References
- Akerson, V.L., Cullen, T.A., and Hanson, D.L., 2009. Fostering a community of practice through a professional development program to improve elementary teachers’ views of nature of science and teaching practice. Journal of research in science teaching, 46, 1090–1113. doi:10.1002/tea.v46:10
- Aviv, R., Erlich, Z., and Ravid, G., 2005. Response neighborhoods in online learning networks: a quantitative analysis. Educational technology & society, 8, 90–99.
- Aviv, R., Erlich, Z., and Ravid, G., 2008. Analysis of transitivity and reciprocity in online distance learning network. Connections, 28, 27–39.
- Baker-Doyle, K.J. and Yoon, S.A., 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, 75–93. doi:10.1080/19415257.2010.494450
- Bannister, N.A., 2015. Reframing practice: teacher learning through interactions in a collaborative group. Journal of the learning sciences, 24, 347–372. doi:10.1080/10508406.2014.999196
- Barab, S.A., Makinster, J.G., and Scheckler, R., 2003. Designing system dualities: characterizing a web-supported professional development community. The information society, 19, 237–256. doi:10.1080/01972240309466
- Bell, B. and Gilbert, J., 1996. Teacher development: A model from science education. London: Falmer.
- Biggs, R., Westley, F., and Carpenter, S.R., 2010. Navigating the back loop: fostering social innovation and transformation in ecosystem management. Ecology & society, 15, 9. doi:10.5751/ES-03411-150209
- Blankenship, S.S. and Ruona, W.E., 2007. Professional learning communities and communities of practice: a comparison of models, literature review. Online submission.
- Booth, S.E., 2012. Cultivating knowledge sharing and trust in online communities for educators. Journal of educational computing research, 47, 1–31. doi:10.2190/EC.47.1.a
- Butts, C.T., 2008. Social network analysis with SNA. Journal of statistical software, 24, 1–51.
- Campbell, D.T. and Fiske, D.W., 1959. Convergent and discriminant validation by the multitrait-multimethod matrix. Psychological bulletin, 56, 81–105. doi:10.1037/h0046016
- Cela, K.L., Sicilia, M.Á., and Sánchez, S., 2015. Social network analysis in e-learning environments: a preliminary systematic review. Educational psychology review, 27, 219–246. doi:10.1007/s10648-014-9276-0
- Csardi, G. and Nepusz, T., 2006. The igraph software package for complex network research. InterJournal, complex systems, 1695, 1–9.
- De Laat, M., et al., 2007. Online teaching in networked learning communities: A multi-method approach to studying the role of the teacher. Instructional science, 35, 257–286. doi:10.1007/s11251-006-9007-0
- Dresner, M. and Worley, E., 2006. Teacher research experiences, partnerships with scientists, and teacher networks sustaining factors from professional development. Journal of science teacher education, 17, 1–14. doi:10.1007/s10972-005-9000-5
- Duncan-Howell, J., 2010. Teachers making connections: online communities as a source of professional learning. British journal of educational technology, 41, 324–340. doi:10.1111/bjet.2010.41.issue-2
- Egg, J., Kapelari, S., and Dillon, J., 2017. Visualising social network structures in the training of professional learning communities of educators in informal and formal settings. In: P.G. Patrick, ed. Preparing informal science educators: perspectives from science communication and education. Cham: Springer International Publishing, 269–288.
- Frank, K.A. and Zhao, Y., 2005. Subgroups as meso-level entities in the social organization of schools. In: L.V. Hedges and B.L. Schneider, eds. Social organization of schooling. London: Russell Sage Foundation, 200–224.
- Frank, K.A., Lo, Y.-J., and Sun, M., 2014. Social network analysis of the influences of educational reforms on teachers’ practices and interactions. Zeitschrift für Erziehungswissenschaft, 17, 117–134. doi:10.1007/s11618-014-0554-x
- Fusco, J., Gehlbach, H., and Schlager, M., 2000. Assessing the impact of a large-scale online teacher professional development community. In: D. Willis, J. Price and J. Willis, eds. Proceedings of society for information technology & teacher education international conference. Chesapeake, VA: Association for the Advancement of Computing in Education (AACE), 2178–2183.
