Crowd Diversity and Performance in Wikipedia: The Mediating Effects of Task Conflict and Communication

Crowd diversity is a key attribute that impacts crowd performance in online collaboration systems. As a structural composition of a crowd, diversity is likely to influence crowd performance through communication processes during collaboration. This study examined how diversity influenced crowd performance under different conditions of task conflict and communication in Wikipedia article production. With a sample of 5,899 articles, we found that contribution diversity positively predicted crowd performance, whereas experience diversity was negatively related to performance. In addition, task communication and conflict partially mediated the relationship between crowd diversity and performance. Task communication positively predicted performance for both forms of diversity. Task conflict, on the other hand, was positively predicted by expertise diversity, but had negative associations with contribution diversity and performance. The findings help unpack the reasons for differential effects of diversity on crowd performance, and demonstrate the importance of including communication variables when studying online crowd collaboration.

[1]  András Kornai,et al.  Dynamics of Conflicts in Wikipedia , 2012, PloS one.

[2]  Robert E. Kraut,et al.  Predicting Continued Participation in Newsgroups , 2006, J. Comput. Mediat. Commun..

[3]  Philippe A. Palanque,et al.  Proceedings of the SIGCHI Conference on Human Factors in Computing Systems , 2014, International Conference on Human Factors in Computing Systems.

[4]  D. van Knippenberg,et al.  Work group diversity. , 2007, Annual review of psychology.

[5]  Aniket Kittur,et al.  What's in Wikipedia?: mapping topics and conflict using socially annotated category structure , 2009, CHI.

[6]  Jonathan T. Morgan,et al.  The Rise and Decline of an Open Collaboration System , 2013 .

[7]  Jack A. Goncalo,et al.  The liberating role of conflict in group creativity: A study in two countries , 2004 .

[8]  Jeff Howe,et al.  Crowdsourcing: Why the Power of the Crowd Is Driving the Future of Business , 2008, Human Resource Management International Digest.

[9]  Ted S. Sindlinger,et al.  Crowdsourcing: Why the Power of the Crowd is Driving the Future of Business , 2010 .

[10]  K. Jehn A Multimethod Examination of the Benefits and Detriments of Intragroup Conflict , 1995 .

[11]  Kristopher J Preacher,et al.  SPSS and SAS procedures for estimating indirect effects in simple mediation models , 2004, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[12]  Jock Given,et al.  The wealth of networks: How social production transforms markets and freedom , 2007, Inf. Econ. Policy.

[13]  Martin Wattenberg,et al.  Studying cooperation and conflict between authors with history flow visualizations , 2004, CHI.

[14]  Aaron Halfaker,et al.  Don't bite the newbies: how reverts affect the quantity and quality of Wikipedia work , 2011, Int. Sym. Wikis.

[15]  Terri R. Kurtzberg Feeling Creative, Being Creative: An Empirical Study of Diversity and Creativity in Teams , 2005 .

[16]  David W. McDonald,et al.  A content analysis of wikiproject discussions: toward a typology of coordination language used by virtual teams , 2013, CSCW '13.

[17]  W. Heath The Difference: How the Power of Diversity Creates Better Groups, Firms, Schools, and Societies , 2008 .

[18]  Harald Reuter,et al.  Diversity and complexity , 1988, Nature.

[19]  Lionel P. Robert,et al.  The influence of diversity and experience on the effects of crowd size , 2015, J. Assoc. Inf. Sci. Technol..

[20]  Daniel M. Romero,et al.  Crowd Size, Diversity and Performance , 2015, CHI.

[21]  Ann Majchrzak,et al.  Knowledge Collaboration in Online Communities , 2011, Organ. Sci..

[22]  Katherine J. Stewart,et al.  The Effects of Diversity in Global, Distributed Collectives: A Study of Open Source Project Success , 2013, Inf. Syst. Res..

[23]  Michael Vitale,et al.  The Wisdom of Crowds , 2015, Cell.

