Beyond Content-Based Enforcement
Cover of the Journal of Online Trust and Safety, Volume 3, Issue 4, 2026. The journal's name runs across the top in a large serif face over a thin red rule. Below it, on the left, "Volume 3 · Issue 4 · 2026" in spaced small capitals and the subtitle "Trust and Safety Research Conference Proceedings" in light gray; on the right, the Stanford Tech Impact and Policy Center, Freeman Spogli Institute wordmark. The contents follow in two sections with red serif headings. Under "Commentaries": "Regulating the 'Unregulatable': Why Policymakers Are in Paralysis When Regulating AI" by Sarah Barrington and Hannah Bailey; "Abuse Is Not Love: Failure to Recognize Technology-Facilitated Intimate Partner Violence" by Nina Jane Patel; "Mandating Data Interoperability as a Tool for Improving Youth Wellbeing on Social Media" by Alexis Hiniker, Jenny Radesky, and Marie Bragg; "The Far-Reaching Implications of Brazil's Supreme Court Decision for Platform Governance" by Beatriz Kira and Ivar Hartmann; and "Beyond Content-Based Enforcement" by Jeffrey W. Howard. Under "Research Articles": "Trust and Safety of Human- and AI-Powered Visual Description: A Case Study of Be My Eyes" by Natalie Grace Brigham and Tadayoshi Kohno; "AI and Agency: Benefiting Users by Understanding and Serving Explicit Aspirations" by Emily Xing, Ravi Iyer, Rachel Xu, Yuning Liu, Beth Goldberg, and Nathanael J. Fast; "The Backbone of Abuse: How Infrastructure Providers Enable the Proliferation of AI-Generated Non-Consensual Intimate Imagery" by Sarah Morgan, Hany Farid, and Sophie J. Nightingale; and "'It Doesn't Violate Our Community Standards': Examining Social Media Platforms' Moderation Practices for User-Reported Rule-Breaking Tobacco Content" by George D. H. Pearson, Padmini Kucherlapaty, Nathan A. Silver, Barbara A. Schillo, and Jennifer M. Kreslake. Each title is in bold dark gray with its authors in lighter gray beneath. The lower third of the cover is artwork in the same muted palette: a wireframe globe drawn in thin gray lines, cut off by the bottom edge, with a dotted map of Brazil on its face, a small soft-edged halftone heart to its lower right, and a network of gray and red nodes joined by curved lines that together trace the outline of an eye. Faint fanned waves of gray and pale red lines sweep across the lower page behind and around the globe. A thin dark gray frame runs just inside the edge of the cover.
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Keywords

behavior-based intervention
content moderation
platform enforcement
youth safety
ethical frameworks

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How to Cite

Howard, J. (2026). Beyond Content-Based Enforcement. Journal of Online Trust and Safety, 3(4). https://doi.org/10.54501/jots.v3i4.358

Abstract

Behavior-based interventions involve restricting users based on what they do, rather than what they post. This practice is already established at major platforms. However, it has received little explicit philosophical scrutiny. This essay explores behavior-based interventions from the perspective of ethics and political philosophy. It first distinguishes interventions targeting behavior that is itself a rule violation (such as impersonation) from the harder class of cases in which no single action breaches a rule, but a combination of signals indicates misuse. It then argues that, because such interventions are best understood as defensive, the philosophical literature on defensive ethics yields the relevant criteria they must satisfy. Interventions should respect user autonomy by being triggered by conduct for which the user is responsible, ruling out demographic profiling and purely association-based signals. They should be suitable, necessary, and proportionate, with particular attention to the risk of false positives. The essay also defends the importance of transparency, graduated interventions, and meaningful appeals mechanisms. It flags the distinctive danger of governments seeking platforms’ behavioral predictions. And it closes by urging platforms to institutionalize engagement with scholars, civil society, and affected rights-holders.

https://doi.org/10.54501/jots.v3i4.358
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Copyright (c) 2026 Jeffrey W. Howard