The Mediating Role of Interactive Multimedia on the Relationship Between Perceived Usefulness and Learning Engagement in Mobile Learning Environments: A TAM Perspective

Authors

  • Ageng Dian Saputra Universitas Lampung, Bandar Lampung, Indonesia
  • Rangga Firdaus Universitas Lampung, Bandar Lampung, Indonesia

Keywords:

Continuance Intention, Interactive Multimedia, Mobile Learning, Multimedia Richness, Technology Acceptance Model

Abstract

Mobile-based distance learning has become a dominant paradigm in higher education; however, the sustainability of student participation remains a critical challenge that has not been fully explained by the conventional Technology Acceptance Model (TAM). This study aims to extend TAM by integrating the mediating role of interactive multimedia in the relationship between perceived usefulness and learning engagement, as well as evaluating the influence of multimedia richness on students’ continuance intention in mobile-based distance learning. This study employed a quantitative approach with a cross-sectional survey design involving 387 students enrolled in distance education programs in Indonesia. The research instrument consisted of a structured questionnaire using a 5-point Likert scale, which was validated through convergent and discriminant validity tests. Data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM) with SmartPLS 4 software. The findings revealed that interactive multimedia significantly mediates the relationship between perceived usefulness and learning engagement, while multimedia richness strengthens perceived usefulness, which in turn enhances students’ continuance intention. The main conclusion confirms that the integration of rich interactive multimedia is a key predictor in sustaining students’ continuous participation in mobile learning platforms. This study contributes to the development of a more comprehensive TAM framework and provides practical guidance for e-learning platform developers in designing more engaging and sustainable learning experiences.

References

Abdulrahaman, M. D., Faruk, N., Oloyede, A. A., Surajudeen-Bakinde, N. T., Olawoyin, L. A., Mejabi, O. V., Imam-Fulani, Y. O., Fahm, A. O., & Azeez, A. L. (2022). Multimedia tools in the teaching and learning processes: A systematic review. Heliyon, 6(11), 1–14. https://doi.org/10.1016/j.heliyon.2020.e05312

Afonso, A., Morgado, L., Noguera, I., Sepúlveda-parrini, P., Hernandez-leo, D., Alkhasawneh, S. N., Jo, M., & Carvalho, I. C. (2025). Flexible Learning by Design : Enhancing Faculty Digital Competence and Engagement Through the FLeD Project. Education Sciences, 15(934), 1–27. https://doi.org/10.3390/educsci15070934

Alanazi, A., Elias, N. F., Mohamed, H., & Sahari, N. (2026). Exploring Mobile Learning Adoption in Higher Education : A UTAUT2-Based Study with Technostress and Exhaustion as Mediators in Student Engagement. Sustainability, 18(1353), 1–31. https://doi.org/10.3390/su18031353

Alshaikh, R., Al-malki, N., & Almasre, M. (2024). The implementation of the cognitive theory of multimedia learning in the design and evaluation of an AI educational video assistant utilizing large language models. Heliyon, 10(3), e25361. https://doi.org/10.1016/j.heliyon.2024.e25361

Alsyouf, A., Lutfi, A., Alsubahi, N., Alhazmi, F. N., & Al-mugheed, K. (2023). The Use of a Technology Acceptance Model (TAM) to Predict Patients ’ Usage of a Personal Health Record System : The Role of Security , Privacy , and Usability. Internatuonal Journal of Environmental Reseach and Public Health, 20(1347), 1–24. https://doi.org/10.3390/ijerph20021347

Amemasor, S. K., Oppong, S. O., Ghansah, B., Benuwa, B.-B., & Agbeko, M. (2025). The influence of digital professional development and professional learning communities in the relationship between school digital preparedness and digital instructional integration. PLoS ONE, 28(06), 1–25. https://doi.org/10.1371/journal.pone.0328883

Ananda, Y. F., Giatman, M., & Effendi, H. (2024). Emerging Trends and Impacts of Mobile Learning in Education : A Bibliometric Analysis. Jurnal Penelitian Pendidikan IPA, 10(11), 806–817. https://doi.org/10.29303/jppipa.v10i11.9112

