IDEAS home Printed from https://ideas.repec.org/p/bel/wpaper/39.html
   My bibliography  Save this paper

SVAR Approach for Extracting Inflation Expectations Given Severe Monetary Shocks: Evidence from Belarus

Author

Listed:
  • Dzmitry Kruk

Abstract

Inflation expectations play a crucial role for macroeconomic dynamics and more specifically for monetary environment. However, inflation expectations is an unobservable variable. So, the quality of the correspondent measure in a great extent predetermines its feasibility for macroeconomic analysis. Today, survey-based measures of inflation expectations prevail in macroeconomic analysis. However, the drawbacks and/or unavailability of such measures give a rise to other identification strategies. Extracting inflation expectations from the actual data (e.g. series of interest rate and actual inflation) basing on SVAR identification approach has become a valuable alternative/supplement for measuring inflation expectations. In this paper I show that the existing strategy of inflation expectations identification through SVAR approach is very sensitive to the state of monetary environment. When a monetary environment is unstable (e.g. high and volatile inflation), the assumptions of the baseline approach are not hold, and it produces biased estimations. I emphasize two sources of this bias in estimations and suggest procedure for obtaining unbiased estimates. My identification strategy includes a number of steps. I suggest applying Markov regimeswitching framework for extracting an unbiased mean for ex ante real interest rate. Further, I use two-stage SVAR identification strategy. First, I identify an unexpected shock to actual inflation, which is crucial for obtaining a proper measure of inflation expectations. Further, I net the series of ex post interest rate from this ?noise?. Second, I run a baseline SVAR procedure, for which I use the data adjusted at the first step. Finally I obtain an unbiased and informatively rich series of inflation expectations.

Suggested Citation

  • Dzmitry Kruk, 2016. "SVAR Approach for Extracting Inflation Expectations Given Severe Monetary Shocks: Evidence from Belarus," BEROC Working Paper Series 39, Belarusian Economic Research and Outreach Center (BEROC).
  • Handle: RePEc:bel:wpaper:39
    as

