Social Network Analysis in E-Learning Environments: A Preliminary Systematic Review

Educational Psychology Review

Volumn 27, Issue 1, 2015, Pages 219-246

  Cela, Karina L ^a,b   Sicilia, Miguel Ángel ^a   Sánchez, Salvador ^a  

^a UNIVERSITY OF ALCALÁ   (Spain)

^b UNIVERSIDAD DE LAS FUERZAS ARMADAS ESPE   (Ecuador)

Author keywords

E learning; Education; Review; SNA; Social network analysis

Indexed keywords

EID: 84939879751     PISSN: 1040726X     EISSN: 1573336X     Source Type: Journal    
DOI: 10.1007/s10648-014-9276-0     Document Type: Review

References (101)

1. Aplin, C. T. (2008). Innovative trends in learning tools. Journal of Cognitive Affective Learning, OxfordCollege of Emory University, 4(2), 1549–6953.
2. Aviv, R., et al. (2003). Network analysis of knowledge construction in asynchronous learning networks. Journal of Asynchronous Learning Networks, 7(3), 1–23.
3. Bandura, A., & McClelland, D. C. (1977). Social learning theory. Englewood Cliffs: Prentice Hall.
4. Berge, Z. L., & Collins, M. P. (1995). Computer mediated communication and the online classroom: distance learning. Cresskill: Hampton Press.
5. Berge, Z. L., & Huang, Y.-P. (2004). A model for sustainable student retention: a holistic perspective on the student dropout problem with special attention to e-learning. DEOSNEWS, 13(5), 1–26.
6. Blumenfeld, P. C., et al. (1991). Motivating project-based learning: sustaining the doing, supporting the learning. Educational Psychologist, 26(3–4), 369–398.
7. Borgatti, S. P., & Everett, M. G. (1997). Network analysis of 2-mode data. Social Networks, 19(3), 243–269.
8. Borgatti, S. P., et al. (2009). Network analysis in the social sciences. Science, 323(5916), 892–895.
9. Borgatti, S. P., Everett, M. G., & Johnson, J. C. (2013). Analyzing Social Networks. SAGE Publications Limited.
10. Brenner, G. F., Norvell, N. K., & Limacher, M. (1989). Supportive and problematic social interactions: a social network analysis. American Journal of Community Psychology, 17(6), 831–836.
11. Buckingham Shum, S., & Ferguson, R. (2012). Social learning analytics. Educational Technology & Society, 15(3), 3–26.
12. Capuano, N., Laria, G., Mazzoni, E., Pierri, A., & Mangione, G. R. (2011). Improving Role Taking in CSCL Script Using SNA and Semantic Web. Advanced Learning Technologies (ICALT), 2011 11th IEEE International Conference on, 636–637. doi:10.1109/ICALT.2011.197.
13. Carolan, B. V. (2013). Social network analysis and education: theory, methods & applications. New York: SAGE.
14. Carolan, B. V., & Natriello, G. (2005). Data-mining journals and books: using the science of networks to uncover the structure of the educational research community. Educational Researcher, 34(3), 25–33.
15. Centre canadien de gestion, & Drucker, P. F. (1995). The age of social transformation. Ottawa: Centre canadien de gestion.
16. Chang, W.-C., Lin, H.-W. & Wu, L.-C. (2010). Applied social network analysis to project curriculum. In: Networked Computing and Advanced Information Management (NCM), 2010 Sixth International Conference on. IEEE, pp. 710–715.
17. Chen, Z. & Watanabe, S. (2007). A case study of applying SNA to analyze CSCL social network. In: Advanced Learning Technologies, 2007. ICALT 2007. Seventh IEEE International Conference on. IEEE, pp. 18–20.
18. Cho, H., et al. (2007). Social networks, communication styles, and learning performance in a CSCL community. Computers & Education, 49(2), 309–329.
19. Corallo, A., et al. (2010). A methodological framework to monitor the performance of virtual learning communities. Human Factors and Ergonomics in Manufacturing & Service Industries, 20(2), 135–148.
20. Daniel, B. K., McCalla, G. I., & Schwier, R. A. (2008). Social network Analysis techniques and implications for information and knowledge sharing in virtual learning communities. International Journal of Advanced Media Communication, 2(1), 20–34.
21. Dawson, S. (2010). “Seeing” the learning community: an exploration of the development of a resource for monitoring online student networking. British Journal of Educational Technology, 41(5), 736–752.
22. 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.
23. De Laat, M., et al. (2006). Analysing student engagement with learning and tutoring activities in networked learning communities: a multi-method approach. International Journal of Web Based Communities, 2(4), 394–412.
24. De Laat, M., et al. (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(1), 87–103.
