IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v65y2020icp105-116.html
   My bibliography  Save this article

An assessment of contagion risks in the banking system using non-parametric and Copula approaches

Author

Listed:
  • Huynh, Toan Luu Duc
  • Nasir, Muhammad Ali
  • Nguyen, Sang Phu
  • Duong, Duy

Abstract

This study endeavours to shed some light on the Contagion risk in the Vietnamese banking system. In so doing, we analyse the contagion risk through stock returns on listed commercial banks by employing non-parametric and Copula approaches. A rich set of empirical approaches are employed, including non-parametric (Chi-plots, Kendall-plots) and parametric Copula estimations to define the dependence structure of pairs of daily returns, balanced by a total of 36 copulas with 17,456 observations over the period from July 2006 to September 2017. Our results show that the risk of each individual bank may transmit to other banks through stock returns, which are reflected in their price information. The results also suggest existence of contagion risk and strong dependency in the structure of stock returns of banks under analysis. As a consequence, to avoid negative returns for the portfolio, careful diversification is required while investing in the Vietnamese banking sector, when showing a Clayton relationship (left-tail dependency). Our findings have profound implications for investors, policymakers and authorities responsible for financial stability.

Suggested Citation

  • Huynh, Toan Luu Duc & Nasir, Muhammad Ali & Nguyen, Sang Phu & Duong, Duy, 2020. "An assessment of contagion risks in the banking system using non-parametric and Copula approaches," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 105-116.
  • Handle: RePEc:eee:ecanpo:v:65:y:2020:i:c:p:105-116
    DOI: 10.1016/j.eap.2019.11.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592619303637
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2019.11.007?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. Geert Bekaert & Michael Ehrmann & Marcel Fratzscher & Arnaud Mehl, 2014. "The Global Crisis and Equity Market Contagion," Journal of Finance, American Finance Association, vol. 69(6), pages 2597-2649, December.
    2. Toan Luu Duc Huynh & Tobias Burggraf, 2020. "If worst comes to worst: Co-movement of global stock markets in the US-China trade war," Economics and Business Letters, Oviedo University Press, vol. 9(1), pages 21-30.
    3. Aloui, Riadh & Aïssa, Mohamed Safouane Ben & Nguyen, Duc Khuong, 2011. "Global financial crisis, extreme interdependences, and contagion effects: The role of economic structure?," Journal of Banking & Finance, Elsevier, vol. 35(1), pages 130-141, January.
    4. Postlewaite, Andrew & Vives, Xavier, 1987. "Bank Runs as an Equilibrium Phenomenon," Journal of Political Economy, University of Chicago Press, vol. 95(3), pages 485-491, June.
    5. Douglas W. Diamond & Philip H. Dybvig, 2000. "Bank runs, deposit insurance, and liquidity," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Win), pages 14-23.
    6. Mesfioui, Mhamed & Quessy, Jean-François, 2008. "Dependence structure of conditional Archimedean copulas," Journal of Multivariate Analysis, Elsevier, vol. 99(3), pages 372-385, March.
    7. Lutkepohl, Helmut & Reimers, Hans-Eggert, 1992. "Granger-causality in cointegrated VAR processes The case of the term structure," Economics Letters, Elsevier, vol. 40(3), pages 263-268, November.
    8. Nguyen, Cuong & Ishaq Bhatti, M. & Henry, Darren, 2017. "Are Vietnam and Chinese stock markets out of the US contagion effect in extreme events?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 480(C), pages 10-21.
    9. Ullah, Subhan & Wang, Zheng & Stokes, Peter & Xiao, Wen, 2019. "Risk perceptions and risk management approaches of Chinese overseas investors: An empirical investigation," Research in International Business and Finance, Elsevier, vol. 47(C), pages 470-486.
    10. Muhammad Ali Nasir & Jamie Morgan, 2018. "The unit root problem: Affinities between ergodicity and stationarity, its practical contradictions for central bank policy, and some consideration of alternatives," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 41(3), pages 339-363, July.
    11. Samarakoon, Lalith P., 2011. "Stock market interdependence, contagion, and the U.S. financial crisis: The case of emerging and frontier markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(5), pages 724-742.
    12. Reboredo, Juan C., 2011. "How do crude oil prices co-move?: A copula approach," Energy Economics, Elsevier, vol. 33(5), pages 948-955, September.
