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Spontaneous Collective Action: Peripheral Mobilization During the Arab Spring

  • ZACHARY C. STEINERT-THRELKELD (a1)
Abstract

Who is responsible for protest mobilization? Models of disease and information diffusion suggest that those central to a social network (the core) should have a greater ability to mobilize others than those who are less well-connected. To the contrary, this article argues that those not central to a network (the periphery) can generate collective action, especially in the context of large-scale protests in authoritarian regimes. To show that those in the core of a social network have no effect on levels of protest, this article develops a dataset of daily protests across 16 countries in the Middle East and North Africa over 14 months from 2010 through 2011. It combines that dataset with geocoded, individual-level communication from the same period and measures the number of connections of each person. Those on the periphery are shown to be responsible for changing levels of protest, with some evidence suggesting that the core’s mobilization efforts lead to fewer protests. These results have implications for a wide range of social choices that rely on interdependent decision making.

Copyright
Corresponding author
Zachary C. Steinert-Threlkeld is Assistant Professor, Department of Public Policy, University of California, Los Angeles, Los Angles, CA 90095, www.zacharyst.com (zst@luskin.ucla.edu).
Footnotes
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I would like to thank the anonymous reviewers and editorial staff who provided excellent feedback. This article has also benefitted from the generous attention and brainstorming of Lawrence Broz, James Fowler, Emilie Hafner-Burton, David Lake, and Barbara Walter. Derrick Cogburn, Jesse Driscoll, Erik Gartzke, Philip N. Howard, and Nils Weidmann provided needed encouragement along the way. Nathan Combes, Scott Guenther, Maya Oren, and Aditya Ranganath have known this article since it was just an idea, and our group sessions were integral to its success. Many thanks as well go to Jason Jones, who provided the original idea for measuring coordination. The article benefitted from active participants at many conferences over too many years, as well as the patience of the Human Nature Group and the UCSD International Relations Workshop. This article would not be possible without the assistance of Alessandro Vespignani and Delia Mocanu. All remaining errors are mine.

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References
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Al-Zubaidi Layla, and Cassel Matthew, eds. 2013. Diaries of an Unfinished Revolution: Voices from Tunis to Damascus. New York: Penguin Books.
Aral Sinan, and Walker Dylan. 2012. “Identifying Influential and Susceptible Members of Social Networks.” Science 337 (6092): 337–41.
Bakshy Eytan, Cameron Marlow, Itamar Rosenn, and Lada Adamic. 2012. “The Role of Social Networks in Information Diffusion.” In Proceedings of the 21st International Conference on World Wide Web. Lyon: 519–28.
Barbera Pablo. 2015. “Birds of the Same Feather Tweet Together: Bayesian Ideal Point Estimation Using Twitter Data.” Political Analysis 23 (1): 7691.
Barberá Pablo, Wang Ning, Bonneau Richard, Jost John T., Nagler Jonathan, Tucker Joshua, and González-Bailón Sandra. 2015. “The Critical Periphery in the Growth of Social Protests.” PloS ONE 10 (11): 115.
Beissinger Mark R. 2013. “The Semblance of Democratic Revolution: Coalitions in Ukraine’s Orange Revolution.” American Political Science Review 107 (3): 574–92.
Bellin Eva. 2012. “Reconsidering the Robustness of Authoritarianism in the Middle East: Lessons from the Arab Spring.” Comparative Political Studies 44 (2): 127–49.
Benchemsi Ahmed. 2014. “Morocco’s Makhzen and the Haphazard Activists.” In Taking to the Streets: The Transformationof Arab Activism, eds. Khatib Lina and Lust Ellen. Baltimore: Johns Hopkins University Press, 199236.
Bennett W. Lance, and Segerberg Alexandra. 2013. The Logic of Connective Action. Cambridge, UK: Cambridge University Press.
Blaydes L., and Lo J.. 2011. “One Man, One Vote, One Time? A Model of Democratization in the Middle East.” Journal of Theoretical Politics 24 (1): 110–46.
