Comparing Credit Risk in Islamic and Conventional Banking Using Bank-Level Panel Data

Akhmad Akbar Susamto*    -  Universitas Gadjah Mada, Yogyakarta, Indonesia
Danes Quirira Octavio  -  Universitas Gadjah Mada, Yogyakarta, Indonesia
Dyah Titis Kusuma Wardani  -  Universitas Muhammadiyah Yogyakarta, Indonesia

(*) Corresponding Author

Abstract: This paper investigates if there is a difference in the level of the credit risk of Islamic as compared to the level of credit risk of conventional banks. This paper further investigates the importance of various credit risk determinants and possible differences in how such determinants affect credit risk in Islamic and conventional banking industries. This paper employs dynamic panel regressions using system GMM estimators. The sample includes 11 Islamic and 95 conventional banks in Indonesia throughout 2003-2018. Based on the results, it is concluded that there is no difference in the level of the credit risk of Islamic as compared to that of conventional banks. It is also concluded that credit risk is significantly affected by current and lagged asset size, lagged financing, current profitability, lagged economic growth, and current inflation. The effect of lagged financing, current profitability, and lagged economic growth is different in Islamic and conventional banking.

Abstrak: Makalah ini menganalisis apakah terdapat perbedaan antara tingkat risiko kredit pada perbankan syariah dan tingkat risiko kredit pada perbankan konvensional. Makalah ini selanjutnya juga menganalisis signifikansi faktor-faktor yang diduga mempengaruhi risiko kredit dan kemungkinan perbedaan pengaruh faktor-faktor tersebut terhadap risiko kredit pada perbankan syariah dibandingkan pada perbankan konvensional. Makalah ini menggunakan regresi panel dinamis dengan system generalized method of moments (GMM) estimator. Sampel dalam makalah ini mencakup 11 bank syariah dan 95 bank konvensional di Indonesia selama periode 2003-2018. Berdasarkan hasil analisis, dapat disimpulkan bahwa tidak terdapat perbedaan perbedaan antara tingkat risiko kredit pada perbankan syariah dan tingkat risiko kredit pada perbankan konvensional. Begitu pula, dapat disimpulkan bahwa risiko kredit secara signifikan dipengaruhi oleh ukuran aset tahun ini dan tahun lalu, pembiayaan tahun lalu, profitabilitas tahun ini, pertumbuhan ekonomi tahun lalu dan inflasi tahun ini. Pengaruh pembiayaan tahun lalu, profitabilitas tahun ini, dan pertumbuhan ekonomi tahun lalu, secara khusus berbeda pada perbankan syariah dibandingkan pada perbankan konvensional.