    13. Kosmidou, Kyriaki & Kousenidis, Dimitrios & Ladas, Anestis & Negkakis, Christos, 2017. "Determinants of risk in the banking sector during the European Financial Crisis," Journal of Financial Stability, Elsevier, vol. 33(C), pages 285-296.
    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. 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.
    16. Muhammad Ali Nasir & Min Du, 2018. "Integration of Financial Markets in Post Global Financial Crises and Implications for British Financial Sector: Analysis Based on A Panel VAR Model," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 16(2), pages 363-388, June.
    17. Yvan Lengwiler & Dietmar Maringer, 2015. "Regulation and contagion of banks," Journal of Banking Regulation, Palgrave Macmillan, vol. 16(1), pages 64-71, January.
    18. Jamie Morgan & Heikki Patomäki, 2017. "Contrast explanation in economics: its context, meaning, and potential," Cambridge Journal of Economics, Oxford University Press, vol. 41(5), pages 1391-1418.
    19. Sheri M Markose, 2013. "Systemic risk analytics: A data-driven multi-agent financial network (MAFN) approach," Journal of Banking Regulation, Palgrave Macmillan, vol. 14(3-4), pages 285-305, July.
    20. Mardi Dungey & Renee Fry & Brenda Gonzalez-Hermosillo & Vance Martin, 2005. "Empirical modelling of contagion: a review of methodologies," Quantitative Finance, Taylor & Francis Journals, vol. 5(1), pages 9-24.
    21. Markowitz, Harry M, 1991. "Foundations of Portfolio Theory," Journal of Finance, American Finance Association, vol. 46(2), pages 469-477, June.
    22. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    23. Lim, Chu Yeong & Woods, Margaret & Humphrey, Christopher & Seow, Jean Lin, 2017. "The paradoxes of risk management in the banking sector," The British Accounting Review, Elsevier, vol. 49(1), pages 75-90.
    24. repec:imf:imfsdn:15/8 is not listed on IDEAS
    25. Grossman Richard S., 1993. "The Macroeconomic Consequences of Bank Failures under the National Banking System," Explorations in Economic History, Elsevier, vol. 30(3), pages 294-320, July.
    26. Mr. Jorge A Chan-Lau & Ms. Srobona Mitra & Ms. Li L Ong, 2007. "Contagion Risk in the International Banking System and Implications for London As a Global Financial Center," IMF Working Papers 2007/074, International Monetary Fund.
    27. Dalvinder Singh & John Raymond LaBrosse, 2012. "Developing a Framework for Effective Financial Crisis Management," OECD Journal: Financial Market Trends, OECD Publishing, vol. 2011(2), pages 125-154.
    28. Bhatti, M. Ishaq & Nguyen, Cuong C., 2012. "Diversification evidence from international equity markets using extreme values and stochastic copulas," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(3), pages 622-646.
    29. Portes,, 1987. "Threats to International Financial Stability," Cambridge Books, Cambridge University Press, number 9780521347891.
    30. Hwang, Eugene & Min, Hong-Ghi & Kim, Bong-Han & Kim, Hyeongwoo, 2013. "Determinants of stock market comovements among US and emerging economies during the US financial crisis," Economic Modelling, Elsevier, vol. 35(C), pages 338-348.
    31. Baur, Dirk G., 2012. "Financial contagion and the real economy," Journal of Banking & Finance, Elsevier, vol. 36(10), pages 2680-2692.
    32. Kenourgios, Dimitris & Samitas, Aristeidis & Paltalidis, Nikos, 2011. "Financial crises and stock market contagion in a multivariate time-varying asymmetric framework," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(1), pages 92-106, February.
    33. Ye, Wuyi & Liu, Xiaoquan & Miao, Baiqi, 2012. "Measuring the subprime crisis contagion: Evidence of change point analysis of copula functions," European Journal of Operational Research, Elsevier, vol. 222(1), pages 96-103.
    34. Zhang, Bing & Li, Xiao-Ming, 2014. "Has there been any change in the comovement between the Chinese and US stock markets?," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 525-536.
    35. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Diana B Ayala Pena & Ran Bi & Miss Yuan Gao & Ms. Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Sv, 2015. "Rethinking Financial Deepening: Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 2015/008, International Monetary Fund.
    36. Hyman P. Minsky, 1992. "The Financial Instability Hypothesis," Economics Working Paper Archive wp_74, Levy Economics Institute.
    37. Muhammad Ali Nasir & Mushtaq Ahmad & Ferhan Ahmad & Junjie Wu, 2015. "Financial and economic stability as ‘two sides of a coin’," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 7(4), pages 327-353, November.
    38. Chen, Wang & Wei, Yu & Lang, Qiaoqi & Lin, Yu & Liu, Maojuan, 2014. "Financial market volatility and contagion effect: A copula–multifractal volatility approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 398(C), pages 289-300.