25. Dradilova, P. et al. (2008). Analysis of relations in eLearning. In: Web Intelligence and Intelligent Agent Technology, 2008. WI-IAT’08. IEEE/WIC/ACM International Conference on. IEEE, pp. 373–376.
26. Duensing, A., et al. (2006). Face-to-face and online interactions-is a task a task? Journal of Learning Design, 1(2), 35–45.
27. Erlin, B.Y., Yusof, N. & Rahman, A.A. (2008). Integrating content analysis and social network analysis for analyzing asynchronous discussion forum. In: Information Technology, 2008. ITSim 2008. International Symposium on. IEEE, pp. 1–8.
28. Erlin, Yusof, N. & Rahman, A.A. (2009). Analyzing online asynchronous discussion using content and social network analysis. 2009 Ninth International Conference on Intelligent Systems Design and Applications, pp.872–877.
29. Frankola, K. (2001). Why online learners drop out. Workforce, 80(10), 52–61.
30. Freeman, L. C. (1979). Centrality in social networks conceptual clarification. Social Networks, 1(3), 215–239.
31. Garton, L., Haythornthwaite, C., & Wellman, B. (1997). Studying online social networks. Journal of Computer‐Mediated Communication, 3(1). doi:10.1111/j.10836101.1997.tb00062.x.
32. Gottardo, E. & Noronha, R.V. (2012). Social networks applied to distance education courses: analysis of interaction in discussion forums. In Proceedings of the 18th Brazilian symposium on Multimedia and the web. ACM, pp. 355–358.
33. Greenhow, C., Robelia, B., & Hughes, J. E. (2009). Learning, teaching, and scholarship in a digital age Web 2.0 and classroom research: what path should we take now? Educational Researcher, 38(4), 246–259.
34. Haines, V. A., Godley, J., & Hawe, P. (2010). Understanding interdisciplinary collaborations as social networks. American Journal of Community Psychology, 47(1–2), 1–11.
35. Hamulic, I., & Bijedic, N. (2009). Social network analysis in virtual learning community at faculty of information technologies (fit), Mostar. Procedia Social and Behavioral Sciences, 1(1), 2269–2273.
36. Hanneman, R. A., & Riddle M. (2005). Introduction to social network methods. Riverside, CA: University of California, Riverside.
37. Haythornthwaite, C. (1999). Collaborative work networks among distributed learners. In System Sciences, 1999. HICSS-32. Proceedings of the 32nd Annual Hawaii International Conference on. IEEE, p. 16 pp.
38. Heo, H., Lim, K. Y., & Kim, Y. (2010). Exploratory study on the patterns of online interaction and knowledge co-construction in project-based learning. Computers & Education, 55(3), 1383–1392.
39. Hurd, G. S., Pattison, E. M., & Llamas, R. (1981). Models of social network intervention. International Journal of Family Therapy, 3(4), 246–257.
40. James, R., Croft, D. P., & Krause, J. (2009). Potential banana skins in animal social network analysis. Behavioral Ecology and Sociobiology, 63(7), 989–997.
41. Jonassen, D., et al. (1995). Constructivism and computer-mediated communication in distance education. American Journal of Distance Education, 9(2), 7–26.
42. Johnson, D. W., & Johnson, R. T. (1990). Cooperative learning. Wiley Online Library.
43. Kasper, C., & Voelkl, B. (2009). A social network analysis of primate groups. Primates, 50(4), 343–356.
44. Keegan, D. (2002). The future of learning: From eLearning to mLearning, ZIFF papiere 119. Retrieved from ERIC ED472435 database. Available from http://www.fernuni-hagen.de/ZIFF.
45. Kitchenham, B. (2004). Procedures for performing systematic reviews. Keele, UK: Keele University, 33, 2004.
46. Laghos, A. & Zaphiris, P. (2006). Sociology of student-centred e-learning communities: a network analysis. In Proceedings of the IADIS international conference, e-Society. Citeseer, pp. 13–16.
47. Latapy, M., Magnien, C., & Vecchio, N. D. (2008). Basic notions for the analysis of large two-mode networks. Social Networks, 30(1), 31–48.
48. Lehtinen, E. et al. (1999). Computer supported collaborative learning: a review. The JHGI Giesbers reports on education, 10.
49. Levy, Y. (2007). Comparing dropouts and persistence in e-learning courses. Computers & Education, 48(2), 185–204.
50. Lim, W.-Y., So, H.-J., & Tan, S.-C. (2010). eLearning 2.0 and new literacies: are social practices lagging behind? Interactive Learning Environments, 18(3), 203–218.
51. Lin, F. & Chen, C. (2004). Developing and evaluating the social network analysis system for virtual teams in cyber communities. In System Sciences, 2004. Proceedings of the 37th Annual Hawaii International Conference on. IEEE, p. 8 pp.
