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Published in: Journal of Computers in Education 4/2016

01-12-2016

Exploring individual contributions during online collaborative discussions

Authors: Chang Xu, Yafeng Zheng, Hening Hu, Yanyan Li

Published in: Journal of Computers in Education | Issue 4/2016

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Abstract

Learning via online discussion has been widely acknowledged as an effective means in interactive learning environments. Many existing studies analyze collaborative discussions at the group level. Increasingly, researchers suggest that a better understanding of individual contributions within a group could help to explain what happens within groups. However, the existing analysis on individual contributions in online collaborative discussion is not comprehensive. In addition, there are only a few studies investigating the relationship between group performance and individual contributions. By quantitatively analyzing students’ discussion content and participation behaviors, this study measured the individual contributions based on six distinguishing features: productivity, activation, activity, reactivity, persistence, and novelty. Furthermore, cluster analysis was conducted to identify four contributor clusters: prominent contributors, coordinators, self-directed learners, and peripheral participants. Combined with the deep analysis of discussion postings, this study analyzed and described the features of each cluster contributors in detail. Furthermore, implications of this study for instructors’ guidance and researchers are discussed.

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Literature
go back to reference Anderson, T., Rourke, L., Garrison, D. R., & Archer, W. (2001). Assessing teaching presence in a computer conferencing context. Journal of Asynchronous Learning Networks, 5(2), 1–17. Anderson, T., Rourke, L., Garrison, D. R., & Archer, W. (2001). Assessing teaching presence in a computer conferencing context. Journal of Asynchronous Learning Networks, 5(2), 1–17.
go back to reference Barron, B. (2003). When smart groups fail. Journal of the Learning Sciences, 12(3), 307–359.CrossRef Barron, B. (2003). When smart groups fail. Journal of the Learning Sciences, 12(3), 307–359.CrossRef
go back to reference Caballé, S., Daradoumis, T., Xhafa, F., & Juan, A. (2011). Providing effective feedback, monitoring and evaluation to on-line collaborative learning discussions. Computers in Human Behavior, 27(4), 1372–1381. doi:10.1016/j.chb.2010.07.032.CrossRef Caballé, S., Daradoumis, T., Xhafa, F., & Juan, A. (2011). Providing effective feedback, monitoring and evaluation to on-line collaborative learning discussions. Computers in Human Behavior, 27(4), 1372–1381. doi:10.​1016/​j.​chb.​2010.​07.​032.CrossRef
go back to reference Cacciamani, S., Cesareni, D., Martini, F., Ferrini, T., & Fujita, N. (2012). Influence of participation, facilitator styles, and metacognitive reflection on knowledge building in online university courses. Computers & Education, 58(3), 874–884.CrossRef Cacciamani, S., Cesareni, D., Martini, F., Ferrini, T., & Fujita, N. (2012). Influence of participation, facilitator styles, and metacognitive reflection on knowledge building in online university courses. Computers & Education, 58(3), 874–884.CrossRef
go back to reference Calvani, A., Fini, A., Molino, M., & Ranieri, M. (2010). Visualizing and monitoring effective interactions in online collaborative groups. British Journal of Educational Technology, 41(2), 213–226.CrossRef Calvani, A., Fini, A., Molino, M., & Ranieri, M. (2010). Visualizing and monitoring effective interactions in online collaborative groups. British Journal of Educational Technology, 41(2), 213–226.CrossRef
go back to reference Chan, C. K., & Chan, Y.-Y. (2011). Students’ views of collaboration and online participation in Knowledge Forum. Computers & Education, 57(1), 1445–1457.CrossRef Chan, C. K., & Chan, Y.-Y. (2011). Students’ views of collaboration and online participation in Knowledge Forum. Computers & Education, 57(1), 1445–1457.CrossRef
go back to reference Cheng, C. K., Paré, D. E., Collimore, L. M., & Joordens, S. (2011). Assessing the effectiveness of a voluntary online discussion forum on improving students’ course performance ☆. Computers & Education, 56(1), 253–261.CrossRef Cheng, C. K., Paré, D. E., Collimore, L. M., & Joordens, S. (2011). Assessing the effectiveness of a voluntary online discussion forum on improving students’ course performance ☆. Computers & Education, 56(1), 253–261.CrossRef
