A Social Networks Approach to Online Social Movement: Social Mediators and Mediated Content in #FreeAJStaff Twitter Network

The movement to free Al Jazeera journalists (#FreeAJStaff), imprisoned by Egyptian authorities, utilized social media over almost 2 years, between 2013 and 2015. #FreeAJStaff movement emerged as a unique blend of social movement and news media, taking place primarily on Twitter. This study applied a social networks approach to examine patterns of information flow within the #FreeAJStaff movement on Twitter: the emergence of information siloes and social mediators, who bridge them. Twitter data of 22 months were collected, resulting in social networks created by 71,326 users who included the hashtag #FreeAJStaff in their tweets, and 149,650 social ties (mentions and replies) among them. Analysis found social mediators to be primarily core movement actors (e.g., Al Jazeera) or elites (e.g., politicians), rather than grassroots actors. Furthermore, core actors exhibited more reciprocal relationship with other users than elite actors. In contrast, elite actors evoked denser exchange of messages. Finally, this study identified the mechanism used to create a Spillover Effect between social movements (such as #FreeAJStaff and #FreeShawkan), finding that mediated content, which travels across clusters, was more likely to include non-FreeAJStaff movement hashtags, than siloed content, which remains within a cluster. Theoretical and practical implications are discussed.

[1]  Patricia E. Tweet Brokerage and Closure: An Introduction to Social Capital , 2006 .

[2]  The role of social media in Iran's Green Movement (2009- 2012) , 2012 .

[3]  Andrew J. Flanagin,et al.  Collective Action in Organizations: Contents , 2012 .

[4]  M. Diani,et al.  Social Movements: An Introduction , 1998 .

[5]  Itai Himelboim Political Television Hosts on Twitter: Examining Patterns of Interconnectivity and Self-Exposure in Twitter Political Talk Networks , 2014 .

[6]  M. Newman,et al.  Finding community structure in very large networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[7]  A. Kaplan,et al.  Users of the world, unite! The challenges and opportunities of Social Media , 2010 .

[8]  Brayden G. King,et al.  The Logic of Connective Action: Digital Media and the Personalization of Contentious Politics. By W. Lance Bennett and Alexandra Segerberg. New York: Cambridge University Press, 2013. Pp. xiv+240. $29.99 (paper). , 2014 .

[9]  D. Mcadam,et al.  From Interactions to Outcomes in Social Movements , 1999 .

[10]  P. Howard,et al.  What Best Explains Successful Protest Cascades? ICTs and the Fuzzy Causes of the Arab Spring , 2013 .

[11]  Steven B. Andrews,et al.  Structural Holes: The Social Structure of Competition , 1995, The SAGE Encyclopedia of Research Design.

[12]  M. Tremayne,et al.  Anatomy of Protest in the Digital Era: A Network Analysis of Twitter and Occupy Wall Street , 2014 .

[13]  Philip M. Seib TRANSNATIONAL JOURNALISM, PUBLIC DIPLOMACY, AND VIRTUAL STATES , 2010 .

[14]  M. R. Bauermeister Social capital and collective identity in the local food movement† , 2016 .

[15]  Ben Shneiderman,et al.  Classifying Twitter Topic-Networks Using Social Network Analysis , 2017 .

[16]  Rajesh Kumar,et al.  Social media as a catalyst for civil society movements in India: A study in Dehradun city , 2015, New Media Soc..

[17]  Hsi-Peng Lu,et al.  The influence of extro/introversion on the intention to pay for social networking sites , 2010, Inf. Manag..

[18]  Onur Varol,et al.  What is gained and what is left to be done when content analysis is added to network analysis in the study of a social movement: Twitter use during Gezi Park , 2017 .

[19]  Simon Lindgren The Potential and Limitations of Twitter Activism: Mapping the 2011 Libyan Uprising , 2013 .

[20]  Katy Mason,et al.  Web-based social movements contesting marketing strategy: The mobilisation of multiple actors and rhetorical strategies , 2014 .

[21]  C. Atton Reshaping Social Movement Media for a New Millennium , 2003 .

[22]  Itai Himelboim,et al.  Important tweets matter: Predicting retweets in the #BlackLivesMatter talk on twitter , 2018, Comput. Hum. Behav..

[23]  K. Ubayasiri ‘Western’ press coverage of the US resolution on Reconciliation and Accountability in Sri Lanka , 2013 .

[24]  W. Bennett,et al.  Social Media and the Organization of Collective Action: Using Twitter to Explore the Ecologies of Two Climate Change Protests , 2011 .

[25]  Jon Kleinberg,et al.  Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on twitter , 2011, WWW.

[26]  Victoria Carty Arab Spring in Tunisia and Egypt: The Impact of New Media on Contemporary Social Movements and Challenges for Social Movement Theory , 2014 .

[27]  Kee-Ok Kim,et al.  Social media as a tool for social movements: the effect of social media use and social capital on intention to participate in social movements , 2015 .

[28]  Douglas Kellner,et al.  Internet Subcultures and Oppositional Politics , 2004 .

[29]  L. Coretti The Purple Movement : social media and activism in Berlusconi's Italy , 2014 .

[30]  Luke Yates Everyday politics, social practices and movement networks: daily life in Barcelona's social centres. , 2015, The British journal of sociology.

[31]  Andreas Hoffbauer,et al.  Social media in the 2011 Egyptian uprising. , 2014, The British journal of sociology.

