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Loan Loss Provision and Risk-Taking Behavior of Commercial Banks in Pakistan: A Dynamic GMM Approach

Author

Listed:
  • Changjun Zheng

    (School of Management, Huazhong University of Science and Technology, Wuhan 430074, China)

  • Shumaila Meer Perhiar

    (School of Management, Huazhong University of Science and Technology, Wuhan 430074, China)

  • Naeem Gul Gilal

    (School of Management, Huazhong University of Science and Technology, Wuhan 430074, China)

  • Faheem Gul Gilal

    (Department of Business Administration, Sukkur IBA University, Sukkur 65200, Pakistan)

Abstract

The paper analyzes the determinants of the loan loss provision (LLP) of 22 commercial banks in Pakistan from 2010 to 2017. The motive of the research is that LLP is a measure of credit risk as a proxy for bank risk-taking behavior profits and banks’ sustainability. Especially after the occurrence of a global financial crisis. The quantitative research method of data collection from Bureau Van Dijk’s BankFocus portal and the World Bank’s World Development Indicators. Other than considering specific bank variables such as capital adequacy ratio, return on average equity, and government securities, the effects of macroeconomic variable inflation and lending interest rates are explicitly studied. The model of pooled ordinary least squares (POLS), fixed effect (FE), panel corrected standard error (PCSE), and panel data estimation in the form of a general method of moments (GMM) two-step system is used to find the risk-taking behavior of banks in Pakistan. The results obtained by the use of inflation (INF) as an instrumental variable of LLP are highly dependable with a negative impact on loan loss provision. Lending interest rate (LIR) has a positive and significant relationship with LLP and contribute in the study of macroeconomic variables for bank risk-taking, excessive amount of interest rate was not beneficial for banks to earn profits especially during the economic crises. Return on average equity (ROAE) significantly moderates LLP with a negative interaction and helped the bank with profitable operations and save bank from solvency. Capital adequacy ratio (CAR) and government securities (GOV) are insignificant to LLP. The result is robust by measure of endogeneity, and highlights the important role of commercial banks’ sustainability to explain risk-taking behavior in Pakistan with the intention to increase profits after the occurrence of financial crises. The study further contributes to future research on managerial policy and decision making. In summary, the paper on loan loss provision has the capacity to forecast commercial banks’ credit risk for risk-taking in an emerging country.