Attia, M. R., Soufy, S. Y., & Kamaleldin, R. M. (2026). Designing an Intelligent Learning System Based on the Knowledge Tracing Model to Enhance Self-Efficacy , Academic Passion , and Achievement Among Educational Technology Students. Computers, 15(90), 1–23. https://doi.org/10.3390/computers15020090

Babalola, F. E., Fakoyede, S. J., Ojobola, F. B., Ayodeji, M. A., Ekundayo, S. K., & Alabi, D. O. (2026). Evaluating the effectiveness of multimedia integration in enhancing physics instruction in secondary schools. Discover Education, 5(46), 1–25. https://doi.org/10.1007/s44217-025-00871-2

Bahtiar, A., Ali, M., & Irfan, M. (2024). Multi-dimensional challenges in the Indonesian social science information technology-based learning : A systematic literature review. Heliyon, 10(7), e28706. https://doi.org/10.1016/j.heliyon.2024.e28706

Bégin, C., Berthod, J., Zamora, L., & Manon, M. (2022). Use of Mobile Apps and Online Programs of Mindfulness and Self ‑ Compassion Training in Workers : A Scoping Review. Journal of Technology in Behavioral Science, 7(22), 477–515. https://doi.org/10.1007/s41347-022-00267-1

Candido, V., & Cattaneo, A. (2025). Applying cognitive theory of multimedia learning principles to augmented reality and its effects on cognitive load and learning outcomes. Computers in Human Behavior Reports, 18(05), 100678. https://doi.org/10.1016/j.chbr.2025.100678

Çeken, B., & Taşkın, N. (2022). Multimedia learning principles in different learning environments: a systematic review. Smart Learning Environments, 9(1), 2–22. https://doi.org/10.1186/s40561-022-00200-2

Chaudhari, P., & Khirwadkar, A. (2024). Effectiveness of Multimedia Package on Student- teachers ’ Achievement in Information and Communication Technology ( ICT ) in Education Course. International Journal of Instruction, 17(4), 669–680.

Criollo-c, S., Guerrero-arias, A., & Jaramillo-alc, Á. (2021). Mobile Learning Technologies for Education : Benefits and Pending Issues. Applied Sciences (Switzerland), 11(41), 2–17. https://doi.org/10.3390/app11094111

Delianti, V. I., Agustiarmi, W., Yulastri, A., & Delianti, V. I. (2026). Developing Interactive Multimedia for Informatics Learning to Support Quality Education ( SDG 4 ). Jurnal Penelitian Pendidikan IPA, 12(2), 594–600. https://doi.org/10.29303/jppipa.v12i2.13807

Drolia, M., Papadakis, S., Sifaki, E., & Kalogiannakis, M. (2022). Mobile Learning Applications for Refugees: A Systematic Literature Review. Education Sciences, 12(2), 2–16. https://doi.org/10.3390/educsci12020096

Dwivedi, Y. K., Hughes, L., Baabdullah, A. M., Ribeiro-Navarrete, S., Giannakis, M., Al-Debei, M. M., Dennehy, D., Metri, B., Buhalis, D., Cheung, C. M. K., Conboy, K., Doyle, R., Dubey, R., Dutot, V., Felix, R., Goyal, D. P., Gustafsson, A., Hinsch, C., Jebabli, I., … Wamba, S. F. (2022). Metaverse beyond the hype: Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy. International Journal of Information Management, 66(06), 102542. https://doi.org/10.1016/j.ijinfomgt.2022.102542

Ewais, A., Hodrob, R., Maree, M., & Jaradat, S. (2021). Mobile Learning Application for Helping Pupils in Learning Chemistry. International Journal of Interactive Mobile Technologies, 15(1), 105–118. https://doi.org/10.3991/IJIM.V15I01.11897

Firdaus, R., Hernadi, & Pratiwi, W. O. (2024). The Impact of Authoring Tools-Based Interactive Media Implementation on Student Learning Motivation. 2024 Ninth International Conference on Informatics and Computing (ICIC), 1–7. https://doi.org/10.1109/ICIC64337.2024.10957322.

Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). Partial Least (PLS-SEM) Using R Equation Modeling Squares Structural. Springer Nature Switzerland AG, 26(62), 1–29. https://doi.org/10.1007/978-3-030-80519-7_1

Hamdani, S. A., Prima, E. C., Agustin, R. R., Feranie, S., & Sugiana, A. (2022). Development of Android-based Interactive Multimedia to Enhance Critical Thinking Skills in Learning Matters. Journal of Science Learning, 5(1), 103–114. https://doi.org/10.17509/jsl.v5i1.33998

Hattie, L. D., Sahlberg, C. W., & Pedro, P. (2023). Impact of Mobile Learning Apps on Study Habits and Academic Performance of College Students in the United States : A Review of Literature. Journal of Education, 6(3), 13–22. https://doi.org/10.53819/81018102t4182

Hellín, C. J., Calles-esteban, F., Valledor, A., Gómez, J., & Otón-tortosa, S. (2023). Enhancing Student Motivation and Engagement through a Gamified Learning Environment. Susrtainabillity, 15(1411), 2–20.

Hidayat, H., Zainuddin, Z., Anwar, M., Saputra, H. K., & Muji, A. P. (2024). The Impact of the Learning Mobile Application on Student Performance Using the Technology Acceptance Model. International Journal of Information and Education Technology, 14(5), 657–667. https://doi.org/10.18178/ijiet.2024.14.5.2090

Hu, Y., Muhammad, S., & Xu, P. (2026). Smart learning environments and student engagement : A structural equation modeling study of psychological safety , learning motivation , and willingness to communicate. Acta Psychologica, 264(02), 2–9. https://doi.org/10.1016/j.actpsy.2026.106462

Lim, T., Gottipati, S., & Cheong, M. (2023). Technology-enabled Learning in Digital Education: Research Areas and Prediction Trends of Learning Technologies for Authentic Assessments Practices. Research Square, 1(4), 1–42. https://doi.org/10.21203/rs.3.rs-2696352/v1

Mayer, R. E. (2022). Multimedia l e a r n i n g. In MULTIMEDIA LEARNING (Vol. 41, pp. 1–55).

Michael, A., Maor, D., Mcconney, A., & Cavanaugh, C. (2023). Digital transformation in education : Critical components for leaders of system change. Social Sciences & Humanities Open, 8(1), 100479. https://doi.org/10.1016/j.ssaho.2023.100479

Mohammed, S., & Kinyo, L. (2023). Constructivist Theory As a Foundation for the Utilization of Digital Technology in The Lifelong Learning Process. Turkish Online Journal of Distance Education, 21(4), 90–109.

Müller, C., Mildenberger, T., & Steingruber, D. (2023). Learning effectiveness of a flexible learning study programme in a blended learning design: why are some courses more effective than others? International Journal of Educational Technology in Higher Education, 20(1). https://doi.org/10.1186/s41239-022-00379-x

Munna, A. S., & Kalam, M. A. (2021). Impact of Active Learning Strategy on the Student Engagement. GNOSI: An Interdisciplinary Journal of Human Theory and Praxis, 4(2), 96–114. http://gnosijournal.com/index.php/gnosi/article/view/96

Nicmanis, M. (2024). Reflexive Content Analysis: An Approach to Qualitative Data Analysis, Reduction, and Description. International Journal of Qualitative Methods, 23(11), 1–12. https://doi.org/10.1177/16094069241236603

Park, S., Lee, S., & Sung, K. (2025). Toward Sustainable Integration of Digital Technology in Physical Education : A Teacher-Centered TAM – TPACK Framework for Instructional Design. Susrtainabillity, 17(1076), 1–19. https://doi.org/10.3390/su172310476

Pedraja-rejas, L., Muñoz-fritis, C., Rodr, E., & Laroze, D. (2024). Applied sciences Mobile Learning and Its Effect on Learning Outcomes and Critical Thinking : A Systematic Review. Applied Sciences, 14(9105), 1–24. https://doi.org/10.3390/app14199105

Prakash, J., Firdous, D., & Sofal, A. (2026). TAM-TPACK Nexus : A Conceptual and Empirical Examination of Technology Acceptance Model (TAM) and Technological Pedagogical Content Knowledge (TPACK) in Teaching-Learning. International Journal for Multidisciplinary Research (IJFMR), 8(1), 1–13.

