Abstract
The aim of this research was to examine the scientific production of the technical pedagogical content knowledge model (TPACK) in the context of artificial intelligence (AI). Nineteen articles were selected from the following databases and/or repositories: DIALNET, DIMENSIONS, ERIC, Jstor, OpenAlex, PsycINFO, Redalyc, SCIELO, Scilit, SCOPUS and WoS, from the beginning of the TPACK model in 2006 until July 2024. The inclusion criteria were open access, articles only, full text, social sciences and artificial intelligence contexts. It can be concluded that the scientific production is low, reaching 1.91% of the total number of records analysed, mainly concentrated between the years 2023 and 2024. The countries of the Asian continent show the greatest development, with China accounting for more than a third of the total production. The studies focus mainly on university teachers, specifically on the self-reporting of knowledge, for which instruments related to TPACK and AI are created, adapted, applied and validated. The results show that CK, PK and TK-IA knowledge have little influence on TPACK-IA. Finally, ethical aspects need to be considered when using AI.
References
Akyuz, D. (2023). Exploring contextual factors for pre-service teachers teaching with technology through planning, teaching, and reflecting. International electronic journal of mathematics education, 18(1), 0721. https://doi.org/10.29333/iejme/12624
An, X., Chai, C. S., Li, Y., Zhou, Y., Shen, X., Zheng, C., & Chen, M. (2023). Modeling English teachers’ behavioral intention to use artificial intelligence in middle schools. Education and information technologies, 28(5), 5187-5208.
https://doi.org/10.1007/s10639-022-11286-z
Annamalai, N., Eltahir, M. E., Zyoud, S. H., Soundrarajan, D., Zakarneh, B., & Al Salhi, N. R. (2023). Exploring English language learning via Chatbot: A case study from a self-determination theory perspective. Computers and Education: Artificial intelligence, 5, 100148, https://doi.org/10.1016/j.caeai.2023.100148
Angeli, C., y Valanides, N. (2009). Epistemological and methodological issues for the conceptualization, development, and assessment of ICT-TPCK: Advances in technological pedagogical content knowledge (TPCK). Computers & education, 52(1), 154-168. https://doi.org/10.1016/j.compedu.2008.07.006
Arksey, H., O’Malley, L., 2005. Scoping studies: towards a methodological framework. International journal of social research methodology: Theory and practice. 8 (1) 19–32. https://doi.org/10.1080/1364557032000119616
Brookfield, S. D. (2017). Becoming a critically reflective teacher. John Wiley & Sons.
Byrne-Cohen, D. (2020). Contextual issues of technology integration in teacher practice. [Tesis doctoral]. RMIT University, Melbourne, Australia. https://bit.ly/3Cvg4Ta
Brynjolfsson, E., Li, D., & Raymond, L. R. (2023). Generative AI at work (No. w31161). National Bureau of Economic Research.
