Evaluation of the e-Learning Utilization as a Learning System in Higher Education Institution

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Uswatun Hasanah
Susilahudin Putrawangsa
Syahroni Hidayat
Danang Tejo Kumoro


This study aims to evaluate the use of technology to support teaching and learning activities. E-learning has been applied by lecturers and students to teach subject. The purpose of this evaluation is to measure the success of the use of STMIK Bumigora e-learning by using Technology Acceptance Mode (TAM) approach, which is an approach that can explain user behavior towards the use of technology. Evaluation of the use of e-learning is formulated into a model based on the TAM model, while SEM (Structural Equation Modelling) is used for data analysis. Based on the measurement analysis in this study, it was found several factors that most influenced the effectiveness of the implementation of e-learning, namely the usage tutorial for users, ICT facilities related to the Ease of accessing the internet network. While the structural analysis, it was discovered, factors attitude towards the use and perception of usefulness is strongly correlated to the actual use factors. Mean, the actual use is a real condition of the use of e-learning measured by the frequency and duration of time in the use of the technology which is influenced by the user's belief in accepting the existence of e-learning in STMIK Bumigora and user beliefs related to the benefits when using it. Therefore, attitudes toward the use and perception of usefulness are the main determining factors in measuring the frequency and duration of time of e-learning use.


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How to Cite
U. Hasanah, S. Putrawangsa, S. Hidayat, and D. T. Kumoro, “Evaluation of the e-Learning Utilization as a Learning System in Higher Education Institution”, INFOTEL, vol. 12, no. 4, Sep. 2020.


