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Social media platform design often incorporates explicit signals of positive feedback. Some moderators provide positive feedback with the goal of positive reinforcement, but are often unsure of their ability to actually influence user…

Human-Computer Interaction · Computer Science 2025-02-14 Charlotte Lambert , Koustuv Saha , Eshwar Chandrasekharan

Millions of online communities are governed by volunteer moderators, who shape their communities by setting and enforcing rules, recruiting additional moderators, and participating in the community themselves. These moderators must…

Social and Information Networks · Computer Science 2025-01-27 Galen Weld , Leon Leibmann , Amy X. Zhang , Tim Althoff

On Reddit, the moderation queue (modqueue) is a primary interface for moderators to review reported content. Despite its central role in Reddit's community-reliant moderation model, little is known about how moderators actually use it in…

Human-Computer Interaction · Computer Science 2025-10-07 Tanvi Bajpai , Eshwar Chandrasekharan

Reddit relies on volunteer moderators to enforce community rules, configure tools, and review flagged content. This labor is substantial, worth millions in unpaid effort, and increasingly hard to sustain as communities grow. While recent…

Human-Computer Interaction · Computer Science 2025-10-07 Tanvi Bajpai , Eshwar Chandrasekharan

Developing a strong community requires empowered leadership capable of overcoming governance challenges. New online platforms have given users opportunities to practice governance through content moderation roles. The over 2.8 million…

Computers and Society · Computer Science 2022-06-14 Hannah M Wang , Beril Bulat , Stephen Fujimoto , Seth Frey

Effective content moderation in online communities is often a delicate balance between maintaining content quality and fostering user participation. In this paper, we introduce post guidance, a novel approach to community moderation that…

Computers and Society · Computer Science 2025-01-14 Manoel Horta Ribeiro , Robert West , Ryan Lewis , Sanjay Kairam

Online communities rely on a mix of platform policies and community-authored rules to define acceptable behavior and maintain order. However, these rules vary widely across communities, evolve over time, and are enforced inconsistently,…

Computers and Society · Computer Science 2025-10-09 Mattia Samory , Diana Pamfile , Andrew To , Shruti Phadke

Online volunteers are an uncompensated yet valuable labor force for many social platforms. For example, volunteer content moderators perform a vast amount of labor to maintain online communities. However, as social platforms like Reddit…

Human-Computer Interaction · Computer Science 2022-06-07 Hanlin Li , Brent Hecht , Stevie Chancellor

Despite the common use of rule-based tools for online content moderation, human moderators still spend a lot of time monitoring them to ensure that they work as intended. Based on surveys and interviews with Reddit moderators who use…

Human-Computer Interaction · Computer Science 2025-02-21 Jean Y. Song , Sangwook Lee , Jisoo Lee , Mina Kim , Juho Kim

When people have the freedom to create and post content on the internet, particularly anonymously, they do not always respect the rules and regulations of the websites on which they post, leaving other unsuspecting users vulnerable to…

Human-Computer Interaction · Computer Science 2023-05-17 Christine L. Cook , Jie Cai , Donghee Yvette Wohn

Reddit administrators have generally struggled to prevent or contain such discourse for several reasons including: (1) the inability for a handful of human administrators to track and react to millions of posts and comments per day and (2)…

Social and Information Networks · Computer Science 2019-07-01 Hussam Habib , Maaz Bin Musa , Fareed Zaffar , Rishab Nithyanand

Generative AI is altering how we work, learn, communicate, and participate in online communities. How might online communities be changed by generative AI? To start addressing this question, we focused on online community moderators'…

Computers and Society · Computer Science 2025-10-21 Travis Lloyd , Joseph Reagle , Mor Naaman

A major task for moderators of online spaces is norm-setting, essentially creating shared norms for user behavior in their communities. Platform design principles emphasize the importance of highlighting norm-adhering examples and…

Human-Computer Interaction · Computer Science 2026-04-07 Agam Goyal , Charlotte Lambert , Yoshee Jain , Eshwar Chandrasekharan

Many people struggling with mental health issues are unable to access adequate care due to high costs and a shortage of mental health professionals, leading to a global mental health crisis. Online mental health communities can help…

Social and Information Networks · Computer Science 2021-04-26 David Wadden , Tal August , Qisheng Li , Tim Althoff

Content moderation is a widely used strategy to prevent the dissemination of irregular information on social media platforms. Despite extensive research on developing automated models to support decision-making in content moderation, there…

Social and Information Networks · Computer Science 2024-08-23 Wangjiaxuan Xin , Kanlun Wang , Zhe Fu , Lina Zhou

Online platforms like Reddit, Wikipedia, and Facebook are integral to modern life, enabling content creation and sharing through posts, comments, and discussions. Despite their virtual and often anonymous nature, these platforms need rules…

Physics and Society · Physics 2024-07-18 Shambhobi Bhattacharya , Jisung Yoon , Hyejin Youn

Positive feedback via likes and awards is central to online governance, yet which attributes of users' posts elicit rewards -- and how these vary across authors and communities -- remains unclear. To examine this, we combine…

Human-Computer Interaction · Computer Science 2026-02-03 Agam Goyal , Charlotte Lambert , Eshwar Chandrasekharan

Much of the research in online moderation focuses on punitive actions. However, emerging research has shown that positive reinforcement is effective at encouraging desirable behavior on online platforms. We extend this research by studying…

Human-Computer Interaction · Computer Science 2024-04-05 Frederick Choi , Charlotte Lambert , Vinay Koshy , Sowmya Pratipati , Tue Do , Eshwar Chandrasekharan

Online community moderators are on the front lines of combating problems like hate speech and harassment, but new modes of interaction can introduce unexpected challenges. In this paper, we consider moderation practices and challenges in…

Human-Computer Interaction · Computer Science 2021-01-14 Jialun Aaron Jiang , Charles Kiene , Skyler Middler , Jed R. Brubaker , Casey Fiesler

Online social platforms centered around content creators often allow comments on content, where creators moderate the comments they receive. As creators can face overwhelming numbers of comments, with some of them harassing or hateful,…

Human-Computer Interaction · Computer Science 2022-02-18 Shagun Jhaver , Quan Ze Chen , Detlef Knauss , Amy Zhang
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