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Comunicar Journal 65: Emerging mixed methods in social research: The digital challenge (Vol. 28 - 2020)

The role of supporting technologies in a mixed methods research design


Francesca-M. Dagnino

Yannis Dimitriadis

Francesca Pozzi

Bartolomé Rubia-Avi

Juan-I. Asensio-Pérez


Nowadays, technologies play a key role in educational research processes, especially in the context of complex designs or integrative perspectives (qualitative and quantitative). Affordances provided by new tools and technological devices are constantly impacting the way educational research is carried out. Consequently, this growing importance (and dependence on) technology for educational research calls for a deeper reflection, not only about its clear benefits, but also about its potential drawbacks and limitations. This paper explores this tension in a specific mixed-methods research design aimed at understanding the barriers preventing the adoption of Learning Design (LD) tools/methods, a significant problem in the research field of Technology Enhanced Learning (TEL). Different actors (teachers and researchers) were involved in the research design, which included a systematic literature review, a Delphi study and a case study. Such an articulated design required the adoption of technologies to support the process in all its phases. The paper describes the main methodological implications of the employed technologies in the different methods applied and in the overall research. The conclusions of the paper highlight that while technologies definitely support a higher level of complexity and articulation of the research design, they might also lead to superficial or biased results.


Mixed-methods, e-research, technologies, learning design, educational research, case study, literature review, Delphi study

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Asensio-Pérez, J.I., Dimitriadis, Y., Pozzi, F., Hernández-Leo, D., Prieto, L.P., Persico, D., & Villagrá-Sobrino, S.L. (2017). Towards teaching as design: Exploring the interplay between full-lifecycle learning design tooling and teacher professional development. Computers & Education, 114, 92-116. https://doi.org/10.1016/j.compedu.2017.06.011

Balacheff, N., Ludvigsen, S., de-Jong, T., Lazonder, A., & Barnes, S. (2009). Technology- enhanced learning: Principles and products. Springer. https://doi.org/10.1007/978-1-4020-9827-7

Bennett, S., Agostinho, S., & Lockyer, L. (2017). The process of designing for learning: Understanding university teachers’ design work. Educational Technology Research and Development, 65(1), 125-145. https://doi.org/10.1007/s11423-016-9469-y

Bottino, R.M., Ott, M., & Tavella, M. (2011). Scaffolding pedagogical planning and the design of learning activities: An on-line system. International Journal of Knowledge Society Research, 2(1), 84-97. https://doi.org/10.4018/jksr.2011010107

Cole, Z.D., Donohoe, H.M., & Stellefson, M.L. (2013). Internet-based Delphi research: Case based discussion. Environmental Management, 51(3), 511-523. https://doi.org/10.1007/s00267-012-0005-5

Creswell, J.W. (2014). Research design: Qualitative, quantitative and mixed methods approaches. Sage. https://doi.org/10.5539/elt.v12n5p40

Dagnino, F.M., Dimitriadis, Y.A., Pozzi, F., Asensio?Pérez, J.I., & Rubia?Avi, B. (2018). Exploring teachers’ needs and the existing barriers to the adoption of Learning Design methods and tools: A literature survey. British Journal of Educational Technology, 49(6), 998-1013. https://doi.org/10.1111/bjet.12695

Dalkey, N., & Helmer, O. (1963). An experimental application of the Delphi method to the use of experts. Management Science, 9(3), 458-467. https://doi.org/10.1287/mnsc.9.3.458

Dimitriadis, Y., & Goodyear, P. (2013). Forward-oriented design for learning: Illustrating the approach. Research in Learning Technology Supplement, 21, 1-13. https://doi.org/10.3402/rlt.v21i0.20290

Duca, D., & Metzler, K. (2019). The ecosystem of technologies for social science research (White paper). Sage. https://doi.org/10.4135/wp191101

Duval, E., Sharples, M., & Sutherland, R. (2017). Technology enhanced learning: Research themes. Springer. https://doi.org/10.1007/978-3-319-02600-8

Ertmer, P.A., & Ottenbreit-Leftwich, A. (2013). Removing obstacles to the pedagogical changes required by Jonassen's vision of authentic technology-enabled learning. Computers & Education, 64, 175-182. https://doi.org/10.1016/j.compedu.2012.10.008

Fielding, N.G. (2012). Triangulation and mixed methods designs: Data integration with new research technologies. Journal of Mixed Methods Research, 6(2), 124-136. https://doi.org/10.1177/1558689812437101

Goodyear, P., & Retalis, S. (2010). Technology-enhanced learning: Design patterns and pattern languages. Sense Publishers. https://doi.org/10.1163/9789460910623

Greene, J.C. (2007). Mixed methods in social inquiry. John Wiley & Sons. https://bit.ly/2Whl3Cq

