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Predicting recessions: financial cycle versus term spread

Author

Listed:
  • Claudio Borio
  • Mathias Drehmann
  • Dora Xia Author-X-Name_First: Dora

Abstract

Financial cycles can be important drivers of real activity, but there is scant evidence about how well they signal recession risks. We run a horse race between the term spread - the most widely used indicator in the literature - and a range of financial cycle measures. Unlike most papers, ours assesses forecasting performance not just for the United States but also for a panel of advanced and emerging market economies. We find that financial cycle measures have significant forecasting power both in and out of sample, even for a three-year horizon. Moreover, they outperform the term spread in nearly all specifications. These results are robust to different recession specifications.

Suggested Citation

  • Claudio Borio & Mathias Drehmann & Dora Xia Author-X-Name_First: Dora, 2019. "Predicting recessions: financial cycle versus term spread," BIS Working Papers 818, Bank for International Settlements.
  • Handle: RePEc:bis:biswps:818
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    References listed on IDEAS

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    1. Claudio Borio & Mathias Drehmann, 2011. "Toward an Operational Framework for Financial Stability: “Fuzzy” Measurement and Its Consequences," Central Banking, Analysis, and Economic Policies Book Series, in: Rodrigo Alfaro (ed.),Financial Stability, Monetary Policy, and Central Banking, edition 1, volume 15, chapter 4, pages 063-123, Central Bank of Chile.
    2. Arturo Estrella & Frederic S. Mishkin, 1998. "Predicting U.S. Recessions: Financial Variables As Leading Indicators," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 45-61, February.
    3. Claudio Borio & Enisse Kharroubi & Christian Upper & Fabrizio Zampolli, 2016. "Labour reallocation and productivity dynamics: financial causes, real consequences," BIS Working Papers 534, Bank for International Settlements.
    4. Drehmann, Mathias & Juselius, Mikael, 2014. "Evaluating early warning indicators of banking crises: Satisfying policy requirements," International Journal of Forecasting, Elsevier, vol. 30(3), pages 759-780.
    5. Claessens, Stijn & Kose, M. Ayhan & Terrones, Marco E., 2012. "How do business and financial cycles interact?," Journal of International Economics, Elsevier, vol. 87(1), pages 178-190.
    6. Harri Ponka, 2017. "The Role of Credit in Predicting US Recessions," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 36(5), pages 469-482, August.
    7. Szymon Grabowski, 2009. "The Financial Indicators Leading Real Economic Activity - the Case of Poland," Central European Journal of Economic Modelling and Econometrics, Central European Journal of Economic Modelling and Econometrics, vol. 1(4), pages 311-332, December.
    8. Arnaud Mehl, 2009. "The Yield Curve as a Predictor and Emerging Economies," Open Economies Review, Springer, vol. 20(5), pages 683-716, November.
    9. David Aikman & Andrew G. Haldane & Benjamin D. Nelson, 2015. "Curbing the Credit Cycle," Economic Journal, Royal Economic Society, vol. 125(585), pages 1072-1109, June.
    10. Mathias Drehmann & Kostas Tsatsaronis, 2014. "The credit-to-GDP gap and countercyclical capital buffers: questions and answers," BIS Quarterly Review, Bank for International Settlements, March.
    11. 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.
    12. Claudio Borio, 2014. "The financial cycle and macroeconomics: what have we learned and what are the policy implications?," Chapters, in: Ewald Nowotny & Doris Ritzberger-Grünwald & Peter Backé (ed.), Financial Cycles and the Real Economy, chapter 2, pages 10-35, Edward Elgar Publishing.
    13. Coroneo, Laura & Pastorello, Sergio, 2020. "European spreads at the interest rate lower bound," Journal of Economic Dynamics and Control, Elsevier, vol. 119(C).
    14. Harding, Don & Pagan, Adrian, 2002. "Dissecting the cycle: a methodological investigation," Journal of Monetary Economics, Elsevier, vol. 49(2), pages 365-381, March.
    15. Mathias Drehmann & Claudio Borio & Kostas Tsatsaronis, 2012. "Characterising the financial cycle: don't lose sight of the medium term!," BIS Working Papers 380, Bank for International Settlements.
    16. James D. Hamilton, 2018. "Why You Should Never Use the Hodrick-Prescott Filter," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 831-843, December.
    17. Liu, Weiling & Moench, Emanuel, 2016. "What predicts US recessions?," International Journal of Forecasting, Elsevier, vol. 32(4), pages 1138-1150.
    18. Borio, Claudio, 2014. "The financial cycle and macroeconomics: What have we learnt?," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 182-198.
    19. Guender, Alfred V, 2018. "Credit prices vs. credit quantities as predictors of economic activity in Europe: Which tell a better story?," Journal of Macroeconomics, Elsevier, vol. 57(C), pages 380-399.
    20. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    21. Rudebusch, Glenn D. & Williams, John C., 2009. "Forecasting Recessions: The Puzzle of the Enduring Power of the Yield Curve," Journal of Business & Economic Statistics, American Statistical Association, vol. 27(4), pages 492-503.
    22. 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.
    23. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
    24. Muhamed Zulkhibri & Mohamed Shukri Abdul Rani, 2016. "Term spread, inflation and economic growth in emerging markets: evidence from Malaysia," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 15(3), pages 372-392, August.
    25. Archawa Paweenawat, 2017. "The Information Content of the Term Structure of Interest Rates in Emerging Economies: The Case of Thailand," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 16(2), pages 136-150, August.
    26. Detken, Carsten & Weeken, Olaf & Alessi, Lucia & Bonfim, Diana & Boucinha, Miguel & Castro, Christian & Frontczak, Sebastian & Giordana, Gaston & Giese, Julia & Wildmann, Nadya & Kakes, Jan & Klaus, B, 2014. "Operationalising the countercyclical capital buffer: indicator selection, threshold identification and calibration options," ESRB Occasional Paper Series 5, European Systemic Risk Board.
    27. Mathias Drehmann & James Yetman, 2018. "Why you should use the Hodrick-Prescott filter - at least to generate credit gaps," BIS Working Papers 744, Bank for International Settlements.
    28. Travis J. Berge & Òscar Jordà, 2011. "Evaluating the Classification of Economic Activity into Recessions and Expansions," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(2), pages 246-277, April.
    29. Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
    30. Carsten Detken & Olaf Weeken & Lucia Alessi & Diana Bonfim & Miguel M. Boucinha & Christian Castro & Sebastian Frontczak & Gaston Giordana & Julia Giese & Nadya Jahn & Jan Kakes & Benjamin Klaus & Jan, 2014. "Operationalising the countercyclical capital buffer: indicator selection, threshold identification and calibration options," ESRB Occasional Paper Series 05, European Systemic Risk Board.
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    Cited by:

