Ride-hailing services in Egypt have become a practical daily tool, offering urban commuters a reliable alternative to private car ownership and public transport. Understanding how frequently different demographic groups use these services helps operators and investors make smarter decisions around driver supply, pricing models, and app feature development. Gender-based usage patterns are particularly valuable for targeted marketing and service design, as they can reveal distinct travel habits and unmet needs across male and female riders.