Teacher Educators’ Acceptance and Pedagogical Use of ICT: The Role of Social Influence, System Characteristics, and Individual Differences
DOI:
https://doi.org/10.46328/ijoftes.5721Keywords:
Pedagogical integration of ICT, Teacher education, social influence, system characteristics, individual differencesAbstract
The pedagogical integration of Information and Communications Technology (ICT) in Colleges of Education (COEs) has a cascading effect on educational practice across all levels of education. Despite various polices on ICT integration in teacher education, the pedagogical integration of ICT in CoEs remains inconsistent. This study investigated the effect of social, system and individual factors on the tutors' acceptance and actual use of ICT. The gap between acceptance and the actual use behaviour of tutors was also studied. Using a validated questionnaire, a random sample of 109 tutors was surveyed for the study. The result showed a significant gap between a high level of ICT acceptance (M = 4.49) and low actual use of ICT for instruction (M = 3.99; t = 8.661, p < .001). A multiple linear regression analysis revealed that social influence, system characteristics, and individual differences account for 32.6% of the variance in ICT acceptance. Among these factors, social influence emerged as the most significant predictor (β = .561, p < .001). However, social influence and individual characteristics accounted for 23.8% of the variance in actual use of ICT, but system characteristics had no significant effect. From the findings of the study, the provision of infrastructure and policy alone is not enough to drive ICT integration in CoEs, continuous professional development programmes, collaborative peer support and institutional support are recommended to bridge the gap between acceptance and actual use of ICT in teacher education.
References
Abedi, E. A. (2023). Tensions between technology integration practices of teachers and ICT in education policy expectations: Implications for change in teacher knowledge, beliefs and teaching practices. Journal of Computer Education, 11, 1215-1234. https://doi.org/10.1007/s40692-023-00296-6
Aboagye, E. (2021). Transitioning from face-to-face to online instruction in the COVID-19 era: Challenges of tutors at colleges of education in Ghana. Social Education Research, 2, 9-19. https://doi.org/10.37256/ser.212021545
Agyei, D. D. (2021). Integrating ICT into schools in Sub-Saharan Africa: From teachers' capacity building to classroom implementation. Education and Information Technologies, 26, 125-144. https://doi.org/10.1007/s10639-020-10253-w
Aidoo, B., & Chebure, A. (2024). Integrating ICT to adopt online learning in teacher education in Ghana. Education Sciences, 14(12), 1313. https://doi.org/10.3390/educsci14121313
Akram, H., Abdelrady, A. H., Al-Adwan, A. S., & Ramzan, M. (2022). Teachers' perceptions of technology integration in teaching-learning practices: A systematic review. Frontiers in Psychology, 13, 920317.
Akyeampong, K. (2017). Teacher educators' practice and vision of good teaching in teacher education reform context in Ghana. Educational Research, 46, 194-203. https://doi.org/10.3102/0013189X17711907
Alenezi, M., Al-Rodhan, W., & Abdullah, N. (2024). Exploring the role of attitudes, self-efficacy, and digital competence in influencing teachers' integration of ICT: A partial least squares structural equation modeling study. Heliyon, 10(14), e33456. https://doi.org/10.1016/j.heliyon.2024.e33456
Anamuah-Mensah, J., Mereku, K., & Ampiah, J. G. (2024). Context matters: Exploring teacher and learner contexts in ICT integration in slum public basic schools in Ghana. Cogent Education, 11(1), Article 2342637. https://doi.org/10.1080/2331186X.2024.2342637
Arkorful, V., Barfi, K. A., & Aboagye, I. K. (2021). Integration of information and communication technology in teaching: Initial perspectives of senior high school teachers in Ghana. Education and Information Technologies, 26, 3771-3787. https://doi.org/10.1007/s10639-020-10426-7
Arstorp, A.-T., Olofsson, A. D., & Lindberg, J. O. (2024). Professional digital competence in teacher education – where are we, where are we headed and how to get there? Teachers and Teaching: Theory and Practice, 30(4), 395–399. https://doi.org/10.1080/13540602.2024.2379845
Baidoo-Anu, D., Gyamerah, K., & Munezhi, M. (2023). Digital divide in higher education in Sub-Saharan Africa: Evidence from online learning during the COVID-19 pandemic. SN Social Sciences, 3, 122. https://doi.org/10.1007/s43545-023-00717-4
Benali, M., Bakrim, S., Abdel-Daim, M. M., & Kihal, A. (2024). Examining awareness, social influence, and perceived enjoyment in the TAM framework as determinants of ChatGPT. Personalization as a moderator. Computers and Human Behavior Reports, 15, 100421.
