Ride-hailing services in France serve distinct purposes depending on when passengers choose to travel, and understanding these patterns helps operators allocate drivers, manage surge pricing, and tailor promotions to the right audience at the right time. Age plays a central role in determining peak usage windows, with younger riders gravitating toward different hours than older ones. For ride-hailing platforms, aligning driver supply and app notifications with these age-specific time preferences can directly improve booking rates and customer satisfaction.