Born in Evanston, Illinois in 1936, Draper was raised on a farm and exposed to agriculture at an early age.
The next year, Draper went to Chile as part of a Peace Corps mission where he leased a Chilean winery with Fritz Maytag, a fellow volunteer and friend from Stanford.