After attending Marist School near Atlanta, Harpring played college basketball at Georgia Tech, where he was a four-year starter. He was named First Team All-ACC three times (the only other Yellow Jacket player to accomplish this feat was Mark Price from 1984 to 1986). In his senior season (1997–98), Harpring set career-highs by averaging 21.6 points and 9.4 rebounds per game, ranking second in the ACC in both categories. For his efforts, he was named Third Team All-American.
