The 2000 census found 5,276 people in the township and 5,527 at the 2010 Census. Franklin Township was originally surveyed as Town 3 Range 9 as part of the Connecticut Western Reserve and was purchased by Aaron Olmsted in 1798. It was first settled in 1805 by John Haymaker and its government structure, which consists of three township trustees, was established in 1815.