Hoysted was a member of an Australian racing dynasty, with his father Fred "Father" Hoysted and brother Bon Hoysted also trainers. Bob and Bon assisted Father, who was seriously ill, with preparation of 1954 Melbourne Cup-winner Rising Fast. Bob acquired his own trainers licence in 1956.