Sinha's career in science spanned several decades. She earned her doctorate in x-ray crystallography of clay minerals. She received her doctorate from the University of Calcutta as a student of the Rajabazar Science College in 1956–7, under the guidance of professor Satyendra Nath Bose. She has the distinction of being the first Bengali woman to receive a doctorate in physics.