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On applications of state-space modelling in macroeconomics

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Abstract

This paper reviews the literature on applications of state- space modelling to macroeconomic questions, with four examples related to modelling unobserved trends, transition across different steady states, expectations formation and forecasting/data revision issues. Due to the flexibility of the state-space approach, it is both a useful tool for research purposes and highly useful in addressing practical issues. In many cases, state-space modelling offers the possibility of building encompassing models, and formulating rather complicated problems in a simple manner.

Suggested Citation

  • Olivier Basdevant, 2003. "On applications of state-space modelling in macroeconomics," Reserve Bank of New Zealand Discussion Paper Series DP2003/02, Reserve Bank of New Zealand.
  • Handle: RePEc:nzb:nzbdps:2003/02
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    2. Athanasios Orphanides & John Williams, 2004. "Imperfect Knowledge, Inflation Expectations, and Monetary Policy," NBER Chapters, in: The Inflation-Targeting Debate, National Bureau of Economic Research, Inc.
    3. Feige, Edgar L & Pearce, Douglas K, 1976. "Economically Rational Expectations: Are Innovations in the Rate of Inflation Independent of Innovations in Measures of Monetary and Fiscal Policy?," Journal of Political Economy, University of Chicago Press, vol. 84(3), pages 499-522, June.
    4. Fuhrer, Jeff & Moore, George, 1992. "Monetary policy rules and the indicator properties of asset prices," Journal of Monetary Economics, Elsevier, vol. 29(2), pages 303-336, April.
    5. Caskey, John P, 1985. "Modeling the Formation of Price Expectations: A Bayesian Approach," American Economic Review, American Economic Association, vol. 75(4), pages 768-776, September.
    6. Basdevant, Olivier, 2000. "An econometric model of the Russian Federation," Economic Modelling, Elsevier, vol. 17(2), pages 305-336, April.
    7. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409, National Bureau of Economic Research, Inc.
    8. Friedman, Milton, 1992. "Do Old Fallacies Ever Die?," Journal of Economic Literature, American Economic Association, vol. 30(4), pages 2129-2132, December.
    9. Taylor, John B., 1993. "Discretion versus policy rules in practice," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 195-214, December.
    10. R. H. Shumway & D. S. Stoffer, 1982. "An Approach To Time Series Smoothing And Forecasting Using The Em Algorithm," Journal of Time Series Analysis, Wiley Blackwell, vol. 3(4), pages 253-264, July.
    11. repec:zbw:bofrdp:1998_006 is not listed on IDEAS
    12. Marit Hinnosaar, 2001. "Potential output estimates for Central and East European countries using production function method," Bank of Estonia Working Papers 2001-2, Bank of Estonia, revised 13 Oct 2001.
    13. Taylor, John B, 1975. "Monetary Policy during a Transition to Rational Expectations," Journal of Political Economy, University of Chicago Press, vol. 83(5), pages 1009-1021, October.
    14. Belongia, Michael T & Hafer, R W & Sheehan, Richard G, 1988. "On the Temporal Stability of the Interest Rate-Weekly Money Relationship," The Review of Economics and Statistics, MIT Press, vol. 70(3), pages 516-520, August.
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    Cited by:

    1. Cour-Thimann, Philippine & Pilegaard, Rasmus & Stracca, Livio, 2006. "The output gap and the real interest rate gap in the euro area, 1960-2003," Journal of Policy Modeling, Elsevier, vol. 28(7), pages 775-790, October.
    2. Hang Qian, 2014. "A Flexible State Space Model And Its Applications," Journal of Time Series Analysis, Wiley Blackwell, vol. 35(2), pages 79-88, March.
    3. Qian, Hang, 2012. "A Flexible State Space Model and its Applications," MPRA Paper 38455, University Library of Munich, Germany.
    4. Harb, Nermeen & Hall, Stephen G., 2019. "Does foreign aid play a role in the maintenance of economic growth? A non-linear analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 73(C), pages 192-204.
    5. Bhatta, Guna Raj & Nepal, Rabindra & Harvie, Charles & Jayanthakumaran, Kankesu, 2022. "Testing for the uncovered interest parity condition in a small open economy: A state space modelling approach," Journal of Asian Economics, Elsevier, vol. 82(C).
    6. Michael Gordon, 2003. "Estimates of time-varying term premia for New Zealand and Australia," Reserve Bank of New Zealand Discussion Paper Series DP2003/06, Reserve Bank of New Zealand.
    7. Nils Björksten & Özer Karagedikli, 2003. "Neutral real interest rates revisited," Reserve Bank of New Zealand Bulletin, Reserve Bank of New Zealand, vol. 66, pages 1-11, September.
    8. Arnildo Da Silva Correa & Sergio Afonso Lago Alves, 2016. "A Tale Of Three Gaps: Unemployment, Capacity Utilization And Output," Anais do XLII Encontro Nacional de Economia [Proceedings of the 42nd Brazilian Economics Meeting] 031, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics].
    9. Sergio Afonso Lago Alves & Angelo Marsiglia Fasolo, 2015. "Not Just Another Mixed Frequency Paper," Working Papers Series 400, Central Bank of Brazil, Research Department.

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    More about this item

    JEL classification:

    • C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
    • C50 - Mathematical and Quantitative Methods - - Econometric Modeling - - - General
    • E17 - Macroeconomics and Monetary Economics - - General Aggregative Models - - - Forecasting and Simulation: Models and Applications

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