Abror, M. Q., & Noviani, D. (2025). The Role of Islamic Education in Building Digital Wellbeing and Social Media Ethics Among Muslim Youth. West Science Islamic Studies. https://doi.org/10.58812/wsiss.v3i04.2303
Adam, A. A., & Bolatito, A.-O. S. (2025). Mastering Digital Dilemma and Bold Strategies for Muslim Youth in Nigeria: The Role of Faith and Social Media in Kano State. Saudi Journal of Business and Management Studies, 10(6), 293–300. https://doi.org/10.36348/sjbms.2025.v10i06.007
Ahmad, N., Ma, M. K., Rahman, S. F. A., Mahmood, S. R. S., Muhamad, N. A., & Mohamad, S. N. A. (2025). The Islamic Ethical Principles and Maqasid al-Shariah to Enhance Digital Competency Among Adolescents. UMRAN-Journal of Islamic and Civilizational Studies, 12(3), 101–117. https://doi.org/10.11113/umran2025.12n3.833
Akgun, E., & Mirzajee, M. R. (2024). Play, Pause, and Repeat: Understanding the Consequences of Excessive Short Video Consumption on Swedish Male Adolescents.
Aldi, M. (2024). Utilization of TikTok Application as Da'wah Media and Innovation in Conveying Islamic Values in the Digital Age. LANCAH: Jurnal Inovasi dan Tren. https://doi.org/10.35870/ljit.v3i1.3544
Almusaed, A., Almssad, A., & Yitmen, I. (2025). Qualitative Data Collection and Management. In Practice of Research Methodology in Civil Engineering and Architecture: A Comprehensive Guide (pp. 417–454). Springer. https://doi.org/10.1007/978-3-031-97393-2_13
Arifa, L. N. (2023). TikTok and the Deviation of Student Behavior in the Perspective of Ahmad Baradja's Thought. Islamic Review: Jurnal Riset dan Kajian Keislaman, 12(1), 133–148. https://doi.org/10.35878/islamicreview.v12i1.723
Aslan, I. (2020). Social Media Addiction and Controlling Social Media Use: An Extensive Study. Academic Studies in Social, Human and Administrative Sciences-I, 1, 209–245.
Baedowi, M., Chamadi, M. R., Musmuallim, & Turhamun. (2025). The Influence of Social Media on the Attitude of Religious Moderation Among College Students. Sinergi International Journal of Islamic Studies. https://doi.org/10.61194/ijis.v3i3.808
Bossen, C. B., & Kottasz, R. (2020). Uses and Gratifications Sought by Pre-Adolescent and Adolescent TikTok Consumers. Young Consumers. https://doi.org/10.1108/YC-07-2020-1186
Chan, N. K., Su, C. C., & Shore, A. (2025). Shifting Platform Values in Community Guidelines: Examining the Evolution of TikTok's Governance Frameworks. New Media & Society, 27(2), 1127–1151. https://doi.org/10.1177/14614448231189476
Chao, M., Lei, J., He, R., Jiang, Y., & Yang, H. (2023). TikTok Use and Psychosocial Factors Among Adolescents: Comparisons of Non-Users, Moderate Users, and Addictive Users. Psychiatry Research, 325. https://doi.org/10.1016/j.psychres.2023.115247
Collie, N., & Wilson-Barnao, C. (2020). Playing with TikTok: Algorithmic Culture and the Future of Creative Work. In The Future of Creative Work (pp. 172–188). Edward Elgar Publishing. https://doi.org/10.4337/9781839101106.00020
Conte, G., Iorio, G., Esposito, D., Romano, S., Panvino, F., Maggi, S., Altomonte, B., Casini, M., Ferrara, M., & Terrinoni, A. (2024). Scrolling Through Adolescence: A Systematic Review of the Impact of TikTok on Adolescent Mental Health. European Child & Adolescent Psychiatry, 34, 1511–1527. https://doi.org/10.1007/s00787-024-02581-w
Dahal, N. (2023). Implementing Transformative Education With Participatory Action Research: A Review. The Qualitative Report, 28(11), 3115–3119. https://doi.org/10.46743/2160-3715/2023.6741
Frey, J., Black, K. J., & Malaty, I. A. (2022). TikTok Tourette's: Are We Witnessing a Rise in Functional Tic-Like Behavior Driven by Adolescent Social Media Use? Psychology Research and Behavior Management, 3575–3585. https://doi.org/10.2147/PRBM.S359977
Gebremariam, H. T., Dea, P., & Gonta, M. (2024). Digital Socialization: Insights Into Interpersonal Communication Motives for Socialization in Social Networks Among Undergraduate Students. Heliyon, 10(20). https://doi.org/10.1016/j.heliyon.2024.e39507
Goyal, H. (2025). Scroll, Sleep, Repeat: Negative Impacts of Smartphone Use on Adolescent. Psychology of Media Influence: Shaping Thoughts, Behavior and Society, 140.
