Ride-hailing services in Indonesia serve distinct daily rhythms, with usage clustering around two key windows: the morning and evening commute periods. Understanding when men and women rely on these platforms most heavily helps operators and drivers allocate supply more effectively, reduce wait times, and design targeted promotions that match real demand patterns. For ride-hailing providers, aligning driver availability and pricing strategies with these peak windows directly supports revenue growth and rider retention across both genders.