Hai-Jew, S. (2015). Enhancing qualitative and mixed methods research with technology. Hershey, PA: Information Science reference. IGI Global. https://doi.org/10.4018/978-1-4666-6493-7

Hernández-Leo, D., Asensio-Pérez, J.I., Derntl, M., Pozzi, F., Chacón-Pérez, J., Prieto, L.P., & Persico, D. (2018). An integrated environment for learning design. Frontiers in ICT, 5, 9. https://doi.org/10.3389/fict.2018.00009

Hernández-Leo, D., Chacón, J., Prieto, L.P., Asensio-Pérez, J.I., & Derntl, M. (2013) Towards an Integrated Learning Design Environment. In D. Hernández-Leo, T. Ley, R. Klamma, A. Harrer (Eds.), Scaling up Learning for Sustained Impact. EC-TEL 2013. Lecture Notes in Computer Science (pp. 448–453). Springer. https://doi.org/10.1007/978-3-642-40814-4_37

Hesse-Biber, S., & Griffin, A.J. (2013). Internet-mediated technologies and mixed methods research: Problems and prospects. Journal of Mixed Methods Research, 7(1), 43-61. https://doi.org/10.1177/1558689812451791

Katsamani, M., & Retalis, S. (2013). Orchestrating learning activities using the CADMOS learning design tool. Research in Learning Technology, 21, 1-12. https://doi.org/10.3402/rlt.v21i0.18051

Kitchenham, B., & Charters, S. (2007). Guidelines for performing Systematic Literature reviews in Software Engineering. EBSE Technical Report EBSE-2007-01. University of Durham. https://bit.ly/2LdFTMG

Landeta, J., (2006). Current validity of the Delphi method in social sciences. Technological Forecasting and Social Change, 73(5), 467-482. https://doi.org/10.1016/j.techfore.2005.09.002

Laurillard, D. (2012). Teaching as a design science. Building pedagogical patterns for learning and technology. Routledge. https://doi.org/10.4324/9780203125083

Lockyer, L., Bennett, S., Agostinho, S., & Harper, B (2009). Handbook of research on learning design and learning objects: Issues applications and technologies. Hershey. https://doi.org/10.4018/978-1-59904-861-1

Mor, Y., Craft, B., & Hernández-Leo, D. (2013). The art and science of learning design. Research in Learning Technology, 21(22513), pp. 1-8. https://doi.org/10.3402/rlt.v21i0.22513

Neumann, S., Klebl, M., Griffiths, D., Hernández-Leo, D., De-la-Fuente-Valentín, L., Hummel, H., Brouns, F., Derntl, M., & Oberhuemer, P (2010). Report of the results of an IMS learning design expert workshop. International Journal of Emerging Technologies in Learning, 5(1), 58-72. https://doi.org/10.3991/ijet.v5i1.1045p

Orlikowski, W.J., & Baroudi, J.J. (1991). Studying information technology in organizations: Research approaches and assumptions. Information Systems Research, 2(1), 1-28. https://doi.org/10.4135/9781849209687.n4

Persico, D., Pozzi, F., Anastopoulou, S., Conole, G., Craft, B., Dimitriadis, Y., Hernández-Leo, D., Kali, Y., Mor, Y., Pérez-Sanagustín, M., & Walmsley, H. (2013). Learning design Rashomon I – Supporting the design of one lesson through different approaches. Research in Learning Technology, 21. https://doi.org/10.3402/rlt.v21i0.20224

Pozzi, F., Asensio-Perez, J.I., Ceregini, A., Dagnino, F.M., Dimitriadis, Y., & Earp, J. (2020). Supporting and representing Learning Design with digital tools: In between guidance and flexibility. Technology, Pedagogy and Education, 29(1), 109-128. https://doi.org/10.1080/1475939X.2020.1714708

Roztocki, N. (2001). Using internet-based surveys for academic research: Opportunities and problems. Proceedings of the 2001 American Society of Engineering Management (ASEM) National Conference. Huntsville, AL, October 11-13, 2001. (pp. 290-295). https://bit.ly/3chRJ51

Rubia-Avi, B., & Guitert-Catasús, M. (2014). Revolution in education: Computer support for collaborative learning. [¿La revolución de la enseñanza? El aprendizaje colaborativo en entornos virtuales (CSCL)]. Comunicar, 42, 10-14. https://doi.org/10.3916/C42-2014-a2

Stake, R.E. (2005). Multiple case study analysis. Guilford Press. https://bit.ly/3fBGfuv

Sugar, W., Crawley, F., & Fine, B. (2004). Examining teachers’ decisions to adopt new technology. Educational Technology and Society, 7(4), 201-213. https://bit.ly/2LbHBhT