Ride-hailing services in Finland serve distinct purposes depending on the time of day, and understanding when different groups rely on them most helps operators allocate drivers, manage pricing, and plan promotional campaigns more effectively. Gender plays a meaningful role in shaping these usage patterns, with men and women gravitating toward different parts of the day for their trips. For ride-hailing platforms, aligning supply with demand across morning, daytime, evening, and late-night windows is a direct lever for improving driver utilization and passenger satisfaction.