January in Ashland is the snowiest, the cloudiest, and the most freezing month of the year. In January, the weather in Ashland is typically freezing. Average daily high temperature in January is about 8 degrees below zero. On average, Ashland has 16 cloudy, 14 snowy, and 1 sunny day in January. The snowfalls are usually light. January as well as March, April, May, and October is considered the most uncomfortable time to visit Ashland.