Rock Elm Creek is a stream located in Pierce County, Wisconsin. It appears on the Plum City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 923.78 feet (281.57 m) above sea level. The nearest populated place is Waverly, approximately 2.7 miles to the NNW.