Keywords: Credit risk; Islamic bank; Conventional bank

  1. Abedifar, Pejman, Shahid M Ebrahim, Philip Molyneux, and Amine Tarazi. 2015. “Islamic Banking And Finance: Recent Empirical Literature And Directions For Future Research.” Journal of Economic Surveys 29 (4): 637–70. https://doi.org/10.1111/joes.12113.
  2. Abedifar, Pejman, Philip Molyneux, and Amine Tarazi. 2013. “Risk in Islamic Banking*.” Review of Finance 17 (6): 2035–96. https://doi.org/10.1093/rof/rfs041.
  3. Akram, Hassan, and Khalil ur Rahman. 2018. “Credit Risk Management.” ISRA International Journal of Islamic Finance 10 (2): 185–205. https://doi.org/10.1108/IJIF-09-2017-0030.
  4. Ardevol, Albert, Ferruccio Palazzesi, Gareth A. Tribello, and Michele Parrinello. 2016. “General Protein Data Bank-Based Collective Variables for Protein Folding.” Journal of Chemical Theory and Computation 12 (1): 29–35. https://doi.org/10.1021/acs.jctc.5b00714.
  5. Banerjee, Abhijit V. 1997. “A Theory of Misgovernance.” The Quarterly Journal of Economics 112 (4): 1289–1332. https://doi.org/10.1162/003355300555484.
  6. Barry, Thierno Amadou, Laetitia Lepetit, and Amine Tarazi. 2011. “Ownership Structure and Risk in Publicly Held and Privately Owned Banks.” Journal of Banking & Finance 35 (5): 1327–40. https://doi.org/10.1016/j.jbankfin.2010.10.004.
  7. Barth, James R, Gerard Caprio, and Ross Levine. 2004. “Bank Regulation and Supervision: What Works Best?” Journal of Financial Intermediation 13 (2): 205–48. https://doi.org/10.1016/j.jfi.2003.06.002.
  8. Beck, Thorsten, Asli Demirgüç-Kunt, and Ouarda Merrouche. 2013. “Islamic vs. Conventional Banking: Business Model, Efficiency and Stability.” Journal of Banking & Finance 37 (2): 433–47. https://doi.org/10.1016/j.jbankfin.2012.09.016.
  9. Berger, Allen N., and Robert DeYoung. 1997. “Problem Loans and Cost Efficiency in Commercial Banks.” Journal of Banking & Finance 21 (6): 849–70. https://doi.org/10.1016/S0378-4266(97)00003-4.
  10. Boudriga, Abdelkader, Neila Boulila Taktak, and Sana Jellouli. 2009. “Banking Supervision and Nonperforming Loans: A Cross‐country Analysis.” Journal of Financial Economic Policy 1 (4): 286–318. https://doi.org/10.1108/17576380911050043.
  11. Brown, Craig O, and I Serdar Dinç. 2011. “Too Many to Fail? Evidence of Regulatory Forbearance When the Banking Sector Is Weak.” Review of Financial Studies 24 (4): 1378–1405. https://doi.org/10.1093/rfs/hhp039.
  12. Chaibi, Hasna, and Zied Ftiti. 2015. “Credit Risk Determinants: Evidence from a Cross-Country Study.” Research in International Business and Finance 33 (January): 1–16. https://doi.org/10.1016/j.ribaf.2014.06.001.
  13. Cornett, Marcia Millon, Lin Guo, Shahriar Khaksari, and Hassan Tehranian. 2010. “The Impact of State Ownership on Performance Differences in Privately-Owned versus State-Owned Banks: An International Comparison.” Journal of Financial Intermediation 19 (1): 74–94. https://doi.org/10.1016/j.jfi.2008.09.005.
  14. Dimitrios, Anastasiou, Louri Helen, and Tsionas Mike. 2016. “Determinants of Non-Performing Loans: Evidence from Euro-Area Countries.” Finance Research Letters 18 (10): 116–19. https://doi.org/10.1016/j.frl.2016.04.008.
  15. Elgari, Mohamed. 2003. “Credit Risk in Islamic Banking and Finance.” Islamic Economic Studies 10 (2): 1–25. https://ssrn.com/abstract=3164227.
  16. Errico, Luca, and Mitra Farahbaksh. 2001. “Islamic Banking : Issues in Prudential Regulation and Supervision.” Journal of King Abdulaziz University-Islamic Economics, IMF Working Paper, 13 (1): 27–68. https://doi.org/10.4197/islec.13-1.7.
  17. Espinoza, Raphael, and Ananthakrishnan Prasad. 2010. “Nonperforming Loans in the GCC Banking System and Their Macroeconomic Effects.” IMF Working Papers 10 (224): 1. https://doi.org/10.5089/9781455208890.001.
