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Forecasting Congressional Elections Using Facebook Data

Published online by Cambridge University Press:  19 October 2015

Matthew C. MacWilliams*
Affiliation:
University of Massachusetts, Amherst

Abstract

Facebook constantly tracks the growth of each congressional candidate’s fan base and the number of people engaging with candidates online. These Facebook metrics comprise a rich dataset that theoretically may capture the effectiveness of campaigns in building participatory support as well as their potential to mobilize support. When added to electoral fundamentals similar to those used in national-election forecasting, can Facebook data be used to develop a reliable model for predicting vote-percentage outcomes of individual congressional contests? The results of an exploratory investigation reveal that fan participation and mobilization metrics tracked by Facebook produced surprisingly accurate election predictions in the 2012 US Senate races studied. The question remains, however, whether these results are a “flash in the 2012 pan” or an indication that using Facebook statistics to measure campaign effectiveness is a new tool that scholars can use to forecast the outcome of congressional campaigns.

Type
Features
Copyright
Copyright © American Political Science Association 2015 

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References

REFERENCES

Bollier, D., and Firestone, C. M.. 2010. The Promise and Peril of Big Data. Washington, DC: The Aspen Institute.Google Scholar
Bond, R. M., Fariss, C. J., Jones, J. J., Kramer, A. D. I., Marlow, C., Settle, J. E., and Fowler, J. H.. 2012. “A 61-million-person experiment in social influence and political mobilization.” Nature 489: 295298.Google Scholar
Boyd, D., and Crawford, K.. 2011. “Six Provocations for Big Data.” Social Science Research Network. Available: http://ssrn.com/abstract, 1926431.Google Scholar
Brody, R., and Sigelman, L.. 1983. “Presidential Popularity and Presidential Elections: An Update and Extension.” Public Opinion Quarterly 47 (3): 325328.Google Scholar
Campbell, J. E. 2009. “An Exceptional Election: Performance, Values, and Crisis in the 2008 Presidential Election.” Presidential Studies Quarterly 40 (2): 225246.Google Scholar
Campbell, J. E. 2012a. “Forecasting the 2012 American National Elections.” PS: Political Science and Politics 45 (4): 610613.Google Scholar
Campbell, J. E. 2012b. “Forecasting the Presidential and Congressional Elections of 2012: The Trial-Heat and the Seats-in-Trouble Models.” PS: Political Science and Politics 45 (4):630.Google Scholar
Campbell, J. E. 2014. “Issues in Presidential Election Forecasting: Election Margins, Incumbency, and Model Credibility.” PS: Political Science and Politics 47 (2):301303.Google Scholar
Campbell, J. E., and Garand, J. C.. 2000. “Forecasting US National Elections.” In Before the Vote: Forecasting American National Elections, 316. Thousand Oaks, CA: Sage Publications, Inc.Google Scholar
Cook, C. 2012. The Cook Political Report.Google Scholar
Duggan, M., and Smith, A.. 2014. “Social Media Update 2013.” Pew Research Center, December 30, 2013. Available online: http://www.pewinternet.org/2013/12/30/social-media-update-2013.Google Scholar
Feezell, J., Conroy, M., and Guerrero, M.. 2009. “Facebook is… Fostering Political Engagement: A Study of Online Social Networking Groups and Offline Participation.” Paper Presented at 2009 APSA Annual Meeting.Google Scholar
Fiorina, M. P. 1978. “Economic Retrospective Voting in American National Elections: A Micro-Analysis.” American Journal of Political Science 22 (2): 426443.Google Scholar
HuffPost, . 2012. HuffPost Pollster Senate Elections 2012.Google Scholar
Lewis-Beck, M. S., and Rice, T. W.. 1992. Forecasting Elections. Washington, DC: CQ Press.Google Scholar
Lewis-Beck, M. S., and Stegmaier, M.. 2000. “Economic Determinants of Electoral Outcomes.” Annual Review of Political Science 3 (1): 183219.Google Scholar
Lewis-Beck, M. S., & Stegmaier, M. 2014. “US Presidential Election Forecasting.” PS: Political Science and Politics 47 (2): 284288.Google Scholar
Linzer, D. A. 2014. “The Future of Election Forecasting: More Data, Better Technology.” PS: Political Science and Politics 47 (2): 326328.Google Scholar
Lohr, S. 2012. “The Age of Big Data.” New York Times, February 11, 2012. http://www.nytimes.com/2012/02/12/sunday-review/big-datas-impact-in-the-world.html.Google Scholar
MacWilliams, M., and Erikson, E.. 2012. “The Facebook Bump.” Politico, November 18, 2012. http://www.politico.com/news/stories/1112/83572.html.Google Scholar
Park, N., Kee, K. F., and Valenzuela, S.. 2009. “Being Immersed in Social Networking Environment: Facebook Groups, Uses and Gratifications, and Social Outcomes. CyberPsychology & Behavior 12 (6): 729733.Google Scholar
Project, P. I. R. (2013). Social Media Update.Google Scholar
Rosenstone, S. J. 1983. Forecasting Presidential Elections. New Haven, CT: Yale University Press.Google Scholar
Sides, J. 2014. “Four Suggestions for Making Election Forecasts Better, and Better Known.” PS: Political Science and Politics 47 (2): 339341.Google Scholar
SocialTimes. (2012). Retrieved from www.insidefacebook.com Google Scholar
Vesnic-Alujevic, L. 2012. “Political participation and web 2.0 in Europe: A case study of Facebook.” Public Relations Review 38 (3): 466470.Google Scholar
Vitak, J., Zube, P., Smock, A., Carr, C. T., Ellison, N., and Lampe, C.. 2011. “It’s complicated: Facebook users’ political participation in the 2008 election.” CyberPsychology, Behavior, and Social Networking 14 (3): 107114.Google Scholar
Williams, C., and Gulati, G.. 2008. “What Is a Social Network Worth? Facebook and Vote Share in the 2008 Presidential Primaries.” Paper presented at 2008 APSA Annual Meeting.Google Scholar
Williams, C. B., and Gulati, G. J.. 2007. “Social Networks in Political Campaigns: Facebook and the 2006 Midterm Elections.” Paper presented at the 2007 annual meeting of the American Political Science Association.Google Scholar
Williams, C. B., & Gulati, G. J. 2009a. “Explaining Facebook Support in the 2008 Congressional Election Cycle.” Working Paper No. 26.Google Scholar
Williams, C. B., & Gulati, G. J. 2009b. “Facebook Grows Up: An Empirical Assessment of its Role in the 2008 Congressional Elections.” Paper presented at the 2009 Annual Meeting: Midwest Political Science Association.Google Scholar
Zhang, W., Johnson, T. J., Seltzer, T., and Bichard, S. L.. 2010. “The Revolution Will be Networked: The Influence of Social Networking Sites on Political Attitudes and Behavior.” Social Science Computer Review 28 (1): 7592.Google Scholar