Global Research on Emerging Mobile Learning for Senior High School Students: A Bibliometric Approach
DOI:
10.29303/jppipa.v11i2.10517Published:
2025-02-28Issue:
Vol. 11 No. 2 (2025): FebruaryKeywords:
Bibliometric, Biblioshiny, Mobile Learning, Senior High School StudentsReview
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Abstract
This study aims to explore the global trends and research contributions related to mobile learning for high school students through a bibliometric approach. The PRISMA method and bibliometric tools (R Studio and biblioshiny) were employed to analyze 70 documents from Scopus and Web of Science databases. Results indicate significant growth in publications, with an annual growth rate of 12.93% from 2008 to 2024, highlighting increasing interest in mobile learning. Indonesia, Taiwan, and China were the most productive countries, with journals such as Computers and Education (IF: 8.5; Q1) being the most influential source. Keyword co-occurrence analysis revealed key themes, including learning personalization, mobile learning effectiveness, and critical thinking skill development. The results show that mobile learning contributes significantly to improving students' motivation and learning outcomes without adding pressure, especially through the integration of mobile technology with e-learning approaches. This study provides strategic insights for educators, policymakers, and researchers to optimize mobile learning implementation in high school education, while identifying future research opportunities.
References
Agrawal, S., Oza, P., Kakkar, R., Tanwar, S., Jetani, V., Undhad, J., & Singh, A. (2024). Analysis and Recommendation System-Based on PRISMA Checklist to Write Systematic Review. Assessing Writing, 61, 100866. https://doi.org/10.1016/j.asw.2024.100866
Ahmad, I. F., Setiawati, F. A., Prihatin, R. P., & Fitriyah, Q. F. (2024). Technology-Based Learning Effect on the Learning Outcomes of Indonesian Students: A Meta-Analysis. International Journal of Evaluation and Research in Education (IJERE), 13(2), 892-902. http://doi.org/10.11591/ijere.v13i2.25383
Akour, M., & Alenezi, M. (2022). Higher Education Future in the Era of Digital Transformation. Education Sciences, 12(11), 784. https://doi.org/10.3390/educsci12110784
Alam, A. (2023). Media Multitasking with M-Learning Technology in Real-Time Classroom Learning: Analysing the Dynamics in Formal Educational Settings for the Future of E-Learning in India. 2023 2nd International Conference on Smart Technologies and Systems for Next Generation Computing (ICSTSN). Villupuram, India, pp. 1-6. https://doi.org/10.1109/ICSTSN57873.2023.10151509
Alam, A., & Mohanty, A. (2023). Learning on the Move: A Pedagogical Framework for State-of-the-Art Mobile Learning. International Conference on Data Management, Analytics & Innovation, 735–748. https://doi.org/10.1007/978-981-99-1414-2_52
AlAzzam, M., Abuhammad, S., Abdalrahim, A., & Hamdan-Mansour, A. M. (2021). Predictors of Depression and Anxiety Among Senior High School Students During COVID-19 Pandemic: The Context of Home Quarantine and Online Education. The Journal of School Nursing, 37(4), 241–248. https://doi.org/10.1177/1059840520988548
Alenezi, M. (2023). Digital Learning and Digital Institution in Higher Education. Education Sciences, 13(1), 88. https://doi.org/10.3390/educsci13010088
Bala, P. (2024). The Impact of Mobile Broadband and Internet Bandwidth on Human Development—A Comparative Analysis of Developing and Developed Countries. Journal of the Knowledge Economy, 15(4), 16419-16453. https://doi.org/10.1007/s13132-023-01711-0
Camilleri, M. A., & Camilleri, A. C. (2023). Learning from Anywhere, Anytime: Utilitarian Motivations and Facilitating Conditions for Mobile Learning. Technology, Knowledge and Learning, 28(4), 1687–1705. https://doi.org/10.1007/s10758-022-09608-8
Chang, C.-C., Tseng, K.-H., Liang, C., & Yan, C.-F. (2013). The Influence of Perceived Convenience and Curiosity on Continuance Intention in Mobile English Learning for High School Students Using PDAs. Technology, Pedagogy and Education, 22(3), 373–386. https://doi.org/10.1080/1475939X.2013.802991
Chen, C.-H., & Tsai, C.-C. (2021). In-Service Teachers’ Conceptions of Mobile Technology-Integrated Instruction: Tendency Towards Student-Centered Learning. Computers & Education, 170, 104224. https://doi.org/10.1016/j.compedu.2021.104224
Chen, Y.-M. (2022). Understanding Foreign Language Learners’ Perceptions of Teachers’ Practice with Educational Technology with Specific Reference to Kahoot! and Padlet: A Case from China. Education and Information Technologies, 27(2), 1439–1465. https://doi.org/10.1007/s10639-021-10649-2
Criollo-C, S., Guerrero-Arias, A., Jaramillo-Alcázar, Á., & Luján-Mora, S. (2021). Mobile Learning Technologies for Education: Benefits and Pending Issues. Applied Sciences, 11(9), 4111. https://doi.org/10.3390/app11094111
Curum, B., & Khedo, K. K. (2021). Cognitive Load Management in Mobile Learning Systems: Principles and Theories. Journal of Computers in Education, 8(1), 109–136.
