Understanding when different age groups rely on ride-hailing services helps operators, drivers, and advertisers allocate resources more effectively across the day. In Egypt, ride-hailing usage patterns vary noticeably by age, with younger and older riders gravitating toward distinctly different peak windows. These patterns carry practical implications for dynamic pricing strategies, driver availability planning, and targeted promotions within the Egyptian urban mobility market. Ride-hailing platforms that align supply and communication with these age-based timing preferences stand to improve both rider satisfaction and operational efficiency.