Rae was born on April 22, 1926 in Milwaukee, Wisconsin to Jewish-Russian parents. She was raised in Milwaukee and in Shorewood, Wisconsin. Rae studied at Shorewood High School and at Northwestern University. She was married to John Strauss from 1951 until they divorced. They had two children.