Rice was a drama teacher at Lincoln High School in her native Fayetteville, Tennessee before becoming an actress and performer. Rice was a protegee of actress Kay Francis.
After her successful career on stage and in film, Rice returned to her hometown of Fayetteville, Tennessee, and became the drama teacher at Lincoln County High School. The theatre at the school was named in her honor in 1982.