Perspectives on the Teaching and Learning of Mathematical Modelling, vol 1. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-0910-2_34
- Mambu, Joupy G. Z., Dedek Helida Pitra, Aziz Rizki, Miftahul Ilmi, Wahyu Nugroho, and V. Natasya. 2023. “Pemanfaatan Teknologi Artificial Intelligence (AI) dalam Menghadapi Tantangan Mengajar Guru di Era Digital.” Journal on Education, 6(1), 2689- 2698. https://doi.org/10.31004/joe.v6i1.3304
- Muchamad, Masduki Khamdan, Taufiq A. Ghani, dan Putri Wahyuni. 2020. Kampus Merdeka: Menilik Kesiapan Teknologi dalam Sistem Kampus. Aceh: Syiah Kuala University Press.
- Mulianingsih, Ferani, Khoirul Anwar, Fitri Amalia Shintasiwi, and Anggi Jazilatur Rahma. 2020. “Artificial Intellegence dengan Pembentukan Nilai dan Karakter di Bidang Pendidikan.” IJTIMAIYA: Journal of Social Science Teaching, 4(2), 148. https://doi.org/10.21043/ji.v4i2.8625
- Munawar, Zen, Herru Soerjono, Novianti Indah Putri, Hernawati, and Andina Dwijayanti. 2023. “Manfaat Kecerdasan Buatan ChatGPT Untuk Membantu Penulisan Ilmiah” TEMATIK: Jurnal Teknologi Informasi Komunikasi, 10(1), 54–60. https://doi.org/10.38204/tematik.v10i1.1291
- Oktaviyani, Anita. 2023. “Analisis Dan Pengembangan Sistem Informasi Manajemen” Circle Archive Ekonomi, 1(1) https://circle-archive.com/index.php/carc/article/view/21
- Plotnikova, N. F., and E. N. Strukov. 2019. “Integration of Teamwork and Critical Thinking Skills in the Process of Teaching Students.” Cypriot Journal of Educational Sciences, 14(1), 001–010. https://scispace.com/pdf/integration-of-teamwork-and-critical-thinking-skills-in-the-inyhevkkyz.pdf
- Rahmawan, Aditya Zulmi. 2021. “Implementasi Society 5.0 Dalam Kebijakan Dan Strategi Pendidikan Pada Pandemi Covid-19” Strategi: Jurnal Inovasi Strategi dan Model Pembelajaran, 2(1). https://doi.org/10.51878/strategi.v2i1.861
- Ramadhan, Hakim Agung. 2018. Big Data, Kecerdasan Buatan, Blockchain, Dan Teknologi Finansial Di Indonesia, CIPG (Centrefor Innovation Policy and Governance), Working Paper.
- Sanusi, Ismaila Temitayo, Sunday Adewale Olaleye, Friday Joseph Agbo, and Thomas K.F. Chiu. 2022. “The Role of Learners’ Competencies in Artificial Intelligence Education” Computers and Education: Artificial Intelligence, https://doi.org/10.1016/j.caeai.2022.100098
- Sari, Yolanda Rizkyta, and Evy Nurmiati. 2021. “Analisis Kepuasan Pengguna Google Classroom Menggunakan PIECES Framework (Studi Kasus: Prodi Sistem Informasi UIN Jakarta).” InfoTekJar: Jurnal Nasional Informatika Dan Teknologi Jaringan 5(2), https://jurnal.uisu.ac.id/index.php/infotekjar/article/view/3349
- Sijing, L., and W. Lan. 2018. “Artificial Intelligence Education Ethical Problems and Solutions” 13th International Conference on Computer Science & Education (ICCSE) 1–5. Colombo, Sri Lanka. https://doi.org/10.1109/ICCSE.2018.8468773
