Ride-hailing services in Indonesia serve a broad urban population that relies on app-based transport for daily commutes, food delivery pickups, and short-distance travel across congested city corridors. Understanding how often men and women use these platforms helps operators fine-tune pricing strategies, loyalty programs, and driver supply allocation. Gender-based usage patterns can also guide marketing teams toward more targeted campaign timing and audience segmentation, making promotional budgets work harder across both rider groups.