Ideology and polarization set the agenda on social media

The abundance of information on social media has reshaped public discussions, shifting attention to the mechanisms that drive online discourse. This study analyzes large-scale Twitter (now X) data from three global debates-Climate Change, COVID-19, and the Russo-Ukrainian War-to investigate the structural dynamics of engagement. Our findings reveal that discussions are not primarily shaped by specific categories of actors, such as media or activists, but by shared ideological alignment. Users consistently form polarized communities, where their ideological stance in one debate predicts their positions in others. This polarization transcends individual topics, reflecting a broader pattern of ideological divides. Furthermore, the influence of individual actors within these communities appears secondary to the reinforcing effects of selective exposure and shared narratives. Overall, our results underscore that ideological alignment, rather than actor prominence, plays a central role in structuring online discourse and shaping the spread of information in polarized environments.

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Publication Details

Journal
Scientific Reports
Published
2025-10-14
DOI
https://doi.org/10.1038/s41598-025-19776-z
Citations
2
Primary Topic
Social Media and Politics
Type
article
Field-Weighted Citation Impact
7.73
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Ideology and polarization set the agenda on social media

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Scientific Reports
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Ideology and polarization set the agenda on social media

Walter Quattrociocchi, Emanuele Sangiorgio, Alessandro Galeazzi, Andrea Baronchelli, Matteo Cinelli, Niccolò Di Marco, Max Falkenberg, Edoardo Loru, Anita Bonetti
article en
2 citations

Abstract

The abundance of information on social media has reshaped public discussions, shifting attention to the mechanisms that drive online discourse. This study analyzes large-scale Twitter (now X) data from three global debates-Climate Change, COVID-19, and the Russo-Ukrainian War-to investigate the structural dynamics of engagement. Our findings reveal that discussions are not primarily shaped by specific categories of actors, such as media or activists, but by shared ideological alignment. Users consistently form polarized communities, where their ideological stance in one debate predicts their positions in others. This polarization transcends individual topics, reflecting a broader pattern of ideological divides. Furthermore, the influence of individual actors within these communities appears secondary to the reinforcing effects of selective exposure and shared narratives. Overall, our results underscore that ideological alignment, rather than actor prominence, plays a central role in structuring online discourse and shaping the spread of information in polarized environments.

Scientific ReportsVol. 15(1)
University of Padua (IT), Università degli Studi della Tuscia (IT), St George's, University of London (GB), Central European University (AT), The Alan Turing Institute (GB), City St George's, University of London (GB), Sapienza University of Rome (IT)
Openalex Percentile: Top 3%
Social Media and Politics
7.73
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