go back to reference Chiu, C.-H., & Hsiao, H.-F. (2010). Group differences in computer supported collaborative learning: Evidence from patterns of Taiwanese students’ online communication. Computers & Education, 54(2), 427–435.CrossRef Chiu, C.-H., & Hsiao, H.-F. (2010). Group differences in computer supported collaborative learning: Evidence from patterns of Taiwanese students’ online communication. Computers & Education, 54(2), 427–435.CrossRef
go back to reference Garrison, D. R. (2007). Online community of inquiry review: Social, cognitive, and teaching presence issues. Journal of Asynchronous Learning Networks, 11(1), 61–72. Garrison, D. R. (2007). Online community of inquiry review: Social, cognitive, and teaching presence issues. Journal of Asynchronous Learning Networks, 11(1), 61–72.
go back to reference 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.CrossRef 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.CrossRef
go back to reference Hong, H.-Y., & Scardamalia, M. (2014). Community knowledge assessment in a knowledge building environment. Computers & Education, 71, 279–288.CrossRef Hong, H.-Y., & Scardamalia, M. (2014). Community knowledge assessment in a knowledge building environment. Computers & Education, 71, 279–288.CrossRef
go back to reference Hou, H.-T., Chang, K.-E., & Sung, Y.-T. (2008). Analysis of problem-solving-based online asynchronous discussion pattern. Journal of Educational Technology & Society, 11(1), 17–28. Hou, H.-T., Chang, K.-E., & Sung, Y.-T. (2008). Analysis of problem-solving-based online asynchronous discussion pattern. Journal of Educational Technology & Society, 11(1), 17–28.
go back to reference Hou, H.-T., & Wu, S.-Y. (2011). Analyzing the social knowledge construction behavioral patterns of an online synchronous collaborative discussion instructional activity using an instant messaging tool: A case study. Computers & Education, 57(2), 1459–1468.CrossRef Hou, H.-T., & Wu, S.-Y. (2011). Analyzing the social knowledge construction behavioral patterns of an online synchronous collaborative discussion instructional activity using an instant messaging tool: A case study. Computers & Education, 57(2), 1459–1468.CrossRef
go back to reference Hung, J. L., & Zhang, K. (2008). Revealing online learning behaviors and activity patterns and making predictions with data mining techniques in online teaching. Journal of Online Learning & Teaching, 4(4), 426–436. Hung, J. L., & Zhang, K. (2008). Revealing online learning behaviors and activity patterns and making predictions with data mining techniques in online teaching. Journal of Online Learning & Teaching, 4(4), 426–436.
go back to reference Hwang, A., & Arbaugh, J. B. (2009). Seeking feedback in blended learning: Competitive versus cooperative student attitudes and their links to learning outcome. Journal of Computer Assisted learning, 25(3), 280–293.CrossRef Hwang, A., & Arbaugh, J. B. (2009). Seeking feedback in blended learning: Competitive versus cooperative student attitudes and their links to learning outcome. Journal of Computer Assisted learning, 25(3), 280–293.CrossRef
go back to reference Janssen, J., Erkens, G., Kirschner, P. A., & Kanselaar, G. (2012). Task-related and social regulation during online collaborative learning. Metacognition & Learning, 7(7), 25–43.CrossRef Janssen, J., Erkens, G., Kirschner, P. A., & Kanselaar, G. (2012). Task-related and social regulation during online collaborative learning. Metacognition & Learning, 7(7), 25–43.CrossRef
go back to reference Johnson, D. W., & Johnson, R. T. (1989). Toward a cooperative effort: A response to Slavin. Educational Leadership, 46(7), 80–81. Johnson, D. W., & Johnson, R. T. (1989). Toward a cooperative effort: A response to Slavin. Educational Leadership, 46(7), 80–81.
go back to reference Li, Y., Dong, M., & Huang, R. (2009). Toward a semantic forum for active collaborative learning. Educational Technology & Society, 12(4), 71–86. Li, Y., Dong, M., & Huang, R. (2009). Toward a semantic forum for active collaborative learning. Educational Technology & Society, 12(4), 71–86.
go back to reference Li, Y., Liao, J., Wang, J., & Huang, R. (2007). CSCL interaction analysis for assessing knowledge building outcomes: method and tool. In Proceedings of the 8th international conference on Computer supported collaborative learning (pp. 431–440). International Society of the Learning Sciences Li, Y., Liao, J., Wang, J., & Huang, R. (2007). CSCL interaction analysis for assessing knowledge building outcomes: method and tool. In Proceedings of the 8th international conference on Computer supported collaborative learning (pp. 431–440). International Society of the Learning Sciences
go back to reference Lipponen, L. (2002). Exploring foundations for computer-supported collaborative learning. In Proceedings of the conference on computer support for collaborative learning: Foundations for a CSCL community (pp. 72–81) Lipponen, L. (2002). Exploring foundations for computer-supported collaborative learning. In Proceedings of the conference on computer support for collaborative learning: Foundations for a CSCL community (pp. 72–81)
