Ride-hailing platforms in Malaysia serve distinct user groups across different parts of the day, making time-of-use data a practical tool for operators planning driver supply, pricing strategies, and targeted promotions. Understanding when male and female riders are most active helps service providers align capacity with actual demand rather than assumption. For ride-hailing businesses, matching fleet availability to peak usage windows directly reduces wait times and improves rider retention. Gender-based patterns add another layer of precision, allowing platforms to tailor communication and incentive timing to the audiences most likely to convert.