Ride-hailing services in Malaysia serve a wide range of users, from daily commuters relying on them for regular transport to occasional riders using them only a few times a year. Understanding how usage frequency varies across age groups helps ride-hailing platforms better tailor their pricing models, loyalty programs, and marketing strategies to retain high-frequency users while converting infrequent ones. Younger riders tend to integrate ride-hailing more deeply into their weekly routines, while older groups treat it as a supplementary option rather than a primary mode of transport.