Randolph Gulch is a valley located in Fremont County, Wyoming. It appears on the Wolf Point USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,921.84 feet (1,804.98 m) above sea level. The nearest populated place is Kotey Place, approximately 6.4 miles to the E.