IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2019i1p325-d303730.html
   My bibliography  Save this article

Industry-Specific and Macroeconomic Determinants of Non-Performing Loans: A Comparative Analysis of ARDL and VECM

Author

Listed:
  • Changjun Zheng

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

  • Probir Kumar Bhowmik

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

  • Niluthpaul Sarker

    (Department of Accounting and Information Systems, Jagannath University, Dhaka 1100, Bangladesh)

Abstract

With the growth of an economy, the banking industry expands and the competitiveness becomes intense with the increased number of banks in the economy. The objective of this research was to discover the influence of industry-specific and macroeconomic determinants of non-performing loans (NPLs) in the entire banking system of Bangladesh. We performed an analysis for the period from 1979 to 2018 by an autoregressive distributed lag (ARDL) model and checked the robustness of the results in the vector error correction (VEC) model. The outcomes of this research suggest that both industry-specific and macroeconomic factors influence NPLs significantly. Among the industry-specific determinants, bank loan growth, net operating profit, and deposit rates negatively impact NPLs with statistical significance while bank liquidity and lending rates have a significant positive affiliation with NPLs. Gross domestic product (GDP) growth and unemployment, among the macroeconomic variables, have a negative connection with NPLs. Whereas, domestic credit and exchange rates have a significant positive association with NPLs. The contribution of this research is that the outcomes found by means of econometric models can be used for predicting and measuring NPLs in upcoming years, not only for Bangladesh but also for developing and emerging economies. Individual banks, as well as the banking sector, by and large, can get a guideline from this research.

