American social media users have ideological differences of opinion about the War in Ukraine
Abstract Though ideological differences have long been a ubiquitous feature of American politics, the rise of online news and social media has exacerbated divisions between groups. While existing research has documented how political preferences manifest online, relatively few studies have considere...
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| Format: | Article |
| Language: | English |
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Springer Nature
2025-02-01
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| Series: | Humanities & Social Sciences Communications |
| Online Access: | https://doi.org/10.1057/s41599-024-04304-7 |
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| author | William G. Nomikos Dahjin Kim Gechun Lin |
| author_facet | William G. Nomikos Dahjin Kim Gechun Lin |
| author_sort | William G. Nomikos |
| collection | DOAJ |
| description | Abstract Though ideological differences have long been a ubiquitous feature of American politics, the rise of online news and social media has exacerbated divisions between groups. While existing research has documented how political preferences manifest online, relatively few studies have considered whether ideological divisions extend to discussions of foreign policy. We examine this question by analyzing nearly 2 million tweets about the war in Ukraine posted by Americans during the opening stages of the Russian invasion. We first categorize each tweet according to the user’s ideological leanings estimated by the network of political accounts they follow. Then, we apply a natural language processing model specifically designed for short texts to classify the tweets into clusters that we hand code into substantive topics. We find that the topic distributions of conservative, moderate, and liberal users are substantively and statistically different. We further find that conservatives are more likely to spread some form of misinformation and that liberals are more likely to express support for Ukraine. Our paper concludes with a discussion of the implications of our findings for the conduct of U.S. foreign policy. |
| format | Article |
| id | doaj-art-0ccedb43b9df46a3b243b9d9b01bad4e |
| institution | Kabale University |
| issn | 2662-9992 |
| language | English |
| publishDate | 2025-02-01 |
| publisher | Springer Nature |
| record_format | Article |
| series | Humanities & Social Sciences Communications |
| spelling | doaj-art-0ccedb43b9df46a3b243b9d9b01bad4e2025-02-09T12:25:58ZengSpringer NatureHumanities & Social Sciences Communications2662-99922025-02-011211710.1057/s41599-024-04304-7American social media users have ideological differences of opinion about the War in UkraineWilliam G. Nomikos0Dahjin Kim1Gechun Lin2University of CaliforniaWashington University in St. Louis.Washington University in St. Louis.Abstract Though ideological differences have long been a ubiquitous feature of American politics, the rise of online news and social media has exacerbated divisions between groups. While existing research has documented how political preferences manifest online, relatively few studies have considered whether ideological divisions extend to discussions of foreign policy. We examine this question by analyzing nearly 2 million tweets about the war in Ukraine posted by Americans during the opening stages of the Russian invasion. We first categorize each tweet according to the user’s ideological leanings estimated by the network of political accounts they follow. Then, we apply a natural language processing model specifically designed for short texts to classify the tweets into clusters that we hand code into substantive topics. We find that the topic distributions of conservative, moderate, and liberal users are substantively and statistically different. We further find that conservatives are more likely to spread some form of misinformation and that liberals are more likely to express support for Ukraine. Our paper concludes with a discussion of the implications of our findings for the conduct of U.S. foreign policy.https://doi.org/10.1057/s41599-024-04304-7 |
| spellingShingle | William G. Nomikos Dahjin Kim Gechun Lin American social media users have ideological differences of opinion about the War in Ukraine Humanities & Social Sciences Communications |
| title | American social media users have ideological differences of opinion about the War in Ukraine |
| title_full | American social media users have ideological differences of opinion about the War in Ukraine |
| title_fullStr | American social media users have ideological differences of opinion about the War in Ukraine |
| title_full_unstemmed | American social media users have ideological differences of opinion about the War in Ukraine |
| title_short | American social media users have ideological differences of opinion about the War in Ukraine |
| title_sort | american social media users have ideological differences of opinion about the war in ukraine |
| url | https://doi.org/10.1057/s41599-024-04304-7 |
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