 Day was one of twelve children of the jockey and trainer John Barham Day, making him the nephew of the jockey Sam Day.William's brothers included John Day, who trained twelve classic winners, and the successful jockeys Samuel and Alfred.Day began his career as a jockey when in his mid-teens, but had limited success at a time when his uncle Sam was the Day family's favoured jockey.