Kurtz was born in Davenport, Iowa, the third child of Dora Lee (née Fenton) and Frank Allen Kurtz, Sr., an insurance salesman [REF].
Kurtz's swimming abilities impressed Olympic champion swimmer Johnny Weissmuller, who encouraged him to train with famous diving coach Clyde Swendsen.