James P. Riseley was born on May 7, 1898 in Shandaken, New York and following the high school, he attended the United States Naval Academy at Annapolis, Maryland.
He was subsequently transferred to the Marine Corps Recruit Depot Parris Island, South Carolina and appointed Aide-de-camp to Commanding general of the 2nd Brigade of Marines, Brigadier general Logan Feland.