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The Role of Seasonality and Monetary Policy in Inflation Forecasting

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Author Info
Francis Y. Kumah
Abstract

Adequate modeling of the seasonal structure of consumer prices is essential for inflation forecasting. This paper suggests a new econometric approach for jointly determining inflation forecasts and monetary policy stances, particularly where seasonal fluctuations of economic activity and prices are pronounced. In an application of the framework, the paper characterizes and investigates the stability of the seasonal pattern of consumer prices in the Kyrgyz Republic and estimates optimal money growth and implied exchange rate paths along with a jointly determined inflation forecast. The approach uses two broad specifications of an augmented error-correction model-with and without seasonal components. Findings from the paper confirm empirical superiority (in terms of information content and contributions to policymaking) of augmented error-correction models of inflation over single-equation, Box-Jenkins-type general autoregressive seasonal models. Simulations of the estimated errorcorrection models yield optimal monetary policy paths for achieving inflation targets and demonstrate the empirical significance of seasonality and monetary policy in inflation forecasting.

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Paper provided by International Monetary Fund in its series IMF Working Papers with number 06/175.

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Length: 27 pages
Date of creation: 28 Jul 2006
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Handle: RePEc:imf:imfwpa:06/175

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Keywords: Inflation forecasting seasonal unit roots monetary policy stance erroro-correction models and VAR Monetary policy Inflation Forecasting models

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  1. Hylleberg, S. & Engle, R. F. & Granger, C. W. J. & Yoo, B. S., 1990. "Seasonal integration and cointegration," Journal of Econometrics, Elsevier, vol. 44(1-2), pages 215-238. [Downloadable!] (restricted)
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  2. David A. Grigorian & Armine Khachatryan & Grigor Sargsyan, 2004. "Exchange Rate, Money, and Wages: What is Driving Prices in Armenia?," IMF Working Papers 04/229, International Monetary Fund. [Downloadable!]
  3. G. C. Lim & Laura Papi, 1997. "An Econometric Analysis of the Determinants of Inflation in Turkey," IMF Working Papers 97/170, International Monetary Fund.
  4. Rodolphe Blavy, 2004. "Inflation and Monetary Pass-Through in Guinea," IMF Working Papers 04/223, International Monetary Fund. [Downloadable!]
  5. Canova, Fabio & Hansen, Bruce E, 1995. "Are Seasonal Patterns Constant over Time? A Test for Seasonal Stability," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 237-52, July.
  6. de Brouwer, Gordon & Ericsson, Neil R, 1998. "Modeling Inflation in Australia," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(4), pages 433-49, October.
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  7. Franses, Philip Hans, 1994. "A multivariate approach to modeling univariate seasonal time series," Journal of Econometrics, Elsevier, vol. 63(1), pages 133-151, July. [Downloadable!] (restricted)
  8. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178. [Downloadable!] (restricted)
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