A Game-Theoretic Analysis of Competitive Editing in Wikipedia: Contributors' Effort to Influence Articles and the Community's Attempt to Ensure Neutrality

Peer production, such as the collaborative authoring of Wikipedia articles, involves both cooperation and competition between contributors, and we focus on the latter. As individuals, contributors compete to align Wikipedia articles with their personal perspectives. As a community, they work collectively to ensure a neutral point of view (NPOV). We study the interplay between individuals’ competition and the community’s endeavor to ensure neutrality. We develop a two-level game-theoretic model, modeling the interactions of ownership-motivated individuals and neutrality-seeking communal mechanisms as a Stackelberg game. We present our model’s predictions regarding the relation between contributors’ effort (i.e. typical size of edit) and benefits (i.e. the portion of the article they eventually “own”). We validate the model’s prediction through an empirical analysis, by studying the interactions of 219,811 distinct contributors that co-produced 864 Wikipedia articles over a decade. The analysis and empirical results suggest that contributors who make large edits (“creators”) eventually lose the article’s ownership to those who refine the articles and typically make smaller edits (“curators”). Whereas neutrality-seeking mechanisms are essential for ensuring that ownership is not concentrated within a small number of contributors, our findings suggest that the burden of excessive governance may deter contributors from participating.

[1]  D. M. V. Hesteren Evolutionary Game Theory , 2017 .

[2]  J. Nadal,et al.  Manifesto of computational social science , 2012 .

[3]  E. Rowland Theory of Games and Economic Behavior , 1946, Nature.

[4]  Shane M. Greenstein,et al.  Open Content, Linus' Law, and Neutral Point of View , 2016, Inf. Syst. Res..

[5]  Thomas B. Lawrence,et al.  Territoriality in Organizations , 2005 .

[6]  Tamer Basar,et al.  Efficient signal proportional allocation (ESPA) mechanisms: decentralized social welfare maximization for divisible resources , 2006, IEEE Journal on Selected Areas in Communications.

[7]  Debraj Ray,et al.  A Theory of Endogenous Coalition Structures , 1998 .

[8]  Fabián E. Bustamante,et al.  Impact of heterogeneity and socioeconomic factors on individual behavior in decentralized sharing ecosystems , 2014, Proceedings of the National Academy of Sciences.

[9]  Stef Tijs,et al.  Models in Cooperative Game Theory , 2008 .

[10]  M. Sheelagh T. Carpendale,et al.  Territoriality in collaborative tabletop workspaces , 2004, CSCW.

[11]  Benjamin Mako Hill,et al.  A longitudinal dataset of five years of public activity in the Scratch online community , 2017, Scientific Data.

[12]  Besnik Fetahu,et al.  Detecting Biased Statements in Wikipedia , 2018, WWW.

[13]  Bo Leuf,et al.  The Wiki Way: Quick Collaboration on the Web , 2001 .

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

[15]  Peter N. Yianilos,et al.  Learning String-Edit Distance , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  J. L. Pierce,et al.  Toward a Theory of Psychological Ownership in Organizations , 2001 .

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

[18]  Deborah G. . Ancona,et al.  Demography and Design: Predictors of New Product Team Performance , 1992 .

[19]  David Golumbia Commercial Trolling: Social Media and the Corporate Deformation of Democracy , 2013 .

[20]  Gerald C. Kane,et al.  Emergent Life Cycle: The Tension Between Knowledge Change and Knowledge Retention in Open Online Coproduction Communities , 2014, Manag. Sci..

[21]  Sanmay Das,et al.  Manipulation among the arbiters of collective intelligence: how wikipedia administrators mold public opinion , 2013, CIKM.

[22]  John S. Baras,et al.  Decision and Game Theory for Security , 2010, Lecture Notes in Computer Science.

[23]  Chong Wang,et al.  Network Positions and Contributions to Online Public Goods: The Case of Chinese Wikipedia , 2012, J. Manag. Inf. Syst..

[24]  Claudia-Lavinia Ignat,et al.  Measuring Quality of Collaboratively Edited Documents: The Case of Wikipedia , 2016, 2016 IEEE 2nd International Conference on Collaboration and Internet Computing (CIC).

[25]  Emmanuelle Vaast,et al.  Reaching for the Top: A Practice Approach to Understanding Power Dynamics in Online Communities , 2019 .

[26]  H. Sauermann,et al.  Crowd science user contribution patterns and their implications , 2015, Proceedings of the National Academy of Sciences.

[27]  A. Langley Strategies for Theorizing from Process Data , 1999 .

[28]  Christian Wagner,et al.  Governance of open content creation: A conceptualization and analysis of control and guiding mechanisms in the open content domain , 2012, J. Assoc. Inf. Sci. Technol..

[29]  R. Preston McAfee,et al.  Incentivizing high-quality user-generated content , 2011, WWW.

[30]  Emilia Mendes,et al.  Web Effort Estimation , 2006, Web Engineering.

[31]  Jesús M. González-Barahona,et al.  On the Inequality of Contributions to Wikipedia , 2008, Proceedings of the 41st Annual Hawaii International Conference on System Sciences (HICSS 2008).

[32]  Aleksi Aaltonen,et al.  Building Governance Capability in Online Social Production: Insights from Wikipedia , 2015 .

[33]  Shane M. Greenstein,et al.  Do Experts or Crowd-Based Models Produce More Bias? Evidence from Encyclopedia Britannica and Wikipedia , 2018, MIS Q..

