During 2011 and 2012, the Perkerson Park disc golfers worked with Atlanta Beltline, Inc. to develop a master plan document for Perkerson Park. The master plan was adopted in 2012 by the Atlanta City Council.

The catalyst for the master plan process were the pending improvements of the Splash Pad and the Permanent Disc Golf Course.