Olive Hill is a city located in Carter County, Kentucky. Olive Hill has a 2026 population of 1,533. Olive Hill is currently declining at a rate of -0.78% annually and its population has decreased by -3.04% since the most recent census, which recorded a population of 1,581 in 2020.