Dynamics of Network Structure and Content in Social Media

Organizations use social media to leverage knowledge contributions by individual employees, which also foster social interactions – activity in blogs, forums, wikis etc. is critical to ensuring a thriving online community. Prior studies have examined contributions to such media at the level of the individual, focusing on drivers of participation, whereas we investigate three different dimensions of dyadic interactions. Our setting is an online forum in an enterprise, where employees both exchange knowledge by query-response and interact socially. Using a networks approach to query-response behavior, we characterize each interaction as a directed tie, and view the entire set of online forum interactions as a social network. We evaluate network constructs including Simmelian embeddedness and content of relationships (expressive or instrumental), to understand the mechanisms underlying online social interactions. We find that content and embedded nature of the relationship strongly influence responses: Simmelian ties formed in an expressive setting have the highest positive impact on response propensity, i.e. both content and embeddedness are impactful and reinforce each other. Our results have implications for designing online social communities, specifically that practitioners ought to consider the benefits of purely social interactions through the forum that may serve to lubricate future instrumental interactions.

[1]  Etienne Wenger,et al.  Communities of Practice: Learning, Meaning, and Identity , 1998 .

[2]  Rob Cross,et al.  A Relational View of Information Seeking and Learning in Social Networks , 2003, Manag. Sci..

[3]  R. Kraut,et al.  Introductions and Questions: Rhetorical Strategies That Elicit Response in Online Communities , 2007 .

[4]  Richard L. Daft,et al.  Organizational information requirements, media richness and structural design , 1986 .

[5]  Andrew Sears,et al.  Proceedings of the SIGCHI Conference on Human Factors in Computing Systems , 2002, CHI 2002.

[6]  Samer Faraj,et al.  Why Should I Share? Examining Social Capital and Knowledge Contribution in Electronic Networks of Practice , 2005, MIS Q..

[7]  David Krackardt,et al.  QAP partialling as a test of spuriousness , 1987 .

[8]  Robert N. Stern,et al.  Informal Networks and Organizational Crises: An Experimental Simulation , 1988 .

[9]  David Krackhardt,et al.  PREDICTING WITH NETWORKS: NONPARAMETRIC MULTIPLE REGRESSION ANALYSIS OF DYADIC DATA * , 1988 .

[10]  Alan R. Dennis,et al.  Testing Media Richness Theory in the New Media: The Effects of Cues, Feedback, and Task Equivocality , 1998, Inf. Syst. Res..

[11]  Brian S. Butler,et al.  Membership Size, Communication Activity, and Sustainability: A Resource-Based Model of Online Social Structures , 2001, Inf. Syst. Res..

[12]  A. Coughlan,et al.  An Empirical Investigation * , 2002 .

[13]  W. Bruce Croft,et al.  Inference networks for document retrieval , 1989, SIGIR '90.

[14]  D. Krackhardt,et al.  Activating Cross-Boundary Knowledge: The Role of Simmelian Ties in the Generation of Innovations , 2010 .

[15]  W. Bruce Croft,et al.  A language modeling approach to information retrieval , 1998, SIGIR '98.

[16]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[17]  W. Bruce Croft,et al.  Indri: A language-model based search engine for complex queries1 , 2005 .

[18]  Amy Jo Kim,et al.  Community Building on the Web: Secret Strategies for Successful Online Communities , 2000 .

[19]  Carolyn Penstein Rosé,et al.  Talk to me: foundations for successful individual-group interactions in online communities , 2006, CHI.

[20]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[21]  J. T. Wulu,et al.  Regression analysis of count data , 2002 .

[22]  Moira Burke,et al.  Beyond Information: Developing the Relationship between the Individual and the Group in Online Communities , 2008 .

[23]  C. Fombrun Strategies for Network Research in Organizations , 1982 .

[24]  J. Lincoln,et al.  Work and Friendship Ties in Organizations: A Comparative Analysis of Relational Networks , 1979 .

[25]  Xin Li,et al.  Using Social Psychology to Motivate Contributions to Online Communities , 2005, J. Comput. Mediat. Commun..

[26]  Gilad Ravid,et al.  Information overload and the message dynamics of online interaction spaces: a theoretical model and empirical exploration , 2004, IEEE Engineering Management Review.

[27]  David Krackhardt,et al.  Sensitivity of MRQAP Tests to Collinearity and Autocorrelation Conditions , 2007, Psychometrika.

[28]  Y. Connie Yuan,et al.  Homophily of Network Ties and Bonding and Bridging Social Capital in Computer-Mediated Distributed Teams , 2006, J. Comput. Mediat. Commun..

[29]  Andrew McAfee,et al.  Enterprise 2.0: the dawn of emergent collaboration , 2006, IEEE Engineering Management Review.

[30]  Dorothy E. Leidner,et al.  Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues , 2001, MIS Q..

[31]  G. Simmel The sociology of Georg Simmel , 1950 .

[32]  Jonathan Grudin,et al.  Proceedings of the 1998 ACM conference on Computer supported cooperative work , 1998 .

[33]  Atreyi Kankanhalli,et al.  Contributing Knowledge to Electronic Knowledge Repositories: An Empirical Investigation , 2005, MIS Q..

[34]  J. Coleman,et al.  Social Capital in the Creation of Human Capital , 1988, American Journal of Sociology.

[35]  Daniel J. Brass,et al.  The Role of Instrumental and Expressive Social Ties in Employees' Perceptions of Organizational Justice , 2003, Organ. Sci..