``Esimating Central Bank Preferences'' presented at Monetary Policy and Central Banking: Historical analysis and contemporary approaches conference at Princeton University, February 6-7, 2015. Special thanks to the organizers Cristina Bodea (Michigan State University), Raymond Hicks (Princeton University), Harold James (Princeton University), and Helen V. Milner (Princeton University) for putting together an excellent conference.