Sentiment and Thematic Analysis of Social Media Discourse for Child Trafficking Crimes: Epstein Case Example

The study aimed to examine the sentiment and thematic structure of social discourse on child trafficking through the Jeffrey Epstein case on the X platform. The research method involved 50,000 tweets with the highest engagement posted about Jeffrey Epstein investigation on the X platform that were analyzed using sentiment analysis and topic modeling techniques. In the findings, Document publication and public debates (54.25%), political and global power relations (25.36%), and legal processes and high-level connections (20.39%). The results revealed that online discourse on child trafficking is largely shaped around sexual exploitation, child victimization and elite criminal relations.

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Publication Details

Journal
Deviant Behavior
Published
2026-09-06
DOI
https://doi.org/10.1080/01639625.2026.2726394
Primary Topic
Sex work and related issues
Type
article
Field-Weighted Citation Impact
0.00
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article

Sentiment and Thematic Analysis of Social Media Discourse for Child Trafficking Crimes: Epstein Case Example

İlkay Boz, Ayten Kaya Kılıç, Mehmet Kayakuş, Kerime Bademli̇
Deviant Behavior
Sex work and related issues
article

Sentiment and Thematic Analysis of Social Media Discourse for Child Trafficking Crimes: Epstein Case Example

İlkay Boz, Ayten Kaya Kılıç, Mehmet Kayakuş, Kerime Bademli̇
article en

Abstract

The study aimed to examine the sentiment and thematic structure of social discourse on child trafficking through the Jeffrey Epstein case on the X platform. The research method involved 50,000 tweets with the highest engagement posted about Jeffrey Epstein investigation on the X platform that were analyzed using sentiment analysis and topic modeling techniques. In the findings, Document publication and public debates (54.25%), political and global power relations (25.36%), and legal processes and high-level connections (20.39%). The results revealed that online discourse on child trafficking is largely shaped around sexual exploitation, child victimization and elite criminal relations.

Deviant Behavior
Akdeniz University (TR), Akdeniz University Hospital (TR)
Gender equality
Openalex Percentile: Top 4%
Sex work and related issues
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