January in Ashland is the most freezing month of the year. In January, the weather in Ashland is typically freezing. Average daily high temperature in January is about 5 degrees below zero. On average, Ashland has 13 cloudy, 8 snowy, 5 sunny, and 5 partly cloudy days in January. The snowfalls are usually light.