 According to the United States Census Bureau, the Union Hill-Novelty Hill CDP has a total area of , of which are land and , or 0.36%, are water.As of the census of 2000, there were 11,265 people, 3,584 households, and 3,103 families residing in the CDP.The population density was 462.9 people per square mile (178.7/km²).