52. Lipponen, L., et al. (2003). Patterns of participation and discourse in elementary students’ computer-supported collaborative learning. Learning and Instruction, 13(5), 487–509.
53. Littlejohn, A. (2003). Reusing online resources: a sustainable approach to e-learning. London: Routledge.
54. Lorenzo, C.-M., Ángel Sicilia, M., & Sánchez, S. (2012). Studying the effectiveness of multi-user immersive environments for collaborative evaluation tasks. Computers & Education, 59(4), 1361–1376.
55. Lusseau, D. (2006). Evidence for social role in a dolphin social network. Evolutionary Ecology, 21(3), 357–366.
56. Mansur, A.B.F., Yusof, N. & Othman, M.S. (2011). Analysis of social learning network for wiki in moodle E-learning. In: Interaction Sciences (ICIS), 2011 4th International Conference on. IEEE, pp. 1–4.
57. Martınez, A., et al. (2003). Combining qualitative evaluation and social network analysis for the study of classroom social interactions. Computers & Education, 41(4), 353–368.
58. Mason, R., & Rennie, F. (2006). Elearning: the key concepts. New York: Routledge.
59. Merlo, E., Ríos, S. A., Álvarez, H., L’Huillier, G., & Velásquez, J. D. (2010). Finding inner copy communities using social network analysis. In Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II (pp. 581–590). Berlin, Heidelberg: Springer-Verlag. Retrieved from http://dl.acm.org/citation.cfm?id=1885375.1885441.
60. Moolenaar, N. M., Sleegers, P. J. C., & Daly, A. J. (2012). Teaming up: Linking collaboration networks, collective efficacy, and student achievement. Teaching and Teacher Education, 28(2), 251–262. doi:10.1016/j.tate.2011.10.001.
61. Nichols, M. (2003). A theory for eLearning. Educational Technology & Society, 6(2), 1–10.
62. Nonaka, I., & Konno, N. (2005). The concept of “5, 4”: building a foundation for knowledge creation. Knowledge management: critical perspectives on business and management, 2(3), 53.
63. Nurmela, K., Lehtinen, E. & Palonen, T. (1999). Evaluating CSCL log files by social network analysis. In: Proceedings of the 1999 Conference on Computer Support for Collaborative Learning. International Society of the Learning Sciences, p. 54.
64. O’Connor, C. et al. (2003). Departure, abandonment, and dropout of e-learning: dilemma and solutions. In TechLearn 2003 Conference.
65. Pappano, L. (2012). Massive open online courses are multiplying at a rapid pace. The New York Times, p. 2.
66. Paredes, W.C. & Chung, K.S.K. (2012). Modelling learning & performance: a social networks perspective. In Proceedings of the 2nd International Conference on Learning Analytics and Knowledge. ACM, pp. 34–42.
67. Peng He. (2012). Evaluating students online discussion performance by using social network analysis. Information Technology: New Generations (ITNG), 2012 Ninth International Conference on, pp.854–855.
68. Pham, M. C., Klamma, R., & Jarke, M. (2011). Development of computer science disciplines: a social network analysis approach. Social Network Analysis and Mining, 1(4), 321–340.
69. Pittinsky, M., & Carolan, B. V. (2008). Behavioral versus cognitive classroom friendship networks. Social Psychology of Education, 11(2), 133–147.
70. Poon, N., & Daniel, B. K. (2006). Social Network and Content Analysis of Interactions in a Video-Mediated Virtual Community. Proceedings of the Sixth International Conference on Advanced Learning Technologies pp. 901–903.
71. Prell, C. (2011). Social network analysis: history, theory and methodology. New York: Sage.
72. Prell, C., et al. (2008). “Who”s in the network?’ When stakeholders influence data analysis. Systemic Practice and Action Research, 21(6), 443–458.
73. Rabbany, R., Takaffoli, M., & Zaïane, O. R. (2012). Social network analysis and mining to support the assessment of on-line student participation. ACM SIGKDD Explorations Newsletter, 13(2), 20–29.
74. Retzer, S., Yoong, P., & Hooper, V. (2012). Inter-organisational knowledge transfer in social networks: A definition of intermediate ties. Information Systems Frontiers, 14(2), 343–361.
75. Rienties, B., et al. (2009). The role of academic motivation in computer-supported collaborative learning. Computers in Human Behavior, 25(6), 1195–1206.
76. Rodríguez, D., et al. (2011). Exploring affiliation network models as a collaborative filtering mechanism in e-learning. Interactive Learning Environments, 19(4), 317–331.