Dahri, N. A., Yahaya, N., Al-Rahmi, W. M., Almogren, A. S., & Vighio, M. S. (2024). Investigating Factors Affecting Teachers’ Training Through Mobile Learning: Task Technology Fit Perspective. Education and Information Technologies, 29, 14553-14589. https://doi.org/10.1007/s10639-023-12434-9
Eliza, F., Fadli, R., Ramadhan, M. A., Sutrisno, V. L. P., Hidayah, Y., Hakiki, M., & Dermawan, D. D. (2024). Assessing Student Readiness for Mobile Learning from a Cybersecurity Perspective. Online Journal of Communication and Media Technologies, 14(4), e202452. https://doi.org/10.30935/ojcmt/15017
Fadillah, R., Ganefri, G., Yulastri, A., Luthfi, A., Hidayat, H., Samala, A. D., & Rawas, S. (2024). Digital Entrepreneurship Research for Learning and Teaching in Education: A Bibliometric Analysis. TEM Journal, 13(3), 1997–2011. https://doi.org/10.18421/TEM133-28
Geverola, I. J. R., Mutya, R. C., Siason, L. M. B., & Bonotan, A. (2022). Challenges and Struggles of Public Senior High School Science Teachers During the New Normal. Journal of Research, Policy & Practice of Teachers and Teacher Education, 12(1), 49–68. https://doi.org/10.37134/jrpptte.vol12.1.4.2022
Goundar, M. S., & Kumar, B. A. (2022). The Use of Mobile Learning Applications in Higher Education Institutes. Education and Information Technologies, 27(1), 1213–1236. https://doi.org/10.1007/s10639-021-10611-2
Hameed, F., Qayyum, A., & Khan, F. A. (2024). A New Trend of Learning and Teaching: Behavioral Intention Towards Mobile Learning. Journal of Computers in Education, 11, 149–180. https://doi.org/10.1007/s40692-022-00252-w
Hariadi, B., Jatmiko, B., Sunarto, M. J., Prahani, B. K., Sagirani, T., Amelia, T., & Lemantara, J. (2022). Higher Order Thinking Skills Based Learning Outcomes Improvement with Blended Web Mobile Learning Model. International Journal of Instruction, 15(2), 565–578. https://doi.org/10.29333/iji.2022.15231a
Hartley, K., & Andújar, A. (2022). Smartphones and Learning: An Extension of M-Learning or a Distinct Area of Inquiry. Education Sciences, 12(1), 50. https://doi.org/10.3390/educsci12010050
Hsieh, W.-M., & Tsai, C.-C. (2017). Taiwanese High School Teachers’ Conceptions of Mobile Learning. Computers & Education, 115, 82–95. https://doi.org/10.1016/j.compedu.2017.07.013
Hsu, C.-K., Hwang, G.-J., & Chang, C.-K. (2013). A Personalized Recommendation-Based Mobile Learning Approach to Improving the Reading Performance of EFL Students. Computers & Education, 63, 327–336. https://doi.org/10.1016/j.compedu.2012.12.004
Hsu, H., & Lin, C. (2022). Extending the Technology Acceptance Model of College Learners’ Mobile‐Assisted Language Learning by Incorporating Psychological Constructs. British Journal of Educational Technology, 53(2), 286–306. https://doi.org/10.1111/bjet.13165
Jeong, K.-O. (2022). Facilitating Sustainable Self-Directed Learning Experience with the Use of Mobile-Assisted Language Learning. Sustainability, 14(5), 2894. https://doi.org/10.3390/su14052894
Kang, J. (2024). Benefits and Challenges of Mobile-Learning Brought to Student Learning Outcomes in Higher Education: A Systematic Review from 2014-2023. International Journal of Academic Research in Progressive Education and Development, 13(1), 2107-2123. http://dx.doi.org/10.6007/IJARPED/v13-i1/20698
Kembuan, D. R. E., & Batmetan, J. R. (2024). The Challenge in Implementation M-Learning on Post-Pandemic COVID-19 in North Sulawesi. 5th Vocational Education International Conference (VEIC-5 2023), 1258–1269. Atlantis Press. https://doi.org/10.2991/978-2-38476-198-2_179
Lai, Y., Saab, N., & Admiraal, W. (2022). Learning Strategies in Self-Directed Language Learning Using Mobile Technology in Higher Education: A Systematic Scoping Review. Education and Information Technologies, 27, 7749–7780. https://doi.org/10.1007/s10639-022-10945-5
Lee, P. (2014). Are Mobile Devices More Useful Than Conventional Means as Tools for Learning Vocabulary? 2014 IEEE 8th International Symposium on Embedded Multicore/Manycore SoCs, 109–115. https://doi.org/10.1109/MCSoC.2014.24.
