Ride-hailing platforms serve a broad range of daily travel needs, from routine work travel to social and leisure trips after hours. Understanding when different demographic groups rely most on these services helps operators and drivers allocate supply more effectively, improving both availability and fare efficiency. For ride-hailing providers, aligning driver availability with peak demand windows by gender can directly reduce wait times, increase ride completion rates, and strengthen customer retention across key time slots.