  18. Fatihah, K J Nurul, Universiti Kebangsaan, and Plaza Permata. 2019. “Equity-Based Financing and Liquidity Risk: Insights from Malaysia and Indonesia.” International Journal of Economics, Management and Accounting 27 (2): 291–313. https://journals.iium.edu.my/enmjournal/index.php/enmj/article/view/706.
  19. Fofack, Hippolyte. 2005. “Nonperforming Loans in Sub-Saharan Africa: Causal Analysis and Macroeconomic Implications.” World Bank Policy Research Working Paper, 1–36. https://ssrn.com/abstract=849405.
  20. Ghosh, Amit. 2015. “Banking-Industry Specific and Regional Economic Determinants of Non-Performing Loans: Evidence from US States.” Journal of Financial Stability 20 (October): 93–104. https://doi.org/10.1016/j.jfs.2015.08.004.
  21. Ghosh, Saibal. 2015. “Credit Growth and Macroprudential Regulation: Is Ownership Important?” Edited by Dr S. K. Shanthi, Dr. Vinay Kumar Nang. International Journal of Law and Management 57 (3): 167–82. https://doi.org/10.1108/IJLMA-02-2014-0008.
  22. Hart, Oliver, Andrei Shleifer, and Robert W. Vishny. 1997. “The Proper Scope of Government: Theory and an Application to Prisons.” The Quarterly Journal of Economics 112 (4): 1127–61. https://doi.org/10.1162/003355300555448.
  23. Iannotta, Giuliano, Giacomo Nocera, and Andrea Sironi. 2007. “Ownership Structure, Risk and Performance in the European Banking Industry.” Journal of Banking & Finance 31 (7): 2127–49. https://doi.org/10.1016/j.jbankfin.2006.07.013.
  24. ———. 2013. “The Impact of Government Ownership on Bank Risk.” Journal of Financial Intermediation 22 (2): 152–76. https://doi.org/10.1016/j.jfi.2012.11.002.
  25. Jensen, Michael C, and William H Meckling. 1976. “Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure.” Journal of Financial Economics 3 (4): 305–60. https://doi.org/10.1016/0304-405X(76)90026-X.
  26. Jimenez, Gabriel, and Jesús Saurina. 2006. “Credit Cycles , Credit Risk , and Prudential Regulation ∗.” International Journal of Central Banking 2: 65–98.
  27. Johansson, Magnus, Tingting Tan, Karin E. de Visser, and Lisa M. Coussens. 2007. “Immune Cells as Anti-Cancer Therapeutic Targets and Tools.” Journal of Cellular Biochemistry 101 (4): 918–26. https://doi.org/10.1002/jcb.21230.
  28. Junarsin, E., and F. Ismiyanti. 2009. “Corporate Governance in Indonesian Banking Industry” 3 (2): 131–40. https://ssrn.com/abstract=1629462.
  29. Kabir, Md Nurul, Andrew Worthington, and Rakesh Gupta. 2015. “Comparative Credit Risk in Islamic and Conventional Bank.” Pacific-Basin Finance Journal 34 (September): 327–53. https://doi.org/10.1016/j.pacfin.2015.06.001.
  30. Keeton, William R. 1999. “Does Faster Loan Growth Lead to Higher Loan Losses?” Federal Reserve Bank of Kansas City Economic Review, 57–75.
  31. Khan, Feisal. 2010. “How ‘Islamic’ Is Islamic Banking?” Journal of Economic Behavior & Organization 76 (3): 805–20. https://doi.org/10.1016/j.jebo.2010.09.015.
  32. Klein, Nir. 2013. “Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance.” IMF Working Papers 13 (72): 1. https://doi.org/10.5089/9781484318522.001.
  33. Lassoued, Mongi. 2018. “Comparative Study on Credit Risk in Islamic Banking Institutions: The Case of Malaysia.” The Quarterly Review of Economics and Finance 70 (November): 267–78. https://doi.org/10.1016/j.qref.2018.05.009.
  34. Lawrence, Emily C. 1995. “Consumer Default and the Life Cycle Model.” Journal of Money, Credit and Banking 27 (4): 939. https://doi.org/10.2307/2077781.
  35. López-Espinosa, Germán, Antonio Moreno, and Fernando Pérez de Gracia. 2011. “Banks’ Net Interest Margin in the 2000s: A Macro-Accounting International Perspective.” Journal of International Money and Finance 30 (6): 1214–33. https://doi.org/10.1016/j.jimonfin.2011.06.001.
  36. Louhichi, Awatef, and Younes Boujelbene. 2016. “Credit Risk, Managerial Behaviour and Macroeconomic Equilibrium within Dual Banking Systems: Interest-Free vs. Interest-Based Banking Industries.” Research in International Business and Finance 38 (September): 104–21. https://doi.org/10.1016/j.ribaf.2016.03.014.
