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The Impact of Bank Specific and Macro-Economic Factors on Non-Performing Loans in the Banking Sector: Evidence from an Emerging Economy

Author

Listed:
  • Shakeel Ahmed

    (Department of Management Sciences, International Islamic University, Islamabad 44000, Pakistan)

  • M. Ejaz Majeed

    (Department of Management Sciences, International Islamic University, Islamabad 44000, Pakistan)

  • Eleftherios Thalassinos

    (Faculty of Maritime and Industrial Studies, University of Piraeus, 185-33 Piraeus, Greece)

  • Yannis Thalassinos

    (Gulf University of Technology and Sciences of Kuwait, Mubarak Al-Abdullah Area/West Mishref 40006, Kuwait)

Abstract

The current study examines macro-economic and bank specific determinants of non-performing loans (NPLs) for commercial banks from 2008–2018. The Pakistani banking sector has observed a significant increase in NPLs. In addition, the current study is undertaken to fill this gap in the literature as most of the prior studies focus on the developed markets. In the current study, we prefer the system GMM estimator. Its reliability depends on the validity of the instruments. To testing the second-order serial correlation, we apply the J test for testing the validity of the instruments and the Arellano–Bond AR (2) test. Using dynamic-GMM estimations, we find that credit growth, net interest margin, loan loss provision, and bank diversification significantly increase NPLs, while operating efficiency, bank size, and ROA lower NPLs. In addition, higher interest rates, exchange rates, and political risk significantly increase NPLs, while GDP growth decreases NPLs. This paper provides a timely insight to management and policy makers about the determinants of NPLs. The findings help management to take corrective actions and policy makers may take into consideration the significance of macro-economic conditions while formulating policy regarding NPLs. Likewise, the study provides insight to potential investors to consider the findings while selecting better investment opportunity. The current study is the first of its kind focusing on the link among bank specific, macroeconomic variables, and non-performing loans within the specific context of an emerging economy, Pakistan.

