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Financial statements based bank risk aggregation

Author

Listed:
  • Jianping Li

    (Chinese Academy of Sciences)

  • Lu Wei

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Cheng-Few Lee

    (Rutgers University)

  • Xiaoqian Zhu

    (Chinese Academy of Sciences)

  • Dengsheng Wu

    (Chinese Academy of Sciences)

Abstract

One of the major challenges involved in risk aggregation is the lack of risk data. Recently, researchers have found that mapping financial statements into risk types is a satisfactory way to resolve the problem of data shortage and inconsistency. Nevertheless, ignoring off-balance sheet (OBS) items has so far been regarded as the usual practice in risk aggregation, which may lead to deviations in conclusions. Hence, we improve the financial statements based risk aggregation framework by mapping OBS items into risk types. Based on 487 quarterly financial statements from all 16 listed Chinese commercial banks over the period 2007–2014, we empirically study whether the overall impact of OBS activities and the individual impact of each of the OBS risk types on total risk depend on bank size. Moreover, this research divides the sample into two subsets, during and after the subprime crisis, to find out how the subprime crisis affects risks of Chinese banks. Our empirical results show that although OBS credit risk is positively linked to total risk while OBS operational risk is negatively linked to total risk for both large and small banks, the overall impact of OBS activities on total risk depends on bank size. The overall OBS activities are positively related to the large bank’s total risk while they are negatively related to the small bank’s total risk. Besides, we also found that it is the increase of liquidity risk and market risk that leads to the larger total risk of Chinese banks during the subprime crisis.

