Abstract
Cooperative learning, which can foster an active learner-oriented learning environment and induce active interaction among students, is an important element that can enhance the effects of learning in the online learning environment as well. As most existing studies on cooperative learning are based only on a qualitative evaluation in the offline environment, however, it is difficult to measure cooperative learning in the online learning environment. Thus, for this study a group cooperative activity (GCA) was proposed to quantitatively measure the cooperative learning of learners in the online learning environment, and a social network analysis (SNA) method was used to visualize the cooperative activities among the learners. The result of the experiment shows that the GCA among teachers was higher than the GCA among learners in the Formal Learning Group, whereas many high-density network models were observed in the Non-Formal Learning Group and the GCA among learners was higher. The proposed GCA uses the interaction data generated among the learner group to measure its cooperative learning. Also, this study verified the effectiveness of the GCA by using an SNA for visualization purposes.





Similar content being viewed by others
References
Lin, P. C., Hou, H. T., Wang, S. M., & Chang, K. E. (2013). Analyzing knowledge dimensions and cognitive process of a project-based online discussion instructional activity using Facebook in an adult and continuing education course. Computers & Education, 60(1), 110–121.
Khan, B. (Ed.). (1997). Web-based instruction. Englewood Cliffs: Educational Technology Publications.
Jeong, I. S., Lim, C. I., Choi, S. H., & Lim, J. H. (2000). Effects of different types of interaction on learning and satisfaction in a web-based lifelong learning environment. Journal of Education and Technology, 16(16), 223–246.
Jo, J., et al. (2014). An integrated teaching and learning assistance system meeting requirements for smart education. Wireless Personal Communications, 79(4), 2453–2467.
Slavin, R. E. (1980). Cooperative learning. Review of Educational Research, 50(2), 315–342.
Harasim, L. M. (1995). Learning networks: A field guide to teaching and learning online. Cambridge: MIT Press.
Gunawardena, C. N., Lowe, C. A., & Anderson, T. X. (1997). Analysis of a global online debate and the development of an interaction analysis model for examining social construction of knowledge in computer conferencing. Journal of Educational Computing Research, 17(4), 397–431.
Barkley, E. F., Cross, K. P., & Major, C. H. (2014). Collaborative learning techniques: A handbook for college faculty. New York: Wiley.
Ji, H., et al. (2015). Mining students activities from a computer supported collaborative learning system based on peer to peer network. Peer-to-Peer Networking and Applications, 1–12, ISSN:1936-6450 (Online).
Hekimoglu, S., & Kittrell, E. (2010). Challenging students’ beliefs about mathematics: The use of documentary to alter perceptions of efficacy. Primus, 20(4), 299–331.
Greenhow, C., & Robelia, B. (2009). Informal learning and identity formation in online social networks. Learning, Media and Technology, 34(2), 119–140.
von Glasersfeld, E. (1996). Introduction: Aspects of constructivism. In C. T. Fosnot (Ed.), Constructivism: Theory, perspective, and practice (pp. 3–7). New York: Teachers College Press.
Gil de Zúñiga, H., Jung, N., & Valenzuela, S. (2012). Social media use for news and individuals’ social capital, civic engagement and political participation. Journal of Computer‐Mediated Communication, 17(3), 319–336.
Lampe, C., Ellison, N. B., & Steinfield, C. (2008). Changes in use and perception of Facebook. In Proceedings of the 2008 ACM conference on computer supported cooperative work. ACM.
Sohn, J. S., Bae, U. B., & Chung, I. J. (2013). Contents recommendation method using social network analysis. Wireless Personal Communications, 73(4), 1529–1546.
Papa, M. J., & Tracy, K. (1988). Communicative indices of employee performance with new technology. Communication Research, 15(5), 524–544.
Albrecht, T. L., & Hall, B. J. (1991). Facilitating talk about new ideas: The role of personal relationships in organizational innovation. Communications Monographs, 58(3), 273–288.
De Laat, M. (2002). Network and content analysis in an online community discourse. In Proceedings of the conference on computer support for collaborative learning: Foundations for a CSCL community, International Society of the Learning Sciences, pp. 625–626.
Lipponen, L., Rahikainen, M., Lallimo, J., & Hakkarainen, K. (2003). Patterns of participation and discourse in elementary students’ computer-supported collaborative learning. Learning and Instruction, 13(5), 487–509.
Aviv, R., Erlich, Z., Ravid, G., & Geva, A. (2003). Network analysis of knowledge construction in asynchronous learning networks. Journal of Asynchronous Learning Networks, 7(3), 1–23.
Mylläri, J., Åhlberg, M., & Dillon, P. (2010). The dynamics of an online knowledge building community: a 5-year longitudinal study. British Journal of Educational Technology, 41(3), 365–387.
Johnson, D. W., & Johnson, R. T. (1987). Learning together and alone: Cooperative, competitive, and individualistic learning. Englewood Cliffs: Prentice-Hall Inc.
Burt, R. S. (2009). Structural holes: The social structure of competition. Cambridge: Harvard University Press.
Freeman, L. C. (1979). Centrality in social networks conceptual clarification. Social Networks, 1(3), 215–239.
Wu, Z., & Liu, Y. (2013). Knowledge-based policy conflict analysis in mobile social networks. Wireless Personal Communications, 73(1), 5–22.
Blazovics, L., et al. (2011). Future cooperative communication systems driven by social mobile networks. Wireless Personal Communications, 57(3), 377–391.
Deuker, A., & Albers, A. (2012). Who cares? Content sharing on social networking sites: A grounded theory study. In PACIS (p. 156).
European Communities. (2006). Classification of learning activities—Manual, Eurostat, ISSN 1725-0056.
Acknowledgments
This research was supported by the ICT R&D program of MSIP/IITP (2015, Development of distribution and diffusion service technology through individual and collective intelligence of digital contents).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Park, J., Ji, H., Jo, J. et al. A Method for Measuring Cooperative Activities in a Social Network Supported Learning Environment. Wireless Pers Commun 89, 863–879 (2016). https://doi.org/10.1007/s11277-015-3100-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11277-015-3100-0