    39. Hasan, Iftekhar & Dwyer, Gerald P, Jr, 1994. "Bank Runs in the Free Banking Period," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 26(2), pages 271-288, May.
    40. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Diana B Ayala Pena & Ran Bi & Yuan Gao & Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Svirydzenka & Seyed Reza Yousef, 2015. "Rethinking Financial Deepening; Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 15/08, International Monetary Fund.
    41. Paul Embrechts, 2009. "Copulas: A Personal View," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(3), pages 639-650, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kashif Abbass & Abdul Aziz Khan Niazi & Abdul Basit & Tehmina Fiaz Qazi & Huaming Song & Halima Begum, 2021. "Uncovering Effects of Hot Potatoes in Banking System: Arresting Die-Hard Issues," SAGE Open, , vol. 11(4), pages 21582440211, December.
    2. Le, Thi Ngoc Lan & Nasir, Muhammad Ali & Huynh, Toan Luu Duc, 2023. "Capital requirements and banks performance under Basel-III: A comparative analysis of Australian and British banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 146-157.
    3. Duy Khanh Pham & Vu Minh Ngo & Huan Huu Nguyen & Toan Linh Vu Le, 2021. "Financial crisis and diversification strategies: the impact on bank risk and performance," Economics and Business Letters, Oviedo University Press, vol. 10(3), pages 249-261.
    4. Jarosław Duda & Henryk Gurgul & Robert Syrek, 2022. "Multi-feature evaluation of financial contagion," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 30(4), pages 1167-1194, December.
    5. Luu Duc Huynh, Toan, 2020. "The effect of uncertainty on the precious metals market: New insights from Transfer Entropy and Neural Network VAR," Resources Policy, Elsevier, vol. 66(C).
    6. Krzysztof Brania & Henryk Gurgul, 2021. "Contagion effects on capital and forex markets around GFC and COVID-19 crises. A comparative study," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 31(2), pages 59-92.
    7. Shah, Adil Ahmad & Dar, Arif Billah & Bhanumurthy, N.R., 2021. "Are precious metals and equities immune to monetary and fiscal policy uncertainties?," Resources Policy, Elsevier, vol. 74(C).
    8. Duy Duong & Toan Luu Duc Huynh, 2020. "Tail dependence in emerging ASEAN-6 equity markets: empirical evidence from quantitative approaches," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-26, December.
    9. Manh-Tung Ho & Ngoc-Thang B. Le & Hung-Long D. Tran & Quoc-Hung Nguyen & Manh-Ha Pham & Minh-Hoang Ly & Manh-Toan Ho & Minh-Hoang Nguyen & Quan-Hoang Vuong, 2021. "A Systematic and Critical Review on the Research Landscape of Finance in Vietnam from 2008 to 2020," JRFM, MDPI, vol. 14(5), pages 1-24, May.
    10. Chen, Yi-Pei & Chen, Yu-Lun & Chiang, Shu-Hen & Mo, Wan-Shin, 2023. "Determinants of connectedness in financial institutions: Evidence from Taiwan," Emerging Markets Review, Elsevier, vol. 55(C).
    11. Jie Sun & Lewis Makosa & Jinkun Yang & Fangyuan Yin & Moses Jachi & Wellington Garikai Bonga, 2021. "Externalities of economic sanctions on performance of intra‐industry non‐sanctioned firms: Evidence from Zimbabwe," Scottish Journal of Political Economy, Scottish Economic Society, vol. 68(5), pages 643-664, November.
    12. Mubenga-Tshitaka, Jean-Luc & Muteba Mwamba, John W. & Dikgang, Johane & Gelo, Dambala, 2021. "Risk spillover between climate variables and the agricultural commodity market in East Africa," EconStor Preprints 243160, ZBW - Leibniz Information Centre for Economics.
    13. Ahmed, Rizwan & Chen, Yawen & Benjasak, Chonlakan & Gregoriou, Andros & Nahar Falah Alrwashdeh, Nusiebeh & Than, Ei Thuzar, 2023. "The performance of bidding companies in merger and acquisition deals: An empirical study of domestic acquisitions in Hong Kong and Mainland China," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 168-180.
    14. Jin, Chenglu & Chen, Rongda & Cheng, Diandian & Mo, Sitian & Yang, Ke, 2020. "The dependency measures of commercial bank risks: Using an optimal copula selection method based on non-parametric kernel density," Finance Research Letters, Elsevier, vol. 37(C).
    15. Shahid Anjum, 2021. "Basel violations, volatility model variants and value at risk: Optimization of performance deviations in banks," Economics and Business Letters, Oviedo University Press, vol. 10(3), pages 240-248.
    16. Huu Huan Nguyen & Minh Vu Ngo & Thanh Phuc Nguyen, 2021. "Market structure, state ownership and monetary policy transmission through bank lending channel: Evidence from Vietnamese commercial banks," Economics and Business Letters, Oviedo University Press, vol. 10(3), pages 164-177.