Suggested Citation

  • Shakeel Ahmed & M. Ejaz Majeed & Eleftherios Thalassinos & Yannis Thalassinos, 2021. "The Impact of Bank Specific and Macro-Economic Factors on Non-Performing Loans in the Banking Sector: Evidence from an Emerging Economy," JRFM, MDPI, vol. 14(5), pages 1-14, May.
    • Handle: RePEc:gam:jjrfmx:v:14:y:2021:i:5:p:217-:d:552425
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    as
    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. Us, Vuslat, 2017. "Dynamics of non-performing loans in the Turkish banking sector by an ownership breakdown: The impact of the global crisis," Finance Research Letters, Elsevier, vol. 20(C), pages 109-117.
    3. Abu S. Amin & Mahmood Osman Imam & Mahfuja Malik, 2019. "Regulations, Governance, and Resolution of Non-Performing Loan: Evidence from an Emerging Economy," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(10), pages 2275-2297, August.
    4. Santiago Fernández de Lis & Jorge Martínez Pagés & Jesús Saurina, 2001. "Credit growth, problem loans and credit risk provisioning in Spain," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 331-353, Bank for International Settlements.
    5. Podpiera, Jiri & Weill, Laurent, 2008. "Bad luck or bad management? Emerging banking market experience," Journal of Financial Stability, Elsevier, vol. 4(2), pages 135-148, June.
    6. Peterson K. Ozili & Erick Outa, 2017. "Bank loan loss provisions research: A review," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 17(3), pages 144-163, September.
    7. Ding Lu & Shandre Thangavelu & Qing Hu, 2005. "Biased Lending and Non-performing Loans in China's Banking Sector," Journal of Development Studies, Taylor & Francis Journals, vol. 41(6), pages 1071-1091.
    8. Beck, Roland & Jakubik, Petr & Piloiu, Anamaria, 2013. "Non-performing loans: what matters in addition to the economic cycle?," Working Paper Series 1515, European Central Bank.
    9. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    10. 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.
    11. Dimitrios, Anastasiou & Helen, Louri & Mike, Tsionas, 2016. "Determinants of non-performing loans: Evidence from Euro-area countries," Finance Research Letters, Elsevier, vol. 18(C), pages 116-119.
    12. Vasiliki Makri & Athanasios Tsagkanos & Athanasios Bellas, 2014. "Determinants of Non-Performing Loans: The Case of Eurozone," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 61(2), pages 193-206, March.
    13. Bonin, John P. & Hasan, Iftekhar & Wachtel, Paul, 2005. "Bank performance, efficiency and ownership in transition countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 31-53, January.
    14. Ali Osman GURBUZ & Serhat YANIK & Yusuf AYTURK, 2013. "Income Diversification and Bank Performance: Evidence From Turkish Banking Sector," Journal of BRSA Banking and Financial Markets, Banking Regulation and Supervision Agency, vol. 7(1), pages 9-29.
    15. Shakeel Ahmed & Syed Zulfiqar Ali Shah & Arshad Ali Bhatti, 2020. "Corporate Governance, Ownership Structure and Dividend Smoothing: The Mediating Role of Family Ownership and Board Diversity in Emerging Markets," European Research Studies Journal, European Research Studies Journal, vol. 0(3), pages 199-216.
    16. 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.
    17. David C. Wheelock & Paul W. Wilson, 2000. "Why do Banks Disappear? The Determinants of U.S. Bank Failures and Acquisitions," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 127-138, February.
    18. Ozili, Peterson K, 2017. "Bank Loan Loss Provisions Research: A Review," MPRA Paper 76495, University Library of Munich, Germany.
    19. Grigori Fainstein & Igor Novikov, 2011. "The Comparative Analysis of Credit Risk Determinants In the Banking Sector of the Baltic States," Review of Economics & Finance, Better Advances Press, Canada, vol. 1, pages 20-45, June.
    20. 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.
    21. Ghosh, Amit, 2015. "Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states," Journal of Financial Stability, Elsevier, vol. 20(C), pages 93-104.
    22. Ahlem Selma Messai & Fathi Jouini, 2013. "Micro and Macro Determinants of Non-performing Loan," International Journal of Economics and Financial Issues, Econjournals, vol. 3(4), pages 852-860.
    23. Jakubik, Petr & Moinescu, Bogdan, 2015. "Assessing optimal credit growth for an emerging banking system," Economic Systems, Elsevier, vol. 39(4), pages 577-591.
    24. Andrei Shleifer & Robert W. Vishny, 1994. "Politicians and Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 995-1025.
    25. 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.
    26. Khemraj, Tarron & Pasha, Sukrishnalall, 2009. "The determinants of non-performing loans: an econometric case study of Guyana," MPRA Paper 53128, University Library of Munich, Germany.
    27. Mr. Raphael A Espinoza & Mr. Ananthakrishnan Prasad, 2010. "Nonperforming Loans in the GCC Banking System and their Macroeconomic Effects," IMF Working Papers 2010/224, International Monetary Fund.
    28. Roland Beck & Petr Jakubik & Anamaria Piloiu, 2015. "Key Determinants of Non-performing Loans: New Evidence from a Global Sample," Open Economies Review, Springer, vol. 26(3), pages 525-550, July.
    29. Peterson K. Ozili, 2019. "Non-performing loans and financial development: new evidence," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 20(1), pages 59-81, January.
    30. 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.
    31. Eleftherios Thalassinos & Theodore V. Stamatopoulos, 2015. "The Trilemma and the Eurozone: A Pre-announced Tragedy of the Hellenic Debt Crisis," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(3), pages 27-40.
    32. Charles Adusei, 2018. "Determinants of Non-Performing Loans in the Banking Sector of Ghana Between 1998 and 2013," Asian Development Policy Review, Asian Economic and Social Society, vol. 6(3), pages 142-154, September.
    33. Michele Gambera, 2000. "Simple forecasts of bank loan quality in the business cycle," Emerging Issues, Federal Reserve Bank of Chicago, issue Apr.
    34. Susan Creane & Rishi Goyal & A. Mushfiq Mobarak & Randa Sab, 2006. "Measuring Financial Development in the Middle East and North Africa: A New Database," IMF Staff Papers, Palgrave Macmillan, vol. 53(3), pages 1-7.
    35. Pestova Anna & Mamonov Mikhail, 2013. "Macroeconomic and bank?specific determinants of credit risk: evidence from Russia," EERC Working Paper Series 13/10e, EERC Research Network, Russia and CIS.
    36. Eleftherios I. Thalassinos & Theodoros Stamatopoulos & Pantelis E. Thalassinos, 2015. "The European Sovereign Debt Crisis and the Role of Credit Swaps," World Scientific Book Chapters, in: Anastasios G Malliaris & William T Ziemba (ed.), THE WORLD SCIENTIFIC HANDBOOK OF FUTURES MARKETS, chapter 20, pages 605-639, World Scientific Publishing Co. Pte. Ltd..
    37. John P. Bonin & Yiping Huang, 2002. "Foreign Entry into Chinese Banking: Does WTO Membership Threaten Domestic Banks?," The World Economy, Wiley Blackwell, vol. 25(8), pages 1077-1093, August.
    38. Ozili, Peterson K, 2017. "Bank Loan Loss Provisions, Investor Protection and the Macroeconomy," MPRA Paper 80147, University Library of Munich, Germany.
    39. Charles Adusei, 2018. "Determinants of Non-Performing Loans in the Banking Sector of Ghana Between 1998 and 2013," Asian Development Policy Review, Asian Economic and Social Society, vol. 6(3), pages 142-154.
    40. Matteo Cotugno & Valeria Stefanelli & Giuseppe Torluccio, 2013. "Relationship lending, default rate and loan portfolio quality," Applied Financial Economics, Taylor & Francis Journals, vol. 23(7), pages 573-587, April.
    41. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
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