Boadu, B. S. (2024). Gender perspective on the study of information technology in schools in Ghana: The case of Ghana Communication Technology University. African Journal of Inter/Multidisciplinary Studies, 6, 1-11. https://doi.org/10.51415/ajims.v6i1.1291
Buabeng-Andoh, C. (2019). Factors that influence teachers' pedagogical use of ICT in secondary schools: A case of Ghana. Contemporary Educational Technology, 10, 272-288. https://doi.org/10.30935/cet.590099
Cabero-Almenara, J., Guillén-Gámez, F. D., Ruiz-Palmero, J., & Palacios-Rodríguez, A. (2021). Teachers' digital competence to assist students with functional diversity: Identification of factors through logistic regression methods. British Journal of Educational Technology, 52(2), 670-687.
Chen, Y. L., Liu, E. Z. F., & Shih, R. C. (2023). Extending Technology Acceptance Model to higher-education students' use of digital academic reading tools on computers. International Journal of Educational Technology in Higher Education, 20(1), 1-21.
Das, K. (2019). Role of ict for better mathematics teaching. Shanlax International Journal of Education, 7(4), 19-28. https://doi.org/10.34293/education.v7i4.641
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319-340.
Debrah, A., Yeyie, P., Gyimah, E., Halm, G. G., Sarfo, F. O., Mensah, T., & Vlachopoulos, D. (2021). Online instructional experiences in an unchartered field challenges of student-teachers of a Ghanaian College of Education. Journal of Digital Learning in Teacher Education, 37, 99-110. https://doi.org/10.1080/21532974.2021.1892553
Fernandes, G. W. R., Rodrigues, A. M., & Ferreira, C. A. (2020). Professional development and use of digital technologies by science teachers: A review of theoretical frameworks. Research in Science Education, 55, 673-708. https://doi.org/10.1007/s11165-018-9707-x
Fidan, M., Debbağ, M. ., & Çukurbaşı, B. (2020). Technology proficiency self-assessments of teachers becoming professional in the 21st century: A scale adaptation study. Pegem Journal of Education and Instruction, 10(2), 465–492. https://doi.org/10.14527/pegegog.2020.016
Galimova, E. G., Oborsky, A. Y., Khvatova, M. A., Astakhov, D. V., Orlova, E. V., & Andryushchenko, I. S. (2024). Mapping the interconnections: A systematic review and network analysis of factors influencing teachers' technology acceptance. Frontiers in Education, 9, Article 1436724. https://doi.org/10.3389/feduc.2024.1436724
Ghomi, M., Noroozi, O., & Biemans, H. (2024). Mapping interconnections between social and individual factors influencing technology acceptance in teacher education: A network analysis approach. Computers & Education, 205, 104828. https://doi.org/10.1016/j.compedu.2023.104828
Graf-Vlachy, L., Buhtz, K., & König, A. (2018). Social influence in technology adoption: Taking stock and moving forward. Management Review Quarterly, 68(1), 37–76. https://doi.org/10.1007/s11301-017-0133-3
Gyampoh, A. O. (2020). Tutor perception on personal and institutional preparedness for online teaching-learning during the COVID-19 crisis: The case of Ghanaian Colleges of Education. African Educational Research Journal, 8(3), 511–518. https://doi.org/10.30918/AERJ.83.20.088
Gyane, S. O. J. (2021). Online teaching and learning–The voice of teachers in the colleges of education in Ghana. Education and Sustainable Society, 4, 7-10.
Holden, R. J., & Karsh, B. T. (2010). The technology acceptance model: Its past and its future in health care. Journal of Biomedical Informatics, 43(1), 159-172.
Huang, L., Chen, K., & Wu, J. (2023). Extending the Technology Acceptance Model (TAM) to predict university students' intentions to use metaverse-based learning platforms. Education and Information Technologies, 28(12), 15231-15254.
