Bhattacharyya completed B.Sc. (Hons) and M.Sc. in physics from the University of Delhi in 1967 and 1969, respectively. She also held a National Science Talent Scholarship (1964–69). She received PhD degree in physics from Northwestern University (1975), working in the area of theoretical condensed matter physics.