Drivers of teachers' pedagogical competence in the digital era
A meta-analysis of educational technology integration, organizational support, and self-efficacy
DOI:
https://doi.org/10.32674/3yzs2g64Keywords:
Pedagogical competence, Educational technology integration, TPACK, Organizational support, Self-efficacyAbstract
This meta-analysis examines the drivers of teachers' pedagogical competence in the digital era, focusing on educational technology integration, organizational support, and self-efficacy. Following PRISMA 2020 guidelines, we analyzed 105 peer-reviewed studies (2016–2026) from Scopus and Web of Science. Results revealed significant positive effects: technology integration interventions showed large effects on TPACK development (d = 0.839); IT self-efficacy strongly correlated with TPACK (r = 0.607); and the Technology Acceptance Model explained 39.2% of variance in adoption intentions. Pre-service teachers exhibited stronger self-efficacy–TPACK correlations (r = 0.666) than in-service teachers (r = 0.538). Methodological gaps included limited longitudinal designs and geographic concentration. Findings suggest effective pedagogical competence development requires integrated approaches combining technology literacy, institutional support, and self-efficacy enhancement within context-sensitive frameworks.
References
Abbitt, J. T. (2011). An investigation of the relationship between self-efficacy beliefs about technology integration and technological pedagogical content knowledge (TPACK). Journal of Digital Learning in Teacher Education, 27(4), 134–143. https://doi.org/10.1080/21532974.2011.10784670 DOI: https://doi.org/10.1080/21532974.2011.10784670
Afari, E., Aldridge, J. M., & Fraser, B. J. (2023). Pre-service teachers' computer self-efficacy and TPACK: A structural equation modeling approach. Education and Information Technologies, 28, 5321–5346. https://doi.org/10.1007/s10639-023-11679-8 DOI: https://doi.org/10.1007/s10639-023-11679-8
Aydin, M. K., Yildirim, K., & Kus, Z. (2024). Teachers' digital competences: A scale construction and validation study. Frontiers in Psychology, 15, 1356573. https://doi.org/10.3389/fpsyg.2024.1356573 DOI: https://doi.org/10.3389/fpsyg.2024.1356573
Bakar, N. S., Maat, S. M., & Rosli, R. (2020). Mathematics teacher's self-efficacy of technology integration and technological pedagogical content knowledge. Journal on Mathematics Education, 11(2), 259–276. https://doi.org/10.22342/jme.11.2.10818.259-276 DOI: https://doi.org/10.22342/jme.11.2.10818.259-276
Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295X.84.2.191 DOI: https://doi.org/10.1037/0033-295X.84.2.191
Baroudi, S., & Shaya, N. (2022). Exploring predictors of teachers' self-efficacy for online teaching in the Arab world during COVID-19. Education and Information Technologies, 27, 8093–8110. https://doi.org/10.1007/s10639-022-10946-4 DOI: https://doi.org/10.1007/s10639-022-10946-4
Basilotta-Gómez-Pablos, V., Matarranz, M., Casado-Aranda, L. A., & Otto, A. (2022). Teachers' digital competencies in higher education: A systematic literature review. International Journal of Educational Technology in Higher Education, 19, Article 8. https://doi.org/10.1186/s41239-021-00312-8 DOI: https://doi.org/10.1186/s41239-021-00312-8
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa DOI: https://doi.org/10.1191/1478088706qp063oa
Chen, Z., Lin, C., & Liu, J. (2024). TPACK and GenAI integration among vocational teachers in China. Teaching and Teacher Education, 148, 104681. https://doi.org/10.1016/j.tate.2024.104681
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
Compeau, D. R., & Higgins, C. A. (1995). Computer self-efficacy: Development of a measure and initial test. MIS Quarterly, 19(2), 189–211. https://doi.org/10.2307/249688 DOI: https://doi.org/10.2307/249688
