We show that the New Keynesian Phillips Curve (NKPC) outperforms standard benchmarks in forecasting U.S. inflation once … frequency-domain information is taken into account. We do so by decomposing the time series (of inflation and its predictors …) into several frequency bands and forecasting separately each frequency component of inflation. The largest statistically …