Analyzing Crime Discourse in U.S. Metropolitan Communities on Reddit: Trends, Influences, and Insights
Deepit Sapru

TL;DR
This study analyzes Reddit discussions across 384 U.S. metropolitan areas to uncover trends, influences, and insights into how social media shapes public perceptions of crime, revealing that discussion frequency is more related to community size and politics than actual crime rates.
Contribution
It provides a comprehensive analysis of crime discourse on Reddit, highlighting the influence of community size and political leanings over actual crime statistics.
Findings
Larger metropolitan areas have more crime-related discussions.
Communities with liberal political leanings discuss crime more frequently.
Reported crime rates do not significantly affect discussion intensity.
Abstract
The relationship between crime and the media has long been a focal point of academic research, with traditional media playing a significant role in shaping public perceptions of safety and community well-being. However, the advent of social media has introduced a new dimension to this discourse, offering unique platforms for user-driven discussions. Despite the prominence of social media, research examining its impact on crime-related discourse remains limited. This paper investigates crime-related discussions across Reddit communities representing 384 Metropolitan Areas in the United States. By analyzing user submissions, we identify key trends in crime discourse, including the higher prevalence of such discussions in larger metropolitan areas and communities with more liberal political leanings. Interestingly, we find that reported crime rates do not strongly influence the frequency…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsCrime Patterns and Interventions · Cybercrime and Law Enforcement Studies · Policing Practices and Perceptions