Suggested Citation

  • Changjun Zheng & Shumaila Meer Perhiar & Naeem Gul Gilal & Faheem Gul Gilal, 2019. "Loan Loss Provision and Risk-Taking Behavior of Commercial Banks in Pakistan: A Dynamic GMM Approach," Sustainability, MDPI, vol. 11(19), pages 1-17, September.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:19:p:5209-:d:269868
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    as
    1. Barrios, Victor E. & Blanco, Juan M., 2003. "The effectiveness of bank capital adequacy regulation: A theoretical and empirical approach," Journal of Banking & Finance, Elsevier, vol. 27(10), pages 1935-1958, October.
    2. Laeven, Luc & Majnoni, Giovanni, 2003. "Loan loss provisioning and economic slowdowns: too much, too late?," Journal of Financial Intermediation, Elsevier, vol. 12(2), pages 178-197, April.
    3. Lee, Chien-Chiang & Hsieh, Meng-Fen, 2013. "The impact of bank capital on profitability and risk in Asian banking," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 251-281.
    4. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    5. William C. Brainard & James Tobin, 1968. "Pitfalls in Financial Model-Building," Cowles Foundation Discussion Papers 244, Cowles Foundation for Research in Economics, Yale University.
    6. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    7. Atish R. Ghosh & Jun I. Kim & Enrique G. Mendoza & Jonathan D. Ostry & Mahvash S. Qureshi, 2013. "Fiscal Fatigue, Fiscal Space and Debt Sustainability in Advanced Economies," Economic Journal, Royal Economic Society, vol. 0, pages 4-30, February.
    8. C. H. Fouche & J. Mukuddem-Petersen & M. A. Petersen & M. C. Senosi, 2008. "Bank Valuation and Its Connections with the Subprime Mortgage Crisis and Basel II Capital Accord," Discrete Dynamics in Nature and Society, Hindawi, vol. 2008, pages 1-44, March.
    9. Cornett, Marcia Millon & Guo, Lin & Khaksari, Shahriar & Tehranian, Hassan, 2010. "The impact of state ownership on performance differences in privately-owned versus state-owned banks: An international comparison," Journal of Financial Intermediation, Elsevier, vol. 19(1), pages 74-94, January.
    10. Pool, Sebastiaan & de Haan, Leo & Jacobs, Jan P.A.M., 2015. "Loan loss provisioning, bank credit and the real economy," Journal of Macroeconomics, Elsevier, vol. 45(C), pages 124-136.
    11. Mijoo Lee & In Tae Hwang, 2019. "The Effect of the Compensation System on Earnings Management and Sustainability: Evidence from Korea Banks," Sustainability, MDPI, vol. 11(11), pages 1-24, June.
    12. Xavier Freixas & Jean-Charles Rochet, 2008. "Microeconomics of Banking, 2nd Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262062704, April.
    13. Aiyar, Shekhar & Calomiris, Charles W. & Wieladek, Tomasz, 2016. "How does credit supply respond to monetary policy and bank minimum capital requirements?," European Economic Review, Elsevier, vol. 82(C), pages 142-165.
    14. Ahmed, Anwer S. & Takeda, Carolyn & Thomas, Shawn, 1999. "Bank loan loss provisions: a reexamination of capital management, earnings management and signaling effects," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 1-25, November.
    15. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    16. Piti Disyatat, 2011. "The Bank Lending Channel Revisited," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(4), pages 711-734, June.
    17. Cifarelli, Giulio & Paladino, Giovanna, 2006. "Volatility co-movements between emerging sovereign bonds: Is there segmentation between geographical areas?," Global Finance Journal, Elsevier, vol. 16(3), pages 245-263, March.
    18. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    19. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    20. Shehzad, Choudhry Tanveer & de Haan, Jakob & Scholtens, Bert, 2010. "The impact of bank ownership concentration on impaired loans and capital adequacy," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 399-408, February.
    21. El Sood, Heba Abou, 2012. "Loan loss provisioning and income smoothing in US banks pre and post the financial crisis," International Review of Financial Analysis, Elsevier, vol. 25(C), pages 64-72.
    22. Paul Conway & Richard Herd & Thomas Chalaux, 2010. "Reforming China's Monetary Policy Framework to Meet Domestic Objectives," OECD Economics Department Working Papers 822, OECD Publishing.
    23. Asli Demeirgüç-Kunt & Ross Levine (ed.), 0. "Finance and Growth," Books, Edward Elgar Publishing, number 17119.
    24. Caselli, Francesco & Esquivel, Gerardo & Lefort, Fernando, 1996. "Reopening the Convergence Debate: A New Look at Cross-Country Growth Empirics," Journal of Economic Growth, Springer, vol. 1(3), pages 363-389, September.
    25. Gabriele Angori & David Aristei & Manuela Gallo, 2019. "Determinants of Banks’ Net Interest Margin: Evidence from the Euro Area during the Crisis and Post-Crisis Period," Sustainability, MDPI, vol. 11(14), pages 1-20, July.
    26. Anginer, Deniz & Demirgüç-Kunt, Asli & Mare, Davide S., 2018. "Bank capital, institutional environment and systemic stability," Journal of Financial Stability, Elsevier, vol. 37(C), pages 97-106.
    27. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    28. Zhu, Wenyu & Yang, Jiawen, 2016. "State ownership, cross-border acquisition, and risk-taking: Evidence from China’s banking industry," Journal of Banking & Finance, Elsevier, vol. 71(C), pages 133-153.
    29. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    30. Yener Altunbas & Santiago Carbo & Edward P.M. Gardener & Philip Molyneux, 2007. "Examining the Relationships between Capital, Risk and Efficiency in European Banking," European Financial Management, European Financial Management Association, vol. 13(1), pages 49-70, January.
    31. Yujun Cui & Sean Geobey & Olaf Weber & Haiying Lin, 2018. "The Impact of Green Lending on Credit Risk in China," Sustainability, MDPI, vol. 10(6), pages 1-16, June.
    32. Tan, Yong & Floros, Christos, 2013. "Risk, capital and efficiency in Chinese banking," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 378-393.
    33. Lassoued, Naima & Sassi, Houda & Ben Rejeb Attia, Mouna, 2016. "The impact of state and foreign ownership on banking risk: Evidence from the MENA countries," Research in International Business and Finance, Elsevier, vol. 36(C), pages 167-178.
    34. Agusman, Agusman & Cullen, Grant S. & Gasbarro, Dominic & Monroe, Gary S. & Zumwalt, J. Kenton, 2014. "Government intervention, bank ownership and risk-taking during the Indonesian financial crisis," Pacific-Basin Finance Journal, Elsevier, vol. 30(C), pages 114-131.
    35. Andries, Kathleen & Gallemore, John & Jacob, Martin, 2017. "The effect of corporate taxation on bank transparency: Evidence from loan loss provisions," Journal of Accounting and Economics, Elsevier, vol. 63(2), pages 307-328.
    36. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    37. Abdelkader Boudriga & Neila Boulila Taktak & Sana Jellouli, 2009. "Banking supervision and nonperforming loans: a cross‐country analysis," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 1(4), pages 286-318, November.
    38. Kim, Myung-Sun & Kross, William, 1998. "The impact of the 1989 change in bank capital standards on loan loss provisions and loan write-offs," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 69-99, February.
    39. Beck, Thorsten & Levine, Ross & Loayza, Norman, 2000. "Finance and the sources of growth," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 261-300.
    40. Dungey, Mardi & Gajurel, Dinesh, 2015. "Contagion and banking crisis – International evidence for 2007–2009," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 271-283.
    41. Rahman, Mohammed Mizanur & Zheng, Changjun & Ashraf, Badar Nadeem & Rahman, Mohammad Morshedur, 2018. "Capital requirements, the cost of financial intermediation and bank risk-taking: Empirical evidence from Bangladesh," Research in International Business and Finance, Elsevier, vol. 44(C), pages 488-503.
    42. Fofack, Hippolyte L., 2005. "Nonperforming loans in Sub-Saharan Africa : causal analysis and macroeconomic implications," Policy Research Working Paper Series 3769, The World Bank.
    43. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    44. Sehrish Gul & Faiza Irshad & Khalid Zaman, 2011. "Factors Affecting Bank Profitability in Pakistan," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 14(39), pages 61-87, March.
    45. Badar Nadeem Ashraf & Sidra Arshad & Yuancheng Hu, 2016. "Capital Regulation and Bank Risk-Taking Behavior: Evidence from Pakistan," IJFS, MDPI, vol. 4(3), pages 1-20, August.
    46. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
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