Cavalcanti, A. P., Barbosa, A., Carvalho, R., Freitas, F., Tsai, Y., Gašević, D., & Mello, R. F. (2021). Automatic feedback in online learning environments: A systematic literature review. Computers and education artificial intelligence, 2, 100027. https://doi.org/10.1016/j.caeai.2021.100027
Cyril, N., Jamil, N. A., Mustapha, Z., Thoe, N. K., Ling, L. S., & Anggoro, S. (2023). Rasch measurement and strategies of Science Teacher's Technological, Pedagogical, and Content Knowledge in Augmented Reality. Dinamika jurnal ilmiah pendidikan dasar, 15(1), 1-18. https://doi.org/10.30595/dinamika.v15i1.17238
Celik, I. (2023). Towards Intelligent-TPACK: An empirical study on teachers’ professional knowledge to ethically integrate artificial intelligence (AI)-based tools into education. Computers in human behavior, 138, 107468. https://doi.org/10.1016/j.chb.2022.107468
Chen, Y. (2023). Research on the Promotion of EAP Teachers' Information Literacy under TPACK Framework in the Era of Digital Intelligence. English language teaching, 16(11), 1-57. https://doi.org/10.5539/elt.v16n11p57
Chiu, T. K., Falloon, G., Song, Y., Wong, V. W., Zhao, L., & Ismailov, M. (2024). A self-determination theory approach to teacher digital competence development. Computers & education, 214, 105017. https://doi.org/10.1016/j.compedu.2024.105017
Da Silva, J., Sommer, S., y Machado, L. (2021). Integração de tecnologia na educação: Proposta de modelo para capacitação docente inspirada no TPACK. Educação em revista, 37, e232757. https://doi.org/10.1590/0102-4698232757
De Rossi, M., & Trevisan, O. (2018). Technological Pedagogical Content Knowledge in the Literature: How TPCK Is Defined and Implemented in Initial Teacher Education. Italian journal of educational technology, 26(1), 7-23. Https://doi.org/10.17471/2499-4324/988
Dong, Y., Xu, C., Chai, C.S., & Zhai, X. (2020). Exploring the structural relationship among teachers’ technostress, technological pedagogical content knowledge (TPACK), computer self-efficacy and school support. The Asia-Pacific education researcher, 29(2), 147–157. https://doi.org/10.1007/s40299-019-00461-5
Eysenbach, G. (2023). The role of ChatGPT, generative language models, and artificial intelligence in medical education: A conversation with ChatGPT and a call for papers. JMIR medical education, 9(1), https://doi.org/10.2196/46885
Fayed, A.M., Mansur, N.S.B., de Carvalho, K.A., Behrens, P.D., & de Cesar-Netto, C. (2023). Inteligencia artificial y ChatGPT en Ortopedia y medicina deportiva. Revista de ortopedia experimental, 10(74). https://doi.org/10.1186/s40634-023-00642-8
Foulger, T. S., Jin, Y., Mourlam, D. J., & Ebersole, L. (2022). Equitable access to TPACK research: Tensions about using social media to disseminate scholarship. Computers and education open, 3, 100067. https://doi.org/10.1016/j.caeo.2021.100067
Goldman, S., Carreon, A., & Smith, S. (2024). Exploring the Integration of Artificial Intelligence into Special Education Teacher Preparation through the TPACK Framework. Journal of special education preparation, 4(2), 52-64. https://doi.org/10.33043/6zx26bb2
González, J. R. G., & Bravo, G. J. V. (2024). Evaluación de un NOOC orientado a la elaboración de contenidos educativos digitales desde el marco TPACK. Revista interamericana de investigación educación y pedagogía RIIEP, 17(2), 53-82. https://doi.org/10.15332/25005421.9994
Irwanto, I. (2021). Research trends in techno-logical pedagogical content knowledge (TPACK): A Systematic literature review from 2010 to 2021. European journal of educational research, 10(4), 2045-2054. https://doi.org/10.12973/eu-jer.10.4.2045
Hastomo, T., Mandasari, B., & Widiati, U. (2024). Scrutinizing Indonesian pre-service teachers’ technological knowledge in utilizing AI-powered tools. Journal of education and learning (EduLearn), 18(4), 1572-1581. https://doi.org/10.11591/edulearn.v18i4.21644
