End‑User classification isolates the primary rider groups that generate trip demand, each with unique usage patterns and price sensitivities. The principal segments are individual commuters, business travelers, students, elderly passengers, and tourists. Individual commuters form the backbone of daily trip volume, often using on‑demand or shared options for cost efficiency. Business travelers prioritize reliability and may opt for premium or corporate‑linked services, contributing higher average revenue per user. Students, typically price‑conscious, drive demand for pooled rides and promotional pricing. Elderly passengers increase demand for wheelchair‑accessible and safety‑enhanced vehicles, influencing fleet composition and regulatory compliance. Tourists generate episodic peaks, especially in tourist hotspots, and frequently select premium or airport‑linked services. Quantifying the contribution of each end‑user segment clarifies revenue diversification and informs targeted marketing, product development, and partnership strategies within the broader ride‑hailing market.