The Utilization of Artificial Intelligence and Knowledge Combination Process in Enhancing Online Learning Effectiveness Through SPADA Indonesia

Authors

  • Asep Herawan State University of Malang
  • Citra Kurniawan State University of Malang
  • Henry Praherdhiono State University of Malang

DOI:

https://doi.org/10.33394/jtp.v11i4.22252

Keywords:

Artificial Intelligence, knowledge combination, online learning, SPADA Indonesia, educational technology

Abstract

The advancement of digital technology has transformed higher education, particularly through the growing implementation of online learning platforms. Artificial Intelligence (AI) offers opportunities to support personalized learning, adaptive feedback, and knowledge integration. However, its contribution to knowledge combination processes and online learning effectiveness within national digital learning platforms remains insufficiently explored. This study aimed to examine the relationships between AI utilization, knowledge combination, and online learning effectiveness in SPADA Indonesia. A quantitative correlational design was employed involving 306 students selected through purposive sampling. Data were collected using a structured questionnaire based on the Technology Acceptance Model (TAM) and the SECI Model, and analyzed using Pearson correlation and multiple regression analysis. The findings indicated a positive and significant relationship between AI utilization and online learning effectiveness (r = 0.200; p < 0.001). The relationship between knowledge combination and learning effectiveness, as well as the simultaneous contribution of both independent variables, requires verification against the statistical output before the final results are reported. This study highlights the importance of aligning AI-supported technologies with knowledge integration processes and appropriate instructional strategies to support more adaptive, interactive, and meaningful online learning environments.

References

Alam, A. (2021). Possibilities and apprehensions in the landscape of artificial intelligence in education. 2021 International Conference on Computational Intelligence and Computing Applications (ICCICA), 1–8. https://ieeexplore.ieee.org/abstract/document/9697272/

Aldwinarta, F. H., Nurdiana, R., & Sulistina, O. (2024). Media Pembelajaran Berbasis AI Chatbot pada Materi Termokimia di SMA Apakah Dibutuhkan? Jurnal Inovasi Pendidikan Kimia, 18(1), 1–6. https://doi.org/10.15294/jipk.v18i1.49044

Anuyahong, B., Rattanapong, C., & Patcha, I. (2023). Analyzing the impact of artificial intelligence in personalized learning and adaptive assessment in higher education. International Journal of Research and Scientific Innovation, 10(4), 88–93.

Barreto, D., Oyarzun, B., & Conklin, S. (2022). Integration of cooperative learning strategies in online settings. E-Learning and Digital Media, 19(6), 574–594. https://doi.org/10.1177/20427530221104187

Bauer, E., Greiff, S., Graesser, A. C., Scheiter, K., & Sailer, M. (2025). Looking Beyond the Hype: Understanding the Effects of AI on Learning. Educational Psychology Review, 37(2), 45. https://doi.org/10.1007/s10648-025-10020-8

Cenka, B. A. N., Santoso, H. B., Junus, K., & textbar textbar. (2022). Analysing student behaviour in a learning management system using a process mining approach. Knowledge Management & E-Learning: An International Journal, 14(1), 62–80.

Chiu, T. K., Xia, Q., Zhou, X., Chai, C. S., & Cheng, M. (2023). Systematic literature review on opportunities, challenges, and future research recommendations of artificial intelligence in education. Computers and Education: Artificial Intelligence, 4, 100118.

Chiu, T., Xia, Q., Zhou, X., Chai, C., & Cheng, M. (2023). Systematic literature review on opportunities, challenges, and future research recommendations of artificial intelligence in education. … : Artificial Intelligence, (Query date: 2024-12-16 11:18:53). https://www.sciencedirect.com/science/article/pii/S2666920X2200073X

Creswell, J. W., & Creswell, J. D. (2017). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches. SAGE Publications.

Dogan, M. E., Goru Dogan, T., & Bozkurt, A. (2023). The Use of Artificial Intelligence (AI) in Online Learning and Distance Education Processes: A Systematic Review of Empirical Studies. Applied Sciences, 13(5), 3056. https://doi.org/10.3390/app13053056

Elwarraki, O., Aammou, S., Jdidou, Y., & Erradi, H. (2023). Embracing the future of personalized learning: The transformative impact of recommendation systems in online education. ICERI2023 Proceedings, 7236–7243. https://library.iated.org/view/ELWARRAKI2023EMB

Fraenkel, J. R., Wallen, N. E., & Hyun, H. H. (2012). How to Design and Evaluate Research in Education. McGraw-Hill Higher Education.

