Randolph Mill Lake is a reservoir located in Randolph County, North Carolina. It appears on the Ramseur USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 470.69 feet (143.47 m) above sea level. The nearest populated place is Franklinville, approximately 0.6 miles to the E.