Forecasting Inflation with a Simple and Accurate Benchmark: The Case of the US and a Set of Inflation Targeting Countries
Pablo Pincheira and
Carlos A. Medel ()
Czech Journal of Economics and Finance (Finance a uver), 2015, vol. 65, issue 1, 2-29
Abstract:
We evaluate the ability of several univariate models to predict inflation in the US and in a number of inflation targeting countries at different forecasting horizons. We focus on forecasts coming from a family of ten seasonal models that we call the Driftless Extended Seasonal ARIMA (DESARIMA) family. Using out-of-sample Root Mean Squared Prediction Errors (RMSPE) we compare the forecasting accuracy of the DESARIMA family with that of traditional univariate time-series benchmarks available in the literature. Our results show that DESARIMA-based forecasts display lower RMSPE at short horizons for every single country, with the exception of one case. We obtain mixed results at longer horizons. In particular, when the family-median forecast is considered, in more than half of the countries our DESARIMA-based forecasts outperform the benchmarks at long horizons. Remarkably, the forecasting accuracy of our DESARIMA family is high in stable-inflation countries, for which the RMSPE is around 100 basis points when a prediction is made 24 and even 36 months ahead.
Keywords: inflation forecasts; benchmark models; univariate time-series models; out-of-sample comparison (search for similar items in EconPapers)
JEL-codes: C22 C53 E31 E37 E47 (search for similar items in EconPapers)
Date: 2015
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Citations: View citations in EconPapers (20)
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Persistent link: https://EconPapers.repec.org/RePEc:fau:fauart:v:65:y:2015:i:1:p:2-29
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