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Main Authors: Loru, Edoardo, Galeazzi, Alessandro, Bonetti, Anita, Sangiorgio, Emanuele, Di Marco, Niccolò, Cinelli, Matteo, Falkenberg, Max, Baronchelli, Andrea, Quattrociocchi, Walter
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2412.05176
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author Loru, Edoardo
Galeazzi, Alessandro
Bonetti, Anita
Sangiorgio, Emanuele
Di Marco, Niccolò
Cinelli, Matteo
Falkenberg, Max
Baronchelli, Andrea
Quattrociocchi, Walter
author_facet Loru, Edoardo
Galeazzi, Alessandro
Bonetti, Anita
Sangiorgio, Emanuele
Di Marco, Niccolò
Cinelli, Matteo
Falkenberg, Max
Baronchelli, Andrea
Quattrociocchi, Walter
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2412_05176
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Ideology and polarization set the agenda on social media
Loru, Edoardo
Galeazzi, Alessandro
Bonetti, Anita
Sangiorgio, Emanuele
Di Marco, Niccolò
Cinelli, Matteo
Falkenberg, Max
Baronchelli, Andrea
Quattrociocchi, Walter
Social and Information Networks
Computers and Society
Physics and Society
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.
title Ideology and polarization set the agenda on social media
topic Social and Information Networks
Computers and Society
Physics and Society
url https://arxiv.org/abs/2412.05176