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Content Moderation and the Formation of Online Communities: A Theoretical Framework

arXiv 2310.10573 ↗First posted 16 Oct 2023cs.DS cs.CY cs.SIcited by 3

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Abstract (arXiv)

We study the impact of content moderation policies in online communities. In our theoretical model, a platform chooses a content moderation policy and individuals choose whether or not to participate in the community according to the fraction of user content that aligns with their preferences. The effects of content moderation, at first blush, might seem obvious: it restricts speech on a platform. However, when user participation decisions are taken into account, its effects can be more subtle unicodex2013 and counter-intuitive. For example, our model can straightforwardly demonstrate how moderation policies may increase participation and diversify content available on the platform. In our analysis, we explore a rich set of interconnected phenomena related to content moderation in online communities. We first characterize the effectiveness of a natural class of moderation policies for creating and sustaining stable communities. Building on this, we explore how resource-limited or ideological platforms might set policies, how communities are affected by differing levels of personalization, and competition between platforms. Our model provides a vocabulary and mathematically tractable framework for analyzing platform decisions about content moderation.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Oct 2023.

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Citing papers per year: 2024: 1; 2025: 1; 2026: 1.

3 papers.