Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Mapping the interconnections

A systematic review and network analysis of factors influencing teachers' technology acceptance

Bibliographic Data

ID22165007
AuthorsElvira G Galimova (0000-0001-7026-5053), Alexey Yu Oborsky, Maria A Khvatova (0000-0002-2156-8805), Dmitry V Astakhov, Ekaterina V Orlova (0000-0001-6535-6727), Irina S Andryushchenko
Year2024
Volume9
Publication date2024-11-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueFrontiers in Education (JOURNAL)
Journal identifiersISSN: 2504-284X • E-ISSN: 2504-284X
PublisherFrontiers Media SA (PUBLISHER • CH)
DOI10.3389/feduc.2024.1436724
LanguageEN
Citations received6
References cited87

This paper uses the Technology Acceptance Model (TAM) framework to examine elements affecting technology acceptance in teacher education. By means of network and cluster analysis, we investigate the distribution, interactions, and importance of components influencing technology adoption among pre-service and in-service teachers. Following the PRISMA method, a thorough search of Scopus and Web of Science databases produced 32 publications for in-depth study. Key interactions among TAM variables were found using network analysis done in RStudio with the igraph tool. Our results underline in teacher education settings the importance of perceived utility, attitudes toward technology, and perceived ease of use. The study revealed certain topic groups including psychological and social elements, knowledge and occupational relevance, and pragmatic uses in learning environments. While pointing up possible study gaps in this field, the network analysis offers insights into important factors and relationships impacting instructors' technology uptake. This study helps to create efficient professional development programs meant to improve instructors' technological integration skills and enable the successful application of instructional technologies in their respective fields. Our results provide insightful direction for teachers and legislators creating focused initiatives to increase technology acceptance in learning environments

  • Modeling the factors influencing technology students’ intentions to use AI-driven virtual simulation apps in technical drafting and design education

    Open Access•Milcah R Mangubat, Jivulter C Mangubat et al.•International Journal of…•2026

  • English language teachers’ acceptance of artificial intelligence predicted by AI literacy and intelligent TPACK within an extended TAM framework

    Ermiyas Tsehay Birhanu, Syed Farhat Jahara•Interactive Learning Environments•2026

  • Harnessing holographic technology in science education

    Open Access•Alper Murat Özdemir, Hüseyin Ateş•Interactive Learning Environments•2026

  • Artificial intelligence in pronunciation teaching

    Open Access•Georgios P Georgiou•Journal of Education for Teaching…•2026

  • Pre‐Service and In‐Service Teachers' Attitudes, Self‐Efficacy and Openness to Educational Robotics

    Open Access•Liliana Mâță, Katerina Tzafilkou•European Journal of Education•2025

  • Beyond Utility

    Open Access•Mátyás Turós, Ilona Pajtókné Tari et al.•Religions•2025

  • How is the use of technology in education evaluated? A systematic review

    Open Access•Jennifer W M Lai, Matt Bower•Computers & Education•2019

  • Technology acceptance model in educational context

    Open Access•Andrina Granić, Nikola Marangunić•British Journal of Educational…•2019

  • A critical assessment of potential measurement biases in the technology acceptance model

    Open Access•Fred D Davis, Vivek Venkatesh et al.•International Journal of…•1996

  • The technology acceptance model (TAM)

    Open Access•Rebeca Scherer, Ronny Scherer et al.•Computers & Education•2019

  • Extending the technology acceptance model with task–technology fit constructs

    Open Access•Mark T Dishaw, Diane M Strong•Information & Management•1999

  • Teacher beliefs and technology integration practices

    Open Access•Peggy A Ertmer, Anne Ottenbreit-Leftwich et al.•Computers & Education•2012

  • The Legacy of the Technology Acceptance Model and a Proposal for a Paradigm Shift.