Hirsch-Kreinsen, H. (2023). Artificial intelligence: A “promising technology”. AI & society. https://doi.org/10.1007/s00146-023-01629-w
Hsu, Y. C. y Ching, Y. H. (2023). Generative Artificial Intelligence in Education, Part One: the Dynamic Frontier: TechTrends, 67, 603-607. https://doi.org/10.1007/s11528-023-00863-9
Kim, J. (2024). Leading teachers' perspective on teacher-AI collaboration in education. Education and information technologies, 29(7), 8693-8724. https://doi.org/10.1007/s10639-023-12109-5
Kim, S. W. (2024a). Development of a TPACK Educational Program to Enhance Pre-service Teachers' Teaching Expertise in Artificial Intelligence Convergence Education. International journal on advanced science, engineering & information technology, 14(1). https://doi.org/10.18517/ijaseit.14.1.19552
Kim, K., & Kwon, K. (2023). Exploring the AI competencies of elementary school teachers in South Korea. Computers and education: Artificial intelligence, 4, 100137. https://doi.org/10.1016/j.caeai.2023.100137
Kim, J., Lee, H., & Cho, Y. H. (2022a). Learning design to support student-AI collaboration: Perspectives of leading teachers for AI in education. Education and information technologies, 27, 6069–6104. https://doi.org/10.1007/s10639-021-10831-6
Kitchenham, B. (2004). Procedures for Performing Systematic Reviews [Joint technical report]. Keele University, Reino Unido. https://rb.gy/vgsvi
Koehler, M., Mishra, P., Kereluik, K., Shin, T., y Graham, C. (2014). The technological pedagogical content knowledge framework. En J. Spector, M. Merrill, J. Elen y M. Bishop (eds.), Handbook of research on educational communications and technology (pp. 101-111). Springer. https://doi.org/10.1007/978-1-4614-3185-5_9
Kohnke, L., Moorhouse, B. L., & Zou, D. (2023). Exploring generative artificial intelligence preparedness among university language instructors. Computers & Education: artificial intelligence, 5, 100156. https://doi.org/10.1016/j.caeai.2023.100156
Kohnke, L., Zou, D., & Moorhouse, B. L. (2024). Technostress and English language teaching in the age of generative AI. Educational technology & society, 27(2), 306-320. https://doi.org/10.30191/ETS.202404_27(2).TP02
Lee H-Y, Chung C-Y y Wei G (2022). Research on technological pedagogical and content knowledge: A bibliometric analysis from 2011 to 2020. Frontier in education. 7:765233. https://doi.org/10.3389/feduc.2022.765233
Li, L., Li, L., Zhong, B., & Yang, Y. (2024). A scientometric analysis of technostress in education from 1991 to 2022. Education and information technologies, 1-29. https://doi.org/10.1007/s10639-024-12781-1
Lo, C. K. (2023). What Is the Impact of ChatGPT on Education? A Rapid Review of the Literature. Education sciences, 13(4), 410.https://doi.org/10.3390/educsci13040410
Luckin, R., George, K., & Cukurova, M. (2022). AI for school teachers. CRC Press.
Majed, A, S., Kariem, N., Alshraah, A. M., Aldosemani, T. I., & AlQarni, K. (2024). A Critical Look at How Lecturers in Linguistics Can Leverage Generative Artificial Intelligence in Enhancing Teaching Proficiency and Students’ Engagement. Journal of language teaching and research, 15(4), 1361-1371. https://doi.org/10.17507/jltr.1504.34
Major, C., & McDonald, E. (2021). Developing instructor TPACK: A research review and narrative synthesis. Journal of higher education policy and leadership studies, 2(2), 51-67. https://dx.doi.org/10.52547/johepal.2.2.51
Memarian, B., & Doleck, T. (2024). Data science pedagogical tools and practices: A systematic literature review. Education and information technologies, 29(7), 8179-8201. https://doi.org/10.1007/s10639-023-12102-y
Mahtari, S., Suyidno, S., Siswanto, J., & Prahani, B. K. (2024). A bibliometric analysis of STEM education in higher education. In AIP Conference Proceedings (Vol. 3116, No. 1). AIP Publishing. https://doi.org/10.1063/5.0210204
Milmo, D. (2023). ChatGPT reaches 100 million users two months after launch. The Guardian, 3.
