Editorial Type:
Article Category: Research Article
 | 
Online Publication Date: 10 Dec 2013

Computer-Aided Content Analysis of Digitally Enabled Movements

Page Range: 367 – 388
DOI: 10.17813/maiq.18.4.m1g180620x7n1542
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With the emergence of the Arab Spring and the Occupy movements, interest in the study of movements that use the Internet and social networking sites has grown exponentially. However, our inability to easily and cheaply analyze the large amount of content these movements produce limits our study of them. This article attempts to address this methodological lacuna by detailing procedures for collecting data from Facebook and presenting a class of computer-aided content analysis methods. I apply one of these methods in the analysis of mobilization patterns of Egypt's April 6 youth movement. I corroborate the method with in-depth interviews from movement participants. I conclude by discussing the difficulties and pitfalls of using this type of data in content analysis and in using automated methods for coding textual data in multiple languages.

Barábasi, Albert-László, and Réka Albert. 1999. "Emergence of Scaling in Random Networks." Science 289(5439): 509-12.

Bennett, W. Lance, Kirsten Foot, and Michael Xenos. 2011. "Narratives and Network Organization: A Comparison of Fair Trade Systems in Two Nations." Journal of Communication 61(2): 219-45.

Bird, Steven, Ewan Klein, and Edward Loper. 2009. Natural Language Processing with Python: Analyzing Text with the Natural Language Toolkit. Sebastopol, CA: O'Reilly Media.

Black, Ian, and Jemima Kiss. 2009. "Facebook Launches Arabic Version." The Guardian, March 10. Retrieved October 28, 2013 (www.guardian.co.uk/media/2009/mar/10/facebook-launches-arabicversion). www.guardian.co.uk/media/2009/mar/10/facebook-launches-arabicversion

Blei, David M., and John D. Lafferty. 2009. "Topic Models." Retrieved October 28, 2013 ( www.cs.princeton.edu/~blei/papers/BleiLafferty2009.pdf

Blei, David M., Andrew Y. Ng, and Michael I. Jordan. 2003. "Latent Dirichlet Allocation." Journal of Machine Learning Research 3: 993-1022.

Bos, Nathan, Karrie Karahalios, Marcela Musgrove-Chávez, Erika Shehan Poole, John Charles Thomas, and Sarita Yardi. 2009. "Research Ethics in the Facebook Era: Privacy, Anonymity, and Oversight." Presented at the 27th International Conference on Human Factors in Computing Systems Conference, April 4-9, Boston, MA. Retrieved October 28, 2013 (http://www.cc.gatech.edu/computing/pixi/pubs/122-bos.pdf). http://www.cc.gatech.edu/computing/pixi/pubs/122-bos.pdf

Caren, Neal, and Sarah Gaby. 2012. "Occupy Online: How Cute Old Men and Malcolm X Recruited 400,000 US Users to OWS on Facebook." Social Movement Studies: Journal of Social, Cultural, and Political Protest 11(3-4): 1-8.

Caren, Neal, Kay Jowers, and Sarah Gaby. 2012. "A Social Movement Online Community: Stormfront and the White Nationalist Movement." Research in Social Movements, Conflicts, and Change 33: 163-193.

Carr, Sarah. 2012. "Profile: April 6, genealogy of a youth movement." Egypt Independent, April 6. Retrieved October 28, 2013 (www.egyptindependent.com/news/profile-april-6-genealogy-youth-movement). www.egyptindependent.com/news/profile-april-6-genealogy-youth-movement

Conover, Michael, Jacob Ratkiewicz, Matthew Francisco, Bruno Gonçalves, Filippo Menczer, and Alessandro Flammini 2011. "Political Polarization on Twitter." Presented at the 5th Annual International AAAI Conference on Weblogs and Social Media, July 17-21, Barcelona, Spain. Retrieved October 28, 2013 (http://truthy.indiana.edu/site_media/pdfs/conover_icwsm2011_polarization.pdf). http://truthy.indiana.edu/site_media/pdfs/conover_icwsm2011_polarization.pdf

Darwish, Kareem. 2013. "Arabizi Detection and Conversion to Arabic." Retrieved October 28, 2013 ( http://arxiv.org/abs/1306.6755v1

Diamond, Larry. 2010. "Liberation Technology." Journal of Democracy 21(3): 69-83.

Earl, Jennifer. 2010. "The Dynamics of Protest-Related Diffusion on the Web." Information, Communication & Society 13(2): 209-25.

Earl, Jennifer, and Katrina Kimport. 2012. Digitally Enabled Social Change. Cambridge, MA: MIT Press.

