The study analyzed oil palm production in Bengkulu Province to identify areas with high, medium, and low yields. By using a clustering method called K-Means, the researchers grouped the potential oil palm producing areas based on planted area and production. The analysis revealed that Mukomuko District, specifically Air Rami, Pondok Suguh, Teramang Jaya, and Penarik Districts, are the priority areas for oil palm rejuvenation in the province.