Pickaway County, OH Area Lakes and Reservoirs Deer Creek Lake Deer Creek Lake was designed and built by the U.S. Army Corps of Engineers. The Deer Creek Lake project was first authorized by the Flood Control Act of 1938Deer Creek Lake