IDEAS home Printed from https://ideas.repec.org/a/eee/finsta/v9y2013i1p105-116.html
   My bibliography  Save this article

A simple indicator of systemic risk

Author

Listed:
  • Patro, Dilip K.
  • Qi, Min
  • Sun, Xian

Abstract

We examine the relevance and effectiveness of stock return correlations among financial institutions as an indicator of systemic risk. By analyzing the trends and fluctuations of daily stock return correlations and default correlations among the 22 largest bank holding companies and investment banks from 1988 to 2008, we find that daily stock return correlation is a simple, robust, forward-looking, and timely systemic risk indicator. There is an increasing trend in stock return correlation among banks, whereas there is no obvious correlation trend among non-banks. We also disaggregate the stock returns into systematic and idiosyncratic components and find that the correlation increases are largely driven by the increases in correlations between banks’ idiosyncratic risks, which give rise to increasing systemic risk. Correlation spikes tend to predict or coincide with significant economic or market events, especially during the 2007–2008 financial crisis. Furthermore, we show that stock return correlations offer a perspective on the level of systemic risk in the financial sector that is not already captured by default correlations. Stock return correlations are not subject to data limitations or model specification errors that other potential systemic risk measures may face. Therefore, we recommend that regulators and businesses monitor daily stock return correlations among those large and highly leveraged financial institutions to track the level of systemic risk.

Suggested Citation

  • Patro, Dilip K. & Qi, Min & Sun, Xian, 2013. "A simple indicator of systemic risk," Journal of Financial Stability, Elsevier, vol. 9(1), pages 105-116.
  • Handle: RePEc:eee:finsta:v:9:y:2013:i:1:p:105-116
    DOI: 10.1016/j.jfs.2012.03.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1572308912000162
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfs.2012.03.002?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

