Parametrizing Brexit: mapping Twitter political space to parliamentary constituencies

被引:19
作者
Bastos, Marco [1 ]
Mercea, Dan [1 ]
机构
[1] City Univ London, Dept Sociol, Northampton Sq, London EC1V 0HB, England
关键词
Brexit; Twitter; public opinion; machine learning; nationalism; populism; referendum; DEMOCRACY; POPULISM;
D O I
10.1080/1369118X.2018.1433224
中图分类号
G2 [信息与知识传播];
学科分类号
05 ; 0503 ;
摘要
In this paper, a proof of concept study is performed to validate the use of social media signal to model the ideological coordinates underpinning the Brexit debate. We rely on geographically enriched Twitter data and a purpose-built, deep learning algorithm to map the political value space of users tweeting the referendum onto Parliamentary Constituencies. We find a significant incidence of nationalist sentiments and economic views expressed on Twitter, which persist throughout the campaign and are only offset in the last days when a globalist upsurge brings the British Twittersphere closer to a divide between nationalist and globalist standpoints. Upon combining demographic variables with the classifier scores, we find that the model explains 41% of the variance in the referendum vote, an indication that not only material inequality, but also ideological readjustments have contributed to the outcome of the referendum. We conclude with a discussion of conceptual and methodological challenges in signal-processing social media data as a source for the measurement of public opinion.
引用
收藏
页码:921 / 939
页数:19
相关论文
共 45 条
[21]  
Inglehart R. F., 2016, AM POLITICAL SCI ASS
[22]  
Jungherr A., 2013, INT RES 14 0 DENV US
[23]   Why the Pirate Party Won the German Election of 2009 or The Trouble With Predictions: A Response to Tumasjan, A., Sprenger, T. O., Sander, P. G., & Welpe, I. M. "Predicting Elections With Twitter: What 140 Characters Reveal About Political Sentiment" [J].
Jungherr, Andreas ;
Juergens, Pascal ;
Schoen, Harald .
SOCIAL SCIENCE COMPUTER REVIEW, 2012, 30 (02) :229-234
[24]  
Kriesi H, 2008, WEST EUROPEAN POLITICS IN THE AGE OF GLOBALIZATION, P3, DOI 10.1017/CBO9780511790720.002
[25]  
Kriesi H, 2008, WEST EUROPEAN POLITICS IN THE AGE OF GLOBALIZATION, P183, DOI 10.1017/CBO9780511790720.009
[26]  
Laclau E., 2005, On populist reason
[27]   SOCIAL SCIENCE Computational Social Science [J].
Lazer, David ;
Pentland, Alex ;
Adamic, Lada ;
Aral, Sinan ;
Barabasi, Albert-Laszlo ;
Brewer, Devon ;
Christakis, Nicholas ;
Contractor, Noshir ;
Fowler, James ;
Gutmann, Myron ;
Jebara, Tony ;
King, Gary ;
Macy, Michael ;
Roy, Deb ;
Van Alstyne, Marshall .
SCIENCE, 2009, 323 (5915) :721-723
[28]   Public support for the European Union: Cost/benefit analysis or perceived cultural threat? [J].
McLaren, LM .
JOURNAL OF POLITICS, 2002, 64 (02) :551-566
[29]   The populist Zeitgeist [J].
Mudde, C .
GOVERNMENT AND OPPOSITION, 2004, 39 (04) :541-563
[30]  
Mudde C., 2000, IDEOLOGY EXTREME RIG