IDEAS home Printed from https://ideas.repec.org/a/sae/iimkoz/v7y2018i2p132-153.html
   My bibliography  Save this article

Dynamic Interaction of Bank Risk Exposures: An Empirical Study for the Indian Banking Industry

Author

Listed:
  • Tarunika Jain Agrawal
  • Sanjay Sehgal

Abstract

Banks are exposed to different types of risks in the process of financial intermediation and maturity transformation. The experience of the extant global financial crisis provided ample evidence of interaction among bank risks and perils of ignoring interactions in the changing economic, technological and regulatory environment. In this study, we assess the dynamic interaction among bank risks for the entire banking sector and bank groups based on various bank-specific characteristics in a vector autoregression framework, including variance decomposition and impulse response function analysis. We estimate the market measures of different risks using a multivariate GARCH (1, 1) in mean model. The study uses weekly bank level data from 23 October 2004 to 1 August 2014 for 40 listed Indian banks. The findings suggest that there is a positive interaction between equity risk and all other risks. Credit risk and exchange rate risk have a reciprocal relationship. It has also been observed that equity risk impacts credit risk positively. Interest rate risk seems to be affected by its lagged values and does not appear to be affected by other risks. The study highlights the role of liquidity in reducing bank risk exposures and supports new liquidity standards introduced in Basel III. The results improve the understanding of the interaction among risk exposures, which may enhance the supervisory process in the Basel framework. The risk interactions must be kept in mind for making capital provisioning, and an integrated approach to risk management by banks is more desirable.

Suggested Citation

  • Tarunika Jain Agrawal & Sanjay Sehgal, 2018. "Dynamic Interaction of Bank Risk Exposures: An Empirical Study for the Indian Banking Industry," IIM Kozhikode Society & Management Review, , vol. 7(2), pages 132-153, July.
  • Handle: RePEc:sae:iimkoz:v:7:y:2018:i:2:p:132-153
    DOI: 10.1177/2277975218767543
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/2277975218767543
    Download Restriction: no

    File URL: https://libkey.io/10.1177/2277975218767543?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
    ---><---