- Goodreau, S., Kitts, J., and Morris, M., 2009. Birds of a feather, or friend of a friend? Using exponential random graph models to investigate adolescent social networks. Demography, 46, 103–125. doi:10.1353/dem.0.0045
- Goodyear, P., et al., 2004. Research on networked learning: an overview. In: P. Goodyear, et al., eds. Advances in research on networked learning. Dordrecht: Kluwer Academic Publishers, 1–9.
- Grossman, P., Wineburg, S., and Woolworth, S., 2001. Toward a theory of teacher community. The teachers college record, 103, 942–1012. doi:10.1111/0161-4681.00140
- Hadfield, M., 2009. Leading school-based networks. London: Routledge.
- Haynes, S.N., Richard, D., and Kubany, E.S., 1995. Content validity in psychological assessment: a functional approach to concepts and methods. Psychological assessment, 7, 238–247. doi:10.1037/1040-3590.7.3.238
- Haythornthwaite, C., 2001. Exploring multiplexity: social network structures in a computer-supported distance learning class. The information society, 17, 211–226. doi:10.1080/01972240152493065
- Holmes, B., 2013. School teachers’ continuous professional development in an online learning community: lessons from a case study of an eTwinning learning event. European journal of education, 48, 97–112. doi:10.1111/ejed.12015
- Hunter, D.R., et al., 2008. ergm: A package to fit, simulate and diagnose exponential-family models for networks. Journal of statistical software, 24, 1–29.
- Hur, J.W. and Brush, T.A., 2009. Teacher participation in online communities: why do teachers want to participate in self-generated online communities of K–12 teachers? Journal of research on technology in education, 41, 279–303. doi:10.1080/15391523.2009.10782532
- Joksimović, S., et al., 2016. Translating network position into performance: importance of centrality in different network. Proceedings of the sixth international conference on learning analytics & knowledge. Edinburgh, UK, 314–323.
- Kellogg, S.B., Booth, S., and Oliver, K., 2014. A social network perspective on peer supported learning in MOOCs for educators. The international review of research in open and distributed learning, 15, 263–289. doi:10.19173/irrodl.v15i5.1852
- Knoke, D. and Yang, S., 2008. Social network analysis. Los Angeles: Sage Publications.
- Krasny, M.E., et al., 2017. Social innovation in environmental education: results and lessons learned from a five-year professional development program. Ithaca, NY and Washington, DC: Cornell University Civic Ecology Lab and North American Association for Environmental Education.
- Li, Y., 2017. Professional networks and practice change in environmental education. Ithaca, NY: Cornell University.
- Li, Y., Krasny, M.E., and Russ, A., 2014. Interactive learning in an urban environmental education online course. Environmental education research, 22, 111–128. doi:10.1080/13504622.2014.989961
- Lieberman, A. and Miller, L., 2008. Teachers in professional communities: improving teaching and learning. New York: Teachers College Press.
- Lock, J.V., 2006. A new image: online communities to facilitate teacher professional development. Journal of technology and teacher education, 14, 663–678.
- Lotter, C., Yow, J.A., and Peters, T.T., 2014. Building a community of practice around inquiry instruction through a professional development program. International journal of science and mathematics education, 12, 1–23. doi:10.1007/s10763-012-9391-7
- Macià, M. and García, I., 2016. Informal online communities and networks as a source of teacher professional development: A review. Teaching and teacher education, 55, 291–307. doi:10.1016/j.tate.2016.01.021
- Mcfarland, D.A., Diehl, D., and Rawlings, C., 2011. Methodological transactionalism and the sociology of education. In: M. T. Hallinan, ed. Frontiers in sociology of education. New York: Springer, 87–109.
- Moolenaar, N.M., 2012. A social network perspective on teacher collaboration in schools: theory, methodology, and applications. American journal of education, 119, 7–39. doi:10.1086/667715
- Moolenaar, N.M., et al., 2014. Social forces in achool teams: how demographic composition affects social relationships. In: D. Zandvliet, et al., eds. Interpersonal relationships in education: from theory to practice. Rotterdam: SensePublishers, 159–181.
- Moolenaar, N.M. and Daly, A.J., 2012. Social networks in education: exploring the social side of the reform equation. American journal of education, 119, 1–6. doi:10.1086/667762
- Mulgan, G., et al., 2007. Social innovation: what it is, why it matters and how it can be accelerated. London, UK: Young Foundation.
