The echo chamber effect on social media

Social media may limit the exposure to diverse perspectives and favor the formation of groups of like-minded users framing and reinforcing a shared narrative, that is, echo chambers. However, the interaction paradigms among users and feed algorithms greatly vary across social media platforms. This p...

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Vydáno v:Proceedings of the National Academy of Sciences - PNAS Ročník 118; číslo 9
Hlavní autoři: Cinelli, Matteo, De Francisci Morales, Gianmarco, Galeazzi, Alessandro, Quattrociocchi, Walter, Starnini, Michele
Médium: Journal Article
Jazyk:angličtina
Vydáno: United States 02.03.2021
Témata:
Abortion, Legal - psychology
Bias
Communication
Gun Violence - psychology
Humans
Information Dissemination
Narration
Patient Protection and Affordable Care Act - statistics & numerical data
Politics
Social Change
Social Media - trends
Social Networking
Vaccination - psychology
polarization
echo chambers
social media
information spreading
ISSN:1091-6490, 1091-6490
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Shrnutí:Social media may limit the exposure to diverse perspectives and favor the formation of groups of like-minded users framing and reinforcing a shared narrative, that is, echo chambers. However, the interaction paradigms among users and feed algorithms greatly vary across social media platforms. This paper explores the key differences between the main social media platforms and how they are likely to influence information spreading and echo chambers' formation. We perform a comparative analysis of more than 100 million pieces of content concerning several controversial topics (e.g., gun control, vaccination, abortion) from Gab, Facebook, Reddit, and Twitter. We quantify echo chambers over social media by two main ingredients: 1) homophily in the interaction networks and 2) bias in the information diffusion toward like-minded peers. Our results show that the aggregation of users in homophilic clusters dominate online interactions on Facebook and Twitter. We conclude the paper by directly comparing news consumption on Facebook and Reddit, finding higher segregation on Facebook.
Bibliografie:ObjectType-Article-1
SourceType-Scholarly Journals-1
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ISSN:1091-6490
1091-6490
DOI:10.1073/pnas.2023301118