Dynamics of Polarizing Rhetoric in Congressional Tweets

IF 1.4 3区 社会学 Q2 POLITICAL SCIENCE
Andrew O. Ballard, Ryan DeTamble, Spencer Dorsey, Michael Heseltine, Marcus Johnson
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引用次数: 14

Abstract

Affective polarization is pervasive in modern US politics, and can be intensified by strategic messaging from members of Congress. But there are gaps in our knowledge of the dynamics of polarizing appeals from elected representatives on social media. We explore the usage of polarizing rhetoric by members of Congress on Twitter using the 4.9 million tweets sent by members of Congress from 2009 to 2020, coded for the presence of polarizing rhetoric via a novel and highly accurate application of supervised machine learning methods. Fitting with our expectations, we find that more ideologically extreme members, those from safer districts, and those who are not in the president’s party are more likely to send polarizing tweets, and that polarizing tweets garner more engagement, increasing campaign funding for more polarizing members.

国会推特中两极分化言论的动态
情感两极分化在现代美国政治中普遍存在,国会议员发出的战略性信息可能会加剧这种两极分化。但我们对民选代表在社交媒体上发出的两极分化呼吁的动态了解还存在差距。我们利用国会议员从2009年到2020年发送的490万条推文,探索了国会议员在Twitter上使用极化修辞的情况,这些推文通过一种新颖且高度精确的有监督机器学习方法的应用,对两极分化修辞的存在进行了编码。符合我们的预期,我们发现意识形态更极端的成员,那些来自安全地区的人,以及那些不属于总统政党的人更有可能发出两极分化的推文,而两极分化的推文吸引了更多的参与,增加了两极分化成员的竞选资金。
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来源期刊
Legislative Studies Quarterly
Legislative Studies Quarterly POLITICAL SCIENCE-
CiteScore
2.60
自引率
13.30%
发文量
36
期刊介绍: The Legislative Studies Quarterly is an international journal devoted to the publication of research on representative assemblies. Its purpose is to disseminate scholarly work on parliaments and legislatures, their relations to other political institutions, their functions in the political system, and the activities of their members both within the institution and outside. Contributions are invited from scholars in all countries. The pages of the Quarterly are open to all research approaches consistent with the normal canons of scholarship, and to work on representative assemblies in all settings and all time periods. The aim of the journal is to contribute to the formulation and verification of general theories about legislative systems, processes, and behavior.
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