    References listed on IDEAS

    as
    1. Hakenes, Hendrik & Schnabel, Isabel, 2011. "Bank size and risk-taking under Basel II," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1436-1449, June.
    2. Repullo, Rafael, 2004. "Capital requirements, market power, and risk-taking in banking," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 156-182, April.
    3. Agoraki, Maria-Eleni K. & Delis, Manthos D. & Pasiouras, Fotios, 2011. "Regulations, competition and bank risk-taking in transition countries," Journal of Financial Stability, Elsevier, vol. 7(1), pages 38-48, January.
    4. Alessandri, Piergiorgio & Drehmann, Mathias, 2010. "An economic capital model integrating credit and interest rate risk in the banking book," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 730-742, April.
    5. Pariyada Sukcharoensin, 2013. "Time-Varying Market, Interest Rate and Exchange Rate Risks of Thai Commercial Banks," Asian Academy of Management Journal of Accounting and Finance (AAMJAF), Penerbit Universiti Sains Malaysia, vol. 9(1), pages 25-45.
    6. Flannery, Mark J & James, Christopher M, 1984. "The Effect of Interest Rate Changes on the Common Stock Returns of Financial Institutions," Journal of Finance, American Finance Association, vol. 39(4), pages 1141-1153, September.
    7. Elijah Brewer & Cheng-Few Lee, 1986. "How the market judges bank risk," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 10(Nov), pages 25-31.
    8. DeYoung, Robert & Roland, Karin P., 2001. "Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Total Leverage Model," Journal of Financial Intermediation, Elsevier, vol. 10(1), pages 54-84, January.
    9. International Monetary Fund, 2013. "India: Financial System Stability Assessment Update," IMF Staff Country Reports 2013/008, International Monetary Fund.
    10. Breuer, Thomas & Jandacka, Martin & Rheinberger, Klaus & Summer, Martin, 2010. "Does adding up of economic capital for market- and credit risk amount to conservative risk assessment?," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 703-712, April.
    11. Anita Makkar & Shveta Singh, 2013. "Interest Rate Risk of Selected Indian Commercial Banks: An Application of GAP Analysis Model," The IUP Journal of Bank Management, IUP Publications, vol. 0(4), pages 58-69, November.
    12. Matutes, Carmen & Vives, Xavier, 2000. "Imperfect competition, risk taking, and regulation in banking," European Economic Review, Elsevier, vol. 44(1), pages 1-34, January.
    13. Hartmann, Philipp, 2010. "Interaction of market and credit risk," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 697-702, April.
    14. Bhaumik, Sumon Kumar & Piesse, Jenifer, 2008. "Does lending behaviour of banks in emerging economies vary by ownership? Evidence from the Indian banking sector," Economic Systems, Elsevier, vol. 32(2), pages 177-196, June.
    15. Mr. Amadou N Sy, 2005. "Managing the Interest Rate Risk of Indian Banks’ Government Securities Holdings," IMF Working Papers 2005/078, International Monetary Fund.
    16. Eric Wong & Cho-Hoi Hui, 2009. "A Liquidity Risk Stress-Testing Framework with Interaction between Market and Credit Risks," Working Papers 0906, Hong Kong Monetary Authority.
    17. Ms. Sofiya Avramova & Mrs. Vanessa Le Lesle, 2012. "Revisiting Risk-Weighted Assets," IMF Working Papers 2012/090, International Monetary Fund.
    18. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    19. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    20. Agusman, Agusman & Monroe, Gary S. & Gasbarro, Dominic & Zumwalt, J.K., 2008. "Accounting and capital market measures of risk: Evidence from Asian banks during 1998-2003," Journal of Banking & Finance, Elsevier, vol. 32(4), pages 480-488, April.
    21. 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.
    22. Martin, Anna D. & Mauer, Laurence J., 2003. "Transaction versus economic exposure: which has greater cash flow consequences?," International Review of Economics & Finance, Elsevier, vol. 12(4), pages 437-449.
    23. Klomp, Jeroen & Haan, Jakob de, 2012. "Banking risk and regulation: Does one size fit all?," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3197-3212.
    24. Vincenzo Chiorazzo & Carlo Milani & Francesca Salvini, 2008. "Income Diversification and Bank Performance: Evidence from Italian Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 33(3), pages 181-203, June.
    25. Elyas Elyasiani & Iqbal Mansur, 2005. "The Association Between Market and Exchange Rate Risks and Accounting Variables: A GARCH Model of the Japanese Banking Institutions," Review of Quantitative Finance and Accounting, Springer, vol. 25(2), pages 183-206, September.
    26. Rebecca Demsetz & Marc R. Saidenberg & Philip E. Strahan, 1996. "Banks with something to lose: the disciplinary role of franchise value," Economic Policy Review, Federal Reserve Bank of New York, vol. 2(Oct), pages 1-14.
    27. Tianshu Zhao & Barbara Casu & Alessandra Ferrari, 2006. "Deregulation and productivity growth: a study of Indian commercial banking," Economics Discussion Papers em-dp2006-38, Department of Economics, University of Reading.
    28. Iannotta, Giuliano & Nocera, Giacomo & Sironi, Andrea, 2007. "Ownership structure, risk and performance in the European banking industry," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2127-2149, July.
    29. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    30. Mr. Francois Boutin-Dufresne & Santiago Peña & Mr. Oral Williams & Mr. Tomasz A. Zawisza, 2013. "Benchmarking Banking Sector Efficiency Across Regional Blocks in Sub-Saharan Africa: What Room for Policy?," IMF Working Papers 2013/051, International Monetary Fund.