Earl, Jennifer, Katrina Kimport, Greg Prieto, Carly Rush, and Kimberly Reynoso. 2010. "Changing the World One Webpage at a Time: Conceptualizing and Explaining Internet Activism." Mobilization 15(4): 425-46.

Earl, Jennifer, Andrew Martin, John D. McCarthy, and Sarah A. Soule. 2004. "The Use of Newspaper Data in the Study of Collective Action." Annual Review of Sociology 30: 65-80.

Earl, Jennifer, and Alan Schussman. 2004. "Cease and Desist: Repression, Strategic Voting and the 2000 Presidential Election." Mobilization 9(2): 181-202.

Eaton, Marc. 2010. "Manufacturing Community in an Online Activist Organization." Information, Communication & Society 13(2): 174-192.

Faris, David. 2008. "Revolutions Without Revolutionaries? Network Theory, Facebook, and the Egyptian Blogosphere." Arab Media and Society 6(Fall).

Faris, David. 2009. "The End of the Beginning: The Failure of April 6th and the Future of Electronic Activism in Egypt." Arab Media and Society 9(Fall).

Gaffney, Devin. 2010. "#iranElection: Quantifying Online Activism." Presented at the annual meeting of WebSci10: Extending the Frontiers of Society On-Line, April 26-27, Raleigh, SC. Retrieved October 28, 2013 (http://journal.webscience.org/295/2/websci10_submission_6.pdf). http://journal.webscience.org/295/2/websci10_submission_6.pdf

Gamson, William A., and Andre Modigliani. 1989. "Media Discourse and Public Opinion on Nuclear Power: A Constructionist Approach." American Journal of Sociology 95(1): 1-37.

Garrido, Maria, and Alexander Halavais. 2003. "Mapping Networks of Support for the Zapatista Movement: Applying Social-Networks Analysis to Study Contemporary Social Movements." Pp. 165-184 in Cyberactivism: Online Activism in Theory and Practice, edited by Martha McCaughey and Michael D. Ayers. New York: Routledge.

Golder, Scott, and Michael Macy. 2011. "Diurnal and Seasonal Mood Vary with Work, Sleep, and Daylength Across Diverse Cultures." Science 333(6051): 1878-81.

González-Bailón, Sandra, Javier Borge-Holthoefer, Alejandro Rivero, and Yamir Moreno. 2011. "The Dynamics of Protest Recruitment through an Online Network." Scientific Reports 1(197): 1-7.

Gurak, Lauren. 1997. Persuasion and Privacy in Cyberspace: The Online Protests over Lotus Market-Place and the Clipper. New Haven, CT: Yale University Press.

Hagemann, Carlo. 2002. "Participation in and Contents of Two Dutch Political Party Discussion Lists on the Internet." Javnost/The Public 9(2): 61-76.

Hindman, Matthew. 2008. The Myth of Digital Democracy. Princeton, NJ: Princeton University Press.

Hopkins, Daniel J., and Gary King. 2010. "A Method of Automated Nonparametric Content Analysis for Social Science." American Journal of Political Science 54(1): 229-47.

Hopkins, Daniel J., and Gary King. 2011. ReadMe: Software for Automated Content Analysis. R package version 0.99834.

Howard, Philip N., Aiden Duffy, Deen Freelon, Muzammil Hussain, Will Mari, and Marwa Mazaid. 2011. "Opening Closed Regimes: What Was the Role of Social Media During the Arab Spring?" Report, Project on Information Technology & Political Islam. Retrieved October 28, 2013 ( http://pitpi.org/index.php/2011/09/11/opening-closed-regimes-what-was-the-role-of-social-mediaduring-the-arab-spring/

Isherwood, Tom. 2008. "A New Direction or More of the Same?" Arab Media and Society 6(Fall).

Jasperson, Amy E., Dhavan V. Shah, Mark Watts, Ronald J. Faber, and David P. Fan. 1998. "Framing and the Public Agenda: Media Effects on the Importance of the Federal Budget Deficit." Political Communication 15(2): 205-24.

Jurafsky, Daniel, and James H. Martin. 2000. Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition. Upper Saddle River, NJ: Pearson Prentice Hall.

Jurgenson, Nathan. 2011. "Digital Dualism versus Augmented Reality." Cyborgology. Retrieved October 28, 2013 (http://thesocietypages.org/cyborgology/2011/02/24/digital-dualism-versus-augmented-reality). http://thesocietypages.org/cyborgology/2011/02/24/digital-dualism-versus-augmented-reality

Kidd, Dorothy. 2003. "Indymedia.org: A New Communications Commons." Pp. 47-69 in Cyberactivism: Online Activism in Theory and Practice, edited by Martha McCaughey and Michael D. Ayers. New York: Routledge.

