Hickok was born in Harrisburg, Pennsylvania, to William Orville Hickok, Jr., and Louisa Harrison Anderson Hickok. The family was prominent in Harrisburg civic life through his grandfather's machinery business, W.O. Hickok Manufacturing Company. Bill played guard at Yale and was twice selected as an All-American. In addition, he set records in the shot put and hammer throw for the track team.