Liliarti, N., & Kuswanto, H. (2018). Improving the Competence of Diagrammatic and Argumentative Representation in Physics Through Android-Based Mobile Learning Application. International Journal of Instruction, 11(3), 107–122. https://doi.org/10.12973/iji.2018.1138a
Lin, C-c. (2014). Learning English Reading in a Mobile-Assisted Extensive Reading Program. Computers & Education, 78, 48–59. https://doi.org/10.1016/j.compedu.2014.05.004
Mardiana, N., & Kuswanto, H. (2017). Android-Assisted Physics Mobile Learning to Improve Senior High School Students’ Divergent Thinking Skills and Physics HOTS. AIP Conference Proceedings, 1868(1), 070005. https://doi.org/10.1063/1.4995181
Marini, A., Nafisah, S., Sekaringtyas, T., Safitri, D., Lestari, I., Suntari, Y., … & Iskandar, R. (2022). Mobile Augmented Reality Learning Media with Metaverse to Improve Student Learning Outcomes in Science Class. International Journal of Interactive Mobile Technologies, 16(7), 99–115. https://doi.org/10.3991/ijim.v16i07.25727
Muskhir, M., Luthfi, A., Watrianthos, R., Usmeldi, U., Fortuna, A., & Samala, A. D. (2024). Emerging Research on Virtual Reality Applications in Vocational Education: A Bibliometric Analysis. Journal of Information Technology Education: Innovations in Practice, 23, 005. https://doi.org/10.28945/5284
Mustafa, F., Nguyen, H. T. M., & Gao, X. A. (2024). The Challenges and Solutions of Technology Integration in Rural Schools: A Systematic Literature Review. International Journal of Educational Research, 126, 102380. https://doi.org/10.1016/j.ijer.2024.102380
Ofosu-Asare, Y. (2024). Developing Classroom ICT Teaching Techniques, Principles and Practice for Teachers in Rural Ghana Without Access to Computers or Internet: A Framework Based on Literature Review. The International Journal of Information and Learning Technology, 41(3). https://doi.org/10.1108/IJILT-04-2023-0045
Owidi, S. O., Omieno, K. K., & Lyanda, J. N. (2024). Exploring the Potential of Immersive Technologies to Enhance Online Learning Experiences and Engagement: A Systematic Literature Review. International Journal of Innovative Science and Research Technology, 9(9), 1862-1871. https://doi.org/10.38124/ijisrt/IJISRT24SEP1144
Papadakis, S., Kalogiannakis, M., & Zaranis, N. (2021). Teaching Mathematics with Mobile Devices and the Realistic Mathematical Education (RME) Approach in Kindergarten. Advances in Mobile Learning Educational Research, 1(1), 5–18. https://doi.org/10.25082/AMLER.2021.01.002
Passas, I. (2024). Bibliometric Analysis: The Main Steps. Encyclopedia, 4(2), 1014-1025. https://doi.org/10.3390/encyclopedia4020065
Qashou, A. (2021). Influencing Factors in M-Learning Adoption in Higher Education. Education and Information Technologies, 26(2), 1755–1785. https://doi.org/10.1007/s10639-020-10323-z
Rajendran, T., & Yunus, M. M. (2021). A Systematic Literature Review on the Use of Mobile-Assisted Language Learning (MALL) for Enhancing Speaking Skills Among ESL and EFL Learners. International Journal of Academic Research in Progressive Education and Development, 10(1), 586–609. https://doi.org/10.6007/IJARPED/v10-i1/8939
Rau, P.-L. P., Gao, Q., & Wu, L.-M. (2008). Using Mobile Communication Technology in High School Education: Motivation, Pressure, and Learning Performance. Computers & Education, 50(1), 1–22. https://doi.org/10.1016/j.compedu.2006.03.008
