This study contributes to a deeper understanding of online sexual exploitation patterns targeting minors. It underscores the need for further research to adapt interventions and law enforcement strategies effectively in response to the complexities of online offender behaviors. One limitation of the study is the small sample size, which may affect the generalizability of the findings.