Echo chamber formation sharpened by priority users

On social media platforms, priority users (e.g., verified profiles on X) are users whose posts are promoted by recommendation algorithms. However, their influence on opinion dynamics, in particular polarization and echo chamber formation, is not well understood. Through computational modeling, we investigate this influence in a stylized setting. By introducing priority user accounts, we find that prioritization can mitigate polarization. However, by incorporating stubborn user behavior, we find that the results change and that priority accounts can exacerbate the formation of echo chambers. In other words, a minority of extremist ideologues can trigger a transition from consensus to polarization. Our study suggests careful monitoring of platform prioritization policies to prevent potential misuse of users with enhanced influence.

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Publication Details

Journal
iScience
Published
2024-10-22
DOI
https://doi.org/10.1016/j.isci.2024.111098
Citations
5
Primary Topic
Opinion Dynamics and Social Influence
Type
article
Field-Weighted Citation Impact
1.41

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article

Echo chamber formation sharpened by priority users

Kleber A. Oliveira, Yamir Moreno, Henrique Ferraz de Arruda
5 citations
iScience
Opinion Dynamics and Social Influence
1.41
article

Echo chamber formation sharpened by priority users

Kleber A. Oliveira, Yamir Moreno, Henrique Ferraz de Arruda
article en
5 citations

Abstract

On social media platforms, priority users (e.g., verified profiles on X) are users whose posts are promoted by recommendation algorithms. However, their influence on opinion dynamics, in particular polarization and echo chamber formation, is not well understood. Through computational modeling, we investigate this influence in a stylized setting. By introducing priority user accounts, we find that prioritization can mitigate polarization. However, by incorporating stubborn user behavior, we find that the results change and that priority accounts can exacerbate the formation of echo chambers. In other words, a minority of extremist ideologues can trigger a transition from consensus to polarization. Our study suggests careful monitoring of platform prioritization policies to prevent potential misuse of users with enhanced influence.

iScienceVol. 27(11)
Institute for Scientific Interchange (IT), George Mason University (US), Universidad de Zaragoza (ES)
Banco Santander, Ministerio de Ciencia, Innovación y Universidades, Ministerio de Ciencia e Innovación, Gobierno de Aragón, European Regional Development Fund, Agencia Estatal de Investigación
Climate action
Openalex Percentile: Top 19%
Opinion Dynamics and Social Influence
1.41
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