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008 DOI: https://doi.org/10.2307/249008
Dolighan, T., & Owen, M. (2021). Teacher efficacy for online teaching during the COVID-19 pandemic. Brock Education Journal, 30(1), 95–116. https://doi.org/10.26522/brocked.v30i1.851 DOI: https://doi.org/10.26522/brocked.v30i1.851
Durak, H. Y. (2021). Modeling of variables related to teachers' technology integration self-efficacy. Interactive Learning Environments, 29(7), 1136–1162. https://doi.org/10.1080/10494820.2019.1619591 DOI: https://doi.org/10.1080/10494820.2019.1619591
Gaikhorst, L., Beishuizen, J. J., Zijlstra, B. J. H., & Volman, M. L. L. (2017). The sustainability of a teacher professional development programme for beginning urban teachers. Cambridge Journal of Education, 47(1), 135–154. https://doi.org/10.1080/0305764X.2015.1125449 DOI: https://doi.org/10.1080/0305764X.2015.1125449
Gao, S., Li, B., & Zheng, X. (2024). Development and validation of a digital teaching competence scale for primary and secondary school teachers. Education and Information Technologies, 29, 10763–10789. https://doi.org/10.1007/s10639-023-12228-z DOI: https://doi.org/10.1007/s10639-023-12228-z
Gomez, F. C., Trespalacios, J., Hsu, Y.-C., & Yang, D. (2021). Exploring teachers' technology integration self-efficacy through the 2017 ISTE Standards. TechTrends, 65, 159–171. https://doi.org/10.1007/s11528-021-00639-z DOI: https://doi.org/10.1007/s11528-021-00639-z
Granić, A. (2022). Educational technology adoption: A systematic review. Education and Information Technologies, 27, 9725–9744. https://doi.org/10.1007/s10639-022-10951-7 DOI: https://doi.org/10.1007/s10639-022-10951-7
Habibi, A., Razak, R. A., Yusop, F. D., & Mukminin, A. (2023). Validating TPACK-UotI among Indonesian elementary school teachers. Humanities and Social Sciences Communications, 10, Article 189. https://doi.org/10.1038/s41599-023-01533-0
Hamilton, E. R., Rosenberg, J. M., & Akcaoglu, M. (2016). The substitution augmentation modification redefinition (SAMR) model: A critical review and suggestions for its use. TechTrends, 60, 433–441. https://doi.org/10.1007/s11528-016-0091-y DOI: https://doi.org/10.1007/s11528-016-0091-y
Hatlevik, I. K. R., Scherer, R., & Siddiq, F. (2016). The relation between teachers' emphasis on digital information skills and computer self-efficacy: Moderating roles of age and gender. Large-scale Assessments in Education, 4, Article 9. https://doi.org/10.1186/s40536-016-0032-4 DOI: https://doi.org/10.1186/s40536-016-0032-4
Hong, Q. N., Pluye, P., Fàbregues, S., Bartlett, G., Boardman, F., Cargo, M., Dagenais, P., Gagnon, M.-P., Griffiths, F., Nicolau, B., O'Cathain, A., Rousseau, M.-C., & Vedel, I. (2018). Mixed Methods Appraisal Tool (MMAT), version 2018. Canadian Intellectual Property Office.
Jang, S. J., & Tsai, M. F. (2012). Exploring the TPACK of Taiwanese elementary mathematics and science teachers with respect to use of interactive whiteboards. Computers & Education, 59(2), 327–338. https://doi.org/10.1016/j.compedu.2012.02.003 DOI: https://doi.org/10.1016/j.compedu.2012.02.003
Joo, Y. J., Park, S., & Lim, E. (2018). Factors influencing preservice teachers' intention to use technology: TPACK, teacher self-efficacy, and technology acceptance model. Educational Technology & Society, 21(3), 48–59.
Koehler, M. J., Mishra, P., & Cain, W. (2013). What is technological pedagogical content knowledge (TPACK)? Journal of Education, 193(3), 13–19. https://doi.org/10.1177/002205741319300303 DOI: https://doi.org/10.1177/002205741319300303
Kong, Y., Yang, Y., & Yeung, S. S. (2024). A proposed TPACK model of teaching STEM with AI components. In CSEDU 2024 Proceedings (pp. 163–170). https://doi.org/10.5220/0012511900003693 DOI: https://doi.org/10.5220/0012511900003693
Lipsey, M. W., & Wilson, D. B. (2001). Practical meta-analysis. Sage.
