The Acceptance of Technology Model and Learning Management Systems: A Systematic Review

Authors

Nazaruddin Ali Basyah , Irham Fahmi , Ismail Ali , Zulfadhli Rusli , Ruaida Abdul Majid

DOI:

10.29303/jppipa.v11i10.7394

Published:

2025-10-25

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Abstract

Learning Management Systems (LMS) have become integral to digital learning, yet their successful implementation depends largely on user acceptance. This study systematically reviews research applying the Technology Acceptance Model (TAM) to understand factors influencing LMS adoption in higher education. Following PRISMA 2020 guidelines, a comprehensive search was conducted across Scopus, Web of Science, and Google Scholar for peer-reviewed empirical studies published in English between 2010 and 2024. A total of 312 records were retrieved, of which 74 duplicates were removed. After screening 238 titles and abstracts, 198 studies were excluded for not meeting the inclusion criteria. The full texts of 40 articles were assessed, and 10 studies were finally included in the qualitative synthesis. The review revealed that Perceived Usefulness (PU) and Perceived Ease of Use (PEOU) remain the most consistent predictors of LMS adoption. External factors such as digital self-efficacy, system quality, institutional support, and social influence also emerged as critical determinants. External factors such as digital self-efficacy, system quality, institutional support, and social influence also emerged as critical determinants. These findings affirm TAM’s continued relevance in educational technology while emphasizing the need to integrate contextual and organizational factors to strengthen predictive accuracy and promote sustainable LMS adoption.

Keywords:

E-learning, Higher education, Learning management system, Technology Acceptance Model (TAM), User acceptance

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Author Biographies

Nazaruddin Ali Basyah, Universitas Syiah Kuala

Irham Fahmi, Universitas Syiah Kuala

Ismail Ali, Universitas Syiah Kuala

Zulfadhli Rusli, Universitas Syiah Kuala

Ruaida Abdul Majid, Universitas Syiah Kuala

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How to Cite

Basyah, N. A., Fahmi, I., Ali, I., Rusli, Z., & Majid, R. A. (2025). The Acceptance of Technology Model and Learning Management Systems: A Systematic Review. Jurnal Penelitian Pendidikan IPA, 11(10), 23–32. https://doi.org/10.29303/jppipa.v11i10.7394