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“Newbies” and “Celebrities”: Detecting social roles in an online network of teachers via participation patterns

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Abstract

The advent of social networking tools allows teachers to create online networks and share information. While some virtual networks have a formal structure and defined boundaries, many do not. These unstructured virtual networks are difficult to study because they lack defined boundaries and a formal structure governing leadership roles and the transfer of information. The purpose of the study was to explore the relationship between how a member participates in a virtual blog network and the role of that member in the network. Unlike previous studies that use behavioral or structural characteristics of an individual’s network to infer social roles, this study utilized cluster analysis to combine behavior and structural information in role detection. Quantitative methods from social network analysis were used to compare the network structure of individual bloggers both across and within groups. The results indicate that how an individual participates in the network has an influence not only on their current role in the network, but also in how and how quickly their role in the community changes.

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References

  • Ali-Hasan, N. & Adamic, L. (2007). Expressing social relationships on the blog through links and comments. Paper presented at the International Conference for Weblogs and Social Media, Boulder, CO.

  • Amin, A., & Roberts, J. (2008). Knowing in action: Beyond communities of practice. Research Policy, 37(2), 353–369.

    Article  Google Scholar 

  • Anjewierden, A., Hoog, R., Brussee, R., Efimova, L. (2005, July). Detecting knowledge flows in weblogs. Paper presented at the 13th International Conference on Conceptual Structures. Kassel, Germany.

  • Baker-Doyle, K., & Yoon, S. (2011). In search of practitioner-based social capital: A social network analysis tool for understanding and facilitating teacher collaboration in a US-based STEM professional development program. Professional Development in Education, 37(1), 75–93.

    Article  Google Scholar 

  • Barab, S., & Duffy, T. (2000). From practice fields to communities of practice. Theoretical Foundations of Learning Environments, 1, 25–55.

    Google Scholar 

  • Beaudoin, M. (2002). Learning or lurking? Tracking the “invisible” online student. The Internet and Higher Education, 5, 147–155.

    Article  Google Scholar 

  • Butlers, J. & Rijke, M. (2007, March). Discovering weblog communities: A content- and topology-based approach. Paper presented at the 1st Annual Meeting of the North American Chapter of the Association for Computational Linguistics, Boulder, CO.

  • Chen, F. (2004). Passive forum behaviors (lurking): A community perspective. In Y. Kafai, W. Sandoval, & N. Enyedy (Eds.), Proceedings of the 6th International Conference on Learning Sciences (pp. 128–135). Mahwah: Lawrence Erlbaum Associates.

    Google Scholar 

  • Chin, A., & Chignell, M. (2006). A social hypertext model for finding community in blogs. In U. Wiil, P. Nurnberg, & J. Rubart (Eds.), Proceedings of the Seventeenth Conference on Hypertext and Hypermedia (pp. 11–22). New York: ACM.

    Chapter  Google Scholar 

  • Cho, H., Gay, G., Davidson, B., & Ingraffea, A. (2007). Social networks, communication styles, and learning performance in a CSCL community. Computers & Education, 49(2), 309–329.

    Article  Google Scholar 

  • Coburn, C., & Russell, J. (2008). District policy and teachers’ social networks. Educational Evaluation and Policy Analysis, 30(3), 203–235.

    Article  Google Scholar 

  • Cross, R., & Prusak, L. (2002). The people who make organizations go—or stop. Harvard Business Review, 80(6), 104–114.

    Google Scholar 

  • Daly, A., & Finnigan, K. (2010). A bridge between worlds: Understanding network structure to understand change strategy. Journal of Educational Change, 11, 111–138.

    Article  Google Scholar 

  • Dang, T. & Viennet, E. (2012, January). Community detection based on structural and attribute similarities. In ICDS 2012, The Sixth International Conference on Digital Society (pp. 7–12).

  • de Laat, M., Lally, V., Lipponen, L., & Simons, R.-J. (2007). Investigating patterns of interaction in networked learning and computer-supported collaborative learning: A role for social network analysis. International Journal of Computer-Supported Collaborative Learning, 2, 87–103.

    Article  Google Scholar 

  • Dennen, V. (2008). Pedagogical lurking: Student engagement in non-posting discussion behavior. Computers in Human Behavior, 24(4), 1624–1633.

