Ride-hailing services in China have become a routine part of daily mobility, offering urban commuters a flexible and accessible alternative to public transport and private car ownership. Understanding how men and women use these services at different frequencies helps platforms tailor pricing strategies, driver supply planning, and loyalty programs more effectively. Gender-based usage patterns reveal distinct behavioral rhythms that can directly inform product decisions and marketing priorities across the industry.