We use principal component analysis to reassess the link between diffe
rent attributes of central bank independence and inflation performance
. We suggest that coding problems may account for the fact that almost
none of the attributes included in the Cukierman index has a systemat
ic, plausible relationship with inflation. The multi-faceted Cukierman
index also seems to be out-performed by a much narrower index focusin
g solely on policy independence. These findings point to the importanc
e of using public choice analysis to isolate the real problem here: na
mely, finding specific central bank structures that effectively insula
te central bankers from political pressures.