 Born in New York City, Handy first worked professionally as a swing pianist for Michael Loring in 1938, but soon was drafted into the United States Army in 1940.From 1944 to 1946 he became a member of the Boyd Raeburn Orchestra, composing and performing on piano.This was during a time when many big bands were transforming their musical tendencies toward bebop.