[1] Siahaan,”Prospek Pembelajaran Melalui Internet, Makalah Seminar Teknologi Kependidikan”, UT Pustekkomdan IPTPI, Jakarta, 2002
[2] Hartley, “Basics of E-Learning”, ASTD E-Learning Certification Departement, USA, 2001.
[3] Rosenberg, E-Learning: Strategies for Delivering Knowledge in the Digital Age, The McGraw Hill Companies, USA, 2001.
[4] Ellis, Ryann K. (2009), Field Guide to Learning Management, ASTD Learning Circuits, archived from the original on 24 August 2014, retrieved 5 July 2012
[5] Davis, B., Carmean, C., & Wagner, E. (2009). "The Evolution of the LMS : From Management to Learning". The ELearning Guild Research. 24.
[6] choonenboom, Judith (February 2014). "Using an adapted, task-level technology acceptance model to explain why instructors in higher education intend to use some learning management system tools more than others". Computers & Education. 71: 247–256. doi:10.1016/j.compedu.2013.09.016. ISSN 0360-1315]
[7] Timbu lPardede," Pemanfaatan E-Learning sebagai Media Pembelajaran Pada Pendidikan Tinggi Jarak Jauh", 2014.
[8] Fallows and Bhanot, "Educational Development Trough Information And Communication Technology", USA,2002.
[9] Rosenberg, Beyond E-Learning New Approaches to Managing and Delivering Organizational Knowledge, USA, 2006.
[10] Purbo, Onno W dan Antonius AH., "Teknologi E-Learning Berbasis PHP dan MySQL: Merencanakan dan Mengimplementasikan Sistem E-Learning", Elex Media Komputindo, Jakarta, 2002.
[11] Kaplan, D. (2008). Structural Equation Modeling: Foundations and Extensions (2nd ed.). SAGE. ISBN 978-1412916240, pp. 79-88
[12] Kaplan, D. (2008). Structural Equation Modeling: Foundations and Extensions (2nd ed.). SAGE. ISBN 978-1412916240, pp. 79-88
[13] Kline, Rex (2011). Principles and Practice of Structural Equation Modeling (Third ed.). Guilford. ISBN 978-1-60623-876-9
[14] Hancock, Greogry R (2003). "Fortune Cookies, Measurement Error, and Experimental Design". Journal of Modern Applied Statistical Methods. 2 (2): 293–305. doi:10.22237/jmasm/1067644980
[15] Kline, Rex (2011). Principles and Practice of Structural Equation Modeling (Third ed.). Guilford. ISBN 978-1-60623-876-9. p. 265-294
[16] Chuttur, M.Y. (2009), Overview of the Technology Acceptance Model: Origins, Developments and Future Directions, Indiana University, USA, Sprouts: Working Papers on Information Systems, archived from the original on 2013-01-12
[17] Benbasat, I.; Barki, H. (2007), "Quo vadis, TAM?" (PDF), Journal of the Association for Information Systems, 8 (4): 211–218, doi:10.17705/1jais.00126
[18] Lunceford, Brett (2009). "Reconsidering Technology Adoption and Resistance: Observations of a Semi-Luddite". Explorations in Media Ecology. 8 (1): 29–47.
[19] Legris, P.; Ingham, J.; Collerette, P. (2003), "Why do people use information technology? A critical review of the technology acceptance model", Information & Management, 40 (3): 191–204, doi:10.1016/s0378-7206(01)00143-4 ]
[20] Uswatun Hasanah dan Susilahudin Putrawangsa, Pemodelan Perubahan Dissolved Oxygen Pada Polutan Dan Sedimentasi Di Pertemuan Dua Sungai Melalui Pendekatan SEM. Semnastikom, STMIK Bumigora ISBN 978-602-17488-1-7. pp.53 – 57, 2016
[21] Salkind, Neil J. (2007). "Intelligence Tests". Encyclopedia of Measurement and Statistics. doi:10.4135/9781412952644.n220. ISBN 978-1-4129-1611-0.
[22] MacCallum, Robert; Austin, James (2000). "Applications of Structural Equation Modeling in Psychological Research" (PDF). Annual Review of Psychology. 51: 201–226. doi:10.1146/annurev.psych.51.1.201. PMID 10751970. Retrieved 25 January 2015, p. 209
[23] Wahono" Pengantar E-learning dan Pengembangannya", 2008.
[24] Muhammad Sharif Abbasi; Ali Tarhini; Tariq Elyas; Farwa Shah (2015-10-09). "Impact of individualism and collectivism over the individual's technology acceptance behaviour: A multi-group analysis between Pakistan and Turkey". Journal of Enterprise Information Management. 28 (6): 747–768. doi:10.1108/JEIM-12-2014-0124. ISSN 1741-0398
[25] Davis, F.D., Bagozzi, R.P., Warshaw, P.R.: User Acceptance of Computer Technology: A Comparison of Two Theoretical Models. Management Science 35:8, pp. 982-1003,1989.
[26] Lavasani, et al., “Effects Of Training On Internet Self-Efficacy And Computer User Attitudes”, Procedia,Social and Behavioral Sciences vol.29, hal.627–632, 2011.
[27] Hassan M. Selim, Critical success factors for e-learning acceptance: ConWrmatory factor models. Computers & Education 49, pp. 396–413, 2005
[28] Davis, F. D., Bagozzi, R. P., & Warshaw, P. R., Extrinsic and intrinsic motivation to use computers in the workplace1. Journal of Applied Social Psychology, 22(14), pp. 1111–1132, 1992.
[29] Monica T. Whitty & Deborah McLaughlin, Online recreation : The relationship between loneliness internet self-efficacy and the use of the internet for entertainment purpose, Computers in Human Behavior, 21 pp.1-10, 2005.
[30] Fred D Davis, User acceptance of information technology: system characteristics, user perceptions and behavioral impacts. Int J. Man-Machine Studies 38, pp. 475-487, 1993.
[31] Fred D. Davis & V Iswanath V Enkatesh, A critical assessment of potential measurement biases in the technology acceptance model : three experiments. Int . J . Human – Computer Studies Volume 45 Issue 1, pp: 19 – 45, 1996.
[32] Wong Su Luan & Timothy Teo, Student Teacher Acceptance of Computer Technology Pengaplikasian model TAM. In Teo. T.(Ed.) Technology Acceptance in Education Rotterdam: Sense Publications, pp. 43 – 62, 2011
[33] Uswatun Hasanah, Adam Bachtiar, danIsmarmiaty.”AnalisisSimulasi Goodness Of Fit (GOF) PadaUji Model Penerimaan E-Learning”. Seminar Nasional Aplikasi Teknologi Informasi ISSN: 1907-5022 pp: E-25, Yogyakarta, 2017.