ror.org/04q78tk20
Résumés
Abstract
MOOCs (massive open online courses) have attracted considerable attention from researchers. Fueled by constant change and developments in educational technology, the trends of MOOCs have varied greatly over the years. To detect and visualize the developments and changes in MOOC research, 4,652 articles published between 2009 and 2021 were retrieved from Web of Science and Scopus with the aid of CiteSpace. This study sought to explore the number of publications, co-citation network, cluster analysis, timeline analysis, burstness analysis, and dual-map overlays based on co-citation relationships. The first finding was that the number of publications on MOOCs had increased consistently, and grew especially quickly between 2013 and 2015. Second, the main topic of the top 10 co-cited studies revolved around the problem of learner continuance. Third, blended programs, task-technology fit, and comparative analysis have emerged as popular subjects. Fourth, the development of MOOC research has followed distinct phases, with 2009 to 2012 the starting phase, 2013 to 2015 the high growth phase, 2016 to 2018 the plateau phase, and 2019 to 2021 another peak phase. Lastly, both cluster analysis and dual-map overlays provided empirical evidence of cross-disciplinary research. Our findings provided an in-depth and dynamic understanding of the development and evolution of MOOC research and also proposed novel ideas for future studies.
Keywords:
- MOOC research,
- CiteSpace,
- co-citation analysis,
- visualization
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Bibliography
- Ajzen, I. (1985). From intentions to actions: A theory of planned behavior. In J. Kuhl & J. Beckmann (Eds.), Action control (pp. 11-39). Springer. https://doi.org/10.1007/978-3-642-69746-3_2Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Alraimi, K. M., Zo, H., & Ciganek, A. P. (2015). Understanding the MOOCs continuance: The role of openness and reputation. Computers & Education, 80, 28-38. https://doi.org/10.1016/j.compedu.2014.08.00610.1016/j.compedu.2014.08.006 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Barak, M., Watted, A., & Haick, H. (2016). Motivation to learn in massive open online courses: Examining aspects of language and social engagement. Computers & Education, 94, 49-60. https://doi.org/10.1016/j.compedu.2015.11.01010.1016/j.compedu.2015.11.010 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Bhattacharya, S., Singh, A., & Hossain, M. M. (2020). Health system strengthening through massive open online courses (MOOCs) during the COVID-19 pandemic: An analysis from the available evidence. Journal of Education and Health Promotion, 9. https://doi.org/10.4103/jehp.jehp_377_2010.4103/jehp.jehp_377_20 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Brahimi, T., & Sarirete, A. (2015). Learning outside the classroom through MOOCs. Computers in Human Behavior, 51, 604-609. https://doi.org/10.1016/j.chb.2015.03.01310.1016/j.chb.2015.03.013 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Breslow, L., Pritchard, D. E., DeBoer, J., Stump, G. S., Ho, A. D., & Seaton, D. T. (2013). Studying learning in the worldwide classroom: Research into edX’s first MOOC. Research & Practice in Assessment, 8, 13-25. https://eric.ed.gov/?id=ej1062850Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Bulfin, S., Pangrazio, L., & Selwyn, N. (2014). Making ‘MOOCs’: The construction of a new digital higher education within news media discourse. International Review of Research in Open and Distributed Learning, 15(5), 290-305. https://doi.org/10.19173/irrodl.v15i5.185610.19173/irrodl.v15i5.1856 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Callon, M., Courtial, J.-P., Turner, W. A., & Bauin, S. (1983). From translations to problematic networks: An introduction to co-word analysis. Social Science Information, 22(2), 191-235. https://doi.org/10.1177/05390188302200200310.1177/053901883022002003 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Che, S., Kamphuis, P., Zhang, S., Zhao, X., & Kim, J. H. (2022). A visualization analysis of crisis and risk communication research using Citespace. International Journal of Environmental Research and Public Health, 19(5), 2923. https://doi.org/10.3390/ijerph1905292310.3390/ijerph19052923 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Chen, C. (2017). Science mapping: A systematic review of the literature. Journal of Data and Information Science, 2(2). https://doi.org/10.1515/jdis-2017-0006Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Chen, C., Hu, Z., Liu, S., & Tseng, H. (2012). Emerging trends in regenerative medicine: A scientometric analysis in CiteSpace. Expert Opinion on Biological Therapy, 12(5), 593-608. https://doi.org/10.1517/14712598.2012.67450710.1517/14712598.2012.674507 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Chen, C., & Leydesdorff, L. (2014). Patterns of connections and movements in dual‐map overlays: A new method of publication portfolio analysis. Journal of the Association for Information Science and Technology, 65(2), 334-351. https://doi.org/10.1002/asi.2296810.1002/asi.22968 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Chen, X., & Liu, Y. (2020). Visualization analysis of high-speed railway research based on CiteSpace. Transport Policy, 85, 1-17. https://doi.org/10.1016/j.tranpol.2019.10.004Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Chongfu, Z., Kun, Q., Yawei, W., Yin, H., & Heng, Z. (2009). On experiment and analysis of MOOCS-based optical labels for optical packets switching. 