Personalizing Content Moderation on Social Media: User Perspectives on Moderation Choices, Interface Design, and Labor
Shagun Jhaver, Alice Qian Zhang, Quan Ze Chen, Nikhila Natarajan, Ruotong Wang, Amy X. Zhang
Abstract
Social media platforms moderate content for each user by incorporating the outputs of both platform-wide content moderation systems and, in some cases, user-configured personal moderation preferences. However, it is unclear (1) how end users perceive the choices and affordances of different kinds of personal content moderation tools, and (2) how the introduction of personalization impacts user perceptions of platforms' content moderation responsibilities. This paper investigates end users' perspectives on personal content moderation tools by conducting an interview study with a diverse sample of 24 active social media users. We probe interviewees' preferences using simulated personal moderation interfaces, including word filters, sliders for toxicity levels, and boolean toxicity toggles. We also examine the labor involved for users in choosing moderation settings and present users' attitudes about the roles and responsibilities of social media platforms and other stakeholders towards moderation. We discuss how our findings can inform design solutions to improve transparency and controllability in personal content moderation tools.
CCS Concepts: • Human-centered computing → Empirical studies in collaborative and social computing.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 3c68df4c-5cb3-4749-aaa7-68291adf767eCited by top-tier papers33
- Form-From: A Design Space of Social Media SystemsAmy X. Zhang, Michael S. Bernstein, David R. Karger, Mark S. AckermanCSCW 2024 · 23 citations
- Bystanders of Online Moderation: Examining the Effects of Witnessing Post-Removal ExplanationsShagun Jhaver, Himanshu Rathi, Koustuv SahaCHI 2024 · 19 citations
- Trouble in Paradise? Understanding Mastodon Admin's Motivations, Experiences, and Challenges Running Decentralised Social MediaZhilin Zhang, Jun Zhao, Ge Wang, Samantha-Kaye Johnston et al.CSCW 2024 · 15 citations
- Beyond Explicit and Implicit: How Users Provide Feedback to Shape Personalized Recommendation ContentWenqi Li, Jui-Ching Kuo, Manyu Sheng, Pengyi Zhang et al.CHI 2025 · 14 citations
- "Ignorance is not Bliss": Designing Personalized Moderation to Address Ableist Hate on Social MediaSharon Heung, Lucy Jiang, Shiri Azenkot, Aditya VashisthaCHI 2025 · 14 citations
Builds on7
- The Psychological Well-Being of Content Moderators: The Emotional Labor of Commercial Moderation and Avenues for Improving SupportMiriah Steiger, Timir J. Bharucha, Sukrit Venkatagiri, Martin J. Riedl et al.CHI 2021 · 168 citations
- Flag and Flaggability in Automated Moderation: The Case of Reporting Toxic Behavior in an Online Game CommunityYubo Kou, Xinning GuiCHI 2021 · 85 citations
- "At the End of the Day Facebook Does What ItWants": How Users Experience Contesting Algorithmic Content ModerationKristen Vaccaro, Christian Sandvig, Karrie KarahaliosCSCW 2020 · 79 citations
- Contestability For Content ModerationKristen Vaccaro, Ziang Xiao, Kevin Hamilton, Karrie KarahaliosCSCW 2021 · 77 citations
- Designing Word Filter Tools for Creator-led Comment ModerationShagun Jhaver, Quan Ze Chen, Detlef Knauss, Amy X. ZhangCHI 2022 · 70 citations
Related papers
- The Unsung Heroes of Facebook Groups Moderation: A Case Study of Moderation Practices and ToolsTina Kuo, Alicia Hernani, Jens GrossklagsCSCW 2023 · 25 citations
- Take the Power Back: Screen-Based Personal Moderation Against Hate Speech on InstagramAnna Ricarda Luther, Hendrik Heuer, Sebastian Haunss, Stephanie Geise et al.CHI 2026 · 1 citation
- "I Got Flagged for Supposed Bullying, Even Though It Was in Response to Someone Harassing Me About My Disability.": A Study of Blind TikTokers' Content Moderation ExperiencesYao Lyu, Jie Cai, Anisa Callis, Kelley Cotter et al.CHI 2024 · 25 citations
- HateBuffer: Safeguarding Content Moderators' Mental Well-Being through Hate Speech Content ModificationSubin Park, Jeonghyun Kim, Jeanne Choi, Joseph Seering et al.CSCW 2025 · 4 citations
- Understanding User Needs and Attitudes for Privacy Protection Tools in Online Visual Content SharingChun-Wei Chiang, Harry Yizhou Tian, Ming YinCSCW 2025 · 4 citations
