Parker was attached to the Torpedo Flotilla, Atlantic Fleet, operating off the Atlantic coast during the years of American neutrality in World War I. On 6 April 1914, Parker'' and sister ships USS Aylwin DD-47 2 and USS Benham DD-49 2 were exercising off the North Carolina coast, about 15 nautical miles off the Diamond Shoals lightship.