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Corporate bond spreads and real activity in the euro area - Least Angle Regression forecasting and the probability of the recession

  • Buchmann, Marco
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    This paper aims at providing a detailed analysis of the leading indicator properties of corporate bond spreads for real economic activity in the euro area. In- and out-of-sample predictive content of corporate bond spreads are examined along three dimensions: the bonds’ quality , their term to maturity, as well as the forecast horizon at which one intends to predict a change in real activity. Numerous alternative leading indicators capturing macroeconomic and financial conditions are included in the analysis. Along with standard time series forecast models, the Least Angle Regression (LAR) technique is used to build multivariate models recursively. Models built via LAR can be used to produce forecasts and allow one to analyze how the composition and the number of relevant model variables evolve over time. Corporate bond spreads turn out to be valuable predictors for real activity, in particular at forecast horizons beyond one year; Medium risk bond spreads with maturities between 5 and 10 years appear particularly rich in content. The spreads also belong to the group of indicators that implied the highest probability of a recession occurring from a pre-crisis perspective. JEL Classification: E32, E37, E44, G32

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    Paper provided by European Central Bank in its series Working Paper Series with number 1286.

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    Date of creation: Jan 2011
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    Handle: RePEc:ecb:ecbwps:20111286
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    1. Andrew T. Levin & Fabio M. Natalucci, 2005. "The Magnitude and Cyclical Behavior of Financial Market Frictions," 2005 Meeting Papers 443, Society for Economic Dynamics.
    2. Iryna V. Ivaschenko & Jorge A. Chan-Lau, 2001. "Corporate Bond Risk and Real Activity; An Empirical Analysis of Yield Spreads and their Systematic Components," IMF Working Papers 01/158, International Monetary Fund.
    3. Plosser, Charles I. & Geert Rouwenhorst, K., 1994. "International term structures and real economic growth," Journal of Monetary Economics, Elsevier, vol. 33(1), pages 133-155, February.
    4. Lawrence J. Christiano & Martin Eichenbaum & Charles Evans, 2001. "Nominal rigidities and the dynamic effects of a shock to monetary policy," Proceedings, Federal Reserve Bank of San Francisco, issue Jun.
    5. Bernanke, Ben S & Blinder, Alan S, 1992. "The Federal Funds Rate and the Channels of Monetary Transmission," American Economic Review, American Economic Association, vol. 82(4), pages 901-21, September.
    6. Simon Gilchrist & Vladimir Yankov & Egon Zakrajsek, 2009. "Credit Market Shocks and Economic Fluctuations: Evidence from Corporate Bond and Stock Markets," NBER Working Papers 14863, National Bureau of Economic Research, Inc.
    7. Raphael Espinoza & Fabio Fornari & Marco J. Lombardi, 2012. "The Role of Financial Variables in predicting economic activity," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 31(1), pages 15-46, 01.
    8. Gabe de Bondt, 2004. "The balance sheet channel of monetary policy: first empirical evidence for the euro area corporate bond market," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 9(3), pages 219-228.
    9. Mishkin, Frederic S, 1990. "The Information in the Longer Maturity Term Structure about Future Inflation," The Quarterly Journal of Economics, MIT Press, vol. 105(3), pages 815-28, August.
    10. Clark, Todd E. & West, Kenneth D., 2007. "Approximately normal tests for equal predictive accuracy in nested models," Journal of Econometrics, Elsevier, vol. 138(1), pages 291-311, May.
    11. de Bondt, Gabe & Hahn, Elke, 2010. "Predicting recessions and recoveries in real time: The euro area-wide leading indicator (ALI)," Working Paper Series 1246, European Central Bank.
    12. Arturo Estrella & Gikas A. Hardouvelis, 1989. "The term structure as a predictor of real economic activity," Research Paper 8907, Federal Reserve Bank of New York.
    13. Bernanke, B. & Gertler, M. & Gilchrist, S., 1998. "The Financial Accelerator in a Quantitative Business Cycle Framework," Working Papers 98-03, C.V. Starr Center for Applied Economics, New York University.
    14. Ulrike Schneider & Martin Wagner, 2009. "Catching Growth Determinants with the Adaptive Lasso," wiiw Working Papers 55, The Vienna Institute for International Economic Studies, wiiw.
    15. Badarinza, Cristian & Buchmann, Marco, 2009. "Inflation perceptions and expectations in the euro area: the role of news," Working Paper Series 1088, European Central Bank.