    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. Nguyen, Cuong & Ishaq Bhatti, M. & Henry, Darren, 2017. "Are Vietnam and Chinese stock markets out of the US contagion effect in extreme events?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 480(C), pages 10-21.
    2. Dungey, Mardi & Gajurel, Dinesh, 2014. "Equity market contagion during the global financial crisis: Evidence from the world's eight largest economies," Economic Systems, Elsevier, vol. 38(2), pages 161-177.
    3. Alexakis, Christos & Kenourgios, Dimitris & Pappas, Vasileios & Petropoulou, Athina, 2021. "From dotcom to Covid-19: A convergence analysis of Islamic investments," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 75(C).
    4. De Bandt, Olivier & Hartmann, Philipp, 2000. "Systemic risk: A survey," Working Paper Series 35, European Central Bank.
    5. Ahmad, Wasim & Sehgal, Sanjay & Bhanumurthy, N.R., 2013. "Eurozone crisis and BRIICKS stock markets: Contagion or market interdependence?," Economic Modelling, Elsevier, vol. 33(C), pages 209-225.
    6. Alexakis, Christos & Pappas, Vasileios, 2018. "Sectoral dynamics of financial contagion in Europe - The cases of the recent crises episodes," Economic Modelling, Elsevier, vol. 73(C), pages 222-239.
    7. Roy, Rudra Prosad & Sinha Roy, Saikat, 2017. "Financial contagion and volatility spillover: An exploration into Indian commodity derivative market," Economic Modelling, Elsevier, vol. 67(C), pages 368-380.
    8. Ahmed BenSaïda & Houda Litimi, 2021. "Financial contagion across G10 stock markets: A study during major crises," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 4798-4821, July.
    9. Kenourgios, Dimitris & Dimitriou, Dimitrios, 2015. "Contagion of the Global Financial Crisis and the real economy: A regional analysis," Economic Modelling, Elsevier, vol. 44(C), pages 283-293.
    10. Dimitriou, Dimitrios & Kenourgios, Dimitris & Simos, Theodore, 2013. "Global financial crisis and emerging stock market contagion: A multivariate FIAPARCH–DCC approach," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 46-56.
    11. Rajan Sruthi & Santhakumar Shijin, 2020. "Investigating liquidity constraints as a channel of contagion: a regime switching approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-21, December.
    12. Paul Goldsmith-Pinkham & Tanju Yorulmazer, 2010. "Liquidity, Bank Runs, and Bailouts: Spillover Effects During the Northern Rock Episode," Journal of Financial Services Research, Springer;Western Finance Association, vol. 37(2), pages 83-98, June.
    13. Adriana AnaMaria Davidescu & Eduard Mihai Manta & Razvan Gabriel Hapau & Mihaela Gruiescu & Oana Mihaela Vacaru (Boita), 2023. "Exploring the Contagion Effect from Developed to Emerging CEE Financial Markets," Mathematics, MDPI, vol. 11(3), pages 1-50, January.
    14. Acharya, Viral & Yorulmazer, Tanju, 2003. "Information Contagion and Inter-Bank Correlation in a Theory of Systemic Risk," CEPR Discussion Papers 3743, C.E.P.R. Discussion Papers.
    15. Bampinas, Georgios & Panagiotidis, Theodore & Politsidis, Panagiotis N., 2023. "Sovereign bond and CDS market contagion: A story from the Eurozone crisis," Journal of International Money and Finance, Elsevier, vol. 137(C).
    16. Hatice Gaye Gencer & Sercan Demiralay, 2016. "The Contagion Effects on Real Economy: Emerging Markets during the Recent Crises," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 104-121, March.
    17. Akhtaruzzaman, Md & Shamsuddin, Abul, 2016. "International contagion through financial versus non-financial firms," Economic Modelling, Elsevier, vol. 59(C), pages 143-163.
    18. Do, Hung Xuan & Brooks, Robert & Treepongkaruna, Sirimon, 2015. "Realized spill-over effects between stock and foreign exchange market: Evidence from regional analysis," Global Finance Journal, Elsevier, vol. 28(C), pages 24-37.
    19. Sercan Demiralay & Veysel Ulusoy, 2017. "How Has the Behavior of Cross-Market Correlations Altered During Financial and Debt Crises?," Manchester School, University of Manchester, vol. 85(6), pages 765-794, December.
    20. Oussama Tilfani & Paulo Ferreira & My Youssef El Boukfaoui, 2021. "Dynamic cross-correlation and dynamic contagion of stock markets: a sliding windows approach with the DCCA correlation coefficient," Empirical Economics, Springer, vol. 60(3), pages 1127-1156, March.

    More about this item

    Keywords

    Contagion risk; Banking sector; Non-parametric; Copulas; Financial stability;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation

    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:ecanpo:v:65:y:2020:i:c: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.journals.elsevier.com/economic-analysis-and-policy .

    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.