Exploring the Magnitude and Effects of Media Influence on Reddit Moderation
Keywords:Analysis of the relationship between social media and mainstream media, Subjectivity in textual data; sentiment analysis; polarity/opinion identification and extraction, linguistic analyses of social media behavior, Trend identification and tracking; time series forecasting, Text categorization; topic recognition; demographic/gender/age identification
AbstractMost platforms, including Reddit, face a dilemma when applying interventions such as subreddit bans to toxic communities — do they risk angering their user base by proactively enforcing stricter controls on discourse or do they defer interventions at the risk of eventually triggering negative media reactions which might impact their advertising revenue? In this paper, we analyze Reddit’s previous administrative interventions to understand one aspect of this dilemma: the relationship between the media and administrative interventions. More specifically, we make two primary contributions. First, using a mediation analysis framework, we find evidence that Reddit’s interventions for violating their content policy for toxic content occur because of media pressure. Second, using interrupted time series analysis, we show that media attention on communities with toxic content only increases the problematic behavior associated with that community (both within the community itself and across the platform). However, we find no significant difference in the impact of administrative interventions on subreddits with and without media pressure. Taken all together, this study provides evidence of a media-driven moderation strategy at Reddit and also suggests that such a strategy may not have a significantly different impact than a more proactive strategy.
How to Cite
Habib, H., & Nithyanand, R. (2022). Exploring the Magnitude and Effects of Media Influence on Reddit Moderation. Proceedings of the International AAAI Conference on Web and Social Media, 16(1), 275-286. https://doi.org/10.1609/icwsm.v16i1.19291