Maharaja Randhir Singh tried to improve the state administration in various ways. He abolished the huge army that was creating disturbances and rebels due to delay in payment of salaries in order to maintain piece and reduce taxes in the state. He helped the British rule to reduce the terror of Pindaris. He ruled Bharatpur princely state for 18 years with harmony and vision.