go back to reference Palomo-Duarte, M., Dodero, J. M., Medina-Bulo, I., Rodríguez-Posada, E. J., & Ruiz-Rube, I. (2014). Assessment of collaborative learning experiences by graphical analysis of wiki contributions. Interactive Learning Environments, 22(4), 444–466.CrossRef Palomo-Duarte, M., Dodero, J. M., Medina-Bulo, I., Rodríguez-Posada, E. J., & Ruiz-Rube, I. (2014). Assessment of collaborative learning experiences by graphical analysis of wiki contributions. Interactive Learning Environments, 22(4), 444–466.CrossRef
go back to reference Roschelle, J., & Teasley, S. D. (1995). The construction of shared knowledge in collaborative problem solving. In C. O'Malley (Ed.), Computer Supported Collaborative Learning (pp. 69–97). Berlin: Springer.CrossRef Roschelle, J., & Teasley, S. D. (1995). The construction of shared knowledge in collaborative problem solving. In C. O'Malley (Ed.), Computer Supported Collaborative Learning (pp. 69–97). Berlin: Springer.CrossRef
go back to reference Siqin, T., van Aalst, J., & Chu, S. K. W. (2015). Fixed group and opportunistic collaboration in a CSCL environment. International Journal of Computer-Supported Collaborative Learning. doi:10.1007/s11412-014-9206-7. Siqin, T., van Aalst, J., & Chu, S. K. W. (2015). Fixed group and opportunistic collaboration in a CSCL environment. International Journal of Computer-Supported Collaborative Learning. doi:10.​1007/​s11412-014-9206-7.
go back to reference Smith Risser, H., & Bottoms, S. (2014). “Newbies” and “Celebrities”: Detecting social roles in an online network of teachers via participation patterns. International Journal of Computer-Supported Collaborative Learning, 9(4), 433–450. doi:10.1007/s11412-014-9197-4.CrossRef Smith Risser, H., & Bottoms, S. (2014). “Newbies” and “Celebrities”: Detecting social roles in an online network of teachers via participation patterns. International Journal of Computer-Supported Collaborative Learning, 9(4), 433–450. doi:10.​1007/​s11412-014-9197-4.CrossRef
go back to reference Stahl, G. (2006). Group cognition: Computer support for building collaborative knowledge. Cambridge, MA: MIT Press. Stahl, G. (2006). Group cognition: Computer support for building collaborative knowledge. Cambridge, MA: MIT Press.
go back to reference Stahl, G., Law, N., Cress, U., & Ludvigsen, S. (2014). Analyzing roles of individuals in small-group collaboration processes. International Journal of Computer-Supported Collaborative Learning, 9(4), 365–370.CrossRef Stahl, G., Law, N., Cress, U., & Ludvigsen, S. (2014). Analyzing roles of individuals in small-group collaboration processes. International Journal of Computer-Supported Collaborative Learning, 9(4), 365–370.CrossRef
go back to reference Trausan-Matu, S., & Rebedea, T. (2010). A polyphonic model and system for inter-animation analysis in chat conversations with multiple participants. In CICLing (pp. 354–363). Berlin: Springer Trausan-Matu, S., & Rebedea, T. (2010). A polyphonic model and system for inter-animation analysis in chat conversations with multiple participants. In CICLing (pp. 354–363). Berlin: Springer
go back to reference Tsovaltzi, D., Judele, R., Puhl, T., & Weinberger, A. (2015). Scripts, individual preparation and group awareness support in the service of learning in Facebook: How does CSCL compare to social networking sites? Computers in Human Behavior, 53, 577–592.CrossRef Tsovaltzi, D., Judele, R., Puhl, T., & Weinberger, A. (2015). Scripts, individual preparation and group awareness support in the service of learning in Facebook: How does CSCL compare to social networking sites? Computers in Human Behavior, 53, 577–592.CrossRef
go back to reference Vonderwell, S. (2003). An examination of asynchronous communication experiences and perspectives of students in an online course: A case study. Internet & Higher Education, 6(1), 77–90.CrossRef Vonderwell, S. (2003). An examination of asynchronous communication experiences and perspectives of students in an online course: A case study. Internet & Higher Education, 6(1), 77–90.CrossRef
go back to reference Ward, J. H. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301), 236–244.CrossRef Ward, J. H. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58(301), 236–244.CrossRef
Metadata
Title
Exploring individual contributions during online collaborative discussions
Authors
Chang Xu
Yafeng Zheng
Hening Hu
Yanyan Li
Publication date
01-12-2016
Publisher
Springer Berlin Heidelberg
Published in
Journal of Computers in Education / Issue 4/2016
Print ISSN: 2197-9987
Electronic ISSN: 2197-9995
DOI
https://doi.org/10.1007/s40692-016-0071-4

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