This project was called the Justice Reservoir, during the planning stages. In 1965, Congress changed the name in honor of the late Judge R.D. Bailey, a lawyer, state senator, prosecuting attorney, and a leader in Wyoming County education. Judge Bailey also was circuit judge of Wyoming and Mingo counties during the bloody coal mine wars of the 1920's.