[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/15864.html
   My bibliography  Save this paper

Credit, capital and crises: a GDP-at-Risk approach

Author

Listed:
  • HacıoÄŸlu Hoke, Sinem
  • Aikman, David
  • Bridges, Jonathan
  • O'Neill, Cian
  • Raja, Akash
Abstract
Using quantile regressions applied to a panel dataset of 16 advanced economies, we examine how downside risk to growth over the medium term is affected by a set of macroprudential indicators. We find that credit and property price booms, and wide current account deficits increase downside risks 3 to 5 years ahead. However, such downside risks can be partially mitigated by increasing the capital ratio of the banking system. We show that GDP-at-Risk, defined as the the 5th quantile of the projected GDP growth distribution three years ahead, deteriorated in the US in the run-up to the Global Financial Crisis, driven by rapid growth in credit and house prices alongside a widening current account deficit. Our results suggest such indicators could provide useful information for the stance of macroprudential policy.

Suggested Citation

  • HacıoÄŸlu Hoke, Sinem & Aikman, David & Bridges, Jonathan & O'Neill, Cian & Raja, Akash, 2021. "Credit, capital and crises: a GDP-at-Risk approach," CEPR Discussion Papers 15864, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:15864
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP15864
    Download Restriction: CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at subscribers@cepr.org
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Akinci, Ozge & Olmstead-Rumsey, Jane, 2018. "How effective are macroprudential policies? An empirical investigation," Journal of Financial Intermediation, Elsevier, vol. 33(C), pages 33-57.
    2. Markus K. Brunnermeier & Yuliy Sannikov, 2014. "A Macroeconomic Model with a Financial Sector," American Economic Review, American Economic Association, vol. 104(2), pages 379-421, February.
    3. Asli Demirguc-Kunt & Enrica Detragiache & Ouarda Merrouche, 2013. "Bank Capital: Lessons from the Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(6), pages 1147-1164, September.
    4. Stephen G. Cecchetti, 2008. "Measuring the Macroeconomic Risks Posed by Asset Price Booms," NBER Chapters, in: Asset Prices and Monetary Policy, pages 9-43, National Bureau of Economic Research, Inc.
    5. Aikman, David & Nelson, Benjamin & Tanaka, Misa, 2015. "Reputation, risk-taking, and macroprudential policy," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 428-439.
    6. Athanasios Orphanides & Simon van Norden, 2002. "The Unreliability of Output-Gap Estimates in Real Time," The Review of Economics and Statistics, MIT Press, vol. 84(4), pages 569-583, November.
    7. Eichengreen, Barry & Arteta, Carlos, 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research, Working Paper Series qt3pk9t1h2, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    8. Kuttner, Kenneth N. & Shim, Ilhyock, 2016. "Can non-interest rate policies stabilize housing markets? Evidence from a panel of 57 economies," Journal of Financial Stability, Elsevier, vol. 26(C), pages 31-44.
    9. Zhiguo He & Arvind Krishnamurthy, 2019. "A Macroeconomic Framework for Quantifying Systemic Risk," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(4), pages 1-37, October.
    10. David Aikman & Jonathan Bridges & Anil Kashyap & Caspar Siegert, 2019. "Would Macroprudential Regulation Have Prevented the Last Crisis?," Journal of Economic Perspectives, American Economic Association, vol. 33(1), pages 107-130, Winter.
    11. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    12. Bruno, Valentina & Shim, Ilhyock & Shin, Hyun Song, 2017. "Comparative assessment of macroprudential policies," Journal of Financial Stability, Elsevier, vol. 28(C), pages 183-202.
    13. 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.
