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Evolution of online user behavior during a social upheaval

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Published:23 June 2014Publication History

ABSTRACT

Social media represent powerful tools of mass communication and information diffusion. They played a pivotal role during recent social uprisings and political mobilizations across the world. Here we present a study of the Gezi Park movement in Turkey through the lens of Twitter. We analyze over 2.3 million tweets produced during the 25 days of protest occurred between May and June 2013. We first characterize the spatio-temporal nature of the conversation about the Gezi Park demonstrations, showing that similarity in trends of discussion mirrors geographic cues. We then describe the characteristics of the users involved in this conversation and what roles they played. We study how roles and individual influence evolved during the period of the upheaval. This analysis reveals that the conversation becomes more democratic as events unfold, with a redistribution of influence over time in the user population. We conclude by observing how the online and offline worlds are tightly intertwined, showing that exogenous events, such as political speeches or police actions, affect social media conversations and trigger changes in individual behavior.

References

  1. S. Aday, H. Farrel, M. Lynch, J. Sides, J. Kelly, and E. Zuckerman. Blogs and bullets: New media in contentious politics. Technical report, U.S. Institute of Peace, 2010.Google ScholarGoogle Scholar
  2. S. Aral and D. Walker. Identifying influential and susceptible members of social networks. Science, 337(6092):337--341, 2012.Google ScholarGoogle ScholarCross RefCross Ref
  3. T. Arango. Protests in turkey reveal a larger fight over identity. NY Times, June 2, 2013.Google ScholarGoogle Scholar
  4. R. A. Ba\ nos, J. Borge-Holthoefer, and Y. Moreno. The role of hidden influentials in the diffusion of online information cascades. EPJ Data Science, 2(1):1--16, 2013.Google ScholarGoogle Scholar
  5. R. A. Ba\ nos, J. Borge-Holthoefer, N. Wang, Y. Moreno, and S. González-Bailón. Diffusion dynamics with changing network composition. Entropy, 15(11):4553--4568, 2013.Google ScholarGoogle Scholar
  6. R. Benford. An insider's critique of the social movement framing perspective. Sociological Inquiry, 67(4):409--430, 1997.Google ScholarGoogle ScholarCross RefCross Ref
  7. R. Benford and D. Snow. Framing processes and social movements: An overview and assessment. Annual Review of Sociology, 26(1):611--639, 2000.Google ScholarGoogle ScholarCross RefCross Ref
  8. W. Bennett. Communicating global activism: Strength and vulnerabilities of networked politics. Information, Communication & Society, 6(2):143--168, 2003.Google ScholarGoogle ScholarCross RefCross Ref
  9. W. Bennett. Changing citizenship in the digital age. The John D. and Catherine T. MacArthur Foundation Series on Digital Media and Learning, pages 1--24, 2007.Google ScholarGoogle ScholarCross RefCross Ref
  10. R. M. Bond, C. J. Fariss, J. J. Jones, A. D. Kramer, C. Marlow, J. E. Settle, and J. H. Fowler. A 61-million-person experiment in social influence and political mobilization. Nature, 489(7415):295--298, 2012.Google ScholarGoogle ScholarCross RefCross Ref
  11. J. Borge-Holthoefer, A. Rivero, I. García, E. Cauhé, A. Ferrer, D. Ferrer, D. Francos, D. Iniguez, M. P. Pérez, G. Ruiz, et al. Structural and dynamical patterns on online social networks: the spanish may 15th movement as a case study. PLoS One, 6(8):e23883, 2011.Google ScholarGoogle ScholarCross RefCross Ref
  12. d. boyd and N. B. Ellison. Social network sites: Definition, history, and scholarship. 2007. Journal of Computer-Mediated Communication, 13(1), 2010.Google ScholarGoogle Scholar
  13. J. Byrne. Occupy the media: Journalism for (and by) the 99 percent. In J. Bryne, editor, The Occupy Handbook, pages 256--264. Little, Brown, 2012.Google ScholarGoogle Scholar
  14. D. Centola. The spread of behavior in an online social network experiment. Science, 329(5996):1194--1197, 2010.Google ScholarGoogle ScholarCross RefCross Ref
  15. D. Centola. An experimental study of homophily in the adoption of health behavior. Science, 334(6060):1269--1272, 2011.Google ScholarGoogle ScholarCross RefCross Ref
  16. N. Chomsky. Occupy. Zuccotti Park Press, 2012.Google ScholarGoogle Scholar
  17. A. Choudhary, W. Hendrix, K. Lee, D. Palsetia, and W. Liao. Social media evolution of the egyptian revolution. Communications of the ACM, 55(5):74--80, 2012. Google ScholarGoogle ScholarDigital LibraryDigital Library
