Parker was born on a farm in Morgan County, Indiana. She got a teaching certificate at Franklin College, and was a teacher for a few years until she married Earl Parker, who was her next door neighbor. He died on February 23, 1939. They had two sons, Clifford and Earl Jr., both of whom died before her.