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Incorporating Procedural Fairness in Flag Submissions on Social Media Platforms

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arxiv 2409.08498 v2 pith:SPKN6VD5 submitted 2024-09-13 cs.HC

classification cs.HC
keywords flaggingplatformsflagcontentdesignfairnessflagsgreater
verification ladder T0 review T1 audit T2 compute T3 formal
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Flagging mechanisms on social media platforms allow users to report inappropriate posts/accounts for review by content moderators. These reports are pivotal to platforms' efforts toward regulating norm violations. This paper examines how platforms' design choices in implementing flagging mechanisms influence flaggers' perceptions of content moderation. We conducted a survey experiment asking US respondents (N=2,936) to flag inappropriate posts using one of 54 randomly assigned flagging implementations. After flagging, participants rated their fairness perceptions of the flag submission process along the dimensions of consistency, transparency, and voice (agency). We found that participants perceived greater transparency when flagging interfaces included community guidelines and greater voice when they incorporated a text box for open-ended feedback. Our qualitative analysis highlights user needs for improved accessibility, educational support for reporting, and protections against false flags. We offer design recommendations for building fairer flagging systems without exacerbating the cognitive burden of submitting flags.

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Cited by 4 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Commenotes: Synthesizing Organic Comments to Support Community-Based Fact-Checking

    cs.HC 2025-09 conditional novelty 6.0 of 10

    A filtering plus LLM synthesis pipeline turns early user comments into community-note-style fact-checks; the best model beats human notes in 70.1% of pairwise user ratings.

  2. "I thought it was my mistake, but it's really the design'': A Critical Examination of the Accessibility of User-Enacted Moderation Tools on Facebook and X

    cs.HC 2025-09 conditional novelty 6.0 of 10

    Blind and low-vision users face learning, compliance, and psychological costs when using moderation tools on Facebook and X, due to poor accessibility design.

  3. From Inquisitorial to Adversarial: Using Legal Theory to Redesign Online Reporting Systems

    cs.HC 2025-06 conditional novelty 6.0 of 10

    Online reporting systems are characterized as inquisitorial, and a design space gives users adversarial-style control over evidence disclosure, authentication, and privacy during moderation.

  4. The Pin of Shame: Examining Content Creators' Adoption of Pinning Inappropriate Comments as a Moderation Strategy

    cs.HC 2025-05 conditional novelty 6.0 of 10

    Creators pin negative comments to invite public shaming as a moderation tactic, gaining social support and norm enforcement while risking emotional strain and escalation.

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