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The use of robust estimators as measures of core inflation

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Author Info
Luc Aucremanne () (National Bank of Belgium, Research Department)
Abstract

This paper examines robust estimators of core inflation for Belgian historical CPI data, and for euro area Harmonised Indices of Consumer Prices. Evidence of fat tails in the cross-sections of price changes is provided by traditional measures, as well as by a robust measure of the tail weights that is not vulnerable to the masking phenomenon. Trimmed means are considered in the first instance. We introduce a new estimator where the optimal trimming percentage is the lowest percentage for which the hypothesis of normality of the trimmed samples cannot be rejected on the basis of the Jarque-Bera statistic. Two variants are considered, one with a constant and one with a time-varying optimal trimming percentage. The latter has a higher breakdown point. Symmetric and asymmetric trimming are considered as well. Another robust estimator, the one-step Huber-type skipped mean, which is less vulnerable to the masking phenomenon, is also examined. It is shown that the robust estimators outperform the traditional core inflation measures found in the literature. However, as traditional measures, they lag rather than lead observed inflation. This was particularly so in the 70s and the 80s when the oil price shocks had substantial second-round effects on Belgian inflation.

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Paper provided by National Bank of Belgium in its series Research series with number 200003-2.

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Length: 76 pages
Date of creation: Mar 2000
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Handle: RePEc:nbb:reswpp:200003-2

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Mark A. Wynne, 1999. "Core inflation: a review of some conceptual issues," Working Paper Series 5, European Central Bank. [Downloadable!]
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  2. Nathan S. Balke & Mark A. Wynne, 1996. "Supply shocks and the distribution of price changes," Economic and Financial Policy Review, Federal Reserve Bank of Dallas, issue Q I, pages 10-18. [Downloadable!]
  3. Meyler, Aidan, 1999. "A statistical measure of core inflation," MPRA Paper 11362, University Library of Munich, Germany. [Downloadable!]
    Other versions:
  4. Robalo Marques, Carlos & Duarte Neves, Pedro & Morais Sarmento, Luis, 2003. "Evaluating core inflation indicators," Economic Modelling, Elsevier, vol. 20(4), pages 765-775, July. [Downloadable!] (restricted)
  5. Ball, Laurence & Mankiw, N Gregory, 1995. "Relative-Price Changes as Aggregate Supply Shocks," The Quarterly Journal of Economics, MIT Press, vol. 110(1), pages 161-93, February. [Downloadable!] (restricted)
    Other versions:
  6. Michael F. Bryan & Stephen G. Cecchetti, 1993. "Measuring Core Inflation," NBER Working Papers 4303, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  7. Stephen G. Cecchetti, 1997. "Measuring short-run inflation for central bankers," Review, Federal Reserve Bank of St. Louis, issue May, pages 143-155. [Downloadable!]
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  8. Bryan, Michael-F & Cecchetti, Stephen-G, 1999. "The Monthly Measurement of Core Inflation in Japan," Monetary and Economic Studies, Institute for Monetary and Economic Studies, Bank of Japan, vol. 17(1), pages 77-101, May. [Downloadable!]
  9. Scott Roger, 1998. "Core inflation: concepts, uses and measurement," Reserve Bank of New Zealand Discussion Paper Series G98/9, Reserve Bank of New Zealand. [Downloadable!]
  10. Jonathan Kearns, 1998. "The Distribution and Measurement of Inflation," RBA Research Discussion Papers rdp9810, Reserve Bank of Australia. [Downloadable!]
  11. Michael F. Bryan & Stephen G. Cecchetti, 1996. "Inflation and the Distribution of Price Changes," NBER Working Papers 5793, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  12. Oosterhoff, J., 1994. "Trimmed mean or sample median?," Statistics & Probability Letters, Elsevier, vol. 20(5), pages 401-409, August. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Mick Silver, 2006. "Core Inflation Measures and Statistical Issues in Choosing Among Them," IMF Working Papers 06/97, International Monetary Fund. [Downloadable!]
  2. Joachim Keller, 2008. "Agency problems in structured finance – a case study of European CLOs," Documents series 200808-22, National Bank of Belgium. [Downloadable!]
  3. L. Aucremanne, 2001. "The use of Robust Estimators as Measures of Core Inflation," DNB Staff Reports (discontinued) 61, Netherlands Central Bank. [Downloadable!]
  4. Philippe Moës, 2008. "Multivariate structural time series models with dual cycles : implications for measurement of output gap and potential growth," Research series 200808-20, National Bank of Belgium. [Downloadable!]
  5. Luc Aucremanne & Emmanuel Dhyne, 2004. "How frequently do prices change? Evidence based on the micro data underlying the Belgian CPI," Working Paper Series 331, European Central Bank. [Downloadable!]
  6. Ivan Roberts, 2005. "Underlying Inflation: Concepts, Measurement and Performance," RBA Research Discussion Papers rdp2005-05, Reserve Bank of Australia. [Downloadable!]
  7. Philippe Moës, 2006. "The production function approach to the Belgian output gap, Estimation of a Multivariate Structural Time Series Model," Research series 200609-1, National Bank of Belgium. [Downloadable!]
    Other versions:
  8. Ivo Maes, 2002. "On the origins of the Franco-German EMU controversies," Research series 200207, National Bank of Belgium. [Downloadable!]
  9. Jamie Armour, 2006. "An Evaluation of Core Inflation Measures," Working Papers 06-10, Bank of Canada. [Downloadable!]
  10. Juan Luis Vega-Croissier & Mark A. Wynne, 2001. "An evaluation of some measures of core inflation for the euro area," Working Paper Series 053, European Central Bank. [Downloadable!]
  11. Jean-Bernard Chatelain, 2002. "Structural modelling of investment and financial constraints: Where do we stand?," Research series 200205-9, National Bank of Belgium. [Downloadable!]
  12. Juan-Luis Vega & Mark A. Wynne, 2002. "A first assessment of some measures of core inflation for the euro area," Working Papers 02 05, Federal Reserve Bank of Dallas. [Downloadable!]
    Other versions:
  13. Luc Aucremanne & Guy Brys & Mia Hubert & Peter J. Rousseeuw & Anja Struyf, 2002. "Inflation, relative prices and nominal rigidities," Research series 200205-1, National Bank of Belgium. [Downloadable!]
    Other versions:
  14. François Coppens & David Vivet, 2006. "The single European electricity market: A long road to convergence," Documents series 200605-3, National Bank of Belgium. [Downloadable!]
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