King, Gary, and Will Lowe. 2003. "An Automated Information Extraction Tool for International Conflict Data with Performance as Good as Human Coders: A Rare Events Evaluation Design." International Organization 57(3): 617-42.

Klandermans, Bert. 1992. "The Social Construction of Protest and Multiorganizational Fields." Pp. 77-103 in Frontiers of Social Movement Theory, edited by Aldon D. Morris and Carol M. Mueller. New Haven, CT: Yale University Press.

Krippendorf, Klaus. 2004. Content Analysis: An Introduction to Its Methodology. Thousand Oaks, CA: Sage.

Laver, Michael, Kenneth Benoit, and John Garry. 2003. "Extracting Policy Positions from Political Texts Using Words as Data." American Political Science Review 97(2): 311-31.

Lazer, David, Alex Pentland, Lada Adamic, Sinan Aral, Albert-László Barabási, Deven Brewer, Nicholas Christakis, Noshir Contractor, James Fowler, Myron Gutmann, Tony Jebara, Gary King, Michael Macy, Deb Roy, and Marshall Van Alstyne. "Computational Social Science." Science 323(5915): 721-23.

Leetaru, Kalev and Philip A. Schrodt. 2013. "GDELT: Global Data on Events, Location, and Tone, 1979-2012." Presented at the Annual Meeting of the International Studies Association, April 3, 2013, San Francisco, CA. Retrieved October 28, 2013 (http://eventdata.psu.edu/papers.dir/ISA. 2013.GDELT.pdf). http://eventdata.psu.edu/papers.dir/ISA.2013.GDELT.pdf

Manning, Christopher D., Prabhakar Raghavan, and Hinrich Schütze. 2009. An Introduction to Information Retrieval. Cambridge, UK: Cambridge University Press.

Miles, Matthew B., and A. Michael Huberman. 1994. Qualitative Data Analysis: An Expanded Sourcebook, 2nd ed. Thousand Oaks, CA: Sage.

Monroe, Burt L. and Philip A. Schrodt. 2008. "Introduction to the Special Issue: The Statistical Analysis of Political Text." Political Analysis 16(4): 351-55.

Ortiz, David G., Daniel J. Myers, N. Eugene Walls, and Maria-Elena D. Diaz. "Where Do We Stand with Newspaper Data?" Mobilization 10(3): 397-419.

Pew Internet and American Life Project. 2012. Retrieved October 28, 2013 ( www.pewinternet.org/

Porter, M. F. 1980. "An Algorithm for Suffix Stripping." Program 14(3): 130-137.

Reese, Aaron. 2009. "Framing April 6: Discursive dominance in the Egyptian print media." Arab Media and Society 8(Spring).

SalahEldeen, Hany M., and Michael L. Nelson. 2012. "Losing My Revolution: How Many Resources Shared on Social Media Have Been Lost?" Presented at Theory and Practice of Digital Libraries (TPDL) 2012. September 23-27, 2012, Paphos, Cyprus. Retrieved October 28, 2013 (http://arxiv.org/abs/1209.3026). http://arxiv.org/abs/1209.3026

Schrodt, Philip A., Shannon A. Davis, and Judith A. Weddle. 1994. "Political Science: KEDS—A Program for the Machine Coding of Event Data." Social Science Computer Review 12(4): 561-87.

Shapiro, Samantha M. 2009. "Revolution, Facebook-Style." New York Times Magazine, January 25, 2009. Retrieved October 28, 2013 (http://www.nytimes.com/2009/01/25/magazine/25bloggerst.html?pagewanted=all). http://www.nytimes.com/2009/01/25/magazine/25bloggerst.html?pagewanted=all

Taghva Kazem, Rania Elkhoury, and Jeffrey Coombs. 2005. "Arabic Stemming Without a Root Dictionary." Presented at the International Conference on Information Technology: Coding and Computing. Retrieved October 28, 2013 (http://jeffcoombs.com/isri/Taghva2005b.pdf). http://jeffcoombs.com/isri/Taghva2005b.pdf

Wolman, David. 2008. "Cairo Activists Use Facebook to Rattle Regime." Wired Magazine, October 2008. Retrieved October 28, 2013 (http://www.wired.com/techbiz/startups/magazine/16-11/ff_facebookegypt?currentPage=all). http://www.wired.com/techbiz/startups/magazine/16-11/ff_facebookegypt?currentPage=all

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