[32]  Axel Bruns,et al.  The Arab Spring and its social media audiences : English and Arabic Twitter users and their networks , 2013 .

[33]  A. Melucci Challenging Codes: Collective Action in the Information Age , 1997 .

[34]  Brayden G. King,et al.  The tactical disruptiveness of social movements: Sources of market and mediated disruption in corporate boycotts , 2011 .

[35]  Mario Diani,et al.  Social Movements and Social Capital: A Network Perspective on Movement Outcomes , 1997 .

[36]  Alfred Hermida,et al.  Sourcing the Arab Spring: A Case Study of Andy Carvin's Sources on Twitter During the Tunisian and Egyptian Revolutions , 2014, J. Comput. Mediat. Commun..

[37]  Carlos Domínguez Social Movement Discourses and Conditions of Possibility in Bolivia and Mexico , 2015 .

[38]  D. Snow,et al.  The Outcomes of Homeless Mobilization: The Influence of Organization, Disruption, Political Mediation, and Framing , 2000, American Journal of Sociology.

[39]  Andrew J. Flanagin,et al.  Collective Action in Organizations: Interaction and Engagement in an Era of Technological Change , 2012 .

[40]  Luciano Rossoni,et al.  Models and methods in social network analysis , 2006 .

[41]  Somayeh Moghanizadeh The role of social media in Iran's Green Movement , 2013 .

[42]  J. D. McCarthy,et al.  Resource Mobilization and Social Movements: A Partial Theory , 1977, American Journal of Sociology.

[43]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[44]  B. Wellman,et al.  Imagining Twitter as an Imagined Community , 2011 .

[45]  Andrew Georgiou,et al.  Health professional networks as a vector for improving healthcare quality and safety: a systematic review , 2011, BMJ quality & safety.

[46]  P. Gerbaudo Tweets and the Streets: Social Media and Contemporary Activism , 2012 .

[47]  John H. Parmelee Political journalists and Twitter: Influences on norms and practices , 2013 .

[48]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[49]  M. Lim Clicks, Cabs, and Coffee Houses: Social Media and Oppositional Movements in Egypt, 2004–2011 , 2012 .

[50]  D. S. Meyer,et al.  Social Movement Spillover , 1994 .

[51]  J. Juris,et al.  Movement Building and the United States Social Forum , 2014 .

[52]  John D. Skrentny Policy‐Elite Perceptions and Social Movement Success: Understanding Variations in Group Inclusion in Affirmative Action1 , 2006, American Journal of Sociology.

[53]  Edwin Amenta,et al.  A Hero for the Aged? The Townsend Movement, the Political Mediation Model, and U.S. Old-Age Policy, 1934-1950 , 1992, American Journal of Sociology.

[54]  Yamir Moreno,et al.  Broadcasters and Hidden Influentials in Online Protest Diffusion , 2012, ArXiv.

[55]  Emiliano Treré,et al.  Media Practices, Mediation Processes, and Mediatization in the Study of Social Movements , 2014 .

[56]  Kristina Lerman,et al.  Information Contagion: An Empirical Study of the Spread of News on Digg and Twitter Social Networks , 2010, ICWSM.

[57]  Di Wang,et al.  The Rise of Twitter in the Political Campaign: Searching for Intermedia Agenda-Setting Effects in the Presidential Primary , 2015, J. Comput. Mediat. Commun..

[58]  R. Burt Structural Holes versus Network Closure as Social Capital , 2001 .

[59]  M. Martínez-Torres Civil Society, the Internet, and the Zapatistas , 2001 .

[60]  Rong Wang,et al.  Hashtags and information virality in networked social movement: Examining hashtag co-occurrence patterns , 2016, Online Inf. Rev..

[61]  J. Somerville Social Movement Theory, Women and the Question of Interests , 1997 .

[62]  Javier Sajuria,et al.  Tweeting Alone? An Analysis of Bridging and Bonding Social Capital in Online Networks , 2015 .

[63]  Ben Shneiderman,et al.  Tweeting Apart: Applying Network Analysis to Detect Selective Exposure Clusters in Twitter , 2013 .

[64]  M. Newman Clustering and preferential attachment in growing networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[65]  Heather E. Hodges,et al.  A pipeline of tweets: environmental movements’ use of Twitter in response to the Keystone XL pipeline , 2016 .

[66]  M. Lipsky,et al.  Protest as a Political Resource , 1968, American Political Science Review.

[67]  Sarah A. Soule,et al.  When Do Movements Matter? The Politics of Contingency and the Equal Rights Amendment , 2004 .

[68]  Itai Himelboim,et al.  A Social Networks Approach to Public Relations on Twitter: Social Mediators and Mediated Public Relations , 2014 .

[69]  Tom A. B. Snijders,et al.  Social Network Analysis , 2011, International Encyclopedia of Statistical Science.

[70]  S. Barnartt The Arab Spring Protests and Concurrent Disability Protests: Social Movement Spillover or Spurious Relationship? , 2014 .

[71]  M. Giugni,et al.  Was it Worth the Effort? The Outcomes and Consequences of Social Movements , 1998 .

[72]  Ben Shneiderman,et al.  Analyzing Social Media Networks with NodeXL: Insights from a Connected World , 2010 .

[73]  N. Smelser Theory Of Collective Behavior , 1963 .