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

    References listed on IDEAS

    as
    1. Acharya, Viral V., 2009. "A theory of systemic risk and design of prudential bank regulation," Journal of Financial Stability, Elsevier, vol. 5(3), pages 224-255, September.
    2. Charles A.E. Goodhart & Pojanart Sunirand & Dimitrios P. Tsomocos, 2005. "A risk assessment model for banks," Annals of Finance, Springer, vol. 1(2), pages 197-224, September.
    3. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    4. De Bandt, Olivier & Hartmann, Philipp, 2000. "Systemic risk: A survey," Working Paper Series 35, European Central Bank.
    5. De Jonghe, Olivier, 2010. "Back to the basics in banking? A micro-analysis of banking system stability," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 387-417, July.
    6. Karolyi, G Andrew & Stulz, Rene M, 1996. "Why Do Markets Move Together? An Investigation of U.S.-Japan Stock Return Comovements," Journal of Finance, American Finance Association, vol. 51(3), pages 951-986, July.
    7. Charles Goodhart & Miguel Segoviano, 2009. "Banking Stability Measures," FMG Discussion Papers dp627, Financial Markets Group.
    8. Andrew S. Carron, 1982. "Financial Crises: Recent Experience in U.S. and International Markets," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 13(2), pages 395-422.
    9. Mr. C. A. E. Goodhart & Miguel A. Segoviano, 2009. "Banking Stability Measures," IMF Working Papers 2009/004, International Monetary Fund.
    10. Charles Goodhart & Pojanart Sunirand & Dimitrios Tsomocos, 2006. "A model to analyse financial fragility," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 27(1), pages 107-142, January.
    11. Viral V. Acharya & Tanju Yorulmazer, 2008. "Information Contagion and Bank Herding," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(1), pages 215-231, February.
    12. John Kambhu & Neel Krishnan & Scott Weidman, 2007. "Preface to New Directions for Understanding Systemic Risk," Economic Policy Review, Federal Reserve Bank of New York, vol. 13(Nov).
    13. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    14. Benjamin Yibin Zhang & Hao Zhou & Haibin Zhu, 2009. "Explaining Credit Default Swap Spreads with the Equity Volatility and Jump Risks of Individual Firms," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5099-5131, December.
    15. Sanjiv Ranjan Das & Raman Uppal, 2004. "Systemic Risk and International Portfolio Choice," Journal of Finance, American Finance Association, vol. 59(6), pages 2809-2834, December.
    16. John Y. Campbell & Glen B. Taksler, 2003. "Equity Volatility and Corporate Bond Yields," Journal of Finance, American Finance Association, vol. 58(6), pages 2321-2350, December.
    17. Oriol Aspachs & Charles Goodhart & Dimitrios Tsomocos & Lea Zicchino, 2007. "Towards a measure of financial fragility," Annals of Finance, Springer, vol. 3(1), pages 37-74, January.
    18. Ang, Andrew & Chen, Joseph, 2002. "Asymmetric correlations of equity portfolios," Journal of Financial Economics, Elsevier, vol. 63(3), pages 443-494, March.
    19. Bongini, Paola & Laeven, Luc & Majnoni, Giovanni, 2002. "How good is the market at assessing bank fragility? A horse race between different indicators," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 1011-1028, May.
    20. Aharony, Joseph & Swary, Itzhak, 1983. "Contagion Effects of Bank Failures: Evidence from Capital Markets," The Journal of Business, University of Chicago Press, vol. 56(3), pages 305-322, July.
    21. Segoviano, Miguel A. & Goodhart, Charles, 2009. "Banking stability measures," LSE Research Online Documents on Economics 24416, London School of Economics and Political Science, LSE Library.
    22. Bartram, Sohnke M. & Brown, Gregory W. & Hund, John E., 2007. "Estimating systemic risk in the international financial system," Journal of Financial Economics, Elsevier, vol. 86(3), pages 835-869, December.
    23. Jean-Charles Rochet & Jean Tirole, 1996. "Interbank lending and systemic risk," Proceedings, Board of Governors of the Federal Reserve System (U.S.), pages 733-765.
    24. Acharya, Viral V. & Johnson, Timothy C., 2007. "Insider trading in credit derivatives," Journal of Financial Economics, Elsevier, vol. 84(1), pages 110-141, April.
    25. Ammer, John & Mei, Jianping, 1996. "Measuring International Economic Linkages with Stock Market Data," Journal of Finance, American Finance Association, vol. 51(5), pages 1743-1763, December.
    26. King, Michael R. & Maier, Philipp, 2009. "Hedge funds and financial stability: Regulating prime brokers will mitigate systemic risks," Journal of Financial Stability, Elsevier, vol. 5(3), pages 283-297, September.
    27. Antonio, DI Cesare, 2006. "Do Market‐based Indicators Anticipate Rating Agencies? Evidence for International Banks," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 35(1), pages 121-150, February.
    28. Hull, John & Predescu, Mirela & White, Alan, 2004. "The relationship between credit default swap spreads, bond yields, and credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2789-2811, November.
    29. Mr. Gianni De Nicolo & Mr. Myron L. Kwast, 2002. "Systemic Risk and Financial Consolidation: Are they Related?," IMF Working Papers 2002/055, International Monetary Fund.
    30. Lehar, Alfred, 2005. "Measuring systemic risk: A risk management approach," Journal of Banking & Finance, Elsevier, vol. 29(10), pages 2577-2603, October.
    31. Takatoshi Ito & Kimie Harada, 2004. "Bank Fragility in Japan, 1995-2003," CESifo Working Paper Series 1137, CESifo.
    32. Nicole Allenspach & Pierre Monnin, 2009. "International Integration, Common Exposure and Systemic Risk in the Banking Sector," World Scientific Book Chapters, in: Douglas D Evanoff & David S Hoelscher & George G Kaufman (ed.), Globalization And Systemic Risk, chapter 16, pages 233-249, World Scientific Publishing Co. Pte. Ltd..
