Anthony Dey Hoagland's father was an Army doctor and Hoagland grew up on various military bases throughout the South. He was educated at Williams College, the University of Iowa (B.A.), and the University of Arizona (M.F.A.). According to the novelist Don Lee, Hoagland "attended and dropped out of several colleges, picked apples and cherries in the Northwest, lived in communes, [and:] followed the Grateful Dead . . ." He taught at the University of Houston creative writing program.