A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps

Over the past three decades, the Technology Acceptance model (TAM) has garnered considerable attention in higher education. COVID-19 boosted the development of TAM as multiple studies were rapidly undertaken during the pandemic. This, however, created a gap in our current understanding of the direct...

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Main Authors: Rosli, Mohd. Shafie, Saleh, Nor Shela, Md. Ali, Azlah, Abu Bakar, Suaibah, Mohd. Tahir, Lokman
Format: Article
Language:English
Published: MDPI 2022
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Online Access:http://eprints.utm.my/104385/1/MohdShafieRosli2022_ASystematicReviewoftheTechnologyAcceptance.pdf
http://eprints.utm.my/104385/
http://dx.doi.org/10.3390/su141811389
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spelling my.utm.1043852024-02-04T09:44:54Z http://eprints.utm.my/104385/ A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps Rosli, Mohd. Shafie Saleh, Nor Shela Md. Ali, Azlah Abu Bakar, Suaibah Mohd. Tahir, Lokman LB2300 Higher Education Over the past three decades, the Technology Acceptance model (TAM) has garnered considerable attention in higher education. COVID-19 boosted the development of TAM as multiple studies were rapidly undertaken during the pandemic. This, however, created a gap in our current understanding of the directions and trends of TAM advancement. The purpose of this study is to obtain insight into the advancement of TAM throughout the pandemic. It would assist researchers in comprehending the advancement and direction of TAM studies in higher education, such as gaining an understanding of the prevalent external variables for TAM, the statistical analysis employed, research methodologies, the technologies studied, and the geographic location of the research conducted. Finally, research gaps and future directions for TAM studies are presented. A systematic review utilizing PRISMA was conducted on 104 sampled publications. It was found that self-efficacy, subjective norms, experience, and enjoyment were the external variables most frequently used in TAM, while internal motivation received minimal attention. The existing studies have focused mainly on student samples, so further investigation is needed into lecturers, higher education personnel, and mixed groups. Further study is also required on qualitative and mixed methods, with the partial least square structural equation model currently dominating statistical analysis. Future technologies such as 5G, AI, cloud computing, augmented reality, virtual reality, and BYOD represent new TAM-related research gaps. The majority of studies have been undertaken in Asian countries, such as China and those in southeast Asia. This new systematic literature review provides insight into the trend of TAM advancement in the sustainability of higher education during the pandemic, the identified research gaps, and recommendations for future research directions. These findings also serve as a reference for future research by enhancing the foundation established by previous reviews and research on TAM, thereby facilitating the model’s ongoing expansion. MDPI 2022-09 Article PeerReviewed application/pdf en http://eprints.utm.my/104385/1/MohdShafieRosli2022_ASystematicReviewoftheTechnologyAcceptance.pdf Rosli, Mohd. Shafie and Saleh, Nor Shela and Md. Ali, Azlah and Abu Bakar, Suaibah and Mohd. Tahir, Lokman (2022) A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps. Sustainability, 14 (18). pp. 1-25. ISSN 2071-1050 http://dx.doi.org/10.3390/su141811389 DOI:10.3390/su141811389
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic LB2300 Higher Education
spellingShingle LB2300 Higher Education
Rosli, Mohd. Shafie
Saleh, Nor Shela
Md. Ali, Azlah
Abu Bakar, Suaibah
Mohd. Tahir, Lokman
A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
description Over the past three decades, the Technology Acceptance model (TAM) has garnered considerable attention in higher education. COVID-19 boosted the development of TAM as multiple studies were rapidly undertaken during the pandemic. This, however, created a gap in our current understanding of the directions and trends of TAM advancement. The purpose of this study is to obtain insight into the advancement of TAM throughout the pandemic. It would assist researchers in comprehending the advancement and direction of TAM studies in higher education, such as gaining an understanding of the prevalent external variables for TAM, the statistical analysis employed, research methodologies, the technologies studied, and the geographic location of the research conducted. Finally, research gaps and future directions for TAM studies are presented. A systematic review utilizing PRISMA was conducted on 104 sampled publications. It was found that self-efficacy, subjective norms, experience, and enjoyment were the external variables most frequently used in TAM, while internal motivation received minimal attention. The existing studies have focused mainly on student samples, so further investigation is needed into lecturers, higher education personnel, and mixed groups. Further study is also required on qualitative and mixed methods, with the partial least square structural equation model currently dominating statistical analysis. Future technologies such as 5G, AI, cloud computing, augmented reality, virtual reality, and BYOD represent new TAM-related research gaps. The majority of studies have been undertaken in Asian countries, such as China and those in southeast Asia. This new systematic literature review provides insight into the trend of TAM advancement in the sustainability of higher education during the pandemic, the identified research gaps, and recommendations for future research directions. These findings also serve as a reference for future research by enhancing the foundation established by previous reviews and research on TAM, thereby facilitating the model’s ongoing expansion.
format Article
author Rosli, Mohd. Shafie
Saleh, Nor Shela
Md. Ali, Azlah
Abu Bakar, Suaibah
Mohd. Tahir, Lokman
author_facet Rosli, Mohd. Shafie
Saleh, Nor Shela
Md. Ali, Azlah
Abu Bakar, Suaibah
Mohd. Tahir, Lokman
author_sort Rosli, Mohd. Shafie
title A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
title_short A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
title_full A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
title_fullStr A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
title_full_unstemmed A systematic review of the technology acceptance model for the sustainability of higher education during the COVID-19 pandemic and identified research gaps
title_sort systematic review of the technology acceptance model for the sustainability of higher education during the covid-19 pandemic and identified research gaps
publisher MDPI
publishDate 2022
url http://eprints.utm.my/104385/1/MohdShafieRosli2022_ASystematicReviewoftheTechnologyAcceptance.pdf
http://eprints.utm.my/104385/
http://dx.doi.org/10.3390/su141811389
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score 13.15806