    16. Fabio Panetta & Paolo Angelini & Ugo Albertazzi & Francesco Columba & Wanda Cornacchia & Antonio Di Cesare & Andrea Pilati & Carmelo Salleo & Giovanni Santini, 2009. "Financial sector pro-cyclicality: lessons from the crisis," Questioni di Economia e Finanza (Occasional Papers) 44, Bank of Italy, Economic Research and International Relations Area.
    17. F. Degraeve, 2007. "The External Finance Premium and the Macroeconomy: US post-WWII Evidence," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 07/482, Ghent University, Faculty of Economics and Business Administration.
    18. Adrian, Tobias & Shin, Hyun Song, 2010. "Liquidity and leverage," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 418-437, July.
    19. Davis, E Philip & Fagan, Gabriel, 1997. "Are Financial Spreads Useful Indicators of Future Inflation and Output Growth in EU Countries?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(6), pages 701-14, Nov.-Dec..
    20. Raffaella Giacomini & Barbara Rossi, 2006. "How Stable is the Forecasting Performance of the Yield Curve for Output Growth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(s1), pages 783-795, December.
    21. 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.
    22. de Bondt, Gabe, 2002. "Euro area corporate debt securities market: first empirical evidence," Working Paper Series 0164, European Central Bank.
    23. Mody, Ashoka & Taylor, Mark P., 2004. "Financial predictors of real activity and the financial accelerator," Economics Letters, Elsevier, vol. 82(2), pages 167-172, February.
    24. Marcelle Chauvet & Simon Potter, 2005. "Forecasting recessions using the yield curve," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 24(2), pages 77-103.
    25. Thomas Philippon, 2009. "The Bond Market's q," The Quarterly Journal of Economics, MIT Press, vol. 124(3), pages 1011-1056, August.
    26. Gabe de Bondt, 2009. "Predictive content of the stock market for output revisited," Applied Economics Letters, Taylor & Francis Journals, vol. 16(13), pages 1289-1294.
    27. Stock, J.H. & Watson, M.W., 1989. "New Indexes Of Coincident And Leading Economic Indicators," Papers 178d, Harvard - J.F. Kennedy School of Government.
    28. Jonathan H. Wright, 2006. "The yield curve and predicting recessions," Finance and Economics Discussion Series 2006-07, Board of Governors of the Federal Reserve System (U.S.).
    29. Bernanke, Ben & Gertler, Mark, 1990. "Financial Fragility and Economic Performance," The Quarterly Journal of Economics, MIT Press, vol. 105(1), pages 87-114, February.
    30. Robert J. Gordon, 1998. "Foundations of the Goldilocks Economy: Supply Shocks and the Time-Varying NAIRU," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 29(2), pages 297-346.
    31. John V. Duca, 1999. "What credit market indicators tell us," Economic and Financial Policy Review, Federal Reserve Bank of Dallas, issue Q III, pages 2-13.
    32. Sharon Kozicki, 1997. "Predicting real growth and inflation with the yield spread," Economic Review, Federal Reserve Bank of Kansas City, issue Q IV, pages 39-57.
    33. Jane Haltmaier, 2008. "Predicting cycles in economic activity," International Finance Discussion Papers 926, Board of Governors of the Federal Reserve System (U.S.).
    34. 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 257-76, June.
    35. Fama, Eugene F., 1990. "Term-structure forecasts of interest rates, inflation and real returns," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 59-76, January.
    36. Gabe De Bondt, 2005. "Determinants of corporate debt securities in the Euro area," The European Journal of Finance, Taylor & Francis Journals, vol. 11(6), pages 493-509.
    37. Stock J.H. & Watson M.W., 2002. "Forecasting Using Principal Components From a Large Number of Predictors," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 1167-1179, December.
    38. Thomas B. King & Andrew T. Levin & Roberto Perli, 2007. "Financial market perceptions of recession risk," Finance and Economics Discussion Series 2007-57, Board of Governors of the Federal Reserve System (U.S.).
    39. Gelain, Paolo, 2010. "The external finance premium in the euro area A useful indicator for monetary policy?," Working Paper Series 1171, European Central Bank.
    40. James E. Matheson & Robert L. Winkler, 1976. "Scoring Rules for Continuous Probability Distributions," Management Science, INFORMS, vol. 22(10), pages 1087-1096, June.
    41. Kristie M. Engemann & Kevin L. Kliesen & Michael T. Owyang, 2010. "Do oil shocks drive business cycles? some U.S. and international evidence," Working Papers 2010-007, Federal Reserve Bank of St. Louis.
    42. Guha, Debashis & Hiris, Lorene, 2002. "The aggregate credit spread and the business cycle," International Review of Financial Analysis, Elsevier, vol. 11(2), pages 219-227.
    43. Fornari, Fabio & Lemke, Wolfgang, 2010. "Predicting recession probabilities with financial variables over multiple horizons," Working Paper Series 1255, European Central Bank.
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