Joel Bailey (1732–24 October 1797) was an American surveyor.
From Chester County, Pennsylvania, Bailey worked as a surveyor and earned a reputation not only for his surveying practice, but furthermore his ability to construct, modify, and repair his instruments. He accompanied Charles Mason and Jeremiah Dixon in their efforts to establish a southern border for Pennsylvania, now known as the Mason-Dixon Line.