Ride-hailing services in MENA serve a broad range of daily mobility needs, from structured work routines to spontaneous social outings. Knowing when riders most frequently book trips lets operators allocate driver supply more effectively, cut wait times during peak windows, and design promotions that match actual usage. For platforms, timing data feeds directly into pricing strategy, driver incentive programs, and partnership opportunities with employers or venues. Demand stays active well beyond traditional rush hours, which makes fleet management and dynamic pricing especially consequential.