    Article  Google Scholar 

  • Efimova, L. & Hendrick, S. (2005). In search for a virtual settlement: An exploration of weblog community boundaries. Available at: https://doc.novay.nl/dsweb/Get/Document-46041.

  • Fraley, C., Raftery, A., & Scrucca, L. (2013). Mclust Package (Version 4.2) [Software]. Available from http://www.stat.washington.edu/mclust/

  • Fulton, K., Yoon, L., & Lee, C. (2005). Induction into learning communities. Washington D.C: National Commission on Teaching and America’s Future. Retrieved from http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.174.959&rep=rep1&type=pdf.

    Google Scholar 

  • Gee, J. P. (2005). Semiotic social spaces and affinity spaces. Beyond communities of practice language power and social context (pp. 214–232).

  • Gleave, E., Welser, H., Lento, T., & Smith, M. (2009). A conceptual and operational definition of ‘social role’ in online community. Paper presented at the 42nd Hawaii International Conference on System Sciences, Manoa, Hawaii.

  • Gray, B. (2004). Informal learning in an online community of practice. Journal of Distance Education, 19(1), 20–35.

    Google Scholar 

  • Hanneman, R. & Riddle, M. (2005). Introduction to social networks. Retrieved from http://faculty.ucr.edu/~hanneman/nettext/

  • Hansman, C. & Wilson, A. (2002). Situating cognition: Knowledge and power in context. Paper presented at the annual meeting of the Adult Education Research Conference, Raleigh, NC.

  • Helms, H., Proulx, C., Klute, M., McHale, S., & Crouter, A. (2006). Spouses’ gender-typed attributes and their links with marital quality: A pattern analytic approach. Journal of Social and Personal Relationships, 23(6), 843–864.

    Article  Google Scholar 

  • Hough, B. (2004). Using computer-mediated communication to create virtual communities of practice for intern teachers. Journal of Technology and Teacher Education, 12(3), 361–386.

    Google Scholar 

  • Instone, L. (2005). Conversations beyond the classroom: Blogging in a professional development course. Proceedings of ASCILITE Conference, Brisbane, Australia.

  • Johnson, D., & Johnson, R. (1999). Learning together and alone: Cooperative, competitive, and individualistic learning (5th ed.). Boston: Allyn & Bacon.

    Google Scholar 

  • Judson, E., & Lawson, A. (2007). What is the role of constructivist teachers within faculty communication networks? Journal of Research in Science Teaching, 44(3), 490–505.

    Article  Google Scholar 

  • Kardos, S., & Johnson, S. (2010). New teachers’ experiences of mentoring; the good, the bad, and the inequity. Journal of Educational Change, 11, 23–44.

    Article  Google Scholar 

  • Killeavy, M., & Moloney, A. (2010). Reflection in a social space: Can blogging support reflective practice for beginning teachers? Teaching and Teacher Education, 26, 1070–1076.

    Article  Google Scholar 

  • Kozinets, R. (2010). Netnography: Doing ethnographic research online. Thousand Oaks: SAGE Publications Inc.

    Google Scholar 

  • Lave, J., & Wenger, E. (1991). Situated learning: Legitimate peripheral participation. Cambridge: Cambridge University Press.

    Book  Google Scholar 

  • Leshed, G. (2005, July). Posters, lurkers, and in between: A multidimensional model of online community participation patterns. Poster presented at HCI International, Las Vegas, NV.

  • Lethinen, E., Hakkarainen, K., Lipponen, L., Rahikainen, M., & Muukkonen, H. (1999). Computer supported collaborative learning: A review. CL-Net Project. Available: http://www.kas.utu.fi/clnet/clnetreport.html

  • Lin, Y-R., Sundaram, H., Chi, Y., Tatemura, J., & Tseng, B. (2007). Blog community discovery and evolution based on mutual awareness. Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (pp. 48–56). Washington, DC.

  • Little, J. W. (1990). The persistence of privacy: Autonomy and initiative in teachers’ professional practice. Teachers College Record, 91, 509–536.

    Google Scholar 

  • Little, J. (2002). Locating learning in teachers’ communities of practice: Opening up problems of analysis in records of everyday work. Teaching and Teacher Education, 18, 917–946.

