In retirement, Gehman has served as chairman of the Columbia Accident Investigation Board, co-chair, with retired general William W. Crouch, of the Department of Defense's Cole Commission, on the Base Realignment and Closure (BRAC) committee, and is a Senior Fellow of the National Defense University's Capstone Program.