Learning Analytics to Improve the Quality of Decision-Making in Digital Education
DOI:
https://doi.org/10.62872/nctxnj76Keywords:
Decision-Making Quality, Digital Education, Evidence-Based Decision Making, Learning AnalyticsAbstract
This study aims to analyze the role of Learning Analytics in improving the quality of decision-making in digital education. A quantitative descriptive-analytical design was employed. The respondents consisted of educators and digital learning managers directly involved in the use of learning data and educational decision-making. Data were collected through a questionnaire measuring the level of Learning Analytics utilization and decision-making quality. Descriptive analysis was conducted to identify patterns in the relationship between Learning Analytics utilization and decision-making quality. The results indicate that higher utilization of Learning Analytics is associated with more rational, accurate, and useful educational decisions. These findings highlight the role of Learning Analytics as an essential support tool for data-driven and evidence-based decision-making in digital education
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Asfaw, Z., Alemneh, D., & Jimma, W. (2023). Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review. 2023 International Conference on Information and Communication Technology for Development for Africa (ICT4DA), 198-203. https://doi.org/10.1109/ict4da59526.2023.10302228.
Bahari, M., Arpaci, I., Azmi, N., & Shuib, L. (2023). Predicting the Intention to Use Learning Analytics for Academic Advising in Higher Education. Sustainability. https://doi.org/10.3390/su152115190.
Cho, M., Kim, J., Kim, J., & Park, K. (2024). Integrating Business Analytics in Educational Decision-Making: A Multifaceted Approach to Enhance Learning Outcomes in EFL Contexts. Mathematics. https://doi.org/10.3390/math12050620.
Claassen, A., Mirriahi, N., Kovanović, V., & Dawson, S. (2025). From Data to Design: Integrating Learning Analytics into Educational Design for Effective Decision-Making: From Data to Design. Proceedings of the 15th International Learning Analytics and Knowledge Conference. https://doi.org/10.1145/3706468.3706541.
Daoudi, I. (2022). Learning analytics for enhancing the usability of serious games in formal education: A systematic literature review and research agenda. Education and Information Technologies, 27, 11237 - 11266. https://doi.org/10.1007/s10639-022-11087-4.
Demartini, C., Sciascia, L., Bosso, A., & Manuri, F. (2024). Artificial Intelligence Bringing Improvements to Adaptive Learning in Education: A Case Study. Sustainability. https://doi.org/10.3390/su16031347.
Hobenu, K., Adefuye, A., Naab, F., & Nyoni, C. (2025). Strategies to enhance clinical teaching and learning in undergraduate nursing education: A scoping review. PLOS One, 20. https://doi.org/10.1371/journal.pone.0305789.
Jin, R., Peng, Y., Wang, Z., Wang, J., Tang, J., & Zhang, M. (2025). Data-Driven Educational Decision-Making: How to Enhance Educational Quality and Management Efficiency. Journal of Higher Education Research. https://doi.org/10.32629/jher.v5i6.3385.
Kew, S., & Tasir, Z. (2021). Learning Analytics in Online Learning Environment: A Systematic Review on the Focuses and the Types of Student-Related Analytics Data. Technology, Knowledge and Learning, 27, 405 - 427. https://doi.org/10.1007/s10758-021-09541-2.
Kurilovas, E. (2020). On data-driven decision-making for quality education. Comput. Hum. Behav., 107, 105774. https://doi.org/10.1016/j.chb.2018.11.003.
Nauman, M., Akhtar, N., Alhudhaif, A., & Alothaim, A. (2021). Guaranteeing Correctness of Machine Learning Based Decision Making at Higher Educational Institutions. IEEE Access, 9, 92864-92880. https://doi.org/10.1109/access.2021.3088901.
Ngulube, P., & Ncube, M. (2025). Leveraging Learning Analytics to Improve the User Experience of Learning Management Systems in Higher Education Institutions. Information. https://doi.org/10.3390/info16050419.
Palancı, A., Yılmaz, R., & Turan, Z. (2024). Learning analytics in distance education: A systematic review study. Education and Information Technologies, 29, 22629 - 22650. https://doi.org/10.1007/s10639-024-12737-5.
Romero, C., & Ventura, S. (2020). Educational data mining and learning analytics: An updated survey. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 10. https://doi.org/10.1002/widm.1355.
Rundquist, R., Holmberg, K., Rack, J., Mohseni, Z., & Masiello, I. (2024). Use of Learning Analytics in K-12 Mathematics Education: Systematic Scoping Review of the Impact on Teaching and Learning. J. Learn. Anal., 11, 174-191. https://doi.org/10.18608/jla.2024.8299.
Saeed, S. (2025). Adoption of Data Analysis Technology and Its Impact on Decision-making Efficiency and Research Output in development in the UAE higher education system. International Journal of Automation and Digital Transformation. https://doi.org/10.54878/9fnx8a79.
Sahni, J. (2023). Is Learning Analytics the Future of Online Education?: Assessing Student Engagement and Academic Performance in the Online Learning Environment. Int. J. Emerg. Technol. Learn., 18, 33-49. https://doi.org/10.3991/ijet.v18i02.32167.
Sajja, R., Sermet, Y., Cwiertny, D., & Demir, I. (2023). Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Education. ArXiv, abs/2312.09548. https://doi.org/10.48550/arxiv.2312.09548.
Sajja, R., Sermet, Y., Cwiertny, D., & Demir, I. (2023). Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Education. ArXiv, abs/2312.09548. https://doi.org/10.48550/arxiv.2312.09548.
Sarah Brown et al. "Evaluating the Use of Learning Analytics in Formative Assessment." International Journal of Post Axial: Futuristic Teaching and Learning (2025). https://doi.org/10.59944/postaxial.v3i4.540.
Sulieman, A., & HamadElniel, R. (2025). The Impact of Business Intelligence on E-Learning at Technical University. Qubahan Academic Journal. https://doi.org/10.48161/qaj.v5n3a2051.
Tiwari, A., Korada, L., Sikha, V., Yadavalli, S., Patil, B., & Reddy, R. (2025). Integrating Computer Science with Management Education: A Framework for Enhancing Decision-Making Skills in the Digital Age. Journal of Information Systems Engineering and Management. https://doi.org/10.52783/jisem.v10i21s.3340.
Vrček, N., Ređep, N., Šlibar, B., & Grabar, D. (2025). Smart Decision-Making: The Role of Digital Twins, Retrieval-Augmented Generation-Enhanced AI, and Learning Analytics. Ubiquity Proceedings. https://doi.org/10.5334/uproc.170.
Wong, B. (2021). Learning analytics in higher education: an analysis of case studies. Asian Association of Open Universities Journal, 12, 21-40. https://doi.org/10.1108/aaouj-01-2017-0009.
Wong, B., Li, K., & Liu, M. (2025). The Role of Learning Analytics in Evaluating Course Effectiveness. Sustainability. https://doi.org/10.3390/su17020559.
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Copyright (c) 2026 Ali Mashari, Sulistianah Sulistianah, Oktri Wulandari (Author)
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
