A loan sales telecaller job involves making outbound calls to generate/qualify leads, explain loan products (personal, home, business), schedule appointments, and meet sales targets by converting prospects into customers through effective communication. Responsibilities include maintaining client records, analyzing needs, and ensuring compliance.