Bond Robert M., Fariss Christopher J., Jones Jason J., Kramer Adam D.I., Marlow Cameron, Settle Jaime E., and Fowler James H. 2012. “A 61-Million-Person Experiment in Social Influence and Political Mobilization.” Nature (London) 489 (7415): 295–8.
Boschee Elizabeth, Lautenschlager Jennifer, O’Brien Sean, Shellman Steve, Starz James, and Ward Michael. 2015. “ICEWS Coded Event Data.” http://dx.doi.org/10.7910/DVN/28075
Boyd Dannah, Golder Scott, and Lotan Gilad. 2010. “Tweet, Tweet, Retweet: Conversational Aspects of Retweeting on Twitter.” In 43rd Hawaii International Conference on System Sciences. IEEE, 110.
Breuer Anita. 2012. “The Role of Social Media in Mobilizing Political Protest: Evidence from the Tunisian Revolution.” Technical report, German Development Institute, Bonn.
Bruns Axel, and Burgess Jean E. 2011. “The Use of Twitter Hashtags in the Formation of Ad Hoc Publics.” In 6th European Consortium for Political Research Conference. Reykjavik: 110.
Bueno de Mesquita Ethan. 2010. “Regime Change and Revolutionary Entrepreneurs.” American Political Science Review 104 (3): 446–66.
Burns Alex, and Eltham Ben. 2009. “Twitter Free Iran: An Evaluation of Twitter’s Role in Public Diplomacy and Information Operations in Iran’s 2009 Election Crisis.” In Communications Policy & Research Forum 2009. Sydney: 298310.
Cambanis Thanassis. 2015. Once Upon a Revolution: An Egyptian Story. New York: Simon and Schuster.
Caren Neal. 2014. “It is Time to get Rid of the E in GDELT.” http://badhessian.org/2014/05/it-is-time-to-get-rid-of-the-e-in-gdelt/
Centola Damon. 2010. “The Spread of Behavior in an Online Social Network Experiment.” Science 329 (September): 1194–8.
Centola Damon, and Macy Michael. 2007. “Complex Contagion and the Weakness of Long Ties.” American Journal of Sociology 113 (3): 702–34.
Citino Robert. 2004. “Beyond Fire and Movement: Command, Control and Information in the German Blitzkrieg.” Journal of Strategic Studies 27 (2): 324–44.
Dalton Russell J., Greene Steven, Beck Paul Allen, and Huckfeldt Robert. 2002. “The Social Calculus of Voting: Interpersonal, Media, and Organizational Influences on Presidential Choices.” The American Political Science Review 96 (1): 5773.
Davenport Christian, and Ball Patrick. 2002. “Views to a Kill: Exploring the Implications of Source Selection in the Case of Guatemalan State Terror, 1977-1995.” Journal of Conflict Resolution 46 (3): 427–50.
Downs Anthony. 1957. An Economic Theory of Democracy. New York: Harper and Row.
Duggan Maeve, and Smith Aaron. 2013. “Social Media Update 2013.” Technical Report, Pew Research Center.
Dunbar R. I. M., Arnaboldi Valerio, Conti Marco, and Passarella Andrea. 2015. “The Structure of Online Social Networks Mirrors those in the Offline World.” Social Networks 43: 3947.
Earl Jennifer, Hurwitz Heather McKee, Mesinas Analicia Mejia, Tolan Margaret, and Arlotti Ashley. 2013. “This Protest Will Be Tweeted: Twitter and Protest Policing during the Pittsburgh G20.” Information, Communication & Society 16 (4): 459–78.
Eck Kristine. 2012. “In Data we Trust? A Comparison of UCDP GED and ACLED Conflict Events Datasets.” Cooperation and Conflict 47 (1): 124–41.
Edmond Chris. 2013. “Information Manipulation, Coordination, and Regime Change.” Review of Economic Studies 80 (4): 1422–58.
Egorov Georgy, Guriev Sergei, and Sonin Konstantin. 2009. “Why Resource-poor Dictators Allow Freer Media: A Theory and Evidence from Panel Data.” American Political Science Review 103 (4): 645–68.
Ferrara F. 2003. “Why Regimes Create Disorder: Hobbes’s Dilemma During a Rangoon Summer.” Journal of Conflict Resolution 47 (3): 302–25.