- O’Donoghue, R. and Russo, V., 2004. Emerging patterns of abstraction in environmental education: A review of materials, methods and professional development perspectives. Environmental education research, 10, 331–351. doi:10.1080/1350462042000258170
- Park, S., et al., 2007. Colleagues’ roles in the professional development of teachers: results from a research study of National Board certification. Teaching and teacher education, 23, 368–389. doi:10.1016/j.tate.2006.12.013
- Penuel, W.R., et al., 2009. Analyzing teachers’ professional interactions in a school as social capital: A social network approach. The teachers college record, 111, 124–163.
- Penuel, W.R., et al., 2010. The alignment of the informal and formal organizational supports for reform: implications for improving teaching in schools. Educational administration quarterly, 46, 57–95. doi:10.1177/1094670509353180
- Penuel, W.R., et al., 2012. Using social network analysis to study how collegial interactions can augment teacher learning from external professional development. American journal of education, 119, 103–136. doi:10.1086/667756
- Pharo, E., et al., 2014. Using communities of practice to enhance interdisciplinary teaching: lessons from four Australian institutions. Higher education research & development, 33, 341–354. doi:10.1080/07294360.2013.832168
- Rivera, M.T., Soderstrom, S.B., and Uzzi, B., 2010. Dynamics of dyads in social networks: assortative, relational, and proximity mechanisms. Annual review of sociology, 36, 91–115. doi:10.1146/annurev.soc.34.040507.134743
- Robins, G., et al., 2007a. An introduction to exponential random graph (p*) models for social networks. Social networks, 29, 173–191. doi:10.1016/j.socnet.2006.08.002
- Robins, G., et al., 2007b. Recent developments in exponential random graph (p*) models for social networks. Social networks, 29, 192–215. doi:10.1016/j.socnet.2006.08.003
- Russ, A., 2015. Urban environmental education. Ithaca NY: Cornell University Civic Ecology Lab and NAAEE.
- Saldaña, J., 2009. The coding manual for qualitative researchers. Los Angeles: Sage Publications.
- Schlager, M.S., et al., 2009. Analyzing online teacher networks: cyber networks require cyber research tools. Journal of teacher education, 60, 86–100. doi:10.1177/0022487108328487
- Siciliano, M.D., 2015. Advice networks in public organizations: the role of structure, internal competition, and individual attributes. Public administration review, 75, 548–559. doi:10.1111/puar.12362
- Sing, C.C. and Khine, M.S., 2006. An analysis of interaction and participation patterns in online community. Journal of educational technology and society, 9, 250.
- Spillane, J.P., Hopkins, M., and Sweet, T.M., 2015. Intra- and interschool interactions about instruction: exploring the conditions for social capital development. American journal of education, 122, 71–110. doi:10.1086/683292
- Spillane, J.P., Kim, C.M., and Frank, K.A., 2012. Instructional advice and information providing and receiving behavior in elementary schools: exploring tie formation as a building block in social capital development. American educational research journal, 49, 1112–1145. doi:10.3102/0002831212459339
- Spillane, J.P., Shirrell, M., and Sweet, T.M., 2017. The elephant in the schoolhouse: the role of propinquity in school staff interactions about teaching. Sociology of education, 90, 149–171. doi:10.1177/0038040717696151
- Stoll, L., et al., 2006. Professional learning communities: a review of the literature. Journal of educational change, 7, 221–258. doi:10.1007/s10833-006-0001-8
- Van Duijn, M.A.J., et al., 2003. Evolution of sociology freshmen into a friendship network. The Journal of mathematical sociology, 27, 153–191. doi:10.1080/00222500305889
- Wasserman, S. and Faust, K., 1994. Social network analysis: methods and applications. Cambridge: Cambridge University Press.
- Wenger, E., 1998. Communities of practice: learning, meaning, and identity. Cambridge, U.K.: Cambridge University Press.
- Wilhelm, A.G., et al., 2016. Selecting expertise in context: middle school mathematics teachers’ selection of new sources of instructional advice. American educational research journal, 53, 456–491. doi:10.3102/0002831216637351
- Yuan, C.Y. and Gay, G., 2006. Homophily of network ties and bonding and bridging social capital in computer‐mediated distributed teams. Journal of computer-mediated communication, 11, 1062–1084. doi:10.1111/j.1083-6101.2006.00308.x
- Zhang, J., Skryabin, M., and Song, X., 2016. Understanding the dynamics of MOOC discussion forums with simulation investigation for empirical network analysis (SIENA). Distance education, 37, 270–286. doi:10.1080/01587919.2016.1226230