2009 2nd IEEE International Conference on Broadband Network & Multimedia Technology. https://doi.org/10.1109/icbnmt.2009.534851610.1109/icbnmt.2009.5348516 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Daniel, J. (2012). Making sense of MOOCs: Musings in a maze of myth, paradox and possibility. Journal of Interactive Media in Education, 2012(3). http://doi.org/10.5334/2012-1810.5334/2012-18 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Gmür, M. (2003). Co-citation analysis and the search for invisible colleges: A methodological evaluation. Scientometrics, 57(1), 27-57. https://doi.org/10.1023/a:1023619503005Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Guàrdia, L., Maina, M., & Sangrà, A. (2013). MOOC design principles: A pedagogical approach from the learner’s perspective. eLearning Papers(33). https://r-libre.teluq.ca/596/Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Hew, K. F., & Cheung, W. S. (2014). Students’ and instructors’ use of massive open online courses (MOOCs): Motivations and challenges. Educational Research Review, 12, 45-58. https://doi.org/10.1016/j.edurev.2014.05.00110.1016/j.edurev.2014.05.001 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Hone, K. S., & El Said, G. R. (2016). Exploring the factors affecting MOOC retention: A survey study. Computers & Education, 98, 157-168. https://doi.org/10.1016/j.compedu.2016.03.01610.1016/j.compedu.2016.03.016 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Hou, J., Yang, X., & Chen, C. (2018). Emerging trends and new developments in information science: A document co-citation analysis (2009-2016). Scientometrics, 115(2), 869-892. https://doi.org/10.1007/s11192-018-2695-910.1007/s11192-018-2695-9 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Hoy, M. B. (2014). MOOCs 101: An introduction to massive open online courses. Medical Reference Services Quarterly, 33(1), 85-91. https://doi.org/10.1080/02763869.2014.86649010.1080/02763869.2014.866490 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Jordens, J. Z., & Zepke, N. (2009). A network approach to curriculum quality assessment. Quality in Higher Education, 15(3), 279-289. https://doi.org/10.1080/1353832090339912510.1080/13538320903399125 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kaplan, A. M., & Haenlein, M. (2016). Higher education and the digital revolution: About MOOCs, SPOCs, social media, and the Cookie Monster. Business Horizons, 59(4), 441-450. https://doi.org/10.1016/j.bushor.2016.03.00810.1016/j.bushor.2016.03.008 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kizilcec, R. F., Pérez-Sanagustín, M., & Maldonado, J. J. (2017). Self-regulated learning strategies predict learner behavior and goal attainment in Massive Open Online Courses. Computers & Education, 104, 18-33. https://doi.org/10.1016/j.compedu.2016.10.00110.1016/j.compedu.2016.10.001 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kizilcec, R. F., Piech, C., & Schneider, E. (2013). Deconstructing disengagement: analyzing learner subpopulations in massive open online courses. Proceedings of the Third International Conference on Learning Analytics and Knowledge. https://doi.org/10.1145/2460296.246033010.1145/2460296.2460330 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kolowich, S. (2013). The professors who make the MOOCs. The Chronicle of Higher Education, 18, 1-12. https://urlzs.com/ZQDPMGoogle Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kop, R. (2011). The challenges to connectivist learning on open online networks: Learning experiences during a massive open online course. International Review of Research in Open and Distributed Learning, 12(3), 19-38. https://doi.org/10.19173/irrodl.v12i3.88210.19173/irrodl.v12i3.882 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Kovanović, V., Gašević, D., Joksimović, S., Hatala, M., & Adesope, O. (2015). Analytics of communities of inquiry: Effects of learning technology use on cognitive presence in asynchronous online discussions. The Internet and Higher Education, 27, 74-89. https://doi.org/10.1016/j.iheduc.2015.06.00210.1016/j.iheduc.2015.06.002 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Lee, Y., Kozar, K. A., & Larsen, K. R. (2003). The technology acceptance model: Past, present, and future. Communications of the Association for Information Systems, 12(1), 50. https://doi.org/10.17705/1cais.01250Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Littlejohn, A., Hood, N., Milligan, C., & Mustain, P. (2016). Learning in MOOCs: Motivations and self-regulated learning in MOOCs. The Internet and Higher Education, 29, 40-48. https://doi.org/10.1016/j.iheduc.2015.12.00310.1016/j.iheduc.2015.12.003 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Liyanagunawardena, T. R., Adams, A. A., & Williams, S. A. (2013). MOOCs: A systematic study of the published literature 2008-2012. International Review of Research in Open and Distributed Learning, 14(3), 202-227. https://doi.org/10.19173/irrodl.v14i3.145510.19173/irrodl.v14i3.1455 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Margaryan, A., Bianco, M., & Littlejohn, A. (2015). Instructional quality of massive open online courses (MOOCs). Computers & Education, 80, 77-83. https://doi.org/10.1016/j.compedu.2014.08.00510.1016/j.compedu.2014.08.005 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- McAuley, A., Stewart, B., Siemens, G., & Cormier, D. (2010). The MOOC model for digital practice. https://urlzs.com/KMFcRGoogle Scholar Rechercher cette référence bibliographique sur Google Scholar
