Jerome is a small unincorporated community in Collier County, Florida, United States. It lies along State Road 29 north of Copeland and south of Deep Lake at an elevation of 10 feet. In the 1950s, Jerome housed the largest steam-powered lumber mill in the American South, until it burned down in 1956.