  18. M. Conover, J. Ratkiewicz, M. Francisco, B. Gonçalves, A. Flammini, and F. Menczer. Political polarization on Twitter. Proceedings of the 5th International AAAI Conference on Weblogs and Social Media, 2011.Google ScholarGoogle Scholar
  19. M. D. Conover, C. Davis, E. Ferrara, K. McKelvey, F. Menczer, and A. Flammini. The geospatial characteristics of a social movement communication network. PloS One, 8(3):e55957, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  20. M. D. Conover, E. Ferrara, F. Menczer, and A. Flammini. The digital evolution of occupy wall street. PloS One, 8(5):e64679, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  21. E. Ferrara, O. Varol, F. Menczer, and A. Flammini. Traveling trends: social butterflies or frequent fliers? In Proceedings of the 1st ACM Conference on Online Social Networks, pages 213--222. ACM, 2013. Google ScholarGoogle ScholarDigital LibraryDigital Library
  22. R. Garrett. Protest in an information society: A review of literature on social movements and new ICTs. Information, Communication & Society, 9(02):202--224, 2006.Google ScholarGoogle ScholarCross RefCross Ref
  23. N. Göle. Gezi--anatomy of a public square movement. Insight Turkey, 15(3), 2013.Google ScholarGoogle Scholar
  24. S. González-Bailón, J. Borge-Holthoefer, and Y. Moreno. Broadcasters and hidden influentials in online protest diffusion. American Behavioral Scientist, 57(7):943--965, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  25. S. González-Bailón, J. Borge-Holthoefer, A. Rivero, and Y. Moreno. The dynamics of protest recruitment through an online network. Scientific Reports, 1, 2011.Google ScholarGoogle Scholar
  26. P. Howard, A. Duffy, D. Freelon, M. Hussain, W. Mari, and M. Mazaid. Opening closed regimes: What was the role of social media during the arab spring. Technical Report 2011.1, Project on Information Technology and Political Islam, 2011.Google ScholarGoogle ScholarCross RefCross Ref
  27. J. Jenkins. Resource mobilization theory and the study of social movements. Annual Review of Sociology, 9:527--553, 1983.Google ScholarGoogle ScholarCross RefCross Ref
  28. M. B. Kuymulu. Reclaiming the right to the city: Reflections on the urban uprisings in turkey. City, 17(3):274--278, 2013.Google ScholarGoogle ScholarCross RefCross Ref
  29. G. Lotan, E. Graeff, M. Ananny, D. Gaffney, I. Pearce, and danah boyd. The revolutions were tweeted: Information flows during the 2011 Tunisian and Egyptian revolutions. International Journal of Communication, 5:1375--1405, 2011.Google ScholarGoogle Scholar
  30. J. McCarthy and M. Zald. Resource mobilization and social movements: A partial theory. American Journal of Sociology, 82(6):1212--1241, 1977.Google ScholarGoogle ScholarCross RefCross Ref
  31. P. Metaxas and E. Mustafaraj. The rise and the fall of a citizen reporter. In Proceedings of the 5th Annual ACM Web Science Conference, pages 248--257. ACM, 2013. Google ScholarGoogle ScholarDigital LibraryDigital Library
  32. P. T. Metaxas and E. Mustafaraj. Social media and the elections. Science, 338(6106):472--473, 2012.Google ScholarGoogle ScholarCross RefCross Ref
  33. D. Myers. Communication technology and social movements: Contributions of computer networks to activism. Social Science Computer Review, 12(2):250--260, 1994.Google ScholarGoogle ScholarCross RefCross Ref
  34. Z. Tufekci and C. Wilson. Social Media and the Decision to Participate in Political Protest: Observation from Tahrir Square. Journal of Communication, 62:363--379, 2012.Google ScholarGoogle ScholarCross RefCross Ref
  35. U. Uras. What inspires turkey's protest movement. Al Jazeera, June 5, 2013.Google ScholarGoogle Scholar
  36. S. Valenzuela, A. Arrigada, and A. Scherman. The Social Media Basis of Youth Protest Behavior: The Case of Chile. Journal of Communication, 62(2):299--314, 2012.Google ScholarGoogle ScholarCross RefCross Ref
  37. J. Van Laer and P. Van Aelst. Cyber-protest and civil society: the internet and action repertoires in social movements. Handbook on Internet Crime, pages 230--254, 2009.Google ScholarGoogle Scholar
  38. A. Vespignani. Predicting the behavior of techno-social systems. Science, 325(5939):425, 2009.Google ScholarGoogle ScholarCross RefCross Ref
  39. S. Wray. On electronic civil disobedience. Peace Review, 11(1):107--111, 1999.Google ScholarGoogle ScholarCross RefCross Ref

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        cover image ACM Conferences
        WebSci '14: Proceedings of the 2014 ACM conference on Web science
        June 2014
        318 pages
        ISBN:9781450326223
        DOI:10.1145/2615569

        Copyright © 2014 ACM

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        Publication History

        • Published: 23 June 2014

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