As the popularity of ride-hailing services like Lyft continues to rise, so does the need to confront the alarming issue of assault and violence faced by both drivers and passengers. While these platforms have revolutionized transportation and provided convenience, they have also inadvertently created opportunities for offenders. This article seeks