    31. B S Bodla & Richa Verma, 2009. "Credit Risk Management Framework at Banks in India," The IUP Journal of Bank Management, IUP Publications, vol. 0(1), pages 47-72, February.
    32. Natalya Martynova & Mr. Lev Ratnovski & Mr. Razvan Vlahu, 2015. "Bank Profitability and Risk-Taking," IMF Working Papers 2015/249, International Monetary Fund.
    33. Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
    34. 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.
    35. Jarrow, Robert A. & Turnbull, Stuart M., 2000. "The intersection of market and credit risk," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 271-299, January.
    36. Jan Willem Van den End, 2016. "A macroprudential approach to address liquidity risk with the loan-to-deposit ratio," The European Journal of Finance, Taylor & Francis Journals, vol. 22(3), pages 237-253, February.
    37. Hillebrand, Martin & Böcker, Klaus, 2008. "Interaction of market and credit risk: an analysis of inter-risk correlation and risk aggregation," Discussion Paper Series 2: Banking and Financial Studies 2008,11, Deutsche Bundesbank.
    38. A Das & S Ghosh, 2007. "Determinants of Credit Risk in Indian State-owned Banks: An Empirical Investigation," Economic Issues Journal Articles, Economic Issues, vol. 12(2), pages 27-46, September.
    39. Au Yong, Hue Hwa & Faff, Robert & Chalmers, Keryn, 2009. "Derivative activities and Asia-Pacific banks' interest rate and exchange rate exposures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(1), pages 16-32, February.
    40. Joon-Ho Hahm, 2004. "Interest rate and exchange rate exposures of banking institutions in pre-crisis Korea," Applied Economics, Taylor & Francis Journals, vol. 36(13), pages 1409-1419.
    41. Das, Abhiman & Ghosh, Saibal, 2006. "Size, Non-performing Loan, Capital and Productivity Change: Evidence from Indian State-owned Banks," MPRA Paper 17396, University Library of Munich, Germany.
    42. Drehmann, Mathias & Sorensen, Steffen & Stringa, Marco, 2010. "The integrated impact of credit and interest rate risk on banks: A dynamic framework and stress testing application," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 713-729, April.
    43. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    44. Blum, Jurg, 1999. "Do capital adequacy requirements reduce risks in banking?," Journal of Banking & Finance, Elsevier, vol. 23(5), pages 755-771, May.
    45. Muller, Aline & Verschoor, Willem F.C., 2006. "Asymmetric foreign exchange risk exposure: Evidence from U.S. multinational firms," Journal of Empirical Finance, Elsevier, vol. 13(4-5), pages 495-518, October.
    46. Beverly Hirtle & Jose A. Lopez, 1999. "Supervisory information and the frequency of bank examinations," Economic Policy Review, Federal Reserve Bank of New York, vol. 5(Apr), pages 1-20.
    47. Imbierowicz, Björn & Rauch, Christian, 2014. "The relationship between liquidity risk and credit risk in banks," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 242-256.
    48. Baele, Lieven & De Jonghe, Olivier & Vander Vennet, Rudi, 2007. "Does the stock market value bank diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1999-2023, July.
    49. Bessler, Wolfgang & Kurmann, Philipp, 2014. "Bank risk factors and changing risk exposures: Capital market evidence before and during the financial crisis," Journal of Financial Stability, Elsevier, vol. 13(C), pages 151-166.
    50. Pennathur, Anita K. & Subrahmanyam, Vijaya & Vishwasrao, Sharmila, 2012. "Income diversification and risk: Does ownership matter? An empirical examination of Indian banks," Journal of Banking & Finance, Elsevier, vol. 36(8), pages 2203-2215.
    51. Choi, Jongmoo Jay & Elyasiani, Elyas & Kopecky, Kenneth J., 1992. "The sensitivity of bank stock returns to market, interest and exchange rate risks," Journal of Banking & Finance, Elsevier, vol. 16(5), pages 983-1004, September.
    52. Tianshu Zhao & Barbara Casu & Alessandra Ferrari, 2008. "Deregulation and productivity growth: a study of the Indian commercial banking industry," International Journal of Business Performance Management, Inderscience Enterprises Ltd, vol. 10(4), pages 318-343.
    53. International Monetary Fund, 2004. "Interest Rate Volatility and Risk in Indian Banking," IMF Working Papers 2004/017, International Monetary Fund.
    54. Andrew Filardo & Jason George & Mico Loretan & Guonan Ma & Anella Munro & Ilhyock Shim & Philip Wooldridge & James Yetman & Haibin Zhu, 2010. "The international financial crisis: timeline, impact and policy responses in Asia and the Pacific," BIS Papers chapters, in: Bank for International Settlements (ed.), The international financial crisis and policy challenges in Asia and the Pacific, volume 52, pages 21-82, Bank for International Settlements.
    55. Donald R. Fraser & Jeff Madura & Robert A. Weigand, 2002. "Sources of Bank Interest Rate Risk," The Financial Review, Eastern Finance Association, vol. 37(3), pages 351-367, August.
    56. Kasman, Saadet & Vardar, Gülin & Tunç, Gökçe, 2011. "The impact of interest rate and exchange rate volatility on banks' stock returns and volatility: Evidence from Turkey," Economic Modelling, Elsevier, vol. 28(3), pages 1328-1334, May.
    57. Chee Wooi Hooy & Hui Boon Tan & Annuar Md Nassir, 2004. "Risk Sensitivity of Bank Stocks in Malaysia: Empirical Evidence Across the Asian Financial Crisis," Asian Economic Journal, East Asian Economic Association, vol. 18(3), pages 261-276, 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. Priya Malhotra & Pankaj Sinha, 2024. "Balanced Funds in India Amid COVID-19 Crisis: Spreader of Financial Contagion?," IIM Kozhikode Society & Management Review, , vol. 13(1), pages 7-24, January.