Rafiola, R. H., Setyosari, P., Radjah, C. L., & Ramli, M. (2020). The effect of learning motivation, self-efficacy, and blended learning on students’ achievement in the industrial revolution 4.0. International Journal of Emerging Technologies in Learning, 15(8), 71–82. https://doi.org/10.3991/ijet.v15i08.12525

Rogti, M. (2024). The Effect of Mobile-based Interactive Multimedia on Thinking Engagement and Cooperation. International Journal of Instruction, 17(1), 673–696. https://doi.org/10.29333/iji.2024.17135a

Safitri, W., & Susanti, D. (2023). The Development of Teaching Media Based on Interactive Multimedia towards Economic Courses to Enhance Students’ Learning Outcomes at Senior High School. AL-ISHLAH: Jurnal Pendidikan, 15(4), 5337–5352. https://doi.org/10.35445/alishlah.v15i4.3191

Sari, V. N. I., Suwandi, S., & Sumarwati, S. (2022). Multimedia-Based Interactive Learning Media in The Text Material of The Observation Report. ICHSS (International Conference of Humanities and Social Science), 1(1), 224–230. https://doi.org/10.4108/eai.8-12-2021.2322747

Sartono, E. K. E., Yogyakarta, U. N., Sekarwangi, T., Yogyakarta, U. N., Herwin, H., & Yogyakarta, U. N. (2022). Interactive multimedia based on cultural diversity to improve the understanding of civic concepts and learning motivation. World Journal on Educational Technology: Current Issues, 14(2), 356–368. https://doi.org/10.18844/wjet.v14i2.6909

Siswadi, G. A. (2024). Education, Character, and Humanistic Pedagogy (Concept, Theory, and Applications) (Gede Agus, Issue 5). Pt Mafy Media Literasi Indonesia. Https://Www.Researchgate.Net/Publication/380214622_Education_Character_And_Humanistic_Pedagogy_Concept_Theory_And_Applications

Siyam, Y., Siyam, N., Hussain, M., & Alqaryouti, O. (2025). Evaluating technology integration in education : a framework for professional development. Discover Education, 4(53), 2–28. https://doi.org/10.1007/s44217-025-00448-z

Staneviciene, E., & Žekien˙e, G. (2025). The Use of Multimedia in the Teaching and Learning Process of Higher Education : A Systematic Review. Sustainability, 17(8859), 1–26. https://doi.org/10.3390/ su17198859

Suastika, K., Education, M., City, M., Rahayu, N., Pd, S. M., & City, M. (2025). Practicality and Effectiveness of Interactive Learning Media Based on Problem-Based Learning Using WordPress on Rectangle Subjects for Fifth- Grade Elementary School. Fututity Education, 5(3), 124–136. https://doi.org/10.57125/FED.2025.09.25.06

Syafika, Y. Z., & Antonio, G. R. (2024). Impacts of the Technology Acceptance Model ( TAM ) on the Use of the TikTok E-Commerce Application among Indonesian Students. UTSAHA: Journal of Entrepreneurship, 3(4), 48–64. https://doi.org/10.56943/joe.v3i2.591

Utami, K., Akhyar, M., & Sudiyanto, S. (2023). Potential Implementation of Android-Based Interactive Multimedia for Student Learning Activities. AL-ISHLAH: Jurnal Pendidikan, 15(1), 507–518. https://doi.org/10.35445/alishlah.v15i1.2641

Vărzaru, A. A., & Bocean, C. G. (2024). Digital Transformation and Innovation : The Influence of Digital Technologies on Turnover from Innovation Activities and Types of Innovation. Systems, 11(359), 2–21. https://doi.org/10.3390/systems12090359

Yaseen, H., Mohammad, A. S., Ashal, N., Abusaimeh, H., & Ali, A. (2025). The Impact of Adaptive Learning Technologies , Personalized Feedback , and Interactive AI Tools on Student Engagement : The Moderating Role of Digital Literacy. Sustainability, 17(1133), 1–27. https://doi.org/10.3390/ su17031133

Downloads

Published

2026-06-10

How to Cite

The Mediating Role of Interactive Multimedia on the Relationship Between Perceived Usefulness and Learning Engagement in Mobile Learning Environments: A TAM Perspective. (2026). Tekno - Pedagogi : Jurnal Teknologi Pendidikan, 16(3). https://online-journal.unja.ac.id/pedagogi/article/view/59768