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Finance and the Business Cycle: a Kalman Filter Approach with Markov Switching

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  • Ryan A. Compton
  • Jose Ricardo da Costa
  • Silva

Abstract

This paper combines two popular econometric tools, the dynamic factor model and the Markov-Switching model, to consider three segments of the financial system- the stock market, debt, and money- and their contribution to US business cycles over the past four decades. The dynamic factor model identifies a composite factor index for each financial segment, and using Markov-switching models by Hamilton (1989) and Filardo (1994), this paper then estimates the effect of each segment index on business cycle behaviour. This reexamination of the finance-business cycle link provides results that prove strongest for the effect of stock market movements on business cycles.

Suggested Citation

  • Ryan A. Compton & Jose Ricardo da Costa & Silva, 2005. "Finance and the Business Cycle: a Kalman Filter Approach with Markov Switching," Working Papers Series 97, Central Bank of Brazil, Research Department.
    • Handle: RePEc:bcb:wpaper:97
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    References listed on IDEAS

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    1. Coe, Patrick J, 2002. "Financial Crisis and the Great Depression: A Regime Switching Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(1), pages 76-93, February.
    2. Mark Gertler & R. Glenn Hubbard, 1988. "Financial factors in business fluctuations," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 33-78.
    3. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    4. Bernanke, Ben S & Blinder, Alan S, 1988. "Credit, Money, and Aggregate Demand," American Economic Review, American Economic Association, vol. 78(2), pages 435-439, May.
    5. Bernanke, Ben S, 1983. "Nonmonetary Effects of the Financial Crisis in Propagation of the Great Depression," American Economic Review, American Economic Association, vol. 73(3), pages 257-276, June.
    6. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
    7. Filardo, Andrew J, 1994. "Business-Cycle Phases and Their Transitional Dynamics," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(3), pages 299-308, July.
    8. Victor Zarnowitz, 1999. "Theory and History behind Business Cycles: Are the 1990s the Onset of a Golden Age?," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 69-90, Spring.
    9. Brunner, Allan D & Kamin, Steven B, 1998. "Bank Lending and Economic Activity in Japan: Did 'Financial Factors' Contribute to the Recent Downturn?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 3(1), pages 73-89, January.
    10. James H. Stock & Mark W. Watson, 2003. "Has the Business Cycle Changed and Why?," NBER Chapters, in: NBER Macroeconomics Annual 2002, Volume 17, pages 159-230, National Bureau of Economic Research, Inc.
    11. Benjamin M. Friedman & David I. Laibson, 1989. "Economic Implications of Extraordinary Movements in Stock Prices," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 20(2), pages 137-190.
    12. Victor Zarnowitz, 1999. "Theory and History Behind Business Cycles: Are the 1990s the Onset of a Golden Age?," NBER Working Papers 7010, National Bureau of Economic Research, Inc.
    13. James H. Stock & Mark W.Watson, 2003. "Forecasting Output and Inflation: The Role of Asset Prices," Journal of Economic Literature, American Economic Association, vol. 41(3), pages 788-829, September.
    14. Martin Eichenbaum & Kenneth I. Singleton, 1986. "Do Equilibrium Real Business Cycle Theories Explain Postwar US Business Cycles?," NBER Chapters, in: NBER Macroeconomics Annual 1986, Volume 1, pages 91-146, National Bureau of Economic Research, Inc.
    15. Sims, Christopher A, 1972. "Money, Income, and Causality," American Economic Review, American Economic Association, vol. 62(4), pages 540-552, September.
    16. Chang-Jin Kim & Charles R. Nelson, 1999. "State-Space Models with Regime Switching: Classical and Gibbs-Sampling Approaches with Applications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262112388, April.
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    Cited by:

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    4. Correa, Arnildo da Silva & Minella, André, 2010. "Nonlinear mechanisms of the exchange rate pass-through: A Phillips curve model with threshold for Brazil," Revista Brasileira de Economia - RBE, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil), vol. 64(3), September.
    5. Gilneu F. A. Vivan & Benjamin M. Tabak, 2007. "A New Proposal for Collection and Generation of Information on Financial Institutions' Risk: the case of derivatives," Working Papers Series 133, Central Bank of Brazil, Research Department.
    6. Areosa, Waldyr Dutra & Areosa, Marta B.M., 2016. "The inequality channel of monetary transmission," Journal of Macroeconomics, Elsevier, vol. 48(C), pages 214-230.
    7. Sergio R. S. Souza & Benjamin M. Tabak & Daniel O. Cajueiro, 2008. "Long-Range Dependence In Exchange Rates: The Case Of The European Monetary System," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 11(02), pages 199-223.
    8. Ricardo Schechtman, 2017. "Joint Validation of Credit Rating PDs under Default Correlation," International Journal of Central Banking, International Journal of Central Banking, vol. 13(2), pages 235-282, June.
    9. Barbara Alemanni & José Renato Haas Ornelas, 2006. "Herding Behavior by Equity Foreign Investors on Emerging Markets," Working Papers Series 125, Central Bank of Brazil, Research Department.
    10. Alexandre A. Tombini & Sergio A. Lago Alves, 2006. "The Recent Brazilian Disinflation Process and Costs," Working Papers Series 109, Central Bank of Brazil, Research Department.
    11. Flávia Mourão Graminho, 2006. "A Neoclassical Analysis of the Brazilian "Lost-Decades"," Working Papers Series 123, Central Bank of Brazil, Research Department.
    12. Marcelo Kfoury Muinhos & Márcio I. Nakane, 2006. "Comparing equilibrium real interest rates: different approaches to measure Brazilian rates," Working Papers Series 101, Central Bank of Brazil, Research Department.
    13. Maria da Glória D. S. Araújo & Mirta Bugarin & Marcelo Kfoury Muinhos & Jose Ricardo C. Silva, 2006. "The Effect of Adverse Supply Shocks on Monetary Policy and Output," Working Papers Series 103, Central Bank of Brazil, Research Department.
    14. Jaqueline Terra Moura Marins & Eduardo Saliby & Joséte Florencio do Santos, 2006. "Out-Of-The_Money Monte Carlo Simulation Option Pricing: the join use of Importance Sampling and Descriptive Sampling," Working Papers Series 116, Central Bank of Brazil, Research Department.
    15. Aloísio P. Araújo & José Valentim M. Vicente, 2006. "Contagion, Bankruptcy and Social Welfare Analysis in a Financial Economy with Risk Regulation Constraint," Working Papers Series 118, Central Bank of Brazil, Research Department.
    16. Márcio I. Nakane & Leonardo S. Alencar & Fabio Kanczuk, 2006. "Demand for Bank Services and Market Power in Brazilian Banking," Working Papers Series 107, Central Bank of Brazil, Research Department.
    17. Hosszú, Zsuzsanna & Körmendi, Gyöngyi & Mérő, Bence, 2016. "Egy- és többváltozós szűrők a hitelrés alakulásának meghatározására [Filters with single or multiple variables in measuring the size of the credit gap]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(3), pages 233-259.
    18. Ana Carla A. Costa & João M. P. de Mello, 2006. "Judicial Risk and Credit Market Performance: Micro Evidence from Brazil Payroll Loans," Working Papers Series 102, Central Bank of Brazil, Research Department.
    19. Angelo Marsiglia Fasolo, 2006. "Interdependence and Contagion: an Analysis of Information Transmission in Latin America's Stock Markets," Working Papers Series 112, Central Bank of Brazil, Research Department.
    20. Ozdemir Dicle, 2020. "Time-Varying Housing Market Fluctuations: Evidence from the U.S. Housing Market," Real Estate Management and Valuation, Sciendo, vol. 28(2), pages 89-99, June.

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