Gherheș, V., Stoian, C. E., Fărcașiu, M. A., & Stanici, M. (2021). E-learning vs. face-to-face learning: Analyzing students’ preferences and behaviors. Sustainability, 13(8), 4381.

Meifanny, E. K. (2016). The Challenge of Implementing Pancasila in the Life of the Millennial Generation. Jurnal Scientia Indonesia, 2(1), Article 1. https://doi.org/10.15294/jsi.v2i1.35945

Monserrat, M., Mas, A., Mesquida, A.-L., & Clarke, P. (2022). Investigating the Use of Artificial Intelligence (AI) in Educational Settings: A Systematic Review. In M. Yilmaz, P. Clarke, R. Messnarz, & B. Wöran (Eds.), Systems, Software and Services Process Improvement (Vol. 1646, pp. 3–17). Springer International Publishing. https://doi.org/10.1007/978-3-031-15559-8_1

Murad, D. F., Dwi Wijanarko, B., Fernando, E., Widjaja Saputra, W. J., Darwis, T., & Lena. (2019). Prediction Learning Achievement Indicators in Distance Learning Students. 2019 IEEE International Conference on Engineering, Technology and Education (TALE), 1–6. https://doi.org/10.1109/TALE48000.2019.9225897

Nonaka, I. (2009). The knowledge-creating company. In The economic impact of knowledge (pp. 175–187). Routledge. https://www.taylorfrancis.com/chapters/edit/10.4324/9780080505022-16/knowledge-creating-company-ikujiro-nonaka

Oktavia, M. V. (2020). Perspektif Kepemimpinan Kepala Sekolah di Era Milenial. Terampil. https://ejournal.radenintan.ac.id/index.php/terampil/article/download/5834/3649

Ordóñez de Pablos, P., Zhang, X., & Almunawar, M. N. (2022). Handbook of Research on Artificial Intelligence and Knowledge Management in Asia’s Digital Economy. In Https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-6684-5849-5. IGI Global Scientific Publishing. https://www.igi-global.com/book/handbook-research-artificial-intelligence-knowledge/www.igi-global.com/book/handbook-research-artificial-intelligence-knowledge/297912

Sugiyono, P. D. (2019). Metode penelitian pendidikan (kuantitatif, kualitatif, kombinasi, R&D dan penelitian pendidikan). Metode Penelitian Pendidikan, 67, 18.

Suharyo, S., Subyantoro, S., & Pristiwati, R. (2024). Kecerdasan Buatan dalam Konteks Kurikulum Merdeka pada Jenjang Pendidikan Dasar dan Menengah: Membangun Keterampilan Menuju Indonesia Emas 2045. HUMANIKA, 30(2), 208–217. https://doi.org/10.14710/humanika.v30i2.60563

Suntharalingam, H. (2024). Enhancing digital learning outcomes through the application of artificial intelligence: A comprehensive review. International Journal of Innovative Science and Research Technology (IJISRT), 9(4), 718–727.

Widiyanto, W. (2023). Perpustakaan Digital dalam Pendidikan Tinggi: Analisis Bibliometrik. Jurnal Sastra Indonesia, 12(3), Article 3. https://doi.org/10.15294/jsi.v12i3.74695

Zheng, L., Fan, Y., Gao, L., Huang, Z., Chen, B., & Long, M. (2025). Using AI-empowered assessments and personalized recommendations to promote online collaborative learning performance. Journal of Research on Technology in Education, 57(4), 727–753. https://doi.org/10.1080/15391523.2024.2304066

Zulfikasari, S., & Windiyantono, W. A. (2021). Keterterapan Media Virtual Reality (VR) dilihat dari Persepsi Mahasiswa dalam pembelajaran di Era Revolusi Industri 4.0. 38(2). https://doi.org/10.15294/jpp.v38i2.31823

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Published

2026-10-30

How to Cite

Herawan, A., Kurniawan, C., & Praherdhiono, H. (2026). The Utilization of Artificial Intelligence and Knowledge Combination Process in Enhancing Online Learning Effectiveness Through SPADA Indonesia. Jurnal Teknologi Pendidikan : Jurnal Penelitian Dan Pengembangan Pembelajaran, 11(4), 580–587. https://doi.org/10.33394/jtp.v11i4.22252

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