Huerta-Wong, J. E., & Schoech, R. (2023). Changes in early career teachers' technology use for teaching: The roles of teacher self-efficacy, ICT literacy, and experience during COVID-19 school closure. Teaching and Teacher Education, 133, Article 104251. https://doi.org/10.1016/j.tate.2023.104251
Ifenthaler, D., & Yau, J. Y. K. (2021). Technology acceptance of four digital learning technologies (classroom response system, classroom chat, e-lectures, and mobile virtual reality) after three months' usage. International Journal of Educational Technology in Higher Education, 18(1), 1-17.
Jia, R., Chen, Y., & Zhang, L. (2024). How do consumers make behavioural decisions on social commerce platforms? The interaction effect between behaviour visibility and social needs. Information Systems Journal, 34(2), 412-438.
Jimoyiannis, A. (2010). Designing and implementing an integrated technological pedagogical science knowledge framework for science teachers professional development. Computers & Education, 55, 1259-1269. https://doi.org/10.1016/j.compedu.2010.05.022
Kaminskienė, L., Järvelä, S., & Lehtinen, E. (2022). How does technology challenge teacher education? International Journal of Educational Technology in Higher Education, 19(64), 1–19. https://doi.org/10.1186/s41239-022-00375-1
Kebritchi, M., Lipschuetz, A., & Santiago, L. (2017). Issues and challenges for teaching successful online courses in higher education: A literature review. Journal of Educational Technology Systems, 46, 4-29. https://doi.org/10.1177/0047239516661713
Kemp, A. (2024a). Extending the Technology Acceptance Model for education: Toward an educational technology acceptance model (EETAM). Computers & Education, 207, 104851. https://doi.org/10.1016/j.compedu.2023.104851
Kemp, A. (2024b). Testing a novel extended educational technology acceptance model using student attitudes towards virtual classrooms. British Journal of Educational Technology, 55(3), 1234-1251
Koenig-Lewis, N., Marquet, M., Palmer, A., & Zhao, A. L. (2015). Enjoyment and social influence: Predicting mobile payment adoption. The Service Industries Journal, 35(10), 537–554. https://doi.org/10.1080/02642069.2015.1043278
Kothari. (2017). Research methodology methods and techniques by CR Kothari. Published by New Age International (P) Ltd., Publishers, 91.
Kubuga, K. K., Ayoung, D. A., & Bekoe, S. (2021). Ghana's ICT4AD policy: Between policy and reality. Digital Policy, Regulation and Governance, 23, 132-153. https://doi.org/10.1108/DPRG-02-2020-0020
Kulviwat, S., Bruner, G. C., Kumar, A., Nasco, S. A., & Clark, T. (2009). The role of social influence on adoption of high tech innovations: The moderating effect of public/private consumption. Journal of Business Research, 62(7), 706-712.
Lawrence, J. E., & Tar, U. A. (2018). Factors that influence teachers' adoption and integration of ICT in teaching/learning process. Educational Media International, 55, 79-105. https://doi.org/10.1080/09523987.2018.1439712
Ministry of Education. (2015). ICT in education policy. Ministry of Education, Republic of Ghana. https://docs.edtechhub.org/lib/K24G4PWY
Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers College Record, 108(6), 1017-1054.
Moradi, H. (2025). The role of language teachers' perceptions and attitudes in ICT integration in higher education EFL classes in China. Humanities and Social Sciences Communications, 12, 208. https://doi.org/10.1057/s41599-025-04524-5
Msambwa, M. M., & Daniel, K. (2024). A systematic literature review on the ICT integration in teaching and learning: Lessons for an effective integration in Tanzania. European Journal of Education, 59(4), e12696. https://doi.org/10.1111/ejed.12696
Mthembu, N., & Makondo, L. (2024). Technology integration in teacher education: challenges and adaptations in the post-pandemic era. Discover Education, 3, 341. https://doi.org/10.1007/s44217-024-00341-1
Naluwooza, R., Ayeni, F., Langmia, K., & Mbarika, V. (2023). Fostering learning outcomes in a non-reading culture at foundational level of education: the role of information technology and pupil engagement. International Journal of Educational Management, 37(3), 558-574. https://doi.org/10.1108/ijem-03-2022-0111
Ngao, A. I., Sang, G., & Kihwele, J. E. (2022). Understanding teacher educators' perceptions and practices about ICT integration in teacher education program. Education Sciences, 12(8), 549. https://doi.org/10.3390/educsci12080549
Ortega, R., Silva, M., & Thompson, K. (2022). Digital innovation adoption in online community forums: A systematic analysis. Social Network Analysis and Mining, 12(1), 85-102.
