Ride-hailing platforms in MENA serve riders across multiple points in the daily routine, from early morning trips to late-night travel. Understanding when men and women rely on these services most helps operators allocate driver supply, manage surge pricing, and design targeted promotions that match actual demand patterns. For ride-hailing providers, aligning fleet availability with peak usage windows directly improves ride fulfillment rates and customer satisfaction, making time-of-day data a practical tool for operational planning.