Ride-hailing services in Latin America have become a core part of everyday urban mobility, offering commuters a flexible and accessible alternative to private car ownership and traditional taxis. For the ride-hailing industry, high usage frequency signals strong platform loyalty, recurring revenue potential, and growing opportunities for subscription models, in-app advertising, and ancillary services such as food delivery and financial products. Understanding how often riders engage with these platforms helps operators prioritize driver supply, dynamic pricing strategies, and retention programs in a competitive regional market.