 Day was one of twelve children of the jockey and trainer John Barham Day, making him the nephew of the jockey Sam Day.John's brothers included William Day, who trained three classic winners, and the successful jockeys Samuel and Alfred.Day began his career as a jockey when in his mid-teens, and showed a good deal of promise.