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Temporal aggregation, systematic sampling, and the Hodrick-Prescott filter

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Author Info
Agustín Maravall () (Banco de España)
Ana del Río () (Banco de España)
Abstract

Maravall and del Río (2001), analized the time aggregation properties of the Hodrick-Prescott (HP) filter, which decomposes a time series into trend and cycle, for the case of annual, quarterly, and monthly data, and showed that aggregation of the disaggregate component cannot be obtained as the exact result from direct application of an HP filter to the aggregate series. The present paper shows how, using several criteria, one can find HP decompositions for different levels of aggregation that provide similar results. We use as the main criterion for aggregation the preservation of the period associated with the frequency for which the filter gain is ½; this criterion is intuitive and easy to apply. It is shown that the Ravn and Uhlig (2002) empirical rule turns out to be a first-order approximation to our criterion, and that alternative —more complex— criteria yield similar results. Moreover, the values of the parameter λ of the HP filter, that provide results that are approximately consistent under aggregation, are considerably robust with respect to the ARIMA model of the series. Aggregation is seen to work better for the case of temporal aggregation than for systematic sampling. Still a word of caution is made concerning the desirability of exact aggregation consistency. The paper concludes with a clarification having to do with the questionable spuriousness of the cycles obtained with HP filter.

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Paper provided by Banco de España in its series Banco de España Working Papers with number 0728.

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Length: 45 pages
Date of creation: Sep 2007
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Handle: RePEc:bde:wpaper:0728

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Related research
Keywords: Time series; Filtering and Smoothing; Time aggregation; Trend estimation; Business cycles; ARIMA models;

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Find related papers by JEL classification:
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions
C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data
E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
E66 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - General Outlook and Conditions

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  1. Mario Izquierdo & Juan F. Jimeno & Juan A. Rojas, 2007. "On the aggregate effects of immigration in Spain," Banco de España Working Papers 0714, Banco de España. [Downloadable!]
  2. Philip Vermeulen & Daniel Dias & Maarten Dossche & Erwan Gautier & Ignacio Hernando & Roberto Sabbatini & Harald Stahl, 2007. "Price setting in the euro area : some stylised facts from individual producer price data," Research series 200703-30, National Bank of Belgium. [Downloadable!]
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  3. Ángel León & Javier Mencía & Enrique Sentana, 2007. "Parametric properties of semi-nonparametric distributions, with applications to option valuation," Banco de España Working Papers 0707, Banco de España. [Downloadable!]
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  4. Luis J. Álvarez & Ignacio Hernando, 2006. "Competition and price adjustment in the euro area," Banco de España Working Papers 0629, Banco de España. [Downloadable!]
  5. Enrique Alberola & José María Serena, 2007. "Global financial integration, monetary policy and reserve accumulation. Assessing the limits in emerging economies," Banco de España Working Papers 0706, Banco de España. [Downloadable!]
  6. Claudia Canals & Xavier Gabaix & Josep M. Vilarrubia & David Weinstein, 2007. "Trade patterns, trade balances and idiosyncratic shocks," Banco de España Working Papers 0721, Banco de España. [Downloadable!]
  7. Josep M. Vilarrubia, 2006. "Neighborhood effects in economic growth," Banco de España Working Papers 0627, Banco de España. [Downloadable!]
  8. Rafael Domenech & Javier Andres & Antonio Fatas, 2006. "The Stabilizing Role of Government Size," Working Papers 0603, International Economics Institute, University of Valencia, revised Jan 2007. [Downloadable!]
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  9. Juan Ayuso & Juan F. Jimeno & Ernesto Villanueva, 2007. "The effects of the introduction of tax incentives on retirement savings," Banco de España Working Papers 0724, Banco de España. [Downloadable!]
  10. Ricardo Gimeno & Juan M. Nave, 2006. "Genetic algorithm estimation of interest rate term structure," Banco de España Working Papers 0634, Banco de España. [Downloadable!]
  11. Ruben Segura-Cayuela, 2006. "Inefficient Policies, Inefficient Institutions and Trade," 2006 Meeting Papers 502, Society for Economic Dynamics. [Downloadable!]
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  12. Juan Ruiz & Josep M. Vilarrubia, 2007. "The wise use of dummies in gravity models: export potentials in the Euromed region," Banco de España Working Papers 0720, Banco de España. [Downloadable!]
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