Ride-hailing platforms in Turkey serve a broad range of daily travel needs, from routine commutes to late-night trips, making timing a critical factor for service providers looking to allocate drivers, manage surge pricing, and tailor promotions effectively. Understanding when different rider groups are most active helps operators improve availability and reduce wait times during peak demand windows. Gender-based usage patterns reveal distinct travel behaviors that can directly inform fleet planning, marketing strategies, and partnership decisions with businesses that depend on reliable passenger flow throughout the day.