- Supriadi, Salsabila Rheinata Rhamadani Putri, Sulistiyani, and Muhammad Minan Chusn. 2022. “Inovasi Pembelajaran Berbasis Teknologi Artificial Intelligence Dalam Pendidikan Di Era Industry 4.0 Dan Society 5.0.” Jurnal Penelitian Sains Dan Pendidikan (JPSP), 2(2), 192–98, https://doi.org/10.23971/jpsp.v2i2.4036
- Thohir, Muhammad, Samsul Ma’arif, Junaedi, Hisbullah Huda, and Ahmadi. 2021. “From Disruption to Mobilization: Ire Teachers’ Perspectives on Independent Learning Policy” Cakrawala Pendidikan, 40(2), 359–373 https://doi.org/10.21831/cp.v40i2.39540
- Tjahyanti, Luh Putu Ary Sri, Putu Satya Saputra, Gitakarma, and Made Santo Gitakarma. 2022. “Peran Artificial Intelligence (AI) Untuk Mendukung Pembelajaran Di Masa Pandemi Covid-19” Jurnal Komputer Dan Teknologi Sains (KOMTEKS) 1(1). https://ejournal.unipas.ac.id/index.php/Komteks/article/view/1062
- Tsankov, Nikolay. 2018. “The Transversal Competence for Problem-Solving in Cognitive Learning” International Journal of Cognitive Research in Science, Engineering and Education, 6(3), 67–82. https://doi.org/10.5937/ijcrsee1803067T
- Yang, Li-Ren, Chung-Fah Huang, and Kun-Shan Wu. 2011. “The Association among Project Manager’s Leadership Style, Teamwork and Project Success” International Journal of Project Management, 29(3), 258-267. https://doi.org/10.1016/j.ijproman.2010.03.006
- Yudoprakoso, Paulus Wisnu. 2019. “Kecerdasan Buatan (Artificial Intelligence) Sebagai Alat Bantu Proses Penyusunan Undang-Undang Dalam Upaya Menghadapi Revolusi Industri 4.0 Di Indonesia” Simposium Hukum Di Indonesia, 2(1). https://journal.trunojoyo.ac.id/shi/article/view/6356
References
Abd-Alrazaq, Alaa, Rawan AlSaad, Dari Alhuwail, Arfan Ahmed, Padraig Mark Healy, Syed Latifi, Sarah Aziz, Rafat Damseh, Sadam Alabed Alrazak, and Javaid Sheikh. 2023. “Large Language Models in Medical Education: Opportunities, Challenges, and Future Directions.” JMIR Medical Education https://doi.org/10.2196/48291
Afrita, Juwika. 2023. “Peran Artificial Intelligence dalam Meningkatkan Efisiensi dan Efektifitas Sistem Pendidikan.”Comserva, 2(12), 81–87. https://doi.org/10.59141/comserva.v2i12.731
Ahmad Sudi Pratikno. 2017. “Implementasi Artificial Intelligence dalam Memetakan Karakteristik, Kompetensi, dan Perkembangan Psikologi Siswa Sekolah Dasar melalui Platform Offline.” Proceeding KMP Education Research Conference Keluarga Mahasiswa Pascasarjana (KMP) Universitas Negeri Yogyakarta 2017 (September 2017):18–36.
Beach, R., G. Campano, M. Borgman, and B. Edmiston. 2015. “Literacy Tools in the Classroom: Teaching through Critical Inquiry 12(1), (2015) 110.” Grades 12(1). Teachers College Press.
