In 1984 Neihouse was called to the Kennedy Space Center (KSC) to help film shuttle launches for Graeme Ferguson's documentary about the US space shuttle program The Dream Is Alive.
Neihouse has two children - Joseph Graeme Neihouse and Jacob Bernhard Neihouse.