Bank-Specific Factors, Regional Economy, and RDBs’ Non-Performing Loans throughout Indonesia

Hesti Aruninggar, Rofikoh Rokhim


Regional development was directed to achieve national targets by taking into account the potential, aspirations, and development issues in the regions. One of the inclusive work programs in Indonesian Financial Services Sector Master Plan 2015-2019 was to develop regional economic potential by strengthening the function and role of the regional development bank in supporting the regional economy. We analyzed the influence of bank-specific factors and economic conditions of the regions, where headquarters of the regional development bank (RDB) operates, on non-performing loans recorded by RDBs throughout Indonesia. The research conducted at 25 RDBs spread all over Indonesia for six years. The data used panel data regression with the Fixed Effects method due to a possibility of region and time differences. We found that bank-specific factors and local economic conditions affect non-performing loans at RDBs. This can be seen from higher bank capitalization and operational inefficiency costs which had stimulated a significant rise in non-performing loans at RDBs, while increasing bank profitability had driven non-performing loans to drop significantly. Furthermore, in the factor of regional economic conditions, gross regional domestic product and inflation in the regions had a significant effect on decreasing level of non-performing loans at RDBs throughout Indonesia.

JEL Classification: E32; G21; G28; R10; R11



Bank-specific Factors; Gross Regional Domestic Product; Inflation; Non-performing Loans; Regional Economic

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Bank DKI. (2014). Annual Report 2013, Accessed on 14 April 2018.

Bank Kalteng. (2018). Annual Report 2017, Accessed on 14 April 2018.

Bank Kaltimtara. (2016). Annual Report 2015, Accessed on 14 April 2018.

Bank NTB. (2017). Annual Report 2013, www. Accessed on 14 April 2018.

Bank Papua. (2017). Annual Report 2016, Accessed on 14 April 2018.

Bank Sulutgo. (2017). Annual Report 2016, Accessed on 14 April 2018.

Barseghyan, L. (2010). Non-performing loans, prospective bailouts, and Japan's slowdown. Journal of Monetary Economics, 57(7), 873-890. 2010.08.002

Bank for International Settlements. (2006). Basel II: International Convergence of Capital Measurement and Capital Standards: A Revised Framework - Comprehensive Version. Basel Committee on Banking Supervision. Retrieved from:

Beck, R., Jakubik, P., & Piloui, A. (2013). Non-performing loans what matters in addition to the economic cycle? European Central Bank Working Paper. Retrieved from:

Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking and Finance, 21(6), 849-870.

Berrios, M. R. (2013). The relationship between bank credit risk and profitability and liquidity. The International Journal of Business and Finance Research, 7(3), 105–118. Retrieved from:

Bulbul, D., Schmidt, R. H., & Schuwer, U. (2013). Savings bank and cooperative banks in Europe. Goethe University Frankfurt White Paper Series No. 5.

Bucher, M., Dietrich, D., & Hauck, A. (2013). Business cycles, bank credit, and crises. Economics Letters, 120, 229–231.

Ceh, A. M., Dumicic, M., & Krznar, I. (2011). A credit market disequilibrium modal and periods of credit crunch. Croatian National Bank Working Paper 28.

Gaiotti, E. (2013). Credit availability and investment: Lessons from the “great recession”. European Economic Review, 59, 212–227.

Ghosh, A. (2015). Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US States. Journal of Financial Stability, 93-104.

Griffith-Jones, S., Griffith-Jones, D., & Hertova, D. (2008). Enhancing the role of regional development bank. United Nations Paper G-24.

Hang, B. (2015). Unemployment and credit risk. Job Market Working Paper 15/08.

Herrias, R., & Moreno, J. O. (2011). Spillovers and long run diffusion of non-performing loans risk. ITAM School of Business.

Ho, C. S. F., & Yusoff, N. I. (2009). A preliminary study on credit risk management strategies of selected financial institutions in Malaysia. Jurnal Pengurusan, 28, 45-65.

Ikram, A., Su, Q., Ijaz, F., & Fiaz, M. (2016). Determinants of non-performing loans: An empirical investigation of bank-specific microeconomics factors. The Journal of Applied Business Research, 3(10): 1723-1736.

Keeton, W., & Morris, C. (1987). Why do banks’ loan losses differ? Economic Review, 72(5), 3-21.

Klein, N. (2013). Non-performing loans in CESEE: Determinants and impact on macroeconomic performance. International Monetary Fund Working Paper 13/72.

Laws of the Republic of Indonesia No. 13/1962 dated 16 August 1962 on the Basic Provisions of Regional Development Banks. Accessed on 10 February 2018. Retrieved from:

Louzis, D. P., Vouldis, A. T., & Metaxas, V. L. (2012). Macroeconomic and bank-specific determinants on non-performing loans in Greece: A comparative study of mortgage, business, and consumer loan portfolios. J. Bank. Financ. 36, 1012–1027.

Macit, F. (2012). Bank specific and macroeconomic determinants of profitability: Evidence from participation banks in Turkey. Economics Bulletin, 32(1), 586-595. Retrieved from:

Maryandi, M. S., Yaya, R., & Supriyono, E. (2016). Analisis pengaruh faktor internal bank terhadap non performing loan berdasarkan generalized method of moment. Jurnal Keuangan dan Perbankan, 20(3), 496-506.

Nkusu, M. (2011). Non-performing Loans and macro-financial vulnerabilities in advanced economies. IMF Working Paper WP/11/161.

Ouhibi, S., Ezzeddine, S., & Hammami, A. (2017). Non-performing loans and systemic risk: Empirical evidence to Tunisia and Morocco. Arabian J Bus Manag Review, 7, 296.

Rajan, R. (1994). Why bank policies fluctuate: A theory and some evidence. Q. J. Econ., 109, 399–441.

Rokhim, R., & Yanti, M. I. S. M. (2014). Risiko NPL kredit Bank Pembangunan Daerah sebagai regional champion. Jurnal Keuangan dan Perbankan, 18(1), 120-129. Retrieved from:

Saba, I., Kouser, R., & Azeem, M. (2012). Determinants of non-performing loans: Case of US banking sector. The Romanian Economic Journal, 44, 125-136. Retrieved from:

Skarica, B. (2014). Determinants of non-performing loans in Central and Eastern European countries. Financial Theory and Practice, Institute of Public Finance, 38(1), 37-59. Retrieved from:

Sparkassentiftung. Accessed on 21 April 2018.|

Statistics Indonesia. (2012–2017). Statistics Official News. Accessed on 23 January 2017.

Trautmann, S. T., & Vlahu, R. (2013). Strategic loan defaults and coordination: An experimental analysis. Journal of Banking & Finance, 37, 747–760.



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Jurnal Keuangan dan Perbankan (Journal of Finance and Banking)

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