Haliza, N., & Surawan, S. (2025). Influence of Spirituality on the Mental Health Impact of TikTok Scrolling in University Students. Journal of Islamic Education and Ethics. https://doi.org/10.18196/jiee.v3i2.92
Hopster, J. (2021). What Are Socially Disruptive Technologies? Technology in Society, 67, 101750. https://doi.org/10.1016/j.techsoc.2021.101750
Hutami, A. S. (2025). Religious Content in TikTok and Influencer Power as Mental Health Disease Coping Strategy. Proceedings of International Conference on Religion, Social and Humanities, 4, 180–193.
Huwae, R. K., & Azis, F. (2024). Handling TikTok App Addiction Behavior in Gen Z (Case Study on Three Teenagers in Rumah Tiga Village). Syntax Idea. https://doi.org/10.46799/syntax-idea.v6i5.3268
Jaza, F. K., & Makrufi, A. D. (2025). The Effectiveness of TikTok as an Online Learning Platform for Islamic Education. JIE (Journal of Islamic Education). https://doi.org/10.52615/jie.v10i1.638
Jordan Nelson, J. E., & Emmanuel, L. (2025). The Role of Culture and Social Media in Reinforcing Narcissistic Traits and Personality Disorders.
Kerim, S., Kurmanaliyev, M., & Ongarov, Y. (2025). Social Networks as a Tool for Islamic Preaching. Journal of Islamic Thought and Civilization, 15(1), 44–58. https://doi.org/10.32350/jitc.151.03
Khan, A. A., Arsalan, S. M., & Abbas, S. O. (2025). TikTok Consumption and Its Impact on Islamic Societies. Insights: Journal of Humanities and Media Studies Review, 2(1). https://doi.org/10.63290/jhmsr.v2.i1.39
Kułaga, W. (2024). Revolutionizing Visual Communication and Digital Creative Engagement: The Game-Changing Impact of TikTok. Przegląd Socjologii Jakościowej, 20(3), 212–235. https://doi.org/10.18778/1733-8069.20.3.10
Li, Y., & Zhang, S. (2022). Qualitative Data Analysis. In Applied Research Methods in Urban and Regional Planning (pp. 149–165). Springer. https://doi.org/10.1007/978-3-030-93574-0_8
Lyons, A., & Tagg, C. (2024). Post-Digital Connectivities: Framing Offline Encounters in a Digital Prospection Space. Applied Linguistics, 45(5), 829–848. https://doi.org/10.1093/applin/amae008
Martínez-Álvarez, I., Llamas-Salguero, F., Villaseñor-León, M., & Hidalgo-Fuentes, S. (2025). Self-Control and Emotional Distress: Serial Mediation of Fear of Missing Out and Problematic Smartphone Use. Journal of Technology in Behavioral Science, 1–12. https://doi.org/10.1007/s41347-025-00586-z
Maspul, K. A., & Prawiraharjo, B. S. U. (2025). Adab Under Algorithm: Islamic Moral Challenges Among Muslim Youth in Suburban Indonesia. Knowledge on Sustained Education, Psychology, and Teaching for Universal Access to Learning, 1(1), 1–13.
