Sibert was born on January 3, 1891, in Bowling Green, Kentucky, as a son of future Major general, William L. Sibert and his wife Mary Margaret Cummings.
After the War, Sibert attended the Infantry School at Fort Benning in 1924, the Command and General Staff College at Fort Leavenworth in 1925 and Army War College in 1929.