Ride-hailing platforms in Saudi Arabia serve users across multiple daily routines, from early morning travel to late-night trips, making time-of-day data a practical tool for service planning and driver allocation. Understanding when men and women are most active on these platforms helps operators optimize surge pricing, vehicle availability, and targeted promotions. For ride-hailing companies operating in a rapidly growing market like Saudi Arabia, aligning supply with gendered demand patterns can directly improve customer retention and platform efficiency.
