We propose a procedure for representing a time series as the sum of a smoothly varying
trend component and a cyclical component. We document the nature of the comovements
of the cyclical components of a variety of macroeconomic time series. We
find that these comovements are very different than the corresponding comovements
of the slowly varying trend components.