Mishra, P., y Koehler, M. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers’ college record: The voice of scholarship in education,108(6), 1017-1054. https://rb.gy/jjb0u
Muhazir, A., & Retnawati, H. (2020). The teachers’ obstacles in implementing technology in mathematics learning classes in the digital era. Journal of physics: conference series, 1511(1), 012022. https://doi.org/10.1088/1742-6596/1511/1/012022
Munyengabe, S., Yiyi, Z., Haiyan, H., y Hitimana, S. (2017). Primary teachers’ perceptions on ICT integration for enhancing teaching and learning through the implementation of one laptop per child program in primary schools of Rwanda. Eurasia journal of mathematics, science, and technology education, 13(11), 7193-7204. https://doi.org/10.12973/ejmste/79044
Ning, Y., Zhang, C., Xu, B., Zhou, Y., & Wijaya, T. T. (2024). Teachers’ AI-TPACK: Exploring the relationship between knowledge elements. Sustainability, 16(3), 978. https://doi.org/10.3390/su16030978
Ortiz, C, M., Izquierdo, R, T., Rodríguez, M, J., & Agreda, M, M. (2023). TPACK model as a framework for in-service teacher training. Contemporary educational technology, 15(3), ep439. https://doi.org/10.30935/cedtech/13279
O'Dea, X. C., & O'Dea, M. (2023). Is artificial intelligence really the next big thing in learning and teaching in higher education? A conceptual paper. Journal of university teaching and learning practice, 20(5). http://dx.doi.org/10.53761/1.20.5.05
Ong, Q. K. L., & Annamalai, N. (2024). Technological pedagogical content knowledge for twenty-first century learning skills: The game changer for teachers of industrial revolution 5.0. Education and information technologies, 29(2), 1939-1980. https://doi.org/10.1007/s10639-023-11852-z
Özgür, H. (2020). Relationships between teachers’ technostress, technological pedagogical content knowledge (TPACK), school support and demographic variables: A structural equation modeling. Computers in human behavior, 112(1), 106468. https://doi.org/10.1016/j.chb.2020.106468
Pham, M.T., Rajić, A., Greig, J.D., Sargeant, J.M., Papadopoulos, A., McEwen, S.A., (2014). A scoping review of scoping reviews: advancing the approach and enhancing the consistency. Research synthesis methods 5, 371–385. https://doi.org/10.1002/jrsm.1123
Paidicán, M.A. (2018). El uso de las TIC para enriquecer los aprendizajes a través de la gestión del currículum. Didáctica, innovación y multimedia, 36. https://rb.gy/sn3ie
Paidicán, M. A., y Arredondo, P. A. (2022). The technological-pedagogical knowledge for in-service teachers in primary education: A systematic literature review. Contemporary educational technology, 14(3), ep370. https://doi.org/10.30935/cedtech/11813
Paidicán, M. A., y Arredondo, P. A. (2023a). The Technological Pedagogical Content Knowledge (TPACK) model in primary education: A literature review. Italian journal of educational technology, 31(1): 57-76. https://doi.org/10.17471/2499-4324/1285
Paidicán, M. A., y Arredondo, P. A. (2023b). Conocimiento técnico pedagógico del contenido (TPACK) en Iberoamérica: Una revisión bibliográfica. Revista andina de educación, 6(2), 000629. https://doi.org/10.32719/26312816.2022.6.2.9
Paidicán, M. A., Gros, B. S., y Arredondo, P. A. (2024). Technopedagogical and disciplinary knowledge of primary school teachers in different socio-demographic contexts. Campus virtuales, 13(1), 69-82. http://dx.doi.org/10.54988/cv.2024.1.1296
Paidicán, M. A., & Arredondo, P. A. (2024). Conocimiento técnico pedagógico del contenido (TPACK) en contextos rurales: Una revisión bibliográfica. REXE- Revista de estudios y experiencias en educación, 23(51), 128–152. https://doi.org/10.21703/rexe.v23i51.2183