Luo, T., Hibbard, L., Franklin, T., & Moore, D. R. (2023). The effect of professional development on in-service STEM teachers' self-efficacy: A meta-analysis of experimental studies. International Journal of STEM Education, 10, Article 22. https://doi.org/10.1186/s40594-023-00422-x DOI: https://doi.org/10.1186/s40594-023-00422-x
Lynch, K., Hill, H. C., Gonzalez, K. E., & Pollard, C. (2019). Strengthening the research base that informs STEM instructional improvement efforts: A meta-analysis. Educational Evaluation and Policy Analysis, 41(3), 260–293. https://doi.org/10.3102/0162373719849044 DOI: https://doi.org/10.3102/0162373719849044
Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers College Record, 108(6), 1017–1054. https://doi.org/10.1111/j.1467-9620.2006.00684.x DOI: https://doi.org/10.1177/016146810610800610
Ng, D. T. K., Luo, W., Chan, H. M. Y., & Chu, S. K. W. (2025). TPACK mediating AI competency and teaching performance. Computers & Education: Artificial Intelligence, 8, 100262. https://doi.org/10.1016/j.caeai.2025.100262
Ning, Y., Zhou, Y., Wijaya, T. T., & Chen, J. (2022). Teacher education interventions on teacher TPACK: A meta-analysis study. Sustainability, 14(18), 11791. https://doi.org/10.3390/su141811791 DOI: https://doi.org/10.3390/su141811791
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71 DOI: https://doi.org/10.1136/bmj.n71
Porsch, R., Bromme, R., & Goldammer, V. (2023). Pre-service teachers' TPACK profiles: A multi-group comparison. British Journal of Educational Technology, 54(2), 456–474. https://doi.org/10.1111/bjet.13266 DOI: https://doi.org/10.1111/bjet.13266
Redecker, C. (2017). European framework for the digital competence of educators: DigCompEdu. Publications Office of the European Union. https://doi.org/10.2760/159770
Reisoğlu, I., & Çebi, A. (2020). How can the digital competences of pre-service teachers be developed? Examining a case study through DigComp and DigCompEdu. Computers & Education, 156, 103940. https://doi.org/10.1016/j.compedu.2020.103940 DOI: https://doi.org/10.1016/j.compedu.2020.103940
Scherer, R., Siddiq, F., & Tondeur, J. (2019). The technology acceptance model (TAM): A meta-analytic structural equation modeling approach to explaining teachers' adoption of digital technology in education. Computers & Education, 128, 13–35. https://doi.org/10.1016/j.compedu.2018.09.009 DOI: https://doi.org/10.1016/j.compedu.2018.09.009
Scherer, R., & Teo, T. (2019). Unpacking teachers' intentions to integrate technology: A meta-analysis. Educational Research Review, 27, 90–109. https://doi.org/10.1016/j.edurev.2019.01.002 DOI: https://doi.org/10.1016/j.edurev.2019.03.001
Schmid, M., Brianza, E., & Petko, D. (2020). Developing a short assessment instrument for TPACK.xs. Computers & Education, 157, 103967. https://doi.org/10.1016/j.compedu.2020.103967 DOI: https://doi.org/10.1016/j.compedu.2020.103967
Schmid, M., Brianza, E., & Petko, D. (2024). Running in circles: A systematic review of reviews on technological pedagogical content knowledge (TPACK). Computers & Education, 214, 105024. https://doi.org/10.1016/j.compedu.2024.105024 DOI: https://doi.org/10.1016/j.compedu.2024.105024
Schmidt, D. A., Baran, E., Thompson, A. D., Mishra, P., Koehler, M. J., & Shin, T. S. (2009). Technological pedagogical content knowledge (TPACK): The development and validation of an assessment instrument. Journal of Research on Technology in Education, 42(2), 123–149. https://doi.org/10.1080/15391523.2009.10782544 DOI: https://doi.org/10.1080/15391523.2009.10782544
Schmitz, M. L., Antonietti, C., Cattaneo, A., Gonon, P., & Petko, D. (2023). Transformational leadership for technology integration in schools: Empowering teachers to use technology in a more demanding way. Computers & Education, 204, 104880. https://doi.org/10.1016/j.compedu.2023.104880 DOI: https://doi.org/10.1016/j.compedu.2023.104880
Schmitz, M. L., Antonietti, C., Cattaneo, A., Gonon, P., & Petko, D. (2025). Transformational leadership and teacher collaboration for technology integration. Computers & Education, 104995. https://doi.org/10.1016/j.compedu.2025.100995
Semiz, K., & Ince, M. L. (2012). Pre-service physical education teachers' technological pedagogical content knowledge, technology integration self-efficacy and instructional technology outcome expectations. Australasian Journal of Educational Technology, 28(7), 1248–1265. https://doi.org/10.14742/ajet.800 DOI: https://doi.org/10.14742/ajet.800