    Article  Google Scholar 

  • Lock, J. (2006). A new image: Online communities to facilitate teacher professional development. Journal of Technology and Teacher Education, 14(4), 663–678.

    Google Scholar 

  • Luehmann, A., & Tinelli, L. (2008). Teacher professional identity development with social networking technologies: Learning reform through blogging. Educational Media International, 45(4), 323–333.

    Article  Google Scholar 

  • Marcos, J., Martinez, A., Dimitriadis, Y., & Anguita, R. (2006). Interaction analysis for the detection and support of participatory roles in CSCL. In Y. Dimitriades, I. Zigurs, & E. Gomez-Sanches (Eds.), Proceedings of the 12th International CRIWIG workshop: Groupware: Design, implementation and use (pp. 155–162). Berlin: Springer.

    Chapter  Google Scholar 

  • Mislove, A., Marcon, M., Gummadi, K., Druschel, P. & Bhattacharjee, B. (2007, October). Measurement and analysis of online social networks. Proceedings of the 7th ACM SIGCOMM conference on Internet Measurement (pp. 29–42). ACM.

  • Moen, P., Erickson, M., & Dempster-McClain, D. (2000). Social role identities among older adults in a continuing care retirement community. Research on Aging, 22(5), 559–579.

    Article  Google Scholar 

  • Mooi, E., & Sarstedt, M. (2011). A concise guide to market research: The process, data, and methods using IBM SPSS Statistics. New York: Springer.

    Book  Google Scholar 

  • Moolenaar, N., Sleegers, P., Karsten, S., & Daly, A. (2012). The social fabric of elementary schools: A network typology of social interaction among teachers. Educational Studies, 38(4), 355–371.

    Article  Google Scholar 

  • Nakajima, S., Tatemura, J., Hino, Y., Hara, Y., & Tanaka, K. (2005, May). Discovering important bloggers based on analyzing blog threads. Annual Workshop on the Weblogging Ecosystem, 2005. Chiba, Japan.

  • Pikas, C. (2008, December). Detecting community in science blogs. Paper presented at Fourth IEEE International Conference on eScience, Indianapolis, Indiana.

  • Ray, B., & Hocutt, M. (2006). Teacher-created, teacher-centered weblogs: Perceptions and practices. Journal of Computing in Teacher Education, 23(1), 11–18.

    Google Scholar 

  • Schmidt, J. (2007). Blogging practices: An analytical framework. Journal of Computer-Mediated Communication, 12, 1409–1427.

    Article  Google Scholar 

  • Sclager, M., Fusco, J., & Schank, P. (2002). Evolution of an on-line education community of practice. In K. Renninger & W. Shumar (Eds.), Building virtual communities: Learning and change in cyberspace (pp. 129–158). New York: Cambridge University Press.

    Chapter  Google Scholar 

  • Scott, J. (2009). Social network analysis: A handbook. London: Sage.

    Google Scholar 

  • Sing, C., & Khine, M. (2006). An analysis of interaction and participation patterns in online community. Educational Technology and Society, 9(1), 250–261.

    Google Scholar 

  • Strijbos, J.-W., & De Laat, M. (2010). Developing the role concept for computer-supported collaborative learning: An explorative synthesis. Computers in Human Behavior, 26, 495–505.

    Article  Google Scholar 

  • Welser, H., Gleave, E., Fisher, D., & Smith, M. (2007). Visualizing the signatures of social roles in online discussion groups. Journal of Social Structure, 8(2), 1–32.

    Google Scholar 

  • Wenger, E. (1998). Communities of practice: Learning, meaning, and identity. New York: Cambridge University Press.

    Book  Google Scholar 

  • Yang, S.-H. (2009). Using blogs to enhance critical reflection and community of practice. Educational Technology & Society, 12(2), 11–21.

    Google Scholar 

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Correspondence to H. Smith Risser.

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Smith Risser, H., Bottoms, S. “Newbies” and “Celebrities”: Detecting social roles in an online network of teachers via participation patterns. Intern. J. Comput.-Support. Collab. Learn. 9, 433–450 (2014). https://doi.org/10.1007/s11412-014-9197-4

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  • DOI: https://doi.org/10.1007/s11412-014-9197-4

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