Rice was born on November 14, 1954, in Birmingham, Alabama. She completed her BA in Political Science from the University of Denver in 1974. She went on to get her Master's degree from the University of Notre Dame, in 1975, and a PhD from the Josef Korbel School of International Studies, affiliated to the University of Denver, in 1981.