Sub-Standards and Mal-Practices: Misinformation's Role in Insular, Polarized, and Toxic Interactions on Reddit

The spread of unreliable information online has been linked to rising political hostility, yet its specific relationship to user behavior and discourse remains underexplored. In this work, we examine the influence of unreliable information on political incivility and toxicity on the social media platform Reddit. We show that comments on articles from unreliable news websites are posted more often in right-leaning subreddits and that, within individual subreddits, comments are on average 32% relatively more likely to be toxic compared with comments on reliable news articles. Utilizing a zero-inflated negative binomial regression, we further show that as the toxicity of subreddits increases, users are more likely to comment on posts from known unreliable websites. Finally, modeling user interactions with an exponential random graph model, we find that when reacting to a Reddit submission linking to a website known for spreading unreliable information, users are more likely to be toxic toward users of different political beliefs. Our results collectively illustrate that low-quality, unreliable information not only predicts increased toxicity but also fosters more polarizing interactions between users of different political orientations.

Authors

Institutions

Publication Details

Journal
Proceedings of the ACM on Human-Computer Interaction
Published
2025-10-16
DOI
https://doi.org/10.1145/3757661
Primary Topic
Hate Speech and Cyberbullying Detection
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Sub-Standards and Mal-Practices: Misinformation's Role in Insular, Polarized, and Toxic Interactions on Reddit

Zakir Durumeric, Hans W. A. Hanley
Proceedings of the ACM on Human-Computer Interaction
Hate Speech and Cyberbullying Detection
article

Sub-Standards and Mal-Practices: Misinformation's Role in Insular, Polarized, and Toxic Interactions on Reddit

Zakir Durumeric, Hans W. A. Hanley
article en

Abstract

The spread of unreliable information online has been linked to rising political hostility, yet its specific relationship to user behavior and discourse remains underexplored. In this work, we examine the influence of unreliable information on political incivility and toxicity on the social media platform Reddit. We show that comments on articles from unreliable news websites are posted more often in right-leaning subreddits and that, within individual subreddits, comments are on average 32% relatively more likely to be toxic compared with comments on reliable news articles. Utilizing a zero-inflated negative binomial regression, we further show that as the toxicity of subreddits increases, users are more likely to comment on posts from known unreliable websites. Finally, modeling user interactions with an exponential random graph model, we find that when reacting to a Reddit submission linking to a website known for spreading unreliable information, users are more likely to be toxic toward users of different political beliefs. Our results collectively illustrate that low-quality, unreliable information not only predicts increased toxicity but also fosters more polarizing interactions between users of different political orientations.

Proceedings of the ACM on Human-Computer InteractionVol. 9(7)
Stanford University (US)
Openalex Percentile: Top 85%
Hate Speech and Cyberbullying Detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.