Finkel Steven E., Muller Edward N., and Opp Karl-Dieter. 1989. “Personal Influence, Collective Rationality, and Mass Political Action.” American Political Science Review 83 (3): 885903.
Gerbaudo Paolo. 2012. Tweets and the Streets: Social Media and Contemporary Activism. London: Pluto Press.
Gerber Alan, Karlan Dean, and Bergan Daniel. 2006. “Does The Media Matter? A Field Experiment Measuring the Effect of Newspapers on Voting Behavior and Political Opinions.” Working Paper.
Gerber Alan S., Green Donald P., and Larimer Christopher W.. 2008. “Social Pressure and Voter Turnout: Evidence from a Large-Scale Field Experiment.” American Political Science Review 102 (1): 3348.
Glanz James, and Markoff John. 2011. “Egypt Leaders Found ’Off’ Switch for Internet.” http://www.nytimes.com/2011/02/16/technology/16internet.html?_r=1&hp=&pagewanted=all
Goldstone Jack A. 1994. “Is Revolution Individually Rational?: Groups and Individuals in Revolutionary Collective Action.” Rationality and Society 6 (1): 139–66.
Goldstone Jack A. 2001. “Toward a Fourth Generation of Revolutionary Theory.” Annual Review of Political Science 4: 139–87.
González-Bailón Sandra, Borge-Holthoefer Javier, Rivero Alejandro, and Moreno Yamir. 2011. “The Dynamics of Protest Recruitment through an Online Network.” Scientific Reports 1 (197): 17.
Gonzalez-Bailon Sandra, Borge-Holthoefer Javier, and Moreno Yamir. 2013. “Broadcasters and Hidden Influentials in Online Protest Diffusion.” American Behavioral Scientist 57 (7): 943–65.
Granovetter Mark. 1973. “The Strength of Weak Ties.” American Journal of Sociology 78 (6): 1360–80.
Granovetter Mark. 1978. “Threshold Models of Collective Behavior.” American Journal of Sociology 83 (6): 1420–43.
Grimmer Justin. 2015. “We Are All Social Scientists Now: How Big Data, Machine Learning, and Causal Inference Work Together.” PS: Political Science & Politics 48 (1): 80–3.
Grimmer Justin, and Stewart Brandom M.. 2013. “Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts.” Political Analysis 21 (3): 267–97.
Gunning Jeroen, and Baron Ilan Zvi. 2013. Why Occupy a Square: People, Protests and Movements in the Egyptian Revolution. London: Hurst Publishers.
Hale Henry E. 2013. “Regime Change Cascades: What We Have Learned from the 1848 Revolutions to the 2011 Arab Uprisings.” Annual Review of Political Science 16 (1): 331–53.
Hamdy Naila, and Gomaa Ehab H.. 2012. “Framing the Egyptian Uprising in Arabic Language Newspapers and Social Media.” Journal of Communication 62 (2): 195211.
Hammond Jesse, and Weidmann Nils B.. 2014. “Using Machine-coded Event Data for the Micro-level Study of Political Violence.” Research & Politics 1 (2): 18.
Hassanpour Navid. 2014. “Media Disruption and Revolutionary Unrest: Evidence From Mubarak’s Quasi-Experiment.” Political Communication 31 (1): 124.
Hendrix Cullen, Hamner Jesse, Case Christina, Linebarger Chris, Stull Emily, and Williams Jennifer. 2012. “Social Conflict in Africa: A New Database.” International Interactions 38 (4): 503–11.
Herkenrath M., and Knoll A.. 2011. “Protest Events in International Press Coverage: An Empirical Critique of Cross-national Conflict Databases.” International Journal of Comparative Sociology 52 (3): 163–80.
Hoffman Mike. 2015. “US Air Force Targets and Destroys ISIS HQ Building Using Social Media.”
Hollyer James R., Rosendorff B. Peter, and Vreeland James Raymond. 2015. “Transparency, Protest, and Autocratic Instability.” American Political Science Review 109 (4): 764–84.
Idle Nadia, and Nunns Alex, eds. 2011. Tweets from Tahrir. New York: OR Books.
