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Learning Financial Shocks and the Great Recession

  • Patrick A. Pintus


    (AMSE - Aix-Marseille School of Economics - EHESS - École des hautes études en sciences sociales - Centre national de la recherche scientifique (CNRS) - Ecole Centrale Marseille (ECM) - AMU - Aix-Marseille Université)

  • Jacek Suda


    (National Bank of Poland, Economic Institute - National Bank of Poland, Economic Institute)

This paper develops a simple business-cycle model in which financial shocks have large macroeconomic effects when private agents are gradually learning their uncertain environment. When agents update their beliefs about the parameters that govern the unobserved process driving financial shocks to the leverage ratio, the responses of output and other aggregates under adaptive learning are significantly larger than under rational expectations. In our benchmark case calibrated using US data on leverage, debt-to-GDP and land value-to-GDP ratios for 1996Q1-2008Q4, learning amplifies leverage shocks by a factor of about three, relative to rational expectations. When fed with actual leverage innovations observed over that period, the learning model predicts a sizeable recession in 2008-10, while its rational expectations counterpart predicts a counter-factual expansion. In addition, we show that procyclical leverage reinforces the amplification due to learning and, accordingly, that macro-prudential policies enforcing countercyclical leverage dampen the effects of leverage shocks.

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Paper provided by HAL in its series Working Papers with number halshs-00830480.