Shea, B. J., Reeves, B. C., Wells, G., Thuku, M., Hamel, C., Moran, J., Moher, D., Tugwell, P., Welch, V., Kristjansson, E., & Henry, D. A. (2017). AMSTAR 2: A critical appraisal tool for systematic reviews. BMJ, 358, j4008. https://doi.org/10.1136/bmj.j4008 DOI: https://doi.org/10.1136/bmj.j4008
Sims, S., Fletcher-Wood, H., O'Mara-Eves, A., Cottingham, S., Stansfield, C., Van Herwegen, J., & Anders, J. (2022). Effective teacher professional development: New theory and a meta-analytic test (EdWorkingPaper 22-507). Annenberg Institute. https://doi.org/10.26300/h6s2-xq51
Srisawasdi, N. (2022). Evaluating the effectiveness of TPACK-based training program in enhancing pre-service teachers' perceptions. Frontiers in Education, 7, 897447. https://doi.org/10.3389/feduc.2022.897447 DOI: https://doi.org/10.3389/feduc.2022.897447
Thomas, B. H., Ciliska, D., Dobbins, M., & Micucci, S. (2004). A process for systematically reviewing the literature. Worldviews on Evidence-Based Nursing, 1(3), 176–184. https://doi.org/10.1111/j.1524-475X.2004.04006.x DOI: https://doi.org/10.1111/j.1524-475X.2004.04006.x
Toker, T., Kutlu, M. O., & Sarikaya, B. (2024). Teachers' digital competency level according to various variables: A study based on DigCompEdu framework. Education and Information Technologies, 29, 12015–12045. https://doi.org/10.1007/s10639-024-12711-1 DOI: https://doi.org/10.1007/s10639-024-12711-1
Tondeur, J., Aesaert, K., Prestridge, S., & Consuegra, E. (2017). A multilevel analysis of what matters in the training of pre-service teachers' ICT competencies. British Journal of Educational Technology, 48(2), 462–472. https://doi.org/10.1111/bjet.12394
Tondeur, J., van Braak, J., Sang, G., Voogt, J., Fisser, P., & Ottenbreit-Leftwich, A. (2012). Preparing pre-service teachers to integrate technology in education: A synthesis of qualitative evidence. Computers & Education, 59(1), 134–144. https://doi.org/10.1016/j.compedu.2011.10.009 DOI: https://doi.org/10.1016/j.compedu.2011.10.009
Tranfield, D., Denyer, D., & Smart, P. (2003). Towards a methodology for developing evidence-informed management knowledge. British Journal of Management, 14(3), 207–222. https://doi.org/10.1111/1467-8551.00375 DOI: https://doi.org/10.1111/1467-8551.00375
Tschannen-Moran, M., & Hoy, A. W. (2001). Teacher efficacy: Capturing an elusive construct. Teaching and Teacher Education, 17(7), 783–805. https://doi.org/10.1016/S0742-051X(01)00036-1 DOI: https://doi.org/10.1016/S0742-051X(01)00036-1
Türkoğlu, M. E., Cansoy, R., & Parlar, H. (2023). The role of leadership in developing a climate of technology integration in public schools. Teaching and Teacher Education, 133, 104284. https://doi.org/10.1016/j.tate.2023.104284
UNESCO. (2018). UNESCO ICT Competency Framework for Teachers Version 3. UNESCO.
Vermeulen, M., Kreijns, K., van Acker, F., & van Buuren, H. (2017). The role of transformative leadership, ICT-infrastructure, and learning climate in teachers' use of digital learning materials. British Journal of Educational Technology, 48(6), 1427–1440. https://doi.org/10.1111/bjet.12478 DOI: https://doi.org/10.1111/bjet.12478
Wang, L., Ertmer, P. A., & Newby, T. J. (2004). Increasing preservice teachers' self-efficacy beliefs for technology integration. Journal of Research on Technology in Education, 36(3), 231–250. https://doi.org/10.1080/15391523.2004.10782414 DOI: https://doi.org/10.1080/15391523.2004.10782414
Wang, L., & Zhao, W. (2021). Pre-service teachers' TPACK development: The role of self-efficacy and institutional support. Education and Information Technologies, 26(4), 4233–4252. https://doi.org/10.1007/s10639-021-10476-5 DOI: https://doi.org/10.1007/s10639-021-10476-5
Wang, X., & Zhang, Y. (2024). A study of the impact of digital divide on ICT competences of rural and urban secondary school teachers in China. Heliyon, 10(8), e29587. https://doi.org/10.1016/j.heliyon.2024.e29587 DOI: https://doi.org/10.1016/j.heliyon.2024.e29186
Zeng, L., Wang, Y., & Li, D. (2022). The relationship between teachers' information technology integration self-efficacy and TPACK: A meta-analysis. Frontiers in Psychology, 13, 1091017. https://doi.org/10.3389/fpsyg.2022.1091017 DOI: https://doi.org/10.3389/fpsyg.2022.1091017
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