    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. Sanjay Sehgal & Tarunika Jain Agrawal, 2017. "Bank Risk Factors and Changing Risk Exposures in the Pre- and Post-financial Crisis Periods: An Empirical Study for India," Management and Labour Studies, XLRI Jamshedpur, School of Business Management & Human Resources, vol. 42(4), pages 356-378, November.
    2. Wang, Mingzhu & Sun, Xiaojie, 2019. "Identity of large owner, regulation and bank risk in developing countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 59(C), pages 106-133.
    3. Chen, Hsiao-Jung & Lin, Kuan-Ting, 2016. "How do banks make the trade-offs among risks? The role of corporate governance," Journal of Banking & Finance, Elsevier, vol. 72(S), pages 39-69.
    4. El Moussawi, Chawki & Mansour, Rana, 2022. "Competition, cost efficiency and stability of banks in the MENA region," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 143-170.
    5. Lassaâd Mbarek & Dorra Mezzez Hmaied, 2012. "Stock Market Assessment of Bank Risk: Evidence from the Maghreb Region," Working Papers 679, Economic Research Forum, revised 2012.
    6. Haq, Mamiza & Faff, Robert & Seth, Rama & Mohanty, Sunil, 2014. "Disciplinary tools and bank risk exposure," Pacific-Basin Finance Journal, Elsevier, vol. 26(C), pages 37-64.
    7. Haq, Mamiza & Heaney, Richard, 2012. "Factors determining European bank risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 696-718.
    8. Gaurango Banerjee & Abhiman Das & Kalidas Jana & Shekar Shetty, 2017. "Effects of derivatives usage and financial statement items on capital market risk measures of Bank stocks: evidence from India," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 41(3), pages 487-504, July.
    9. Bitar, Mohammad & Saad, Wadad & Benlemlih, Mohammed, 2016. "Bank risk and performance in the MENA region: The importance of capital requirements," Economic Systems, Elsevier, vol. 40(3), pages 398-421.
    10. Teixeira, João C.A. & Matos, Tiago F.A. & da Costa, Gui L.P. & Fortuna, Mário J.A., 2020. "Investor protection, regulation and bank risk-taking behavior," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    11. Bogdan Căpraru & Iulian Ihnatov & Nicoleta-Livia Pintilie, 2021. "Bank Competition And Risk-Taking In The European Union: Evidence Of A Non-Linear Relationship," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 66(230), pages 35-66, July – Se.
    12. 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.
    13. Xavier Vives, 2011. "Competition and Stability in Banking," Central Banking, Analysis, and Economic Policies Book Series, in: Luis Felipe Céspedes & Roberto Chang & Diego Saravia (ed.),Monetary Policy under Financial Turbulence, edition 1, volume 16, chapter 12, pages 455-502, Central Bank of Chile.
    14. Mbarek Lassaâd & Mezzez Hmaied Dorra, 2012. "Stock Market Assessment of Bank Risk: Evidence from the Maghreb Region," Review of Middle East Economics and Finance, De Gruyter, vol. 8(1), pages 1-26, August.
    15. Pejman Abedifar & Philip Molyneux & Amine Tarazi, 2014. "Non-Interest Income Activities and Bank Lending," Working Papers hal-00947074, HAL.
    16. Martynova, Natalya & Ratnovski, Lev & Vlahu, Razvan, 2020. "Bank profitability, leverage constraints, and risk-taking," Journal of Financial Intermediation, Elsevier, vol. 44(C).
    17. Mostak Ahamed, M., 2017. "Asset quality, non-interest income, and bank profitability: Evidence from Indian banks," Economic Modelling, Elsevier, vol. 63(C), pages 1-14.
    18. Saif-Alyousfi, Abdulazeez Y.H. & Saha, Asish & Md-Rus, Rohani, 2020. "The impact of bank competition and concentration on bank risk-taking behavior and stability: Evidence from GCC countries," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    19. Andre Lucas & Bastiaan Verhoef, 2012. "Aggregating Credit and Market Risk: The Impact of Model Specification," Tinbergen Institute Discussion Papers 12-057/2/DSF36, Tinbergen Institute.
    20. Zouaoui, Haykel & Zoghlami, Feten, 2020. "On the income diversification and bank market power nexus in the MENA countries: Evidence from a GMM panel-VAR approach," Research in International Business and Finance, Elsevier, vol. 52(C).

    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:sae:iimkoz:v:7:y:2018:i:2:p:132-153. 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: SAGE Publications (email available below). General contact details of provider: .

    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.