During an interview with Alan Henry in 1975, he stated that he had wanted to become a pilot, but thought he was not intelligent enough.
Pryce se je začel zanimati za avtomobile ob vožnji pekovega kombija v starosti desetih let, ko je starše obvestil, da želi postati dirkač.