Song, S. J., Tan, K. H., & Awang, M. M. (2021). Generic Digital Equity Model in Education: Mobile-Assisted Personalized Learning (MAPL) Through E-Modules. Sustainability, 13(19), 11115. https://doi.org/10.3390/su131911115
Togaibayeva, A., Ramazanova, D., Yessengulova, M., Yergazina, A., Nurlin, A., & Shokanov, R. (2022). Effect of Mobile Learning on Students’ Satisfaction, Perceived Usefulness, and Academic Performance When Learning a Foreign Language. Frontiers in Education, 7, 946102. https://doi.org/10.3389/feduc.2022.946102
Usmonova, G. A. (2024). Exploring the Conceptual Framework of Mobile Learning Technology. Texas Journal of Philology, Culture and History, 28, 18–20. https://doi.org/10.62480/tjpch.2024.vol28.pp18-20
Wang, C., Chen, X., Yu, T., Liu, Y., & Jing, Y. (2024). Education Reform and Change Driven by Digital Technology: A Bibliometric Study from a Global Perspective. Humanities and Social Sciences Communications, 11(256), 1–17. https://doi.org/10.1057/s41599-024-02717-y
Wang, J., Tigelaar, D. E. H., Zhou, T., & Admiraal, W. (2023). The Effects of Mobile Technology Usage on Cognitive, Affective, and Behavioural Learning Outcomes in Primary and Secondary Education: A Systematic Review with Meta‐Analysis. Journal of Computer Assisted Learning, 39(2), 301–328. https://doi.org/10.1111/jcal.12759
Yan, L., Whitelock‐Wainwright, A., Guan, Q., Wen, G., Gašević, D., & Chen, G. (2021). Students’ Experience of Online Learning During the COVID‐19 Pandemic: A Province‐Wide Survey Study. British Journal of Educational Technology, 52(5), 2038–2057. https://doi.org/10.1111/bjet.13102
Yang, Q.-F., Hwang, G.-J., & Sung, H.-Y. (2020). Trends and Research Issues of Mobile Learning Studies in Physical Education: A Review of Academic Journal Publications. Interactive Learning Environments, 28(4), 419–437. https://doi.org/10.1080/10494820.2018.1533478
Yosiana, Y., Djuandi, D., & Hasanah, A. (2021). Mobile Learning and Its Effectiveness in Mathematics. Journal of Physics: Conference Series, 1806(1), 012081. https://doi.org/10.1088/1742-6596/1806/1/012081
Zafrullah, Z., & Ramadhani, A. M. (2024). The Use of Mobile Learning in Schools as a Learning Media: Bibliometric Analysis. Indonesian Journal of Educational Research and Technology, 4(2), 187–202. https://doi.org/10.17509/ijert.v4i2.65586
Zhang, M., Jiang, Q., Xiong, W., Li, Q., & Zhao, W. (2024). Self-Efficacy Predicting K–12 Students’ Self-Directed Learning with Mobile Technology. Educational Technology & Society, 27(3), 236–252. https://doi.org/10.30191/ETS.202407_27(3).SP03
Zhang, X., & Hu, J. (2024). A Study on the Learning Behaviors and Needs of Design-Maker Communities of Practice in the Era of Mobile Learning. Library Hi Tech, 42(2), 580–606. https://doi.org/10.1108/LHT-12-2021-0486
Author Biographies
Lili Safitri Diati, Universitas Negeri Padang
Fadhilah, Universitas Negeri Padang
Muhammad Giatman, Universitas Negeri Padang
Dedy Irfan, Universitas Negeri Padang
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Copyright (c) 2025 Lili Safitri Diati, Fadhilah, Muhammad Giatman, Dedy Irfan

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