Di Biasi, Miguel Romero, Guillermo Eliecer Valencia, and Luis Guillermo Obregon. 2020. “A New Educational Thermodynamic Software to Promote Critical Thinking in Youth Engineering Students.” Sustainability, 12(1). https://doi.org/10.3390/SU12010110
Chiu, Thomas K. F., Helen Meng, Ching Sing Chai, Irwin King, Savio Wong, and Yeung Yam. 2022. “Creation and Evaluation of a Pretertiary Artificial Intelligence (AI) Curriculum.” IEEE Transactions on Education, 65(1, 30–39. https://doi.org/10.1109/TE.2021.3085878
Chong, Maureen Siew Fang, and Masitah Shahrill. 2016. “The Use of an Emerging Framework to Explore Students’ Cognitive Competency.” Indian Journal of Science and Technology, 9(16), https://doi.org/10.17485/ijst/2016/v9i16/78812
Farid, Ishak, and S. Reksoprodjo, A. H. S., Suhirwan. 2023. “Pemanfaatan Artificial Intelligence Dalam Pertahanan Siber” Nusantara: Jurnal Ilmu Pengetahuan Sosial,10(2),779–788. https://jurnal.um-tapsel.ac.id/index.php/nusantara/article/view/10223
Geary, David C. 2002. “Principles of Evolutionary Educational Psychology” Learning and Individual Difference, 12(4), 317-345. https://doi.org/10.1016/S1041-6080(02)00046-8
Hwang, Gwo Jen, Haoran Xie, Benjamin W. Wah, and Dragan Gašević. 2020. “Vision, Challenges, Roles and Research Issues of Artificial Intelligence in Education.” Computers and Education: Artificial Intelligence, 1(September), https://doi.org/10.1016/j.caeai.2020.100001
Kassymova, G. K., Kenzhaliyev, O. B., Kosherbayeva, A. N., Triyono, B. M. Ilmaliyev, Zh. B. 2020. “E-Learning, Dilemma And Cognitive Competence” Talent Development & Excellence, 12(2s), 3689-3704. https://www.researchgate.net/publication/342159188_E-Learning_Dilemma_And_Cognitive_Competence
Lubis, M. Sobron Yamin. 2021. Implementasi Artificial Intelligence Pada System Manufaktur Terpadu. Prosiding Seminar Nasional Teknik (Semnastek) UISU 2021: Penerapan Teknologi Berkelanjutan Berbasis Kecerdasan Buatan. Medan, 13-15 Juli 2021. https://bit.ly/semnastek2021
M, Blomhoj. 2011. Modelling Competency: Teaching, Learning and Assessing Competencies – Overview. In: Kaiser, G., Blum, W., Borromeo Ferri, R., Stillman, G. (eds) Trends in Teaching and Learning of Mathematical Modelling. International Perspectives on the Teaching and Learning of Mathematical Modelling, vol 1. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-0910-2_34
Mambu, Joupy G. Z., Dedek Helida Pitra, Aziz Rizki, Miftahul Ilmi, Wahyu Nugroho, and V. Natasya. 2023. “Pemanfaatan Teknologi Artificial Intelligence (AI) dalam Menghadapi Tantangan Mengajar Guru di Era Digital.” Journal on Education, 6(1), 2689- 2698. https://doi.org/10.31004/joe.v6i1.3304
Muchamad, Masduki Khamdan, Taufiq A. Ghani, dan Putri Wahyuni. 2020. Kampus Merdeka: Menilik Kesiapan Teknologi dalam Sistem Kampus. Aceh: Syiah Kuala University Press.
Mulianingsih, Ferani, Khoirul Anwar, Fitri Amalia Shintasiwi, and Anggi Jazilatur Rahma. 2020. “Artificial Intellegence dengan Pembentukan Nilai dan Karakter di Bidang Pendidikan.” IJTIMAIYA: Journal of Social Science Teaching, 4(2), 148. https://doi.org/10.21043/ji.v4i2.8625
Munawar, Zen, Herru Soerjono, Novianti Indah Putri, Hernawati, and Andina Dwijayanti. 2023. “Manfaat Kecerdasan Buatan ChatGPT Untuk Membantu Penulisan Ilmiah” TEMATIK: Jurnal Teknologi Informasi Komunikasi, 10(1), 54–60. https://doi.org/10.38204/tematik.v10i1.1291
Oktaviyani, Anita. 2023. “Analisis Dan Pengembangan Sistem Informasi Manajemen” Circle Archive Ekonomi, 1(1) https://circle-archive.com/index.php/carc/article/view/21
Plotnikova, N. F., and E. N. Strukov. 2019. “Integration of Teamwork and Critical Thinking Skills in the Process of Teaching Students.” Cypriot Journal of Educational Sciences, 14(1), 001–010. https://scispace.com/pdf/integration-of-teamwork-and-critical-thinking-skills-in-the-inyhevkkyz.pdf
Rahmawan, Aditya Zulmi. 2021. “Implementasi Society 5.0 Dalam Kebijakan Dan Strategi Pendidikan Pada Pandemi Covid-19” Strategi: Jurnal Inovasi Strategi dan Model Pembelajaran, 2(1). https://doi.org/10.51878/strategi.v2i1.861
Ramadhan, Hakim Agung. 2018. Big Data, Kecerdasan Buatan, Blockchain, Dan Teknologi Finansial Di Indonesia, CIPG (Centrefor Innovation Policy and Governance), Working Paper.