    14. Takatoshi Ito & Anne O. Krueger, 1996. "Financial Deregulation and Integration in East Asia," NBER Books, National Bureau of Economic Research, Inc, number ito_96-1.
    15. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    16. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    17. Jorge E. Galán, 2020. "The benefits are at the tail: uncovering the impact of macroprudential policy on growth-at-risk," Working Papers 2007, Banco de España.
    18. Enrique G. Mendoza & Marco E. Terrones, 2014. "An Anatomy of Credit Booms and their Demise," Central Banking, Analysis, and Economic Policies Book Series, in: Miguel Fuentes D. & Claudio E. Raddatz & Carmen M. Reinhart (ed.),Capital Mobility and Monetary Policy, edition 1, volume 18, chapter 6, pages 165-204, Central Bank of Chile.
    19. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    20. Emmanuel Farhi & Jean Tirole, 2012. "Collective Moral Hazard, Maturity Mismatch, and Systemic Bailouts," American Economic Review, American Economic Association, vol. 102(1), pages 60-93, February.
    21. Koop, Gary & Korobilis, Dimitris, 2014. "A new index of financial conditions," European Economic Review, Elsevier, vol. 71(C), pages 101-116.
    22. 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.
    23. Cesa-Bianchi, Ambrogio & Eguren Martin, Fernando & Thwaites, Gregory, 2019. "Foreign booms, domestic busts: The global dimension of banking crises," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 58-74.
    24. Fernando Eguren-Martin & Andrej Sokol, 2022. "Attention to the Tail(s): Global Financial Conditions and Exchange Rate Risks," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 70(3), pages 487-519, September.
    25. Bridges, Jonathan & Jackson, Christopher & McGregor, Daisy, 2017. "Down in the slumps: the role of credit in five decades of recessions," Bank of England working papers 659, Bank of England.
    26. √Íscar Jord√Ä & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    27. Alessi, Lucia & Detken, Carsten, 2011. "Quasi real time early warning indicators for costly asset price boom/bust cycles: A role for global liquidity," European Journal of Political Economy, Elsevier, vol. 27(3), pages 520-533, September.
    28. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2018. "Diagnostic Expectations and Credit Cycles," Journal of Finance, American Finance Association, vol. 73(1), pages 199-227, February.
    29. Tobias Adrian & Federico Grinberg & Nellie Liang & Sheheryar Malik & Jie Yu, 2022. "The Term Structure of Growth-at-Risk," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(3), pages 283-323, July.
    30. Giglio, Stefano & Kelly, Bryan & Pruitt, Seth, 2016. "Systemic risk and the macroeconomy: An empirical evaluation," Journal of Financial Economics, Elsevier, vol. 119(3), pages 457-471.
    31. Silvia Miranda-Agrippino & Hélène Rey, 2020. "U.S. Monetary Policy and the Global Financial Cycle," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(6), pages 2754-2776.
    32. Marcella Lucchetta & Mr. Gianni De Nicolo, 2012. "Systemic Real and Financial Risks: Measurement, Forecasting, and Stress Testing," IMF Working Papers 2012/058, International Monetary Fund.
    33. Carlson, Mark & Shan, Hui & Warusawitharana, Missaka, 2013. "Capital ratios and bank lending: A matched bank approach," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 663-687.
    34. Thibaut Duprey & Alexander Ueberfeldt, 2018. "How to Manage Macroeconomic and Financial Stability Risks: A New Framework," Staff Analytical Notes 2018-11, Bank of Canada.
    35. Aikman, David & Bridges, Jonathan & Burgess, Stephen & Galletly, Richard & Levina, Iren & O'Neill, Cian & Varadi, Alexandra, 2018. "Measuring risks to UK financial stability," Bank of England working papers 738, Bank of England.
    36. Tobias Adrian & Nina Boyarchenko, 2012. "Intermediary leverage cycles and financial stability," Staff Reports 567, Federal Reserve Bank of New York, revised 01 Feb 2015.