- Meho, L. I., & Yang, K. (2006). A new era in citation and bibliometric analyses: Web of Science, Scopus, and Google Scholar. arXiv preprint cs/0612132. https://doi.org/10.1002/meet.14504301185Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Mongeon, P., & Paul-Hus, A. (2016). The journal coverage of Web of Science and Scopus: A comparative analysis. Scientometrics, 106(1), 213-228. https://doi.org/10.1007/s11192-015-1765-510.1007/s11192-015-1765-5 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Pappano, L. (2012). The year of the MOOC. The New York Times, 2(12), 2012. https://www.lernspielwiese.com/cms/lib07/MN01909547/Centricity/Domain/272/The%20Year%20of%20the%20MOOC%20NY%20Times.pdfGoogle Scholar Rechercher cette référence bibliographique sur Google Scholar
- Rowan, Y., & Hartnett, M. (2019). How have MOOCs been portrayed in the New Zealand public media? Journal of Open, Flexible and Distance Learning, 23(2), 25-41. https://doi.org/10.1080/01587919.2019.1656153Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68. https://doi.org/10.1037/0003-066X.55.1.6810.1037/0003-066x.55.1.68 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Schuwer, R., Gil-Jaurena, I., Aydin, C. H., Costello, E., Dalsgaard, C., Brown, M., Jansen, D., & Teixeira, A. (2015). Opportunities and threats of the MOOC movement for higher education: The European perspective. International Review of Research in Open and Distributed Learning, 16(6), 20-38. https://doi.org/10.19173/irrodl.v16i6.215310.19173/irrodl.v16i6.2153 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Shi, Y., & Liu, X. (2019). Research on the literature of green building based on the Web of Science: A scientometric analysis in CiteSpace (2002-2018). Sustainability, 11(13), 3716. https://doi.org/10.3390/su1113371610.3390/su11133716 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Sunar, A. S., White, S., Abdullah, N. A., & Davis, H. C. (2016). How learners’ interactions sustain engagement: A MOOC case study. IEEE Transactions on Learning Technologies, 10(4), 475-487. https://doi.org/10.1109/tlt.2016.263326810.1109/tlt.2016.2633268 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Synnestvedt, M. B., Chen, C., & Holmes, J. H. (2005). CiteSpace II: Visualization and knowledge discovery in bibliographic databases. AMIA Annual Symposium Proceedings. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1560567/Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Van Eck, N. J., & Waltman, L. (2014). Visualizing bibliometric networks. In Y. Ding, R. Rousseau & d. Wolfram (Eds.), Measuring scholarly impact (pp. 285-320). Springer. https://doi.org/10.1007/978-3-319-10377-8_1310.1007/978-3-319-10377-8_13 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Veletsianos, G., & Shepherdson, P. (2015). Who studies MOOCs? Interdisciplinarity in MOOC research and its changes over time. International Review of Research in Open and Distributed Learning, 16(3), 1-17. https://doi.org/10.19173/irrodl.v16i3.220210.19173/irrodl.v16i3.2202 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Wahid, R., Ahmi, A., & Alam, A. (2020). Growth and collaboration in massive open online courses: A bibliometric analysis. International Review of Research in Open and Distributed Learning, 21(4), 292-322. https://doi.org/10.19173/irrodl.v21i4.469310.19173/irrodl.v21i4.4693 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Wu, B., & Chen, X. (2017). Continuance intention to use MOOCs: Integrating the technology acceptance model (TAM) and task technology fit (TTF) model. Computers in Human Behavior, 67, 221-232. https://doi.org/10.1016/j.chb.2016.10.02810.1016/j.chb.2016.10.028 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Yang, D., Sinha, T., Adamson, D., & Rosé, C. P. (2013). Turn on, tune in, drop out: Anticipating student dropouts in massive open online courses. Proceedings of the 2013 NIPS Data-driven education workshop. https://doi.org/10.7765/9781526102720.00010Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Yuan, L., & Powell, S. (2013). MOOCs and open education: Implications for higher education. https://www.cetis.org.uk/Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Zhang, J. (2016). Can MOOCs be interesting to students? An experimental investigation from regulatory focus perspective. Computers & Education, 95, 340-351. https://doi.org/10.1016/j.compedu.2016.02.00310.1016/j.compedu.2016.02.003 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Zheng, X., Zhang, J., & Yang, X. (2019). Visual analysis of MOOC research using Citespace from 2012 to 2018. 2019 International Joint Conference on Information, Media and Engineering (IJCIME). https://doi.org/10.1109/ijcime49369.2019.0003310.1109/ijcime49369.2019.00033 Google Scholar Rechercher cette référence bibliographique sur Google Scholar
- Zhou, M. (2016). Chinese university students’ acceptance of MOOCs: A self-determination perspective. Computers & Education, 92, 194-203. https://doi.org/10.1016/j.compedu.2015.10.01210.1016/j.compedu.2015.10.012 Google Scholar Rechercher cette référence bibliographique sur Google Scholar