    Download full text from publisher

    File URL: http://eng.beroc.by/webroot/delivery/files/WP_39.pdf
    File Function: First version, 2016
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Blanchard, Olivier Jean & Quah, Danny, 1989. "The Dynamic Effects of Aggregate Demand and Supply Disturbances," American Economic Review, American Economic Association, vol. 79(4), pages 655-673, September.
    2. Friedrich Fritzer & Fabio Rumler, 2015. "Determinants of Inflation Perceptions and Expectations: an Empirical Analysis for Austria," Monetary Policy & the Economy, Oesterreichische Nationalbank (Austrian Central Bank), issue 1, pages 11-26.
    3. Wändi Bruine de Bruin & Simon M. Potter & Robert W. Rich & Giorgio Topa & Wilbert Van der Klaauw, 2010. "Improving survey measures of household inflation expectations," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 16(Aug/Sep).
    4. Marcello Miccoli & Stefano Neri, 2019. "Inflation surprises and inflation expectations in the Euro area," Applied Economics, Taylor & Francis Journals, vol. 51(6), pages 651-662, February.
    5. Sophocles N. Brissimis & Petros M. Migiakis, 2016. "Inflation persistence, learning dynamics and the rationality of inflation expectations," Empirical Economics, Springer, vol. 51(3), pages 963-979, November.
    6. Joseph Haubrich & George Pennacchi & Peter Ritchken, 2012. "Inflation Expectations, Real Rates, and Risk Premia: Evidence from Inflation Swaps," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1588-1629.
    7. Del Negro, Marco & Eusepi, Stefano, 2011. "Fitting observed inflation expectations," Journal of Economic Dynamics and Control, Elsevier, vol. 35(12), pages 2105-2131.
    8. Pagan, A.R. & Pesaran, M. Hashem, 2008. "Econometric analysis of structural systems with permanent and transitory shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 32(10), pages 3376-3395, October.
    9. Gottschalk, Jan, 2001. "An Introduction into the SVAR Methodology: Identification, Interpretation and Limitations of SVAR models," Kiel Working Papers 1072, Kiel Institute for the World Economy (IfW Kiel).
    10. Gerardo Licandro & Miguel Mello, 2015. "News and inflation expectation updates," Documentos de trabajo 2015008, Banco Central del Uruguay.
    11. Doepke Joerg & Dovern Jonas & Fritsche Ulrich & Slacalek Jiri, 2008. "The Dynamics of European Inflation Expectations," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-23, March.
    12. Nautz, Dieter & Strohsal, Till, 2015. "Are US inflation expectations re-anchored?," Economics Letters, Elsevier, vol. 127(C), pages 6-9.
    13. Lawrence J. Christiano & Martin Eichenbaum & Charles L. Evans, 2005. "Nominal Rigidities and the Dynamic Effects of a Shock to Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 1-45, February.
    14. Kelly, Roger, 2008. "The Causal Relationship between Inflation and Inflation Expectations in the United Kingdom," Discussion Papers 24, Monetary Policy Committee Unit, Bank of England.
    15. Joseph G. Haubrich, 2009. "A new approach to gauging inflation expectations," Economic Commentary, Federal Reserve Bank of Cleveland, vol. 2009(Aug), pages 1-4.
    16. Alexander Ballantyne & Christian Gillitzer & David Jacobs & Ewan Rankin, 2016. "Disagreement about Inflation Expectations," RBA Research Discussion Papers rdp2016-02, Reserve Bank of Australia.
    17. Kajuth, Florian & Watzka, Sebastian, 2011. "Inflation expectations from index-linked bonds: Correcting for liquidity and inflation risk premia," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(3), pages 225-235, June.
    18. Pablo Pincheira, 2013. "Interventions and inflation expectations in an inflation targeting economy," BIS Working Papers 427, Bank for International Settlements.
    19. Maertens Odria, Luís Ricardo & Rodríguez, Gabriel, 2013. "Inflation expectations formation in the presence of policy shifts and structural breaks: An experimental analysis," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 44(C), pages 59-67.
    20. Orlando Gomes, 2010. "Nonlinear Inflation Expectations and Endogenous Fluctuations," Czech Economic Review, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, vol. 4(3), pages 263-280, November.
    21. Matti Viren, 2006. "Inflation Expectations and Regime Shifts," Discussion Papers 5, Aboa Centre for Economics.
    22. Gottschalk, Jan, 2001. "Measuring Expected Inflation and the Ex-Ante Real Interest Rate in the Euro Area Using Structural Vector Autoregressions," Kiel Working Papers 1067, Kiel Institute for the World Economy (IfW Kiel).
    23. Lucas, Robert Jr., 1972. "Expectations and the neutrality of money," Journal of Economic Theory, Elsevier, vol. 4(2), pages 103-124, April.
    24. Palley, Thomas, 2012. "The economics of the Phillips curve: Formation of inflation expectations versus incorporation of inflation expectations," Structural Change and Economic Dynamics, Elsevier, vol. 23(3), pages 221-230.
    25. Ana María Aguilar Argaez & Gabriel Cuadra & Claudia Ramírez Bulos & Daniel Sámano Peñaloza, 2014. "Anchoring of Inflation Expectations after Adverse Supply Shocks," Monetaria, Centro de Estudios Monetarios Latinoamericanos, CEMLA, vol. 0(1), pages 49-81, January-J.
    26. Tomáš Holub & Jaromír Hurník, 2008. "Ten Years of Czech Inflation Targeting: Missed Targets and Anchored Expectations," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 44(6), pages 67-86, November.
    27. repec:zbw:bofrdp:2004_002 is not listed on IDEAS
    28. Christopher D. Carroll, 2003. "Macroeconomic Expectations of Households and Professional Forecasters," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 269-298.