    37. Matthew Baron & Wei Xiong, 2017. "Credit Expansion and Neglected Crash Risk," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 713-764.
    38. Rochelle M. Edge & Ralf R. Meisenzahl, 2011. "The Unreliability of Credit-to-GDP Ratio Gaps in Real Time: Implications for Countercyclical Capital Buffers," International Journal of Central Banking, International Journal of Central Banking, vol. 7(4), pages 261-298, December.
    39. Òscar Jordà, 2005. "Estimation and Inference of Impulse Responses by Local Projections," American Economic Review, American Economic Association, vol. 95(1), pages 161-182, March.
    40. Darrell Duffie, 2019. "Prone to Fail: The Pre-crisis Financial System," Journal of Economic Perspectives, American Economic Association, vol. 33(1), pages 81-106, Winter.
    41. Bank for International Settlements, 2018. "Structural changes in banking after the crisis," CGFS Papers, Bank for International Settlements, number 60, december.
    42. Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
    43. Simon Gilchrist & Egon Zakrajsek, 2012. "Credit Spreads and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 102(4), pages 1692-1720, June.
    44. Michael Bordo & Barry Eichengreen & Daniela Klingebiel & Maria Soledad Martinez-Peria, 2001. "Is the crisis problem growing more severe?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 16(32), pages 52-82.
    45. Ito, Takatoshi & Krueger, Anne O. (ed.), 1996. "Financial Deregulation and Integration in East Asia," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226386713, September.
    46. G. Kapetanios, 2008. "A bootstrap procedure for panel data sets with many cross-sectional units," Econometrics Journal, Royal Economic Society, vol. 11(2), pages 377-395, July.
    47. Maurice Obstfeld & Kenneth S. Rogoff, 2009. "Global imbalances and the financial crisis: products of common causes," Proceedings, Federal Reserve Bank of San Francisco, issue Oct, pages 131-172.
    48. Ronald I. McKinnon & Huw Pill, 1996. "Credible Liberalizations and International Capital Flows: The "Overborrowing Syndrome"," NBER Chapters, in: Financial Deregulation and Integration in East Asia, pages 7-50, National Bureau of Economic Research, Inc.
    49. Giovanni Dell’Ariccia & Deniz Igan & Luc Laeven & Hui Tong, 2016. "Credit booms and macrofinancial stability," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 31(86), pages 299-355.
    50. Brooke, Martin & Bush, Oliver & Edwards, Robert & Ellis, Jas & Francis, Bill & Harimohan, Rashmi & Neiss, Katharine & Siegert, Caspar, 2015. "Financial Stability Paper No. 35: Measuring the macroeconomic costs and benefits of higher UK bank capital requirements -," Bank of England Financial Stability Papers 35, Bank of England.
    51. Michael Gavin & Ricardo Hausmann, 1996. "The Roots of Banking Crises: The Macroeconomic Context," Research Department Publications 4026, Inter-American Development Bank, Research Department.
    52. P. Honohan, 2000. "Banking System Failures in Developing and Transition Countries: Diagnosis and Prediction," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 29(1), pages 83-109, February.
    53. Claudio Borio & Philip Lowe, 2002. "Assessing the risk of banking crises," BIS Quarterly Review, Bank for International Settlements, December.
    54. Gabriel Chodorow-Reich, "undated". "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-09 Financial Crisis," Working Paper 90811, Harvard University OpenScholar.
    55. Mathias Drehmann & Claudio Borio & Kostas Tsatsaronis, 2011. "Anchoring Countercyclical Capital Buffers: The role of Credit Aggregates," International Journal of Central Banking, International Journal of Central Banking, vol. 7(4), pages 189-240, December.
    56. Björn Richter & Moritz Schularick & Ilhyock Shim, 2018. "The macroeconomic effects of macroprudential policy," BIS Working Papers 740, Bank for International Settlements.
    Full references (including those not matched with items on IDEAS)

