Understanding when men and women rely on ride-hailing services helps mobility platforms, advertisers, and urban planners make smarter decisions about driver supply, promotions, and app notifications. In the UAE, gender plays a measurable role in shaping daily ride-hailing routines, and recognizing these patterns gives service providers a practical edge in matching capacity to real demand throughout the day.