    33. Slovin, Myron B. & Sushka, Marie E. & Polonchek, John A., 1999. "An analysis of contagion and competitive effects at commercial banks," Journal of Financial Economics, Elsevier, vol. 54(2), pages 197-225, October.
    34. Lars Norden & Martin Weber, 2009. "The Co†movement of Credit Default Swap, Bond and Stock Markets: an Empirical Analysis," European Financial Management, European Financial Management Association, vol. 15(3), pages 529-562, June.
    35. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    36. Saldías, Martín, 2013. "Systemic risk analysis using forward-looking Distance-to-Default series," Journal of Financial Stability, Elsevier, vol. 9(4), pages 498-517.
    37. Mr. Renzo G Avesani & Ms. Jing Li & Antonio I Garcia Pascual, 2006. "A New Risk Indicator and Stress Testing Tool: A Multifactor Nth-to-Default CDS Basket," IMF Working Papers 2006/105, International Monetary Fund.
    38. De Nicolo, Gianni & Kwast, Myron L., 2002. "Systemic risk and financial consolidation: Are they related?," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 861-880, May.
    39. James B. Thomson, 2009. "On systemically important financial institutions and progressive systemic mitigation," Policy Discussion Papers, Federal Reserve Bank of Cleveland, issue Aug.
    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. Ellis, Scott & Sharma, Satish & Brzeszczyński, Janusz, 2022. "Systemic risk measures and regulatory challenges," Journal of Financial Stability, Elsevier, vol. 61(C).
    2. Puzanova, Natalia & Düllmann, Klaus, 2013. "Systemic risk contributions: A credit portfolio approach," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1243-1257.
    3. VanHoose, David, 2011. "Systemic Risk and Macroprudential Bank Regulation: A Critical Appraisal," Journal of Financial Transformation, Capco Institute, vol. 33, pages 45-60.
    4. Silva, Walmir & Kimura, Herbert & Sobreiro, Vinicius Amorim, 2017. "An analysis of the literature on systemic financial risk: A survey," Journal of Financial Stability, Elsevier, vol. 28(C), pages 91-114.
    5. Rodríguez-Moreno, María & Peña, Juan Ignacio, 2013. "Systemic risk measures: The simpler the better?," Journal of Banking & Finance, Elsevier, vol. 37(6), pages 1817-1831.
    6. Garita, Gus, 2011. "The reciprocal relationship between systemic risk and real economic activity," MPRA Paper 33135, University Library of Munich, Germany.
    7. Garita, Gus, 2010. "An Inquiry into Banking Portfolios and Financial Stability Surrounding "The Great Recession"," MPRA Paper 25996, University Library of Munich, Germany.
    8. Anginer, Deniz & Demirguc-Kunt, Asli, 2014. "Has the global banking system become more fragile over time?," Journal of Financial Stability, Elsevier, vol. 13(C), pages 202-213.
    9. Dicembrino, Claudio & Scandizzo, Pasquale Lucio, 2011. "Can portfolio diversification increase systemic risk? evidence from the U.S and European mutual funds market," MPRA Paper 33715, University Library of Munich, Germany.
    10. Drakos, Anastassios A. & Kouretas, Georgios P., 2015. "Bank ownership, financial segments and the measurement of systemic risk: An application of CoVaR," International Review of Economics & Finance, Elsevier, vol. 40(C), pages 127-140.
    11. Garita, Gus, 2009. "Risk-Factor Portfolios and Financial Stability," MPRA Paper 19611, University Library of Munich, Germany, revised 11 Dec 2009.
    12. Xin Huang & Hao Zhou & Haibin Zhu, 2012. "Systemic Risk Contributions," Journal of Financial Services Research, Springer;Western Finance Association, vol. 42(1), pages 55-83, October.
    13. Mahir Binici & Bulent Koksal & Cuneyt Orman, 2013. "Stock Return Co-movement and Systemic Risk in the Turkish Banking System," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 13(Special I), pages 41-63.
    14. Claudio Borio, 2011. "Rediscovering the Macroeconomic Roots of Financial Stability Policy: Journey, Challenges, and a Way Forward," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 87-117, December.
    15. Hasan, Iftekhar & Siddique, Akhtar & Sun, Xian, 2015. "Monitoring the “invisible” hand of market discipline: Capital adequacy revisited," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 475-492.
    16. Baumöhl, Eduard & Bouri, Elie & Hoang, Thi-Hong-Van & Shahzad, Syed Jawad Hussain & Výrost, Tomáš, 2020. "Increasing systemic risk during the Covid-19 pandemic: A cross-quantilogram analysis of the banking sector," EconStor Preprints 222580, ZBW - Leibniz Information Centre for Economics.
    17. Huang, Xin & Zhou, Hao & Zhu, Haibin, 2009. "A framework for assessing the systemic risk of major financial institutions," Journal of Banking & Finance, Elsevier, vol. 33(11), pages 2036-2049, November.
    18. Manish K. Singh & Marta Gómez-Puig & Simón Sosvilla-Rivero, 2014. "“Forward Looking Banking Stress in EMU Countries”," IREA Working Papers 201421, University of Barcelona, Research Institute of Applied Economics, revised Oct 2014.
    19. Vallascas, Francesco & Keasey, Kevin, 2012. "Bank resilience to systemic shocks and the stability of banking systems: Small is beautiful," Journal of International Money and Finance, Elsevier, vol. 31(6), pages 1745-1776.
    20. Kyle Moore & Chen Zhou, 2012. "Identifying systemically important financial institutions: size and other determinants," DNB Working Papers 347, Netherlands Central Bank, Research Department.

    More about this item

    Keywords

    Systemic risk; Correlation; Stock returns;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • 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
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    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:eee:finsta:v:9:y:2013:i:1:p:105-116. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jfstabil .

    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.