    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. Brandão-Marques, Luis & Chen, Qianying & Raddatz, Claudio & Vandenbussche, Jérôme & Xie, Peichu, 2022. "The riskiness of credit allocation and financial stability," Journal of Financial Intermediation, Elsevier, vol. 51(C).
    2. Aikman, David & Bridges, Jonathan & Burgess, Stephen & Galletly, Richard & Levina, Iren & O'Neill, Cian & Varadi, Alexandra, 2018. "Measuring risks to UK financial stability," Bank of England working papers 738, Bank of England.
    3. Stijn Claessens & M. Ayhan Kose, 2013. "Financial Crises: Explanations, Types and Implications," CAMA Working Papers 2013-06, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    4. Simon Lloyd & Ed Manuel & Konstantin Panchev, 2024. "Foreign Vulnerabilities, Domestic Risks: The Global Drivers of GDP-at-Risk," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 72(1), pages 335-392, March.
    5. Hartwig, Benny & Meinerding, Christoph & Schüler, Yves S., 2021. "Identifying indicators of systemic risk," Journal of International Economics, Elsevier, vol. 132(C).
    6. Bluwstein, Kristina & Buckmann, Marcus & Joseph, Andreas & Kapadia, Sujit & Şimşek, Özgür, 2023. "Credit growth, the yield curve and financial crisis prediction: Evidence from a machine learning approach," Journal of International Economics, Elsevier, vol. 145(C).
    7. Bank for International Settlements, 2022. "Private sector debt and financial stability," CGFS Papers, Bank for International Settlements, number 67, december.
    8. Cesa-Bianchi, Ambrogio & Eguren Martin, Fernando & Thwaites, Gregory, 2019. "Foreign booms, domestic busts: The global dimension of banking crises," Journal of Financial Intermediation, Elsevier, vol. 37(C), pages 58-74.
    9. Jorge E. Galán, 2020. "The benefits are at the tail: uncovering the impact of macroprudential policy on growth-at-risk," Working Papers 2007, Banco de España.
    10. Pascal Paul, 2018. "Historical Patterns of Inequality and Productivity around Financial Crises," 2018 Meeting Papers 583, Society for Economic Dynamics.
    11. Wang, Bo & Li, Haoran, 2021. "Downside risk, financial conditions and systemic risk in China," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    12. Aikman, David & Haldane, Andrew & Hinterschweiger, Marc & Kapadia, Sujit, 2018. "Rethinking financial stability," Bank of England working papers 712, Bank of England.
    13. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    14. Pascal Paul, 2023. "Historical Patterns of Inequality and Productivity around Financial Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 55(7), pages 1641-1665, October.
    15. Carmen M. Reinhart, 2022. "From Health Crisis to Financial Distress," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 70(1), pages 4-31, March.
    16. policy, Work stream on macroprudential & Albertazzi, Ugo & Martin, Alberto & Assouan, Emmanuelle & Tristani, Oreste & Galati, Gabriele & Vlassopoulos, Thomas, 2021. "The role of financial stability considerations in monetary policy and the interaction with macroprudential policy in the euro area," Occasional Paper Series 272, European Central Bank.
    17. Alessi, Lucia & Detken, Carsten, 2018. "Identifying excessive credit growth and leverage," Journal of Financial Stability, Elsevier, vol. 35(C), pages 215-225.
    18. Lang, Jan Hannes & Izzo, Cosimo & Fahr, Stephan & Ruzicka, Josef, 2019. "Anticipating the bust: a new cyclical systemic risk indicator to assess the likelihood and severity of financial crises," Occasional Paper Series 219, European Central Bank.
    19. Jon Danielsson & Marcela Valenzuela & Ilknur Zer, 2018. "Learning from History: Volatility and Financial Crises," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2774-2805.
    20. Davis, J. Scott & Mack, Adrienne & Phoa, Wesley & Vandenabeele, Anne, 2016. "Credit booms, banking crises, and the current account," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 360-377.

    More about this item

    Keywords

    Financial stability; Gdp-at-risk; Macroprudential policy; Quantile regressions; Local projections;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    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:cpr:ceprdp:15864. 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: the person in charge (email available below). General contact details of provider: https://www.cepr.org .

    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.