[34]  Shamik Sengupta,et al.  Price-bandwidth dynamics for WSPs in heterogeneous wireless networks , 2014, Phys. Commun..

[35]  S. Greenstein,et al.  Is Wikipedia Biased , 2012 .

[36]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[37]  Oded Nov,et al.  Turbulent Stability of Emergent Roles: The Dualistic Nature of Self-Organizing Knowledge Coproduction , 2016, Inf. Syst. Res..

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

[39]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[40]  J. Giles Internet encyclopaedias go head to head , 2005, Nature.

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

[42]  Ofer Arazy,et al.  The Evolutionary Trajectories of Peer-Produced Artifacts: Group Composition, the Trajectories' Exploration, and the Quality of Artifacts , 2020, MIS Q..

[43]  Les Gasser,et al.  Information quality work organization in wikipedia , 2008, J. Assoc. Inf. Sci. Technol..

[44]  Heinrich von Stackelberg,et al.  Stackelberg (Heinrich von) - The Theory of the Market Economy, translated from the German and with an introduction by Alan T. PEACOCK. , 1953 .

[45]  Francesco Cesarone,et al.  Linear and Non-linear Programming , 2020 .

[46]  Kim B. Clark,et al.  The Architecture of Participation: Does Code Architecture Mitigate Free Riding in the Open Source Development Model? , 2006, Manag. Sci..

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

[48]  Eleni Stroulia,et al.  Recognizing contributions in wikis: Authorship categories, algorithms, and visualizations , 2009, J. Assoc. Inf. Sci. Technol..

[49]  Arthur H. M. ter Hofstede,et al.  Destructive Domination in Crowdsourcing , 2020 .

[50]  Michael S. Bernstein,et al.  Mosaic: Designing Online Creative Communities for Sharing Works-in-Progress , 2016, CSCW.

[51]  David C. Parkes,et al.  The role of game theory in human computation systems , 2009, HCOMP '09.

[52]  Dan Cosley,et al.  What's mine is mine: territoriality in collaborative authoring , 2009, CHI.

[53]  J. Cruz,et al.  On the Stackelberg strategy in nonzero-sum games , 1973 .

[54]  G. Hull,et al.  Curating and Creating Online: Identity, Authorship, and Viewing in a Digital Age , 2014 .

[55]  José van Dijck,et al.  Wisdom of the crowd or technicity of content? Wikipedia as a sociotechnical system , 2010, New Media Soc..

[56]  Pamela J. McKenzie,et al.  User-generated online content 1: overview, current state and context , 2012, First Monday.

[57]  Mitchel Resnick,et al.  Supporting Diverse and Creative Collaboration in the Scratch Online Community , 2016 .

[58]  Chrysanthos Dellarocas,et al.  The Digitization of Word-of-Mouth: Promise and Challenges of Online Feedback Mechanisms , 2003, Manag. Sci..

[59]  Vladimir I. Levenshtein,et al.  Binary codes capable of correcting deletions, insertions, and reversals , 1965 .

[60]  Aaron Halfaker,et al.  Building Automated Vandalism Detection Tools for Wikidata , 2017, WWW.

[61]  Aaron Halfaker,et al.  A jury of your peers: quality, experience and ownership in Wikipedia , 2009, Int. Sym. Wikis.

[62]  Ivan Beschastnikh,et al.  Community, consensus, coercion, control: cs*w or how policy mediates mass participation , 2007, GROUP.

[63]  Eni Mustafaraj,et al.  How Partisanship and Perceived Political Bias Affect Wikipedia Entries of News Sources , 2019, WWW.

[64]  Benjamin B. M. Shao,et al.  The usability of passphrases for authentication: An empirical field study , 2007, Int. J. Hum. Comput. Stud..

[65]  Oded Nov,et al.  A Game Theoretic Analysis of Collaboration in Wikipedia , 2013, GameSec.

[66]  Amy Bruckman,et al.  Decentralization in Wikipedia Governance , 2009, J. Manag. Inf. Syst..

[67]  Yasutaka Kamei,et al.  Is lines of code a good measure of effort in effort-aware models? , 2013, Inf. Softw. Technol..

[68]  Carl D. Meyer,et al.  Matrix Analysis and Applied Linear Algebra , 2000 .

[69]  Pietro Michelucci,et al.  The power of crowds , 2016, Science.

[70]  J. L. Pierce,et al.  The State of Psychological Ownership: Integrating and Extending a Century of Research , 2003 .

[71]  Gerald C. Kane,et al.  The Gender Bias Tug-of-War in a Co-creation Community: Core-Periphery Tension on Wikipedia , 2020, J. Manag. Inf. Syst..

[72]  Brian S. Butler,et al.  Don't look now, but we've created a bureaucracy: the nature and roles of policies and rules in wikipedia , 2008, CHI.

[73]  Duncan J. Watts,et al.  Cooperation in Evolving Social Networks , 2007, Manag. Sci..

[74]  Brian S. Butler,et al.  The Impact of Membership Overlap on Growth: An Ecological Competition View of Online Groups , 2013, Organ. Sci..

[75]  J. Tirole,et al.  Some Simple Economics of Open Source , 2002 .

[76]  Lydia B. Chilton,et al.  The labor economics of paid crowdsourcing , 2010, EC '10.