Prior to the division of school sections around 1840, Clover Hill had its own elementary school; the school was constructed primitively of logs and was frequently closed for lack of attendance. In 1853, a school inspector noted that this school had been closed for quite sometime, having possibly been abandoned. By 1862, a schoolhouse was mapped out on Lot 18 of Clover Hill; as records from the time are unclear, it is unknown if this school was the same log school mentioned in 1853 or its replacement. In 1876, the community had enough students to be designated as its own school section, known as S.S. #7. A more practical stone schoolhouse was constructed on Lot 18 to replace the old school, which was now titled S.S.#7 Clover Hill School. The school operated until 1939 when it closed for lack of enrolment.