Whitehead Creek is a stream located in Buchanan County, Missouri. It appears on the Saint Joseph South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 793.61 feet (241.89 m) above sea level. The nearest populated place is Elwood, approximately 1.2 miles to the NNW.