In 2001 Rice was named a Fellow of the American Physical Society (APS), after a nomination from the APS Division of Computational Physics, "for pioneering the development of efficient algorithms for the analytic derivative method with electron correlation, and for the calculation of frequency dependent polarizabilities with accuracy comparable to experiment". She was elected to the IBM Academy of Technology in 2003, and is a member of the International Academy of Quantum Molecular Science.