Suggested Citation

  • Jianping Li & Lu Wei & Cheng-Few Lee & Xiaoqian Zhu & Dengsheng Wu, 2018. "Financial statements based bank risk aggregation," Review of Quantitative Finance and Accounting, Springer, vol. 50(3), pages 673-694, April.
  • Handle: RePEc:kap:rqfnac:v:50:y:2018:i:3:d:10.1007_s11156-017-0642-0
    DOI: 10.1007/s11156-017-0642-0
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    as
    1. Gandjar Mustika & Enny Suryatinc & Maximilian Hall & Richard Simper, 2015. "Did Bank Indonesia cause the credit crunch of 2006–2008?," Review of Quantitative Finance and Accounting, Springer, vol. 44(2), pages 269-298, February.
    2. Hou, Xiaohui & Wang, Qing & Li, Cheng, 2015. "Role of off-balance sheet operations on bank scale economies: Evidence from China's banking sector," Emerging Markets Review, Elsevier, vol. 22(C), pages 140-153.
    3. Calmès, Christian & Théoret, Raymond, 2010. "The impact of off-balance-sheet activities on banks returns: An application of the ARCH-M to Canadian data," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1719-1728, July.
    4. Wikil Kwak & Ho-Young Lee & Susan W. Eldridge, 2009. "Earnings Management by Japanese Bank Managers Using Discretionary Loan Loss Provisions," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 12(01), pages 1-26.
    5. Avery, Robert B. & Berger, Allen N., 1991. "Loan commitments and bank risk exposure," Journal of Banking & Finance, Elsevier, vol. 15(1), pages 173-192, February.
    6. 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.
    7. Hassan, M. Kabir & Karels, Gordon V. & Peterson, Manfred O., 1994. "Deposit insurance, market discipline and off-balance sheet banking risk of large U.S. commercial banks," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 575-593, May.
    8. Delis, Manthos D. & Kouretas, Georgios P., 2011. "Interest rates and bank risk-taking," Journal of Banking & Finance, Elsevier, vol. 35(4), pages 840-855, April.
    9. Alexander, Gordon J. & Baptista, Alexandre M. & Yan, Shu, 2013. "A comparison of the original and revised Basel market risk frameworks for regulating bank capital," Journal of Economic Behavior & Organization, Elsevier, vol. 85(C), pages 249-268.
    10. José Dias & Sofia Ramos, 2014. "The aftermath of the subprime crisis: a clustering analysis of world banking sector," Review of Quantitative Finance and Accounting, Springer, vol. 42(2), pages 293-308, February.
    11. Papanikolaou, Nikolaos I. & Wolff, Christian C.P., 2014. "The role of on- and off-balance-sheet leverage of banks in the late 2000s crisis," Journal of Financial Stability, Elsevier, vol. 14(C), pages 3-22.
    12. Danielsson, Jon & Zigrand, Jean-Pierre, 2006. "On time-scaling of risk and the square-root-of-time rule," Journal of Banking & Finance, Elsevier, vol. 30(10), pages 2701-2713, October.
    13. Yoshie Saito, 2012. "The demand for accounting information: young NASDAQ listings versus S&P 500 NYSE listings," Review of Quantitative Finance and Accounting, Springer, vol. 38(2), pages 149-175, February.
    14. Chun-Pin Hsu & Chin-Wen Huang & Wan-Jiun Chiou, 2012. "Erratum to: Effectiveness of copula-extreme value theory in estimating value-at-risk: empirical evidence from Asian emerging markets," Review of Quantitative Finance and Accounting, Springer, vol. 39(4), pages 469-469, November.
    15. Rosenberg, Joshua V. & Schuermann, Til, 2006. "A general approach to integrated risk management with skewed, fat-tailed risks," Journal of Financial Economics, Elsevier, vol. 79(3), pages 569-614, March.
    16. Carlo Acerbi & Giacomo Scandolo, 2008. "Liquidity risk theory and coherent measures of risk," Quantitative Finance, Taylor & Francis Journals, vol. 8(7), pages 681-692.
    17. Alex Huang, 2013. "Value at risk estimation by quantile regression and kernel estimator," Review of Quantitative Finance and Accounting, Springer, vol. 41(2), pages 225-251, August.
    18. Seow, Gim S & Tam, Kinsun, 2002. "The Usefulness of Derivative-Related Accounting Disclosures," Review of Quantitative Finance and Accounting, Springer, vol. 18(3), pages 273-291, May.
    19. Cornett, Marcia Millon & McNutt, Jamie John & Strahan, Philip E. & Tehranian, Hassan, 2011. "Liquidity risk management and credit supply in the financial crisis," Journal of Financial Economics, Elsevier, vol. 101(2), pages 297-312, August.
    20. Mercieca, Steve & Schaeck, Klaus & Wolfe, Simon, 2007. "Small European banks: Benefits from diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1975-1998, July.
    21. Chavez-Demoulin, V. & Embrechts, P. & Neslehova, J., 2006. "Quantitative models for operational risk: Extremes, dependence and aggregation," Journal of Banking & Finance, Elsevier, vol. 30(10), pages 2635-2658, October.
    22. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    23. 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.
    24. Robert DeYoung & Tara Rice, 2004. "Noninterest Income and Financial Performance at U.S. Commercial Banks," The Financial Review, Eastern Finance Association, vol. 39(1), pages 101-127, February.
    25. Hulusi Inanoglu & Michael Jacobs, 2009. "Models for Risk Aggregation and Sensitivity Analysis: An Application to Bank Economic Capital," JRFM, MDPI, vol. 2(1), pages 1-72, December.
    26. Chateau, John-Peter D., 2009. "Marking-to-model credit and operational risks of loan commitments: A Basel-2 advanced internal ratings-based approach," International Review of Financial Analysis, Elsevier, vol. 18(5), pages 260-270, December.
    27. Shim, Jeungbo, 2013. "Bank capital buffer and portfolio risk: The influence of business cycle and revenue diversification," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 761-772.
    28. Raghuram G. Rajan, 2006. "Has Finance Made the World Riskier?," European Financial Management, European Financial Management Association, vol. 12(4), pages 499-533, September.
    29. Chun-Pin Hsu & Chin-Wen Huang & Wan-Jiun Chiou, 2012. "Effectiveness of copula-extreme value theory in estimating value-at-risk: empirical evidence from Asian emerging markets," Review of Quantitative Finance and Accounting, Springer, vol. 39(4), pages 447-468, November.
    30. Karim, Dilruba & Liadze, Iana & Barrell, Ray & Davis, E. Philip, 2013. "Off-balance sheet exposures and banking crises in OECD countries," Journal of Financial Stability, Elsevier, vol. 9(4), pages 673-681.
    31. Demsetz, Rebecca S & Strahan, Philip E, 1997. "Diversification, Size, and Risk at Bank Holding Companies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 300-313, August.
    32. 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.
    33. Jianping Li & Xiaoqian Zhu & Cheng-Few Lee & Dengsheng Wu & Jichuang Feng & Yong Shi, 2015. "On the aggregation of credit, market and operational risks," Review of Quantitative Finance and Accounting, Springer, vol. 44(1), pages 161-189, January.
    34. Zhu, Xiaoqian & Xie, Yongjia & Li, Jianping & Wu, Dengsheng, 2015. "Change point detection for subprime crisis in American banking: From the perspective of risk dependence," International Review of Economics & Finance, Elsevier, vol. 38(C), pages 18-28.
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    More about this item

    Keywords

    Risk measurement; Risk aggregation; Financial statements; Off-balance sheet; Chinese banking; Subprime crisis;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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