Meng, K. S., & Leung, L. (2021). Factors Influencing TikTok Engagement Behaviors in China: An Examination of Gratifications Sought, Narcissism, and the Big Five Personality Traits. Telecommunications Policy, 45, 102172. https://doi.org/10.1016/j.telpol.2021.102172
Monaro, S., Gullick, J., & West, S. (2022). Qualitative Data Analysis for Health Research: A Step-by-Step Example of Phenomenological Interpretation. Qualitative Report, 27(4), 1040–1057. https://doi.org/10.46743/2160-3715/2022.5249
Mtisi, S. (2022). The Qualitative Case Study Research Strategy as Applied on a Rural Enterprise Development Doctoral Research Project. International Journal of Qualitative Methods, 21, 16094069221145848. https://doi.org/10.1177/16094069221145849
Muslimin, M. (2025). The Influence of Social Media on Adolescent Social Behavior: A Case Study of TikTok Users in Bandung City. The Eastasouth Journal of Social Science and Humanities. https://doi.org/10.58812/esssh.v2i02.456
Nazila, S. D., Sugiarto, F., & Orwela, C. (2025). Expolarization of Narcissistic Behavior in Modern Muslim Women on TikTok Social Media. Sangkép: Jurnal Kajian Sosial Keagamaan. https://doi.org/10.20414/sangkep.v8i1.12785
Odei-Appiah, S., & Adu-Mensah, E. (2025). Reimagining IT Consumerization in the Age of Social Media: Shifting Conceptual Boundaries Illustrated With TikTok. Journal of Systems and Information Technology, 27(2), 214–236. https://doi.org/10.1108/JSIT-11-2023-0254
Qi, X. (2025). Algorithmic Gatekeepers: How Short-Video Platforms Shape Artistic Creativity and Visibility. SSRN 5190109. https://doi.org/10.2139/ssrn.5190109
Qodriyah, K., Asfiyah, H., & Rozi, F. (2025). Learning to live together: How does multicultural education build religious tolerance in Fakfak, West Papua? Manazhim: Jurnal Manajemen dan Ilmu Pendidikan, 7(2), 178–198. https://doi.org/10.36088/manazhim.v7i2.5847
Rahman, A. (2023). An Analytical Study of the Positive and Negative Aspects of Muslim Youth's Use of Social Media. Tanazur, 4(3), 198–210.
Rogowska, A., & Cincio, A. (2024). Procrastination Mediates the Relationship Between Problematic TikTok Use and Depression Among Young Adults. Journal of Clinical Medicine, 13. https://doi.org/10.3390/jcm13051247
Rozi, F., Nuraini, D., Jannah, N., & Meliana, A. (2025). Character education curriculum adaptation assistance to build students' religious culture. Applied Community Services Journal, 1(2), 75–86.
Ruroh, H. M., Halim, A., Pesantren, I., Chalim, K. A., & Mojokerto, P. (2024). The Concept of Ulul Albab in the Quran and Its Implementation in Student Character Education. Journal of Social Science and Economics. https://doi.org/10.37812/josse.v2i1.855
Saniuk, S., Grabowska, S., & Gajdzik, B. (2020). Social Expectations and Market Changes in the Context of Developing the Industry 4.0 Concept. Sustainability, 12(4), 1362. https://doi.org/10.3390/su12041362
Sari, W. D. (2025). Transforming the Islamic Education Curriculum for the Society 5.0 Era: Integrating Technology, Ethics, and Pedagogy. Al-Ishlah: Jurnal Pendidikan, 17(3), 5635–5643. https://doi.org/10.35445/alishlah.v17i3.7186
Subrahmanyam, S. (2025). Qualitative Research Designs in Higher Education. In Social Implications of Research in Higher Education (pp. 263–296). IGI Global Scientific Publishing. https://doi.org/10.4018/979-8-3373-0654-4.ch010
Tewu, D., Destine, D., & Gunawan, I. (2025). Analysis of Social Media User Growth and Its Implications for Digital Marketing Strategies in Indonesia 2024. International Journal of Management Studies and Social Science Research. https://doi.org/10.56293/ijmsssr.2025.5623
Udhiyah, N. A., Munif, M., & Jali, H. (2025). Integration of Gestalt counseling in pesantren counseling management system: A strategy to improve the psychological well-being of students. Mumtaz: Jurnal Pendidikan Agama Islam, 5(3), 606–624. https://doi.org/10.69552/mumtaz.v5i3.3280
Witoro, J. (2022). Comparative Study of Learning Methods in Character Education Management Among Islamic education Teachers and Christian Religious Education Teachers. AL-TANZIM: Jurnal Manajemen Pendidikan Islam. https://doi.org/10.33650/al-tanzim.v6i4.3794
Yusnita, E., Prasetiyo, A. E., Hasanah, U., Octafiona, E., & Rahmatika, Z. (2023). Shaping Teenagers' Moral in the Digital Era: Islamic Education Perspective. Jurnal Intelektual: Jurnal Pendidikan dan Studi Keislaman. https://doi.org/10.33367/ji.v13i1.3529
Ziemba, M., Ziemba, A., Giedzicz, K., Kulgawczuk, R., Zackiewicz, K., Wińska, A., Sędziak, O., Pietruszewska, H., Ogórek, A., & Czerepak, I. (2025). The Impact of the TikTok App on the Mental Health of Young Users. International Journal of Innovative Technologies in Social Science. https://doi.org/10.31435/ijitss.4(48).2025.4318