    29. Angus Moore, 2016. "Measures of Inflation Expectations in Australia," RBA Bulletin (Print copy discontinued), Reserve Bank of Australia, pages 23-31, December.
    30. Marco Casiraghi & Marcello Miccoli, 2015. "Risk-adjusted expectations of inflation," Questioni di Economia e Finanza (Occasional Papers) 286, Bank of Italy, Economic Research and International Relations Area.
    31. Tomasz Lyziak, 2016. "Financial crisis, low inflation environment and short-term inflation expectations in Poland," Bank i Kredyt, Narodowy Bank Polski, vol. 47(3), pages 285-300.
    32. Strohsal, Till & Winkelmann, Lars, 2015. "Assessing the anchoring of inflation expectations," Journal of International Money and Finance, Elsevier, vol. 50(C), pages 33-48.
    33. Lauri Kajanoja, 2004. "Extracting growth and inflation expectations from financial market data," Macroeconomics 0404021, University Library of Munich, Germany.
    34. Kapetanios, George & Maule, Becky & Young, Garry, 2016. "A new summary measure of inflation expectations," Economics Letters, Elsevier, vol. 149(C), pages 83-85.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Amat Adarov & Kateryna Bornukova & Rumen Dobrinsky & Peter Havlik & Gabor Hunya & Dzmitry Kruk & Olga Pindyuk, 2016. "The Belarus Economy: The Challenges of Stalled Reforms," wiiw Research Reports 413, The Vienna Institute for International Economic Studies, wiiw.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pedro Pires Ribeiro & José Dias Curto, 2018. "How do zero-coupon inflation swaps predict inflation rates in the euro area? Evidence of efficiency and accuracy on 1-year contracts," Empirical Economics, Springer, vol. 54(4), pages 1451-1475, June.
    2. Kevin Lansing, 2009. "Time Varying U.S. Inflation Dynamics and the New Keynesian Phillips Curve," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(2), pages 304-326, April.
    3. Carlo A. Favero, 2007. "Model Evaluation in Macroeconometrics: from early empirical macroeconomic models to DSGE models," Working Papers 327, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    4. Corsello, Francesco & Neri, Stefano & Tagliabracci, Alex, 2021. "Anchored or de-anchored? That is the question," European Journal of Political Economy, Elsevier, vol. 69(C).
    5. Candian, Giacomo, 2019. "Information frictions and real exchange rate dynamics," Journal of International Economics, Elsevier, vol. 116(C), pages 189-205.
    6. Lena Draeger, 2011. "Endogenous persistence with recursive inattentiveness," KOF Working papers 11-285, KOF Swiss Economic Institute, ETH Zurich.
    7. Geweke, J. & Joel Horowitz & Pesaran, M.H., 2006. "Econometrics: A Bird’s Eye View," Cambridge Working Papers in Economics 0655, Faculty of Economics, University of Cambridge.
    8. George‐Marios Angeletos & Fabrice Collard & Harris Dellas, 2018. "Quantifying Confidence," Econometrica, Econometric Society, vol. 86(5), pages 1689-1726, September.
    9. Nautz, Dieter & Strohsal, Till & Netšunajev, Aleksei, 2019. "The Anchoring Of Inflation Expectations In The Short And In The Long Run," Macroeconomic Dynamics, Cambridge University Press, vol. 23(5), pages 1959-1977, July.
    10. Carlos Madeira & Basit Zafar, 2015. "Heterogeneous Inflation Expectations and Learning," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(5), pages 867-896, August.
    11. George-Marios Angeletos, 2018. "Frictional Coordination," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 563-603.
    12. Pooja Kapoor & Sujata Kar, 2023. "A review of inflation expectations and perceptions research in the past four decades: a bibliometric analysis," International Economics and Economic Policy, Springer, vol. 20(2), pages 279-302, May.
    13. Carrillo, Julio A., 2012. "How well does sticky information explain the dynamics of inflation, output, and real wages?," Journal of Economic Dynamics and Control, Elsevier, vol. 36(6), pages 830-850.
    14. Olivier Armantier & Wändi Bruine de Bruin & Giorgio Topa & Wilbert van der Klaauw & Basit Zafar, 2015. "Inflation Expectations And Behavior: Do Survey Respondents Act On Their Beliefs?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(2), pages 505-536, May.
    15. Binder, Carola Conces, 2016. "Estimation of historical inflation expectations," Explorations in Economic History, Elsevier, vol. 61(C), pages 1-31.
    16. Buono, Ines & Formai, Sara, 2018. "New evidence on the evolution of the anchoring of inflation expectations," Journal of Macroeconomics, Elsevier, vol. 57(C), pages 39-54.
    17. Michael T. Kiley, 2008. "Inflation expectations, uncertainty, the Phillips curve, and monetary policy - comments," Conference Series ; [Proceedings], Federal Reserve Bank of Boston.
    18. Kose, M. Ayhan & Matsuoka, Hideaki & Panizza, Ugo & Vorisek, Dana, 2019. "Inflation Expectations: Review and Evidence," CEPR Discussion Papers 13601, C.E.P.R. Discussion Papers.
    19. Fuhrer, Jeff, 2017. "Expectations as a source of macroeconomic persistence: Evidence from survey expectations in a dynamic macro model," Journal of Monetary Economics, Elsevier, vol. 86(C), pages 22-35.
    20. Guido Lorenzoni, 2009. "A Theory of Demand Shocks," American Economic Review, American Economic Association, vol. 99(5), pages 2050-2084, December.

    More about this item

    Keywords

    inflation expectations; monetary shock; SVAR identification; Markov regime-switching model; Belarus;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bel:wpaper:39. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Svetlana Yakubovskaya (email available below). General contact details of provider: https://edirc.repec.org/data/berocby.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.