[24]  Ronald J. Karren,et al.  An Examination of the Roles of Trust and Functional Diversity on Virtual Team Performance Ratings , 2009 .

[25]  Beth A. Bechky Sharing Meaning Across Occupational Communities: The Transformation of Understanding on a Production Floor , 2003, Organ. Sci..

[26]  D. Harrison,et al.  What's the difference? Diversity constructs as separation, variety, or disparity in organizations. , 2007 .

[27]  John Riedl,et al.  The Impact and Evolution of Group Diversity in Online Open Collaboration , 2016, Manag. Sci..

[28]  John Riedl,et al.  The effects of diversity on group productivity and member withdrawal in online volunteer groups , 2010, CHI.

[29]  Sidney C. Sufrin,et al.  The Logic of Collective Action: Public Goods and the Theory of Groups. , 1966 .

[30]  D. A. Kenny,et al.  The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. , 1986, Journal of personality and social psychology.

[31]  A. Hayes Beyond Baron and Kenny: Statistical Mediation Analysis in the New Millennium , 2009 .

[32]  Frances J. Milliken,et al.  Diversity and creativity in work groups: A dynamic perspective on the affective and cognitive processes that link diversity and performance. , 2003 .

[33]  C. D. De Dreu,et al.  Work group diversity and group performance: an integrative model and research agenda. , 2004, The Journal of applied psychology.

[34]  Beth A. Bechky,et al.  The Emergence of Governance in an Open Source Community , 2007 .

[35]  Aniket Kittur,et al.  Harnessing the wisdom of crowds in wikipedia: quality through coordination , 2008, CSCW.

[36]  Eric A. von Hippel,et al.  How Open Source Software Works: 'Free' User-to-User Assistance? , 2000 .

[37]  Aniket Kittur,et al.  Beyond Wikipedia: coordination and conflict in online production groups , 2010, CSCW '10.

[38]  Hichang Cho,et al.  Mudslinging and Manners: Unpacking Conflict in Free and Open Source Software , 2015, CSCW.

[39]  Gerald C. Kane,et al.  Online communities: explaining rises and falls from grace in wikipedia , 2011 .

[40]  Gerald C. Kane,et al.  Research Note - Content and Collaboration: An Affiliation Network Approach to Information Quality in Online Peer Production Communities , 2016, Inf. Syst. Res..

[41]  Aniket Kittur,et al.  He says, she says: conflict and coordination in Wikipedia , 2007, CHI.

[42]  Marc-David L. Seidel,et al.  Motivation and Opportunity: The Role of Remote Work, Demographic Dissimilarity, and Social Network Centrality in Impression Management , 2005 .

[43]  Bruce Edmonds,et al.  The Difference: How the Power of Diversity Creates Better Groups, Firms, Schools, and Societies by Scott E. Page , 2008, J. Artif. Soc. Soc. Simul..

[44]  Pnina Shachaf,et al.  Cultural diversity and information and communication technology impacts on global virtual teams: An exploratory study , 2008, Inf. Manag..

[45]  M. Olson,et al.  The Logic of Collective Action: Public Goods and the Theory of Groups. , 1973 .

[46]  M. Olson,et al.  The Logic of Collective Action: Public Goods and the Theory of Groups , 1969 .

[47]  Oded Nov,et al.  Information Quality in Wikipedia: The Effects of Group Composition and Task Conflict , 2011, J. Manag. Inf. Syst..

[48]  Pamela J. Hinds,et al.  CONFLICT AND SHARED IDENTITY IN GEOGRAPHICALLY DISTRIBUTED TEAMS , 2001 .

[49]  Gerald C. Kane,et al.  Membership Turnover and Collaboration Success in Online Communities: Explaining Rises , 2011, MIS Q..

[50]  G. Northcraft,et al.  You have printed the following article : Why Differences Make a Difference : A Field Study of Diversity , Conflict , and Performance in Workgroups , 2007 .