77. Rosen, L. D. (2010). Rewired: understanding the iGeneration and the way they learn. California: Macmillan.
78. Rosen, D., Miagkikh, V. & Suthers, D. (2011). Social and semantic network analysis of chat logs. In Proceedings of the 1st International Conference on Learning Analytics and Knowledge. ACM, pp. 134–139.
79. Rosmarakis, E. S., Soteriades, E. S., Vergidis, P. I., Kasiakou, S. K., & Falagas, M. E. (2005). From conference abstract to full paper: differences between data presented in conferences and journals. The FASEB Journal, 19(7), 673–680.
80. Ryymin, E., Palonen, T., & Hakkarainen, K. (2008). Networking relations of using ICT within a teacher community. Computers & Education, 51(3), 1264–1282. doi:10.1016/j.compedu.2007.12.001.
81. Saltz, J. S., Hiltz, S. R., & Turoff, M. (2004). Student social graphs: visualizing a student’s online social network. In Proceedings of the 2004 ACM conference on Computer supported cooperative work. ACM, pp. 596–599.
82. Scott, J. (2000). Social network analysis: a handbook. London: Sage.
83. Scott, J., & Carrington, P. J. (2011). The SAGE handbook of social network analysis. London: Sage.
84. Sie, R. L., Ullmann, T. D., Rajagopal, K., Cela, K., Bitter–Rijpkema, M., & Sloep, P. B. (2012). Social network analysis for technology-enhanced learning: review and future directions. International Journal of Technology Enhanced Learning, 4(3), 172–190.
85. Siemens, G., & Long, P. (2011). Penetrating the fog: analytics in learning and education. Educause Review, 46(5), 30–32.
86. Sing, C. C., & Khine, M. S. (2006). An analysis of interaction and participation patterns in online community. Journal of Educational Technology and Society, 9(1), 250.
87. Spadavecchia, C. & Giovannella, C. (2010). Monitoring learning experiences and styles: the socio-emotional level. In: Advanced Learning Technologies (ICALT), 2010 I.E. 10th International Conference on. IEEE, pp. 445–449.
88. Stahl, G., Koschmann, T. & Suthers, D. (2006). Computer-supported collaborative learning: an historical perspective. Cambridge handbook of the learning sciences, 2006.
89. Staples, M., & Niazi, M. (2007). Experiences using systematic review guidelines. Evaluation and Assessment in Software Engineering EASE06, 80(9), 1425–1437. doi:10.1016/j.jss.2006.09.046.
90. Stepanyan, K., Borau, K. & Ullrich, C. (2010). A social network analysis perspective on student interaction within the twitter microblogging environment. In: Advanced Learning Technologies (ICALT), 2010 I.E. 10th International Conference on. IEEE, pp. 70–72.
91. Suh, H. et al. (2005). Identifying peer interaction patterns and related variables in community-based learning. In: Proceedings of th 2005 conference on Computer support for collaborative learning: learning 2005: the next 10 years! International Society of the Learning Sciences, pp. 657–661.
92. Teplovs, C., Fujita, N. & Vatrapu, R. (2011). Generating predictive models of learner community dynamics. In: Proceedings of the 1st International Conference on Learning Analytics and Knowledge. ACM, pp. 147–152.
93. Ter Wal, A. L. J., & Boschma, R. A. (2008). Applying social network analysis in economic geography: framing some key analytic issues. The Annals of Regional Science, 43(3), 739–756.
94. Valente, T. W. (2010). Social networks and health: Models, methods, and applications. Oxford: Oxford University Press.
95. Vygotskiĭ, L. L. S. (1978). Mind in society: the development of higher psychological processes. Harvard: Harvard University Press.
96. Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications. Cambridge, England: Cambridge University Press.
97. Wellman, B. (1997). An electronic group is virtually a social network. Culture of the Internet, 4, 179–205.
98. Willging, P. A. (2005). Using social network analysis techniques to examine online interactions. US-China Education Review, 2(9), 46–56.
99. Yao, Y. (2010). Comparing two discussion designs in terms of student online interactions. In: Education Technology and Computer (ICETC), 2010 2nd International Conference on. IEEE, pp. V1–219–V1–222.
100. Zhang, J., & Zhang, J. (2010). A case study on web-based knowledge construction in Moodle platform. In Computer Science and Education (ICCSE), 2010 5th International Conference on. IEEE, pp. 1110–1114.
101. Zhao, Y., Zhu, Q., & Wu, K. (2011). The development of social network analysis research in mainland China: a literature review perspective. In Proceedings of the 2011 iConference. ACM, pp. 296–303.