Cohen was born in Cornwall, New York. He was raised and spent his childhood in the Town of Newburgh and graduated from Newburgh Free Academy in 1967 (according to an article by Germain Lussier in the Middletown (New York) Times Herald Record, August 3, 2008). He subsequently graduated from Harvard University.