Skip to main content

Advertisement

Log in

A bibliometric analysis of the trends and research topics of empirical research on TPACK

  • Published:
Education and Information Technologies Aims and scope Submit manuscript

Abstract

The TPACK (technological pedagogical and content knowledge) framework is an influential theoretical foundation for teaching with technology research. This analysis of 1,608 empirical research studies of TPACK identifies trends and research topics from 2000 to 2020 using structural topic modelling and bibliometrics. The results showed that academic interest in TPACK increased over the study period. The main research topics included the development and evaluation of the TPACK framework, teachers’ development of technological pedagogical content knowledge in teacher training programmes, applications of TPACK in teaching a variety of subjects (math and science, information and communication technologies, foreign languages, programming, leadership, computational thinking, engineering, medical subjects, and geography), digital literacy, online community, and motivation and belief. The results contribute to the understanding of TPACK scholarship and could help researchers and practitioners decide on practices and research directions to follow.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Source: http://tpack.org/

Fig. 2
Fig. 3
Fig. 4
Fig. 5 This figure is not clear. Can you use clearer figures, please? 
Fig. 6 This figure is not clear. Can you use clearer figures, please? 
Fig. 7 This figure is not clear. Can you use clearer figures, please? 

Similar content being viewed by others

References

  • Angeli, C., & Valanides, N. (2005). Preservice elementary teachers as information and communication technology designers: An instructional systems design model based on an expanded view of pedagogical content knowledge: ICT-related PCK: a model for teacher preparation. Journal of Computer Assisted Learning, 21(4), 292–302. https://doi.org/10.1111/j.1365-2729.2005.00135.x

    Article  Google Scholar 

  • Angeli, C., & 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

    Article  Google Scholar 

  • Archambault, L. M., & Barnett, J. H. (2010). Revisiting technological pedagogical content knowledge: Exploring the TPACK framework. Computers & Education, 55(4), 1656–1662. https://doi.org/10.1016/j.compedu.2010.07.009

    Article  Google Scholar 

  • Borko, H., Whitcomb, J., & Liston, D. (2008). Wicked problems and other thoughts on issues of technology and teacher learning. Journal of Teacher Education, 60(1), 3–7. doi:https://doi.org/10.1177/0022487108328488

    Article  Google Scholar 

  • Chai, C. S., Koh, J. H. L., & Tsai, C. C. (2010). Facilitating Preservice Teachers’ Development of Technological, Pedagogical, and Content Knowledge (TPACK). Educational Technology & Society, 13(4), 63–73

    Google Scholar 

  • Chai, C. S., Koh, L., Tsai, J. H., C.-C., Lee, W., & Tan, L. (2011). Modeling primary school preservice teachers’ Technological Pedagogical Content Knowledge (TPACK) for meaningful learning with information and communication technology (ICT). Computers & Education, 57(1), 1184–1193. https://doi.org/10.1016/j.compedu.2011.01.007

    Article  Google Scholar 

  • Chen, X., Zou, D., Xie, H. & Cheng, G. (2021). Twenty years of personalized language learning: topic modeling and knowledge mapping. Journal of Educational Technology & Society, 24(1), 205–222.

  • Chen, X., Yu, G., Cheng, G., & Hao, T. (2019). Research topics, author profiles, and collaboration networks in the top-ranked journal on educational technology over the past 40 years: A bibliometric analysis. Journal of Computers in Education, 6(4), 563–585. https://doi.org/10.1007/s40692-019-00149-1

    Article  Google Scholar 

  • Chen, X., Zou, D., Cheng, G., & Xie, H. (2020). Detecting latent topics and trends in educational technologies over four decades using structural topic modeling: A retrospective of all volumes of Computers & Education. Computers & Education, 151, 103855. https://doi.org/10.1016/j.compedu.2020.103855

    Article  Google Scholar 

  • Chen, X., Zou, D., Xie, H., Cheng, G., & Liu, C. (2022). Two Decades of Artificial Intelligence in Education: Contributors, Collaborations, Research Topics, Challenges, and Future Directions. Educational Technology & Society, 25(1), 28–47

    Google Scholar 

  • Doğru, M., Çelik, M., & Satar, C. (2020). Bibliometric profile of scientific studies on pedagogocal content knowledge. Socialinis Ugdymas, 51(1), 6–23. https://doi.org/10.15823/su.2019.51.1

    Article  Google Scholar 

  • Ersoy, M., Kabakçı Yurdakul, I., & Ceylan, B. (2016). Investigating Preservice Teachers’ TPACK Competencies Through the Lenses of ICT Skills: An Experimental Study. TED EĞİTİM VE BİLİM. https://doi.org/10.15390/EB.2016.6345