Javeline Debra. 2003. “The Role of Blame in Collective Action: Evidence from Russia.” American Political Science Review 97 (1): 107.
Kerr Simeon. 2015. “Bahrain Main Shia Opposition Leader Jailed for 4 Years.”
Khalil Ashraf. 2011. Liberation Square: Inside the Egyptian Revolution and the Rebirth of a Nation. New York: St. Martin’s Press.
Khatib Lina, and Lust Ellen, eds. 2014. Taking to the Streets: The Transformation of Arab Activism. Baltimore: Johns Hopkins University Press.
King Gary, Pan Jennifer, and Roberts Margaret E.. 2013. “How Censorship in China Allows Government Criticism but Silences Collective Expression.” American Political Science Review 107 (2): 326–43.
Klandermans Bert, and Oegema Dirk. 1987. “Potentials, Networks, Motivations, and Barriers: Steps Towards Participation in Social Movements.” American Sociological Review 52 (4): 519–31.
Kulshrestha Juhi, Kooti Farshad, Nikravesh Ashkan, and Gummadi Krishna P. 2012. “Geographic Dissection of the Twitter Network.” In Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media. 202–9.
Kuran Timur. 1989. “Sparks and Prairie Fires: A Theory of Unanticipated Political Revolution.” Public Choice 61 (1): 4174.
Kwak Haewoon, Lee Changhyun, Park Hosung, and Moon Sue. 2010. “What is Twitter, a Social Network or a News Media?” In International World Wide Conference. 591600.
Leetaru Kalev H., Wang Shaowen, Cao Guofeng, Padmanabhan Anand, and Shook Eric. 2013. “Mapping the Global Twitter Heartbeat: The Geography of Twitter.” First Monday 18 (5–6): 133.
Leetaru Kalev, and Schrodt Philip. 2013. “GDELT: Global Data on Events, Language, and Tone, 1979–2012.” International Studies Association.
Lehmann Janette, Gonçalves Bruno, Ramasco José J., and Cattuto Ciro. 2012. “Dynamical Classes of Collective Attention in Twitter.” Proceedings of the 21st International Conference on World Wide Web - WWW ’12, 251–60.
Lichbach Mark I. 1998. “Contending Theories of Contentious Politics and the Structure-Action Problem of Social Order.” Annual Review of Political Science 1: 401–24.
Liere Diederik Van. 2010. “How Far Does a Tweet Travel? Information Brokers in the Twitterverse.” In Proceedings of the International Workshop on Modeling Social Media. Toronto: 14.
Lohmann Susanne. 1994. “The Dynamics of Informational Cascades: The Monday Demonstrations in Leipzig, East Germany, 1989–91.” World Politics 47 (1): 42101.
Lotan Gilad, Ananny Mike, Gaffney Devin, Boyd Danah, Pearce Ian, and Graeff Erhardt. 2011. “The Revolutions Were Tweeted: Information Flows During the 2011 Tunisian and Egyptian Revolutions Web.” International Journal of Communications 5: 1375–406.
Mackey Robert. 2015. “Egyptian Police Attack Marchers Carrying Flowers to Tahrir Square, Killing Protester.” http://www.nytimes.com/2015/01/25/world/middleeast/egypt-woman-is-killed-in-peaceful-cairo-protest.html
Malik Momin M., Lamba Hemank, Nakos Constantine, and Pfeffer Jurgen. 2015. “Population Bias in Geotagged Tweets.” In 9th International AAAI Conference on Weblogs and Social Media. 1827.
McAdam Doug. 1986. “Recruitment to High-Risk Activism: The Case of Freedom Summer.” American Journal of Sociology 92 (1): 6490.
McPherson Miller, Smith-Lovin Lynn, and Cook James M.. 2001. “Birds of a Feather: Homophily in Social Networks.” Annual Review of Sociology 27 (August): 415–44.
Meirowitz Adam, and Tucker Joshua A.. 2013. “People Power or a One-Shot Deal? A Dynamic Model of Protest.” American Journal of Political Science 57 (2): 478–90.