    Richard P Bagozzi, Richard Bagozzi•Journal of the Association for…•2007

  • Task-Technology Fit and Individual Performance

    Dale L Goodhue, Ronald L Thompson•MIS Quarterly•1995

  • The Technology Acceptance Model

    Younghwa Lee, Kenneth A Kozar et al.•Communications of the Association…•2003

  • Acceptance of artificial intelligence among pre-service teachers

    Open Access•Chengming Zhang, Jessica Schießl et al.•International Journal of…•2023

  • Continuance intention to use Moocs

    Open Access•Bing Wu, Xiao Hui Chen et al.•Computers in Human Behavior•2017

  • Why do people use information technology? A critical review of the technology acceptance model

    Open Access•Paul Legris, John Ingham et al.•Information & Management•2003

  • A meta-analysis of the technology acceptance model

    Open Access•William R King, Jun He•Information & Management•2006

  • Teacher Technology Change

    Peggy A Ertmer, Anne Ottenbreit-Leftwich et al.•Journal of Research on Technology…•2010

  • From Intentions to Actions

    Icek Ajzen•Action Control•1985

  • The theory of planned behavior

    Open Access•Icek Ajzen•Organizational Behavior and Human…•1991

  • User Acceptance of Information Technology

    Viswanath Venkatesh, Venkatesh Venkatesh et al.•MIS Quarterly•2003

  • A Theoretical Extension of the Technology Acceptance Model

    Open Access•Vivek Venkatesh, Viswanath Venkatesh et al.•Management Science•2000

  • Technology Acceptance Model 3 and a Research Agenda on Interventions

    Open Access•Vivek Venkatesh, Viswanath Venkatesh et al.•Decision Sciences•2008

  • Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology

    Fred D Davis•MIS Quarterly•1989

  • User Acceptance of Computer Technology

    Open Access•Fred D Davis, Richard P Bagozzi et al.•Management Science•1989

  • Investigating the factors affecting ICT integration of in-service teachers in Henan Province, China

    Open Access•Ran Peng, Rafiza Abdul Razak et al.•Humanities and Social Sciences…•2023

  • Towards Digitalization in Early Childhood Education

    Open Access•Ahlam Mohammed Al-Abdullatif•Education Sciences•2022

  • Pre-service teachers’ acceptance of mobile-technology-supported learning activities

    Open Access•Hakan İslamoğlu, Işıl Kabakçi Yurdakul et al.•Educational Technology Research…•2021

  • Chat-GPT; validating Technology Acceptance Model (TAM) in education sector via ubiquitous learning mechanism

    Open Access•Naveed Saif, Sajid Ullah Khan et al.•Computers in Human Behavior•2024

  • Can teachers’ digital competence influence technology acceptance in vocational education

    Open Access•Chiara Antonietti, Alberto Cattaneo et al.•Computers in Human Behavior•2022

  • Exploring pre‐service teachers' use of technology

    Open Access•John Ranellucci, Joshua M Rosenberg et al.•Journal of Computer Assisted…•2020

  • The factors influencing teacher education students’ willingness to adopt artificial intelligence technology for information-based teaching

    Shuaiyao Ma, Lei Lei•Asia Pacific Journal of Education•2024

  • The theory of planned behavior

    Open Access•Icek Ajzen•Human Behavior and Emerging…•2020

  • Factors influencing teachers’ intention to use technology

    Open Access•Timothy Teo•Computers & Education•2011

  • Modelling the intention to use technology for teaching mathematics among pre-service teachers in Serbia

    Open Access•Timothy Teo, Verica Milutinovic•Australasian Journal of…•2015

  • Motivation and Continuance Intention towards Online Instruction among Teachers during the Covid-19 Pandemic

    Open Access•Ion Ovidiu Pânişoară, Iuliana Lazăr et al.•International Journal of…•2020

  • Teachers’ technology use for teaching

    Open Access•Iris Backfisch, Rebeca Scherer et al.•Teaching and Teacher Education•2021

  • An empirical investigation of reasons influencing pre-service teachers acceptance and rejection of immersive virtual reality usage

    Open Access•Chuangqi Chen, Chuang-Qi Chen et al.•Teaching and Teacher Education•2023

Unique citing works6
Citations per year6
Citation span2025 - 2026 (2)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 6

Tools

Open DOI
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae