Clarksburg, West Virginia. Clarksburg is a city in and the county seat of Harrison County, West Virginia, United States, in the north-central region of the state. The population of the city was 16,578 at the 2010 census. It is the principal city of the Clarksburg, WV Micropolitan Statistical Area, which had a population of 94,221 in 2014.