After his retirement in 1954, he became an assistant coach for the Redskins and served in that capacity until 1960
Tereshinski was the father of former Georgia Bulldogs Joe Tereshinski Jr. and Wally Tereshinski and the grandfather of former Bulldogs quarterback Joe Tereshinski III and John Tereshinski, a former tight end of Wake Forest.