Harper played defensive tackle at Clemson University from 1985–88, while his father Tom Harper served as defensive coordinator. He was a member of three Atlantic Coast Conference championship teams and four bowl teams. Clemson also finished in the final top 20 of the AP poll in 1986, 1987 and 1988.