Baudissin retired in 1967, and became an active member of the Social Democratic Party of Germany the following year.
From 1971 to 1984, Baudissin served as founding director for the Institut für Friedensforschung und Sicherheitspolitik ("Institute for Peace Research and Security Policy") at the University of Hamburg.