Tanger was the son of Harriette and Moe Tanger from Wallingford, Connecticut. Tanger served as a pilot during World War II. After World War II, Tanger began to run Creighton Shirtmakers, the family business in Reidsville, North Carolina. Under Tanger, Creighton Shirtmakers expanded to five outlet stores.