Sanusi, Ismaila Temitayo, Sunday Adewale Olaleye, Friday Joseph Agbo, and Thomas K.F. Chiu. 2022. “The Role of Learners’ Competencies in Artificial Intelligence Education” Computers and Education: Artificial Intelligence, https://doi.org/10.1016/j.caeai.2022.100098
Sari, Yolanda Rizkyta, and Evy Nurmiati. 2021. “Analisis Kepuasan Pengguna Google Classroom Menggunakan PIECES Framework (Studi Kasus: Prodi Sistem Informasi UIN Jakarta).” InfoTekJar: Jurnal Nasional Informatika Dan Teknologi Jaringan 5(2), https://jurnal.uisu.ac.id/index.php/infotekjar/article/view/3349
Sijing, L., and W. Lan. 2018. “Artificial Intelligence Education Ethical Problems and Solutions” 13th International Conference on Computer Science & Education (ICCSE) 1–5. Colombo, Sri Lanka. https://doi.org/10.1109/ICCSE.2018.8468773
Supriadi, Salsabila Rheinata Rhamadani Putri, Sulistiyani, and Muhammad Minan Chusn. 2022. “Inovasi Pembelajaran Berbasis Teknologi Artificial Intelligence Dalam Pendidikan Di Era Industry 4.0 Dan Society 5.0.” Jurnal Penelitian Sains Dan Pendidikan (JPSP), 2(2), 192–98, https://doi.org/10.23971/jpsp.v2i2.4036
Thohir, Muhammad, Samsul Ma’arif, Junaedi, Hisbullah Huda, and Ahmadi. 2021. “From Disruption to Mobilization: Ire Teachers’ Perspectives on Independent Learning Policy” Cakrawala Pendidikan, 40(2), 359–373 https://doi.org/10.21831/cp.v40i2.39540
Tjahyanti, Luh Putu Ary Sri, Putu Satya Saputra, Gitakarma, and Made Santo Gitakarma. 2022. “Peran Artificial Intelligence (AI) Untuk Mendukung Pembelajaran Di Masa Pandemi Covid-19” Jurnal Komputer Dan Teknologi Sains (KOMTEKS) 1(1). https://ejournal.unipas.ac.id/index.php/Komteks/article/view/1062
Tsankov, Nikolay. 2018. “The Transversal Competence for Problem-Solving in Cognitive Learning” International Journal of Cognitive Research in Science, Engineering and Education, 6(3), 67–82. https://doi.org/10.5937/ijcrsee1803067T
Yang, Li-Ren, Chung-Fah Huang, and Kun-Shan Wu. 2011. “The Association among Project Manager’s Leadership Style, Teamwork and Project Success” International Journal of Project Management, 29(3), 258-267. https://doi.org/10.1016/j.ijproman.2010.03.006
Yudoprakoso, Paulus Wisnu. 2019. “Kecerdasan Buatan (Artificial Intelligence) Sebagai Alat Bantu Proses Penyusunan Undang-Undang Dalam Upaya Menghadapi Revolusi Industri 4.0 Di Indonesia” Simposium Hukum Di Indonesia, 2(1). https://journal.trunojoyo.ac.id/shi/article/view/6356