In January, the weather in Elk City is typically cold. Average daily high temperature in January is about 8 degrees above zero. On average, Elk City has 22 sunny, 8 partly cloudy, and 1 rainy day in January. The rains are usually moderate. January as well as February and December is considered the most uncomfortable time to visit Elk City.