Suggested Citation

  • Changjun Zheng & Probir Kumar Bhowmik & Niluthpaul Sarker, 2019. "Industry-Specific and Macroeconomic Determinants of Non-Performing Loans: A Comparative Analysis of ARDL and VECM," Sustainability, MDPI, vol. 12(1), pages 1-17, December.
    • Handle: RePEc:gam:jsusta:v:12:y:2019:i:1:p:325-:d:303730
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/1/325/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/12/1/325/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Matthews, Kent, 2013. "Risk management and managerial efficiency in Chinese banks: A network DEA framework," Omega, Elsevier, vol. 41(2), pages 207-215.
    2. Amir, Md. Khaled, 2019. "Does Excess Bank Liquidity Impact Non-Performing Loan? A Study on Bangladeshi Economy," MPRA Paper 101150, University Library of Munich, Germany, revised 10 Aug 2019.
    3. Md. Shahidul Islam & Shin-Ichi Nishiyama, 2019. "Non-Performing Loans of Commercial Banks in South Asian Countries: Adverse Selection and Moral Hazard Issues," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 9(9), pages 1091-1106.
    4. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    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. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    7. Mohammad Ziaul Islam & Shormin Aktar & Mohammad Awal Hossen & Mohammad Mohammad Saiful Islam, 2018. "Non-Performing Loan And Asset Utilization Of Banks: Evidence From Bangladesh," Romanian Economic Business Review, Romanian-American University, vol. 13(4), pages 31-39, december.
    8. 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.
    9. Chih-Ching Yang, 2017. "Reduction of non-performing loans in the banking industry: an application of data envelopment analysis," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(5), pages 833-851, September.
    10. Mohammad Ziaul Islam & Mohammad Saiful Islam, 2018. "Non-Performing Loan As Eroding Factor Of Capital Adequacy: Evidence From Banking Industry In Bangladesh," Romanian Economic Business Review, Romanian-American University, vol. 13(2), pages 23-29, June.
    11. Uwe Hassler & Jürgen Wolters, 2006. "Autoregressive distributed lag models and cointegration," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 90(1), pages 59-74, March.
    12. Md. Shahidul Islam & Shin-Ichi Nishiyama, 2019. "Non-Performing Loans of Commercial Banks in South Asian Countries: Adverse Selection and Moral Hazard Issues," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 9(9), pages 1091-1106, September.
    13. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    14. 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.
    15. Godlewski, Christophe J., 2014. "The determinants of multiple bank loan renegotiations in Europe," International Review of Financial Analysis, Elsevier, vol. 34(C), pages 275-286.
    16. 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.
    17. 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.
    18. 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.
    19. Shrestha, Min B. & Chowdhury, Khorshed, 2005. "ARDL Modelling Approach to Testing the Financial Liberalisation Hypothesis," Economics Working Papers wp05-15, School of Economics, University of Wollongong, NSW, Australia.
    20. 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.
    21. Partovi, Elmira & Matousek, Roman, 2019. "Bank efficiency and non-performing loans: Evidence from Turkey," Research in International Business and Finance, Elsevier, vol. 48(C), pages 287-309.
    22. William R. Keeton & Charles S. Morris, 1987. "Why do banks' loan losses differ?," Economic Review, Federal Reserve Bank of Kansas City, vol. 72(May), pages 3-21.
    23. Fofack, Hippolyte L., 2005. "Nonperforming loans in Sub-Saharan Africa : causal analysis and macroeconomic implications," Policy Research Working Paper Series 3769, The World Bank.
    24. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    25. Barseghyan, Levon, 2010. "Non-performing loans, prospective bailouts, and Japan's slowdown," Journal of Monetary Economics, Elsevier, vol. 57(7), pages 873-890, October.
    26. Chaibi, Hasna & Ftiti, Zied, 2015. "Credit risk determinants: Evidence from a cross-country study," Research in International Business and Finance, Elsevier, vol. 33(C), pages 1-16.
    27. Hrushikesh Mallick & Shashi Agarwal, 2007. "Impact Of Real Interest Rates On Real Output Growth In India: A Long-Run Analysis In A Liberalized Financial Regime," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 52(02), pages 215-231.
    28. Samaresh Bardhan & Vivekananda Mukherjee, 2016. "Bank-specific determinants of nonperforming assets of Indian banks," International Economics and Economic Policy, Springer, vol. 13(3), pages 483-498, July.
    29. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Saba Iqbal & Safia Nosheen, 2023. "Moderating impact of non-performing loans on the relationship between sustainable development goals and the financial performance of banks," Future Business Journal, Springer, vol. 9(1), pages 1-12, December.
    2. Petr Jakubik & Eyup Kadioglu, 2022. "Factors affecting bank loan quality: a panel analysis of emerging markets," International Economics and Economic Policy, Springer, vol. 19(3), pages 437-458, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Laxmi Koju & Ram Koju & Shouyang Wang, 2018. "Does Banking Management Affect Credit Risk? Evidence from the Indian Banking System," IJFS, MDPI, vol. 6(3), pages 1-11, July.
    2. Ghosh, Amit, 2017. "Sector-specific analysis of non-performing loans in the US banking system and their macroeconomic impact," Journal of Economics and Business, Elsevier, vol. 93(C), pages 29-45.
    3. Rahbar , Farhad & Behzadi Soufiani , Mohsen, 2021. "The Impact of Macroeconomic and Banking Variables on Non-Performing Loans in Oil Cycles: Evidence from Iran," Journal of Money and Economy, Monetary and Banking Research Institute, Central Bank of the Islamic Republic of Iran, vol. 16(2), pages 135-164, June.
    4. Gulati, Rachita & Goswami, Anju & Kumar, Sunil, 2019. "What drives credit risk in the Indian banking industry? An empirical investigation," Economic Systems, Elsevier, vol. 43(1), pages 42-62.
    5. 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.
    6. Maryem Naili & Younes Lahrichi, 2022. "The determinants of banks' credit risk: Review of the literature and future research agenda," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 334-360, January.
    7. Teodor Hada & Nicoleta Bărbuță-Mișu & Iulia Cristina Iuga & Dorin Wainberg, 2020. "Macroeconomic Determinants of Nonperforming Loans of Romanian Banks," Sustainability, MDPI, vol. 12(18), pages 1-19, September.
    8. Florian Manz, 2019. "Determinants of non-performing loans: What do we know? A systematic review and avenues for future research," Management Review Quarterly, Springer, vol. 69(4), pages 351-389, November.
    9. 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.
    10. Mehmet Levent Erdas & Zeynep Ezanoglu, 2022. "How Do Bank-Specific Factors Impact Non-Performing Loans: Evidence from G20 Countries," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 11(2), pages 97-122.
    11. Maria Karadima & Helen Louri, 2021. "Determinants of Non-Performing Loans in Greece: the intricate role of fiscal expansion," GreeSE – Hellenic Observatory Papers on Greece and Southeast Europe 160, Hellenic Observatory, LSE.
    12. Bogdan Florin FILIP, 2017. "Lessons From The Impact Of Internal And Macroeconomic Determinants Of Bad Loans In Cee Banks," EURINT, Centre for European Studies, Alexandru Ioan Cuza University, vol. 4, pages 198-212.
    13. Vuslat Us, 2016. "Determinants of Non-Performing Loans in the Turkish Banking Sector : What Has Changed After the Global Crisis?," CBT Research Notes in Economics 1627, Research and Monetary Policy Department, Central Bank of the Republic of Turkey.
    14. Gila-Gourgoura, E. & Nikolaidou, E., 2017. "Credit Risk Determinants in the Vulnerable Economies of Europe: Evidence from the Spanish Banking System," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 10(1), pages 60-71, March.
    15. Saom Shawleen Anita & Nishat Tasnova & Nousheen Nawar, 2022. "Are non-performing loans sensitive to macroeconomic determinants? an empirical evidence from banking sector of SAARC countries," Future Business Journal, Springer, vol. 8(1), pages 1-16, December.
    16. Imad Jabbouri & Maryem Naili, 2020. "Determinants of Nonperforming Loans in Emerging Markets: Evidence from the MENA Region," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 22(04), pages 1-33, February.
    17. Cucinelli, Doriana & Battista, Maria Luisa Di & Marchese, Malvina & Nieri, Laura, 2018. "Credit risk in European banks: The bright side of the internal ratings based approach," Journal of Banking & Finance, Elsevier, vol. 93(C), pages 213-229.
    18. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    19. Bholat, David & Lastra, Rosa & Markose, Sheri & Miglionico, Andrea & Sen, Kallol, 2016. "Non-performing loans: regulatory and accounting treatments of assets," Bank of England working papers 594, Bank of England.
    20. Ghosh, Saibal, 2019. "Loan delinquency in banking systems: How effective are credit reporting systems?," Research in International Business and Finance, Elsevier, vol. 47(C), pages 220-236.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:12:y:2019:i:1:p:325-:d:303730. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.