Kishore worked at different posts as an officer in the government, including as registrar of Kanpur University (Chhatrapati Shahu Ji Maharaj University) and the Indian Institute of Technology Kanpur in a career spanning more than 30 years. He was formerly a member of the Sahitya Akademi working committee, and the Railway Board of GOI.