  • Fu, Q. K., Zou, D., Xie, H., & Cheng, G. (2022). A review of AWE feedback: types, learning outcomes, and implications. Computer Assisted Language Learning, 1–43. https://doi.org/10.1080/09588221.2022.2033787

  • Falagas, M. E., Kouranos, V. D., Arencibia-Jorge, R., & Karageorgopoulos, D. E. (2008). Comparison of SCImago journal rank indicator with journal impact factor. The FASEB Journal, 22(8), 2623–2628. https://doi.org/10.1096/fj.08-107938

    Article  Google Scholar 

  • González-Pereira, B., Guerrero-Bote, V. P., & Moya-Anegón, F. (2010). A new approach to the metric of journals’ scientific prestige: The SJR indicator. Journal of Informetrics, 4(3), 379–391. https://doi.org/10.1016/j.joi.2010.03.002

    Article  Google Scholar 

  • Graham, C. R. (2011). Theoretical considerations for understanding technological pedagogical content knowledge (TPACK). Computers & Education, 57(3), 1953–1960

    Article  Google Scholar 

  • Guzey, S. S., & Roehrig, G. H. (2009). Teaching Science with Technology: Case Studies of Science Teachers’ Development of Technology, Pedagogy, and Content Knowledge. Contemporary Issues in Technology and Teacher Education, 9(1), 25–45

    Google Scholar 

  • Harris, J. B., & Hofer, M. J. (2011). Technological pedagogical content knowledge (TPACK) in action: A descriptive study of secondary teachers’ curriculum-based, technology-related instructional planning. Journal of Research on Technology in Education, 43(3), 211–229

    Article  Google Scholar 

  • Hsu, L. (2016). Examining EFL teachers’ technological pedagogical content knowledge and the adoption of mobile-assisted language learning: A partial least square approach. Computer Assisted Language Learning, 29(8), 1287–1297. https://doi.org/10.1080/09588221.2016.1278024

    Article  Google Scholar 

  • Huang, X., Zou, D., Cheng, G., Chen, X., & Xie, H. (2021). Trends, research issues and applications of artificial intelligence in language education. Educational Technology & Society, 24(3), 238–255.

    Article  Google Scholar 

  • Jeyaraj, A., & Zadeh, A. H. (2020). Evolution of information systems research: Insights from topic modeling. Information & Management, 57(4), 103207

    Article  Google Scholar 

  • Jimoyiannis, A. (2010). Designing and implementing an integrated technological pedagogical science knowledge framework for science teachers professional development. Computers & Education, 55(3), 1259–1269. https://doi.org/10.1016/j.compedu.2010.05.022

    Article  Google Scholar 

  • Kafyulilo, A., Fisser, P., Pieters, J., & Voogt, J. (2015). ICT Use in Science and Mathematics Teacher Education in Tanzania: Developing Technological Pedagogical Content Knowledge. Australasian Journal of Educational Technology, 31(4), 381–399 https://doi.org/10.14742/ajet.1240

  • Kaleli Yılmaz, G. (2015a). Analysis of Technological Pedagogical Content Knowledge Studies in Turkey: A Meta-Synthesis Study. TED EĞİTİM VE BİLİM, 40(178), 103–122 https://doi.org/10.15390/EB.2015.4087

  • Koehler, M., & Mishra, P. (2009). What is technological pedagogical content knowledge (TPACK)? Contemporary issues in technology and teacher education, 9(1), 60–70

    Google Scholar 

  • Koehler, M. J., Mishra, P., & Yahya, K. (2007). Tracing the development of teacher knowledge in a design seminar: Integrating content, pedagogy and technology. Computers & Education, 49(3), 740–762. https://doi.org/10.1016/j.compedu.2005.11.012

    Article  Google Scholar 

  • Koh, J. H. L., Chai, C. S., & Lim, W. Y. (2017). Teacher Professional Development for TPACK-21CL: Effects on Teacher ICT Integration and Student Outcomes. Journal of Educational Computing Research, 55(2), 172–196. https://doi.org/10.1177/0735633116656848

    Article  Google Scholar 

  • Koh, J. H. L., Chai, C. S., & Tsai, C. C. (2010). Examining the technological pedagogical content knowledge of Singapore preservice teachers with a large-scale survey: Singapore preservice teachers’ TPACK perceptions. Journal of Computer Assisted Learning, 26(6), 563–573. https://doi.org/10.1111/j.1365-2729.2010.00372.x