Mocanu Delia, Baronchelli Andrea, Perra Nicola, Vespignani Alessandro, Goncalves Bruno, and Zhang Qian. 2013. “The Twitter of Babel: Mapping World Languages through Microblogging Platforms.” PLOS One 8 (4): e61981.
Monroe Burt L., Pan Jennifer, Roberts Margaret E., Sen Maya, and Sinclair Betsy. 2015. “No! Formal Theory, Causal Inference, and Big Data Are Not Contradictory Trends in Political Science.” PS: Political Science & Politics 48 (01): 71–4.
Moore Will H. 1995. “Rational Rebels: Overcoming the Free-Rider Problem.” Political Research Quarterly 48 (2): 417–54.
Muchnik L., Aral S., and Taylor S. J.. 2013. “Social Influence Bias: A Randomized Experiment.” Science 341 (6146): 647–51.
Nardulli Peter F., Althaus Scott L., and Hayes Matthew. 2015. “A Progressive Supervised-learning Approach to Generating Rich Civil Strife Data.” Social Methodology 45 (1):148–83.
Newman M. E. J. 2003. “The Structure and Function of Complex Networks.” SIAM Review 45 (2): 167256.
Nielsen Richard. 2012. “Jihadi Radicalization of Muslim Clerics.” Working Paper
Opp Karl-Dieter. 2012. “Collective Identity, Rationality and Collective Political Action.” Rationality and Society 24 (1): 73105.
Opp Karl-Dieter, and Gern Christiane. 1993. “Dissident Groups, Personal Networks, and Spontaneous Cooperation: The East German Revolution of 1989.” American Sociological Review 58 (5): 659–80.
Pei Sen, Muchnik Lev, Andrade José S. Jr., Zheng Zhiming, and Makse Hernán A.. 2014. “Searching for Superspreaders of Information in Real-world Social Media.” Scientific Reports 4 (c): 5547.
Pierskalla Jan H., and Hollenbach Florian M.. 2013. “Technology and Collective Action: The Effect of Cell Phone Coverage on Political Violence in Africa.” American Political Science Review 107 (2): 207–24.
Press Daryl G. 2001. “The Myth of Air Power in the Persian Gulf War and the Future of Warfare.” International Security 26 (2): 544.
Quattrone George A., and Tversky Amos. 1988. “Contrasting Rational and Psychological Analyses of Political Choice.” The American Political Science Review 82 (3): 719.
Rahimi Babak. 2011. “The Agonistic Social Media: Cyberspace in the Formation of Dissent and Consolidation of State Power in Postelection Iran.” The Communication Review 14 (3): 158–78.
Raleigh Clionadh, Linke Andrew, Hegre Havard, and Karlsen Joakim. 2010. “Introducing ACLED: An Armed Conflict Location and Event Dataset: Special Data Feature.” Journal of Peace Research 47 (5): 651–60.
Riker William H., and Ordeshook Peter C.. 1968. “A Theory of the Calculus of Voting.” The American Political Science Review 62 (1): 2542.
Rod Espen Geelmuyden, and Weidmann Nils B.. 2015. “Empowering Activists or Autocrats? The Internet in Authoritarian Regimes.” Journal of Peace Research 52 (3): 338–51.
Romero Daniel M., Meeder Brendan, and Kleinberg Jon. 2011. “Differences in the Mechanics of Information Diffusion Across Topics: Idioms, Political Hashtags, and Complex Contagion on Twitter.” In Proceedings of the 20th International Conference on the World Wide Web. 695704.
Salehyan Idean Cullen S. Hendrix Jesse Hamner, Christina Case, Christopher Linebarger, Emily Stull, and Jennifer Williams. 2012. “Social conflict in Africa: A new database.” International Interactions 38 (4): 503–11.
Schelling Thomas C. 1978. Micromotives and Macrobehavior. New York: W.W. Norton & Company.
Schussman Alan, and Soule Sarah Anne. 2005. “Process and Protest: Accounting for Individual Protest Participation.” Social Forces 84 (2): 1083–108.
Shachar Ron, and Nalebuff Barry. 1999. “Follow the Leader: Theory and Evidence on Political Participation.” The American Economic Review 89 (3): 525–47.
