Moore played wide receiver for the Baylor Bears. He was coached by Sam Boyd in 1958 and John Bridgers in 1959 and 1960. Moore captained the 1960 Gator Bowl team that ended the year as the nation's eleventh-ranked squad. Moore received degrees from Baylor University in finance and economics.