The structure of the paper is the following: First, we motivate and describe the approach to our underlying inflation measure. Second, the cyclical comovement of the underlying inflation measure with output from 1996 to 2012 is analyzed. Sensitivity analysis, extension to a longer sample and further properties of underlying inflation follow before we conclude.