Peng, B., Galley, M., He, P., Cheng, H., Xie, Y., Hu, Y., Huang, Q., Liden, L., Yu, Z., Chen, W., & Gao, J. (2023). Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback. arXiv (Cornell University). https://doi.org/10.48550/arxiv.2302.12813
Pinski, M., & Benlian, A. (2024). AI literacy for users – A comprehensive review and future research directions of learning methods, components, and effects. Computers in human behavior artificial humans, 100062. https://doi.org/10.1016/j.chbah.2024.100062
Raja, R., & Nagasubramani, P. C. (2018). Impact of modern technology in education. Journal of applied and advanced research, 3(1), 33-35. https://dx.doi.org/10.21839/jaar.2018.v3S1.165
Redmond, P., y Peled, Y. (2019). Exploring TPACK among pre-service teachers in Australia and Israel. British journal of educational technology, 50(4), 2040–2054. http://dx.doi.org/10.1111/bjet.12707
Rodríguez, H, A., & Cubillas, L, M. del C. (2024). Integración del modelo TPACK-ADDIE en el Diseño Instruccional para los Cursos B-Learning en Educación Superior. Ciencia latina revista científica multidisciplinar, 8(4), 10605-10621. https://doi.org/10.37811/cl_rcm.v8i4.13200
Rose, R. (2023). ChatGPT in higher education: Artificial intelligence and its pedagogical value. University of Florida digital Pressbooks.
Russell Group. (2023). Russell Group principles on the use of generative AI tools in education. Russell Group. Https://russellgroup.ac.uk/media/6137/rg_ai_principles-final.pdf
Sakaria, D., Maat, M., y Matore, M. (2023). Factors influencing mathematics teachers’ pedagogical content knowledge: A systematic review. Pegem journal of education and instruction, 13(2), 1-14. https://doi.org/10.47750/pegegog.13.02.01
Sampaio, P. (2016). Desenvolvimento profissional dos professores de Matemática: Uma experiência de formação em TIC. Revista portuguesa de educação, 29(2), 209-232. https://doi.org/10.21814/rpe.2987
Sánchez, M. M. (2024). La inteligencia artificial como recurso docente: usos y posibilidades para el profesorado. Educar, 60(1), 33-47. https://doi.org/10.5565/rev/educar.1810
Saz-Pérez, F., Pizá-Mir, B., & Lizana Carrió, A. (2024). Validación y estructura factorial de un cuestionario TPACK en el contexto de Inteligencia Artificial Generativa (IAG). Hachetetepé. Revista científica de educación y comunicación, (28), 1101. https://doi.org/10.25267/Hachetetepe.2024.i28.1101
Schmidt, D., Baran, E., Thompson A., Mishra, P., Koehler, M., y Shin, T. (2009). Technological pedagogical content knowledge (TPACK): The development and validation of an assessment instrument for preservice teachers. Journal of research on technology in education, 42, 123-150. https://doi.org/10.1080/15391523.2009.10782544
Schmid, M., Brianza, E., & Petko, D. (2021). Self-reported technological pedagogical content knowledge (TPACK) of pre-service teachers in relation to digital technology use in lesson plans. Computers in human behavior, 115, 106586. https://doi.org/10.1016/j.chb.2020.106586
Schmid, M., Brianza, E., Mok, S. Y., & Petko, D. (2024). Running in circles: A systematic review of reviews on technological pedagogical content knowledge (TPACK). Computers & education, 105024. https://doi.org/10.1016/j.compedu.2024.105024
Shulman, L. (1986). Those who understand: knowledge growth in teaching. Educational researcher, 15(2), 4-14. https://doi.org/10.3102/0013189X015002004
Sun, J., Ma, H., Zeng, Y., Han, D., & Jin, Y. (2023). Promoting the AI teaching competency of K-12 computer science teachers: A TPACK-based professional development approach. Education and information technologies, 28(2), 1509-1533. https://doi.org/10.1007/s10639-022-11256-5
