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Using mean reversion as a measure of persistence

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Author Info
Daniel Dias (Banco de Portugal, Research Department.)
Carlos Robalo Marques () (Corresponding author: Banco de Portugal, Research Department.)

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Abstract

This paper elaborates on the alternative measure of persistence recently suggested in Marques (2004), which is based on the idea of mean reversion. A formal distinction between the “unconditional probability of a given process not crossing its mean in period t” and its estimator, is made clear and the relationship between this new measure and the widely used “sum of the autoregressive coefficients”, as alternative measures of persistence, is investigated. Using the law of large numbers and the central limit theorem, properties for the estimator of the new measure of persistence are established, which allow tests of hypotheses to be performed, under very general conditions. Finally, some Monte Carlo experiments are conducted in order to compare the finite sample properties of the estimator for the “unconditional probability of a given process not crossing its mean in period t” and the OLS estimator for the “sum of the autoregressive coefficients”.

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Paper provided by European Central Bank in its series Working Paper Series with number 450.

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Length: 54 pages
Date of creation: Mar 2005
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Handle: RePEc:ecb:ecbwps:20050450

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Related research
Keywords: Inflation persistence; mean reversion; non-parametric estimator.;

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Find related papers by JEL classification:
E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions
E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy

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  1. Charemza, Wojciech & Makarova, Svetlana, 2009. "Nonlinear Inflationary Persistence and Growth: Theory and Empirical Comparative Analysis," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 6(2), pages 5-22, June. [Downloadable!]
  2. Vahagn Galstyan, 2007. "How Persistent are International Capital Flows?," The Institute for International Integration Studies Discussion Paper Series iiisdp232, IIIS. [Downloadable!]
  3. Belbute, José & Caleiro, António, 2009. "Measuring the Persistence on Consumption in Portugal," MPRA Paper 15116, University Library of Munich, Germany. [Downloadable!]
  4. Ian Babetskii & Fabrizio Coricelli & Roman Horváth, 2007. "Measuring and Explaining Inflation Persistence: Disaggregate Evidence on the Czech Republic," Working Papers IES 2007/22, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, revised Aug 2007. [Downloadable!]
    Other versions:
  5. Filippo Altissimo & Michael Ehrmann & Frank Smets, 2006. "Inflation persistence and price-setting behaviour in the euro area : a summary of the Inflation Persistence Network evidence," Research series 200610-7, National Bank of Belgium. [Downloadable!]
  6. Rita Duarte & Carlos Robalo Marques, 2009. "The dynamic effects of shocks to wages and prices in the United States and the Euro Area," Working Paper Series 1067, European Central Bank. [Downloadable!]
  7. Coricelli, Fabrizio & Horváth, Roman, 2006. "Price Setting Behaviour: Micro Evidence on Slovakia," CEPR Discussion Papers 5445, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  8. Galstyan, Vahagn, 2009. "How Persistent are International Capital Flows?," Economics Discussion Papers 2009-13, Kiel Institute for the World Economy. [Downloadable!]
  9. Sandrine Corvoisier & Benoît Mojon, 2005. "Breaks in the mean of inflation - how they happen and what to do with them," Working Paper Series 451, European Central Bank. [Downloadable!]
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