Shah Dhavan V., Cappella Joseph N., and Neuman W. Russell. 2015. “Big Data, Digital Media, and Computational Social Science: Possibilities and Perils.” The ANNALS of the American Academy of Political and Social Science 659 (1): 613.
Shapiro Jacob N., and Siegel David A. 2015. “Coordination and Security: How Mobile Communications affect Insurgency.” Journal of Peace Research 52 (3): 312–22.
Shapiro Jacob N., and Weidmann Nils B.. 2011. “Talking About Killing: Cell Phones, Collective Action, and Insurgent Violence in Iraq.” Working Paper
Siegel David A. 2009. “Social Networks and Collective Action.” American Journal of Political Science 53 (1): 122–38.
Siegel David A. 2011. “When Does Repression Work? Collective Action in Social Networks.” The Journal of Politics 73 (04): 9931010.
Sinha Shiladitya, Dyer Chris, Gimpel Kevin, and Smith Noah A. 2013. “Predicting the NFL Using Twitter.” Working Paper.
Starbird Kate and Palen Leysia. 2012. “(How) Will the Revolution be Retweeted? Information Diffusion and the 2011 Egyptian Uprising.” In Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work. Seattle:.
Steinert-Threlkeld Zachary C. 2017. Twitter as Data. Under Review.
Steinert-Threlkeld Zachary C., Mocanu Delia, Vespignani Alessandro, and Fowler James. 2015. “Online Social Networks and Offline Protest.” EPJ Data Science 4 (1): 19.
Stringhini Gianluca, Wang Gang, Egele Manuel, Kruegel Christopher, Vigna Giovanni, Zheng Haitao, and Zhao Ben Y.. 2013. “Follow the Green: Growth and Dynamics in Twitter Follower Markets.” In Proceedings of the 2013 Conference on Internet Measurement Conference. 163–76.
Suh Bongwon, Hong Lichan, Pirolli Peter, and Chi Ed H.. 2010. “Want to be Retweeted? Large Scale Analytics on Factors Impacting Retweet in Twitter Network.” In IEEE Second International Conference on Social Computing. 177184.
Taylor Michael. 1988. “Rationality and Revolutionary Collective Action.” In Rationality and Revolution, ed. Taylor Michael. Cambridge, UK: Cambridge University Press, 6397.
Tonkin Emma, Pfeiffer Heather D., and Tourte Greg. 2011. “Twitter, Information Sharing and the London Riots?Bulletin of the American Society for Information Science and Technology 38 (2): 4957.
Tufekci Zeynep. 2014. “Social Movements and Governments in the Digital Age: Evaluating a Complex Landscape.” Journal of International Affairs 68 (1): 118.
Tufekci Zeynep, and Wilson Christopher. 2012. “Social Media and the Decision to Participate in Political Protest: Observations From Tahrir Square.” Journal of Communication 62 (2): 363–79.
Warren T. Camber. 2014. “Not by the Sword Alone: Soft Power, Mass Media, and the Production of State Sovereignty.” International Organization 68 (01): 111–41.
Watts Duncan J. 2002. “A Simple Model of Global Cascades on Random Networks.” Proceedings of the National Academy of Sciences 99 (9): 5766–771.
Watts Duncan J. 2004. “The New Science of Networks.” Annual Review of Sociology 30 (1): 243–70.
Weyland Kurt. 2012. “The Arab Spring: Why the Surprising Similarities with the Revolutionary Wave of 1848?Perspectives on Politics 10 (04): 917–34.
Wu Shaomei, Hofman Jake M., Mason Winter A., and Watts Duncan J.. 2011. “Who Says What to Whom on Twitter.” Proceedings of the 20th International Conference on World Wide Web - WWW ’11, 705–14.
Xie Wei, Li Cheng, Zhu Feida, Lim Ee-Peng, and Gong Xueqing. 2012. “When a Friend in Twitter is a Friend in Life.” In Proceedings of the 4th Annual ACM Web Science Conference. New York: ACM Press, 344347.
Zamal Faiyaz Al, Liu Wendy, and Ruths Derek. 2012. “Homophily and Latent Attribute Inference: Inferring Latent Attributes of Twitter Users from Neighbors.” In Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media. 387–90.
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