Kishor was born in Sasaram, Bihar, and grew up in Rohtas' Konar village. He eventually relocated to Buxar, where he finished his secondary school. His parents, Shrikant Pandey, a physician, and Sushila Pandey, a homemaker, encouraged his early education. Kishor's academic background and experience to public health influenced his early professional path before entering politics.