The story
From Chicago + -land. Generally thought to have been popularized by Robert R. McCormick, editor and publisher of the Chicago Tribune, first using it on page 1 of the July 27, 1926 issue, although it may have been coined much earlier.
Etymology from Wiktionary, CC BY-SA 4.0.