Oubibi, M., Fute, A., Kangwa, D., Barakabitze, A. A., & Adarkwah, M. A. (2024). Interactive technologies in online teacher education in Africa: A systematic review 2014–2024. Education Sciences, 14(11), 1188. https://doi.org/10.3390/educsci14111188
Prestridge, S. (2012). The beliefs behind the teacher that influences their ICT practices. Computers & Education, 58(1), 449-458.
Sang, G., Valcke, M., van Braak, J., & Tondeur, J. (2010). Student teachers' thinking processes and ICT integration: Predictors of prospective teaching behaviors with educational technology. Computers & Education, 54(1), 103-112.
Siddiq, F., Hatlevik, O. E., Olsen, R. V., Throndsen, I., & Scherer, R. (2022). Teachers' perceptions of technology integration in teaching-learning practices: A systematic review. Frontiers in Psychology, 13, Article 920317. https://doi.org/10.3389/fpsyg.2022.920317
Smith, A., & Johnson, B. (2024). External barriers to technology integration in social studies education. Computers in the Schools, 41(2), 156-178.
Smith, L., Johnson, P., & Rahman, A. (2024). Beyond usefulness and ease of use: Rethinking the Technology Acceptance Model for complex educational and healthcare contexts. Journal of Educational Technology & Society, 27(1), 45–59.
Teo, A. C., Tan, G. W., Ooi, K. B., & Lin, B. (2012). Can the demographic and subjective norms influence the adoption of mobile banking? International Journal of Mobile Communications, 10(5), 578-597.
Teo, T. (2011). Factors influencing teachers' intention to use technology: Model development and test. Computers & Education, 57(4), 2432-2440.
Tondeur, J., van Braak, J., Ertmer, P. A., & Ottenbreit-Leftwich, A. (2017). Understanding the relationship between teachers' pedagogical beliefs and technology use in education: A systematic review of qualitative evidence. Educational Technology Research and Development, 65(3), 555-575.
Tsai, C. (2017). Technology adoption patterns in modern organizations. Organizational Behavior and Human Decision Processes, 141, 89-103.
Venkatesh, V., & Bala, H. (2008). Technology Acceptance Model 3 and a research agenda on interventions. Decision Sciences, 39(2), 273–315. https://doi.org/10.1111/j.1540-5915.2008.00192.x
Venkatesh, V., & Davis, F. D. (2000). A theoretical extension of the technology acceptance model: Four longitudinal field studies. Management Science, 46(2), 186-204.
Vongkulluksn, V. W., Xie, K., & Bowman, M. A. (2018). The role of value on teachers' internalization of external barriers and externalization of personal beliefs for classroom technology integration. Computers & Education, 118, 70-81.
Wong, K. T. (2017). Evaluating the intention to use ICT collaborative tools in a social constructivist environment. International Journal of Educational Technology in Higher Education, 14(1), 1-14.
Yang, J., Li, Y., Chen, X., Zhang, W., & Liu, S. (2025). The role of language teachers' perceptions and attitudes in ICT integration in higher education EFL classes in China. Humanities and Social Sciences Communications, 12, Article 4524. https://doi.org/10.1057/s41599-025-04524-5
Zaker, A., & Nosratinia, M. (2021). Development and validation of a quantitative research literacy questionnaire. International Journal of Foreign Language Teaching and Research, 9(37), 11–30.
Zhao, Y., Pinto Llorente, A. M., & Sánchez Gómez, M. C. (2022). Impacts of digital technologies on education and factors influencing schools' digital capacity and transformation: A literature review. Computers & Education, 182, Article 104454. https://doi.org/10.1016/j.compedu.2022.104454
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