Tang, T., Li, P., & Tang, Q. (2022). New strategies and practices of design education under the background of artificial intelligence technology: online animation design studio. Frontiers in psychology, 13, 767295. https://doi.org/10.3389/fpsyg.2022.767295
Terpstra, M. (2015). TPACKtivity: An activity-theory lens for examining TPACK development. En C. Angeli y N. Valanides (eds), Technological pedagogical content knowledge: exploring, developing and assessing TPCK (pp. 63-88). Springer. https://doi.org/10.1007/978-1-4899-8080-9_4
Tlili, A., Shehata, B., Adarkwah, M. A., Bozkurt, A., Hickey, D. T., Huang, R., & Agyemang, B. (2023). What if the devil is my guardian angel: ChatGPT as a case study of using chatbots in education. Smart learning environments, 10(15). https://doi.org/10.1186/s40561-023-00237-x
UNESCO. (2021). Artificial Intelligence and Education. Guidance for Policy-makers. United Nations Educational, Scientific and Cultural Organization. https://doi.org/10.54675/PCSP7350
Van Leendert, A., Doorman, M., Drijvers, P., Pel, J., y Van der Steen, J. (2021). Teachers’ skills and knowledge in mathematics education for braille readers. Technology, knowledge and learning, 27(4), 1171-1192.
https://doi.org/10.1007/s10758-021-09525-2
Wang, Y., Liu, C., & Tu, Y.-F. (2021). Factors Affecting the Adoption of AI-Based Applications in Higher Education: An Analysis of Teachers Perspectives Using Structural Equation Modeling. Educational technology & society, 24(3), 116–129. https://www.jstor.org/stable/27032860
Wang, Y., & Li, B. (2023). A preliminary study on graduate student instructors' exploration, perception, and use of ChatGPT. International journal of computer-assisted Language Learning and Teaching (IJCALLT), 13(1), 1-23.
Wang, F. Y., Miao, Q., Li, X., Wang, X., & Lin, Y. (2023). What does chatGPT say: The DAO from algorithmic intelligence to linguistic intelligence. IEEE/CAA Journal of automatica sinica, 10(3), 575–579. https://doi.org/10.1109/JAS.2023.123486
Wang, K., Ruan, Q., Zhang, X., Fu, C., & Duan, B. (2024). Pre-Service Teachers’ GenAI Anxiety, Technology Self-Efficacy, and TPACK: Their Structural Relations with Behavioral Intention to Design GenAI-Assisted Teaching. Behavioral sciences, 14(5), 373. https://doi.org/10.3390/bs14050373
Xu, L. (2020). The dilemma and countermeasures of AI in educational application. In Proceedings of the 2020 4th international conference on computer science and artificial intelligence, 289-294. https://doi.org/10.1145/3445815.3445863
Yeh, Y. F., Chan, K. K. H., & Hsu, Y. S. (2021). Toward a framework that connects individual TPACK and collective TPACK: A systematic review of TPACK studies investigating teacher collaborative discourse in the learning by design process. Computers & education, 171, 104238. https://doi.org/10.1016/j.compedu.2021.104238
Yilmaz, Y., & Yilmaz, F. G. K. (2023). The effect of generative artificial intelligence (AI)-based tool use on students’ computational thinking skills, programming self-efficacy and motivation. Computers and education: Artificial intelligence, 4, 100147. https://doi.org/10.1016/j.caeai.2023.100147
Yue, M., Jong, M. S. Y., & Ng, D. T. K. (2024). Understanding K–12 teachers’ technological pedagogical content knowledge readiness and attitudes toward artificial intelligence education. Education and information technologies, 1-32. https://doi.org/10.1007/s10639-024-12621-2
Yue, T. C., & Lin, Y. H. (2024). Enhancing English as a Foreign Language (EFL) Learners' Writing with ChatGPT: A University-Level Course Design. Electronic Journal of e-Learning, 22(2), 78-97. https://doi.org/10.34190/ejel.21.5.3329
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