    Article  Google Scholar 

  • Küsters, A., & Garrido, E. (2020). Mining PIGS. A structural topic model analysis of Southern Europe based on the German newspaper Die Zeit (1946–2009). Journal of Contemporary European Studies, 28(4), 477–493

    Article  Google Scholar 

  • Lee, E., Brown, M. N., Luft, J. A., & Roehrig, G. H. (2007). Assessing beginning secondary science teachersʼ PCK: pilot year results. School Science and Mathematics, 107(2), 52–60. doi:https://doi.org/10.1111/j.1949-8594.2007.tb17768.x

    Article  Google Scholar 

  • Lin, T. C., Tsai, C. C., Chai, C. S., & Lee, M. H. (2013). Identifying Science Teachers’ Perceptions of Technological Pedagogical and Content Knowledge (TPACK). Journal of Science Education and Technology, 22(3), 325–336. https://doi.org/10.1007/s10956-012-9396-6

    Article  Google Scholar 

  • Liu, C., Zou, D., Chen, X., Xie, H., & Chan, W. H. (2021). A bibliometric review on latent topics and trends of the empirical MOOC literature (2008–2019).Asia Pacific Education Review,1–20

  • Lucas, C., Nielsen, R. A., Roberts, M. E., Stewart, B. M., Storer, A., & Tingley, D. (2015). Computer-Assisted Text Analysis for Comparative Politics. Political Analysis, 23(2), 254–277. https://doi.org/10.1093/pan/mpu019

    Article  Google Scholar 

  • Merigó, J. M., Cobo, M. J., Laengle, S., Rivas, D., & Herrera-Viedma, E. (2019). Twenty years of Soft Computing: A bibliometric overview. Soft Computing, 23(5), 1477–1497. https://doi.org/10.1007/s00500-018-3168-z

    Article  Google Scholar 

  • Mimno, D., Wallach, H., Talley, E., Leenders, M., & McCallum, A. (2011). Optimizing Semantic Coherence in Topic Models. Proceedings of the 2011 Conference on Emprical Methods in Natural Language Processing, 262–272

  • 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

    Article  Google Scholar 

  • Mishra, P., Koehler, M. J., & Henriksen, D. (2011). The seven trans-disciplinary habits of mind: Extending the TPACK framework towards 21st century learning.Educational Technology,22–28

  • Miyata, Y., Ishita, E., Yang, F., Yamamoto, M., Iwase, A., & Kurata, K. (2020). Knowledge structure transition in library and information science: topic modeling and visualization. Scientometrics, 125(1), 665–687

    Article  Google Scholar 

  • Niess, M. L. (2005). Preparing teachers to teach science and mathematics with technology: Developing a technology pedagogical content knowledge. Teaching and Teacher Education, 21(5), 509–523. https://doi.org/10.1016/j.tate.2005.03.006

    Article  Google Scholar 

  • Niess, M. L. (2011). Investigating TPACK: Knowledge Growth in Teaching with Technology. Journal of Educational Computing Research, 44(3), 299–317. https://doi.org/10.2190/EC.44.3.c

    Article  MathSciNet  Google Scholar 

  • Pierson, M. E. (2001). Technology Integration Practice as a Function of Pedagogical Expertise. Journal of Research on Computing in Education, 33(4), 413–430. https://doi.org/10.1080/08886504.2001.10782325

    Article  Google Scholar 

  • Roberts, M. E., Stewart, B. M., Tingley, D., Lucas, C., Leder-Luis, J., Gadarian, S. K. … Rand, D. G. (2014). Structural Topic Models for Open-Ended Survey Responses: STRUCTURAL TOPIC MODELS FOR SURVEY RESPONSES. American Journal of Political Science, 58(4), 1064–1082. https://doi.org/10.1111/ajps.12103

    Article  Google Scholar 

  • Rosenberg, J. M., & Koehler, M. J. (2015). Context and technological pedagogical content knowledge (TPACK): A systematic review. Journal of Research on Technology in Education, 47(3), 186–210. https://doi.org/10.1080/15391523.2015.1052663

    Article  Google Scholar 

  • 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 for Preservice Teachers. Journal of Research on Technology in Education, 42(2), 123–149. https://doi.org/10.1080/15391523.2009.10782544

    Article  Google Scholar 

  • Setiawan, H., Phillipson, S., Sudarmin, & Isnaeni, W. (2019). Current trends in TPACK research in science education: A systematic review of literature from 2011 to 2017. Journal of Physics: Conference Series, 1317, 012213. https://doi.org/10.1088/1742-6596/1317/1/012213

