Ride-hailing services have become a routine part of daily mobility across Latin America, offering urban commuters a flexible and accessible alternative to traditional transportation. The convenience of on-demand booking, cashless payments, and real-time tracking has made these platforms particularly valuable in cities where public transit can be unreliable or limited in reach. Understanding how frequently different demographic groups use these services helps operators tailor pricing, promotions, and driver supply to match actual demand patterns. Gender-based usage data, in particular, gives platforms a clearer picture of their core audience and where growth opportunities may exist.