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Aspirational platform governance: How creators legitimise content moderation through accusations of bias

Author

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  • Hallinan, Blake
  • Reynolds, C. J.
  • Kuperberg, Yehonatan
  • Rothenstein, Omer

Abstract

While content moderation began as a solution to online abuse, it has increasingly been framed as a source of abuse by a diverse coalition of users, civil society organisations, and politicians concerned with platform bias. The resulting crisis of legitimacy has motivated interest in more participatory forms of governance, yet such approaches are difficult to scale on platforms that lack bounded communities and designated tools to support collective governance. Within this context, we use a high-profile debate surrounding bias and racism in content moderation on YouTube to investigate how creators engage in meta-moderation, the participatory evaluation of moderation decisions and policies. We conceptualise the conversation that plays out across a network of videos and comments as aspirational platform governance, or the desire to influence content moderation without established channels or guarantees of success. Through a content analysis of 115 videos and associated online discourse, we identify overlapping and competing understandings of bias, with key fault lines around demographic categories of gender, race, and geography, as well as genres of production and channel size. We analyse how reaction videos navigate structural factors that inhibit discussions of platform practices and assess the functions of aspirational platform governance, including its counter-intuitive role in legitimising content moderation through the airing of complaints.

Suggested Citation

  • Hallinan, Blake & Reynolds, C. J. & Kuperberg, Yehonatan & Rothenstein, Omer, 2025. "Aspirational platform governance: How creators legitimise content moderation through accusations of bias," Internet Policy Review: Journal on Internet Regulation, Alexander von Humboldt Institute for Internet and Society (HIIG), Berlin, vol. 14(1), pages 1-28.
  • Handle: RePEc:zbw:iprjir:314940
    DOI: 10.14763/2025.1.1829
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    References listed on IDEAS

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    1. Hallinan, Blake & Reynolds, C. J. & Rothenstein, Omer, 2024. "Copyright callouts and the promise of creator-driven platform governance," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 13(2), pages 1-43.
    2. Hallinan, Blake & Reynolds, C. J. & Rothenstein, Omer, 2024. "Copyright callouts and the promise of creator-driven platform governance," Internet Policy Review: Journal on Internet Regulation, Alexander von Humboldt Institute for Internet and Society (HIIG), Berlin, vol. 13(2), pages 1-43.
    3. Kumar, Sangeet, 2019. "The algorithmic dance: YouTube's Adpocalypse and the gatekeeping of cultural content on digital platforms," Internet Policy Review: Journal on Internet Regulation, Alexander von Humboldt Institute for Internet and Society (HIIG), Berlin, vol. 8(2), pages 1-21.
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    More about this item

    Keywords

    algorithmic bias; content moderation; platform governance; creators; react videos; YouTube;
    All these keywords.

    JEL classification:

    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • M14 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Corporate Culture; Diversity; Social Responsibility

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