A computer-enabled system and method that collects and processes various data from mobile devices possessed by on-demand (“ride-hailing”) transportation drivers, along with other possible external data sources, and subsequently recognizes, classifies, stores, and delivers ride-hailing-related activity information of individual or multiple drivers to various consumers of the system, while also iteratively improving the system and method's ride-hailing activity classification accuracy over time.