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    2. Fernando Garcia Alvarado, 2022. "Detecting crisis vulnerability using yield spread interconnectedness," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(4), pages 3864-3880, October.
    3. Nuno Cassola & Claudio Morana & Elisa Ossola, 2023. "Green risk in Europe," Working Papers 526, University of Milano-Bicocca, Department of Economics.
    4. Ojo, Marianne, 2024. "Inflationary impacts since the Global Pandemic Crisis: the potential of forecasting techniques and technologies," MPRA Paper 120515, University Library of Munich, Germany.
    5. Ojo, Marianne & Roedl, Marianne, 2020. "Uncertain accommodative policies as tools for financial stability: recent developments," MPRA Paper 102231, University Library of Munich, Germany.
    6. Pierre L. Siklos, 2020. "Looking into the Rear-View Mirror: Lessons from Japan for the Eurozone and the U.S?," IMES Discussion Paper Series 20-E-02, Institute for Monetary and Economic Studies, Bank of Japan.
    7. Ojo, Marianne, 2024. "Addressing current inflation levels through green energy technologies and techniques: recent developments," MPRA Paper 120514, University Library of Munich, Germany.
    8. Michal Franta & Jan Libich, 2024. "Holding the economy by the tail: analysis of short- and long-run macroeconomic risks," Empirical Economics, Springer, vol. 66(4), pages 1443-1489, April.
    9. Tran, Thuy Nhung, 2022. "The Volatility of the Stock Market and Financial Cycle: GARCH Family Models," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 56(1), pages 151-168.
    10. Gern, Klaus-Jürgen & Hauber, Philipp & Kooths, Stefan & Stolzenburg, Ulrich, 2019. "Weltkonjunktur im Winter 2019 - Weltkonjunktur bleibt vorerst ohne Schwung [World Economy Winter 2019 - Global growth remains sluggish for the time being]," Kieler Konjunkturberichte 61, Kiel Institute for the World Economy (IfW Kiel).
    11. Claudio Borio, 2021. "Back to the Future: Intellectual Challenges for Monetary Policy," Economic Papers, The Economic Society of Australia, vol. 40(4), pages 273-287, December.
    12. Shengnan Lv & Zeshui Xu & Xuecheng Fan & Yong Qin & Marinko Skare, 2023. "The mean reversion/persistence of financial cycles: Empirical evidence for 24 countries worldwide," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 18(1), pages 11-47, March.
    13. Hauber, Philipp, 2019. "Zur Wahrscheinlichkeit einer Rezession in den Vereinigten Staaten," Kiel Insight 2019.14, Kiel Institute for the World Economy (IfW Kiel).
    14. M S, Navaneeth, 2021. "Business Cycles, Inflation and Unemployment: An MMT perspective," MPRA Paper 115352, University Library of Munich, Germany.
    15. Claudio Borio, 2021. "Navigating by r*: safe or hazardous?," BIS Working Papers 982, Bank for International Settlements.

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    More about this item

    Keywords

    financial cycle; term spread; recession risk; panel probit mode;
    All these keywords.

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy

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