Introduction
In a groundbreaking study led by Dr. John Leverso, an assistant professor in the School of Criminal Justice at the University of Cincinnati, researchers have unveiled how TikTok content created by gang members can be leveraged to inform law enforcement and policy decisions. Published in Crime, Media, Culture: An International Journal, this research provides a blueprint for systematically analyzing gang-related videos on the popular social media platform. This step-by-step guide will walk you through the process of identifying, documenting, and interpreting such content to develop more effective strategies for public safety and community intervention.
What You Need
- A TikTok account (free, no special permissions required) – to search and view content
- Basic knowledge of gang identifiers – such as hand signs, colors, symbols, and slang terms
- Access to a digital note-taking tool (e.g., spreadsheet, database) – to log observations systematically
- Understanding of qualitative research methods – including content analysis and thematic coding
- Collaboration with subject matter experts (optional but recommended) – sociologists, criminologists, or former gang intervention specialists
- Ethical clearance (if using data for official reports) – ensure compliance with privacy and data protection guidelines
Step-by-Step Guide
Step 1: Establish Search Parameters and Identify Relevant Hashtags
Begin by brainstorming a list of keywords and hashtags commonly associated with gang culture. Based on Leverso’s study, terms like #GangTok, #SetLife, or neighborhood-specific acronyms may surface. Use TikTok’s search function to explore these tags. Record the frequency and variety of posts that emerge. Create a baseline of what “gang-related” means in your context—focus on explicit affiliations (e.g., claiming a gang name) and implicit cues (e.g., wearing certain colors in specific patterns).
Step 2: Document Video Content and Metadata
For each video that fits your criteria, capture the following details in your log:
- Video URL – for reference
- Upload date and time – to track trends
- Description and captions – often contain direct claims or coded language
- Number of likes, comments, shares – gauge reach and engagement
- Musical soundtrack – certain songs are anthems for specific gangs
- Visual elements – hand signs, tattoos, clothing, backgrounds (e.g., street corners, graffiti)
Use screenshots or screen recordings (with caution about privacy) to preserve evidence. A spreadsheet helps you sort and filter later.
Step 3: Analyze Communication Patterns and Themes
Go beyond surface observations. Look for recurring themes such as rivalry, territorial claims, recruitment, or memorials for fallen members. According to Leverso’s team, gang members often use TikTok to perform identity—reinforcing allegiance through humor, challenges, and storytelling. Code each video with descriptive labels (e.g., “turf boasting,” “disrespecting rivals,” “mourning”). Note any intertextual references to other platforms or offline events. This step requires patience; patterns may emerge only after reviewing dozens of posts.
Step 4: Cross-Reference with Real-World Gang Activity
Connect your TikTok findings with local law enforcement records, news reports, and community intelligence. Does a rise in certain hashtags correlate with increased violence in a particular neighborhood? Are the hand signs shown on TikTok consistent with known gang alliances? Leverso’s research suggests that social media content can serve as an early warning system if triangulated with other data sources. Create a matrix that maps online behaviors to offline incidents.
Step 5: Develop Actionable Recommendations for Policy and Enforcement
Translate your analysis into concrete proposals. For example:
- Training modules for officers to recognize TikTok-specific gang signals
- Intervention programs that address the motivations behind online gang identity (e.g., seeking status, camaraderie)
- Partnerships with TikTok to flag violent or recruitment content while respecting free speech
- Community engagement initiatives that provide alternative outlets for youth expression
Base your recommendations on the depth of your findings. Highlight gaps in current policies that fail to account for social media dynamics.
Tips for Success
- Protect privacy and avoid doxxing – Never share personal information of poster without legal authorization. Anonymize data in reports.
- Stay current – TikTok trends evolve rapidly; monitor new hashtags weekly.
- Collaborate with researchers – Reach out to academic experts like Leverso’s team for methodological advice.
- Be aware of algorithmic bias – Your own TikTok feed may skew results; use incognito mode or multiple accounts.
- Consider ethical implications – Gang members may be minors or acting performatively. Distinguish between genuine affiliation and parody.
- Document your process – For reproducibility and credibility, keep a thorough record of each step, including search queries and coding rules.
By following these steps, you can transform raw TikTok content into actionable intelligence—without losing sight of the human stories behind the screen. Remember, as Leverso’s work shows, the goal is not just to police but to understand and prevent.