Mass Shooting Narratives on Social Media: Content moderation and participatory discourse

Author:
Huan Chen, Ye Wang, Seth Fallik, Jasmine McNealy, Yuan Nan, Qingyuan Yang, Emily Perpich
Type:
Journal Article
Date:
June 2, 2026
Five people and a dog are seen outlined in orange, against an orange background. Two of the people talk to each other, one stands along with a stick, one walks a dog, and the other is in a wheelchair. All of them look at their mobile phones intently, and a

Abstract

This study examines how social media platforms shape public narratives following mass shootings through the interaction of platform governance and user discourse. Comparing moderation policies across major platforms and analyzing conversations around five mass shooting events on X, the authors find that platform governance influences the visibility, tone, and persistence of discussions as users share news, express grief, and debate gun violence and media coverage.

Key Findings

①

Platform governance shapes public discourse. Differences in moderation policies and enforcement appear to influence the visibility, tone, and longevity of conversations following mass shootings.

②

Social media serves multiple public functions during crises. Users shared breaking news, expressed grief, debated gun violence and media coverage, and collectively interpreted unfolding events.

③

AI-assisted thematic analysis can help study large-scale online conversations. A retrieval-augmented generation (RAG) approach, combined with human-guided analysis, enabled researchers to examine tens of thousands of posts while preserving qualitative insight.

Suggested Citation

Chen, H., Wang, Y., Fallik, S., McNealy, J., Nan, Y., Yang, Q., & Perpich, E. (2026). Mass shooting narratives on social media: Content moderation and participatory discourse. New Media & Society, 0(0).

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