  37. Louzis, Dimitrios P., Angelos T. Vouldis, and Vasilios L. Metaxas. 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 36 (4): 1012–27. https://doi.org/10.1016/j.jbankfin.2011.10.012.
  38. Misman, Faridah Najuna, Ishaq Bhatti, Weifang Lou, Syamsyul Samsudin, and Nor Hadaliza Abd Rahman. 2015. “Islamic Banks Credit Risk: A Panel Study.” Procedia Economics and Finance 31 (15): 75–82. https://doi.org/10.1016/S2212-5671(15)01133-8.
  39. Munn, A. S., P. W. Dunne, S. V. Y. Tang, and E. H. Lester. 2015. “Large-Scale Continuous Hydrothermal Production and Activation of ZIF-8.” Chemical Communications 51 (64): 12811–14. https://doi.org/10.1039/C5CC04636J.
  40. Naili, Maryem, and Younes Lahrichi. 2020. “The Determinants of Banks’ Credit Risk: Review of the Literature and Future Research Agenda.” International Journal of Finance & Economics, no. June (August): ijfe.2156. https://doi.org/10.1002/ijfe.2156.
  41. Nkusu, Mwanza. 2011. “Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies.” IMF Working Papers 11 (161): 1. https://doi.org/10.5089/9781455297740.001.
  42. Onmus-Baykal, Elif. 2010. “A Literature Review of Credit.” Georgetown University, no. July: 1–26.
  43. Podpiera, Jiří, and Laurent Weill. 2008. “Bad Luck or Bad Management? Emerging Banking Market Experience.” Journal of Financial Stability 4 (2): 135–48. https://doi.org/10.1016/j.jfs.2008.01.005.
  44. Quagliariello, Mario. 2007. “Banks’ Riskiness over the Business Cycle: A Panel Analysis on Italian Intermediaries.” Applied Financial Economics 17 (2): 119–38. https://doi.org/10.1080/09603100500486501.
  45. Reinhart, Carmen M., and Kenneth S. Rogoff. 2010. “Summary for Policymakers.” In Climate Change 2013 - The Physical Science Basis, edited by Intergovernmental Panel on Climate Change, 1–30. Cambridge: Cambridge University Press. https://doi.org/10.1017/CBO9781107415324.004.
  46. Rinaldi, Laura, and Alicia Sanchis-arellano. 2006. “Household Debt Sustainability: What Explains Household Non-Performing Loans? An Empirical Analysis.” European Central Bank: Working Paper Series. https://econpapers.repec.org/paper/ecbecbwps/2006570.htm.
  47. Salas, Vicente, and Jesús Saurina. 2002. “Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks.” Journal of Financial Services Research 22 (3): 203–24. https://doi.org/10.1023/A:1019781109676.
  48. Samad, Abdus, Norman D. Gardner, and Bradley J. Cook. 2005. “Islamic Banking and Finance in Theory and Practice.” American Journal of Islamic Social Sciences 22 (2): 69–86. https://doi.org/10.35632/ajiss.v22i2.458.
  49. Shehzad, Choudhry Tanveer, Jakob de Haan, and Bert Scholtens. 2010. “The Impact of Bank Ownership Concentration on Impaired Loans and Capital Adequacy.” Journal of Banking & Finance 34 (2): 399–408. https://doi.org/10.1016/j.jbankfin.2009.08.007.
  50. Stern, Gary H., and Ron J. Feldman. 2004. “Too Big to Fail: The Hazards of Bank Bailouts.” Choice Reviews Online 42 (02): 42-1064-42–1064. https://doi.org/10.5860/CHOICE.42-1064.
  51. Stiroh, Kevin J. 2004. “Diversification in Banking : Is Noninterest Income the Answer ?” Journal of Money, Credit and Banking 36 (5): 853–82.
  52. Tripodi, Miriam Potocky. 2001. “Micro and Macro Determinants of Refugee Economic Status.” Journal of Social Service Research 27 (4): 33–60. https://doi.org/10.1300/J079v27n04_02.
  53. Zribi, Nabila, and Younes Boujelbène. 2011. “The Factors Influencing Bank Credit Risk: The Case of Tunisia.” Journal of Accounting and Taxation 3 (4): 70–78.

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Economica: Jurnal Ekonomi Islam
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ISSN: 2085-9325 (Print)
ISSN: 2541-4666 (Online)
DOI: 10.21580/economica

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