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Date of creation: Feb 2015
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Handle: RePEc:hal:wpaper:halshs-00830480
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  1. Kiyotaki, Nobuhiro & Michaelides, Alexander & Nikolov, Kalin, 2010. "Winners and Losers in Housing Markets," CEPR Discussion Papers 7953, C.E.P.R. Discussion Papers.
  2. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-56, August.
  3. Branch, William A. & Evans, George W., 2006. "A simple recursive forecasting model," Economics Letters, Elsevier, vol. 91(2), pages 158-166, May.
  4. Pei Kuang, 2013. "Imperfect Knowledge about Asset Prices and Credit Cycles," CDMA Working Paper Series 201303, Centre for Dynamic Macroeconomic Analysis.
  5. Fabio Milani, 2005. "Expectations, Learning and Macroeconomic Persistence," Macroeconomics 0510022, EconWPA.
  6. Kuang, Pei, 2014. "A model of housing and credit cycles with imperfect market knowledge," European Economic Review, Elsevier, vol. 70(C), pages 419-437.
  7. Rochelle M. Edge & Thomas Laubach & John C. Williams, 2004. "Learning and shifts in long-run productivity growth," Working Paper Series 2004-04, Federal Reserve Bank of San Francisco.
  8. Eva Carceles-Poveda & Chryssi Giannitsarou, 2007. "Online Appendix to Asset Pricing with Adaptive Learning," Technical Appendices carceles08, Review of Economic Dynamics.
  9. Thomas Chaney & David Sraer & David Thesmar, 2010. "The Collateral Channel: How Real Estate Shocks Affect Corporate Investment," NBER Working Papers 16060, National Bureau of Economic Research, Inc.
  10. Zheng Liu & Pengfei Wang & Tao Zha, 2013. "Land‐Price Dynamics and Macroeconomic Fluctuations," Econometrica, Econometric Society, vol. 81(3), pages 1147-1184, 05.
  11. Klaus Adam & Pei Kuang & Albert Marcet, 2011. "House Price Booms and the Current Account," CEP Discussion Papers dp1064, Centre for Economic Performance, LSE.
  12. Stefano Eusepi & Bruce Preston, 2011. "Expectations, Learning, and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 101(6), pages 2844-72, October.
  13. Andreas Fuster & Benjamin Hebert & David Laibson, 2011. "Natural Expectations, Macroeconomic Dynamics, and Asset Pricing," NBER Working Papers 17301, National Bureau of Economic Research, Inc.
  14. Narayana R. Kocherlakota, 2000. "Creating business cycles through credit constraints," Quarterly Review, Federal Reserve Bank of Minneapolis, issue Sum, pages 2-10.
  15. Piketty, Thomas & Banerjee, Abhijit & Aghion, Philippe, 1997. "Dualism and macroeconomic volatility," CEPREMAP Working Papers (Couverture Orange) 9720, CEPREMAP.
  16. repec:fth:starer:9825 is not listed on IDEAS
  17. Michael Woodford, 2013. "Macroeconomic Analysis Without the Rational Expectations Hypothesis," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 303-346, 05.
  18. Eva Carceles Poveda & Chryssi Giannitsarou, 2006. "Asset pricing with adaptive learning," Computing in Economics and Finance 2006 25, Society for Computational Economics.
  19. Thomas Philippon & Virgiliu Midrigan, 2013. "Household Leverage and the Recession," 2013 Meeting Papers 335, Society for Economic Dynamics.
  20. Paolo Gelain & Kevin J. Lansing, 2013. "House prices, expectations, and time-varying fundamentals," Working Paper 2013/05, Norges Bank.
  21. Jeffrey R. Campbell & Zvi Hercowitz, 2006. "Welfare implications of the transition to high household debt," Working Paper Series WP-06-27, Federal Reserve Bank of Chicago.
  22. S. Rao Aiyagari & Mark Gertler, 1998. ""Overreaction" of Asset Prices in General Equilibrium," NBER Working Papers 6747, National Bureau of Economic Research, Inc.
  23. Matteo Iacoviello, 2002. "House prices, borrowing constraints and monetary policy in the business cycle," Boston College Working Papers in Economics 542, Boston College Department of Economics, revised 06 Dec 2004.
  24. Per Krusell & Anthony A. Smith, Jr., . "Income and Wealth Heterogeneity in the Macroeconomy," GSIA Working Papers 1997-37, Carnegie Mellon University, Tepper School of Business.
  25. Urban Jermann & Vincenzo Quadrini, 2012. "Erratum: Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(2), pages 1186-1186, April.
  26. James B. Bullard & John Duffy, 2004. "Learning and structural change in macroeconomic data," Working Papers 2004-016, Federal Reserve Bank of St. Louis.
  27. Jermann, Urban & Quadrini, Vincenzo, 2009. "Macroeconomic Effects of Financial Shocks," CEPR Discussion Papers 7451, C.E.P.R. Discussion Papers.
  28. Chakraborty, Avik & Evans, George W., 2008. "Can perpetual learning explain the forward-premium puzzle?," Journal of Monetary Economics, Elsevier, vol. 55(3), pages 477-490, April.
  29. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-48, April.
  30. Patrick Pintus & Yi Wen, 2013. "Leveraged Borrowing and Boom-Bust Cycles," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(4), pages 617-633, October.
  31. George W. Evans, 2011. "Comment on "Natural Expectations, Macroeconomic Dynamics, and Asset Pricing"," NBER Chapters, in: NBER Macroeconomics Annual 2011, Volume 26, pages 61-71 National Bureau of Economic Research, Inc.
  32. Boz, Emine & Mendoza, Enrique G, 2010. "Financial Innovation, the Discovery of Risk, and the U.S. Credit Crisis," CEPR Discussion Papers 7967, C.E.P.R. Discussion Papers.
  33. Marcet, Albert & Sargent, Thomas J., 1989. "Convergence of least squares learning mechanisms in self-referential linear stochastic models," Journal of Economic Theory, Elsevier, vol. 48(2), pages 337-368, August.
  34. Lawrence J. Christiano & Martin S. Eichenbaum & Mathias Trabandt, 2013. "Understanding the Great Recession," NBER Chapters, in: Lessons from the Financial Crisis for Monetary Policy National Bureau of Economic Research, Inc.
  35. Fabio Milani, 2011. "Expectation Shocks and Learning as Drivers of the Business Cycle," Economic Journal, Royal Economic Society, vol. 121(552), pages 379-401, 05.
  36. Dan Cao, 2011. "Collateral Shortages, Asset Price and Investment Volatility with Heterogeneous Beliefs," Working Papers gueconwpa~11-11-01, Georgetown University, Department of Economics.
  37. Fuster, Andreas & Hebert, Benjamin Michael & Laibson, David I., 2012. "Investment Dynamics with Natural Expectations," Scholarly Articles 10139283, Harvard University Department of Economics.
  38. repec:fth:starer:98-25 is not listed on IDEAS
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