  • Su, F., & Zou, D. (2020). Technology-enhanced collaborative language learning: theoretical foundations, technologies, and implications. Computer Assisted Language Learning, 1–35, https://doi.org/10.1080/09588221.2020.1831545

    Article  Google Scholar 

  • Shulman, L. (1987). Knowledge and Teaching:Foundations of the New Reform. Harvard Educational Review, 57(1), 1–23. https://doi.org/10.17763/haer.57.1.j463w79r56455411

    Article  Google Scholar 

  • Shulman, L. S. (1986). Those Who Understand: Knowledge Growth in Teaching. Educational Researcher, 15(2), 4–14. https://doi.org/10.3102/0013189X015002004

    Article  Google Scholar 

  • So, H. J., & Kim, B. (2009). Learning about problem based learning: Student teachers integrating technology, pedagogy and content knowledge. Australasian Journal of Educational Technology, 25(1), 101–116 https://doi.org/10.14742/ajet.1183

  • Soler-Costa, R., Moreno-Guerrero, A. J., López-Belmonte, J., & Marín-Marín, J. A. (2021a). Co-Word Analysis and Academic Performance of the Term TPACK in Web of Science. Sustainability, 13(3), 1481. https://doi.org/10.3390/su13031481

    Article  Google Scholar 

  • Song, Y., Chen, X., Hao, T., Liu, Z., & Lan, Z. (2019). Exploring two decades of research on classroom dialogue by using bibliometric analysis. Computers & Education, 137, 12–31. https://doi.org/10.1016/j.compedu.2019.04.002

    Article  Google Scholar 

  • Voogt, J., Fisser, P., Pareja Roblin, N., Tondeur, J., & van Braak, J. (2013). Technological pedagogical content knowledge - a review of the literature: Technological pedagogical content. Journal of Computer Assisted Learning, 29(2), 109–121. https://doi.org/10.1111/j.1365-2729.2012.00487.x

    Article  Google Scholar 

  • Whetten, D. A. (1989). What constitutes a theoretical contribution? The Academy of Management Review, 14(4), 490–495. doi:https://doi.org/10.2307/258554

    Article  Google Scholar 

  • Willermark, S. (2018). Technological Pedagogical and Content Knowledge: A Review of Empirical Studies Published From 2011 to 2016. Journal of Educational Computing Research, 56(3), 315–343. https://doi.org/10.1177/0735633117713114

    Article  Google Scholar 

  • Wright, T., & Pullen, S. (2007). Examining the literature: A bibliometric study of ESD journal articles in the Education Resources Information Center Database. Journal of Education for Sustainable Development, 1(1), 77–90

    Article  Google Scholar 

  • Wu, Y. T. (2013). Research trends in technological pedagogical content knowledge (TPACK) research: A review of empirical studies published in selected journals from 2002 to 2011: Colloquium. British Journal of Educational Technology, 44(3), E73–E76. https://doi.org/10.1111/j.1467-8535.2012.01349.x

    Article  Google Scholar 

  • Yalçın, H., & Yayla, K. (2016). Scientometric Analysis of the Researches About Technological Pedagogical Content Knowledge and Scholarly Communication. Education & Science/Egitim ve Bilim, 41(188), 291–307

    Google Scholar 

  • Yurdakul, I. K., & Coklar, A. N. (2014). Modeling preservice teachers’ TPACK competencies based on ICT usage. 14

  • Yurdakul, K. I., Odabasi, H. F., Kilicer, K., Coklar, A. N., Birinci, G., & Kurt, A. A. (2012). The development, validity and reliability of TPACK-deep: A technological pedagogical content knowledge scale. Computers & Education, 58(3), 964–977. https://doi.org/10.1016/j.compedu.2011.10.012

    Article  Google Scholar 

  • Zhang, R., & Zou, D. (2020). Types, purposes, and effectiveness of state-of-the-art technologies for second and foreign language learning. Computer Assisted Language Learning, 1–47. https://doi.org/10.1080/09588221.2020.1744666

  • Zou, D., Huang, Y., & Xie, H. (2021). Digital game-based vocabulary learning: where are we and where are we going?. Computer Assisted Language Learning, 34(5-6), 751–777.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Di Zou.

Ethics declarations

Conflict of Interest

None

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zou, D., Huang, X., Kohnke, L. et al. A bibliometric analysis of the trends and research topics of empirical research on TPACK. Educ Inf Technol 27, 10585–10609 (2022). https://doi.org/10.1007/s10639-022-10991-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10639-022-10991-z

Keywords

Navigation