Smith graduated as valedictorian of Plains High School. She attended Georgia Southwestern College and graduated in 1946. During her time in college, Rosalynn served as vice president of her class and was a founding member of her school's Young Democrats, Campus Marshal and Tumbling Clubs. She would graduate with a junior college diploma.