IDEAS home Printed from https://ideas.repec.org/a/kap/empiri/v48y2021i4d10.1007_s10663-020-09491-5.html
   My bibliography  Save this article

Macroeconomic and bank-specific determinants of non-performing loans: the case of baltic states

Author

Listed:
  • Jordan Kjosevski

    (Silk Road Bank)

  • Mihail Petkovski

    (University Ss. Cyril and Methodius)

Abstract

This study examines selected macroeconomic and bank-specific determinants of non-performing loans (NPLR) for a panel of 21commercial banks from the Baltics States (Estonia, Latvia and Lithuania), using annual data for the period 2005–2016. To avoid the risk of providing unconsistent and biased results by using only one estimation technique, in our study we implemented three alternative estimation models (fixed- effects model, difference Generalized Method of Moments and system Generalized Method of Moments). Empirical results provide evidence that the most important macroeconomic factors influencing NPLR are growth of GDP, public debt, inflation and unemployment. As for the bank-specific determinants, we found that equity to total assets ratio, return on assets, return on equity and growth of gross loans have an impact on the amount of NPLR.

Suggested Citation

  • Jordan Kjosevski & Mihail Petkovski, 2021. "Macroeconomic and bank-specific determinants of non-performing loans: the case of baltic states," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 48(4), pages 1009-1028, November.
  • Handle: RePEc:kap:empiri:v:48:y:2021:i:4:d:10.1007_s10663-020-09491-5
    DOI: 10.1007/s10663-020-09491-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10663-020-09491-5
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10663-020-09491-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Christian Merkl & Stephanie Stolz, 2009. "Banks' regulatory buffers, liquidity networks and monetary policy transmission," Applied Economics, Taylor & Francis Journals, vol. 41(16), pages 2013-2024.
    2. 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.
    3. Christophe Godlewski, 2004. "Capital Regulation and Credit Risk Taking : Empirical Evidence from Banks in Emerging Market Economies," Finance 0409030, University Library of Munich, Germany.
    4. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know about Unit Roots," NBER Chapters, in: NBER Macroeconomics Annual 1991, Volume 6, pages 141-220, National Bureau of Economic Research, Inc.
    5. Castro, Vítor, 2013. "Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI," Economic Modelling, Elsevier, vol. 31(C), pages 672-683.
    6. 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.
    7. 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.
    8. Liliana DONATH & Veronica Mihuțescu CERNA & Ionela Maria OPREA, 2014. "Macroeconomic Determinants Of Bad Loans In Baltic Countries And Romania," SEA - Practical Application of Science, Romanian Foundation for Business Intelligence, Editorial Department, issue 6, pages 71-80, December.
    9. Gabriel Jiménez & Jesús Saurina, 2006. "Credit Cycles, Credit Risk, and Prudential Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    10. Marcucci, Juri & Quagliariello, Mario, 2009. "Asymmetric effects of the business cycle on bank credit risk," Journal of Banking & Finance, Elsevier, vol. 33(9), pages 1624-1635, September.
    11. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    12. 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.
    13. 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.
    14. 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.
    15. Jordan Kjosevski & Mihail Petkovski, 2017. "Non-performing loans in Baltic States: determinants and macroeconomic effects," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 17(1), pages 25-44.
    16. 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.
    17. Glenn Hoggarth & Andrew Logan & Lea Zicchino, 2005. "Macro stress tests of UK banks," BIS Papers chapters, in: Bank for International Settlements (ed.), Investigating the relationship between the financial and real economy, volume 22, pages 392-408, Bank for International Settlements.
    18. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    19. Svetozar Tanasković & Maja Jandrić, 2015. "Macroeconomic and Institutional Determinants of Non-performing Loans," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 4(1), pages 47-62.
    20. 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.
    21. Swamy, Vighneswara, 2012. "Impact of Macroeconomic and Endogenous Factors on Non-Performing Bank Assets," MPRA Paper 47517, University Library of Munich, Germany.
    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. Cândida Ferreira, 2022. "Determinants of Non-performing Loans: A Panel Data Approach," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 28(3), pages 133-153, November.
    2. Aleksandra Ostrowska, 2023. "Makroekonomiczne determinanty jakości kredytów dla sektora niefinansowego w Polsce," Bank i Kredyt, Narodowy Bank Polski, vol. 54(5), pages 541-556.

    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. Mihail Petkovski & Jordan Kjosevski & Kiril Jovanovski, 2018. "Empirical Panel Analysis of Non-performing Loans in the Czech Republic. What are their Determinants and How Strong is their Impact on the Real Economy?," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 68(5), pages 460-490, October.
    2. Burim Gashi, 2021. "Impact of Bank Specific and Macro Determinants on Non-performing Loans of Polish Banking Sector," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 7, pages 129-147.
    3. Castro, Vítor, 2013. "Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI," Economic Modelling, Elsevier, vol. 31(C), pages 672-683.
    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. Gamze Öztürk DANIŞMAN, 2018. "Determinants of Bank Stability: A Financial Statement Analysis of Turkish Banks," Sosyoekonomi Journal, Sosyoekonomi Society, issue 26(38).
    6. Vasiliki Makri, 2016. "Towards an Investigation of Credit Risk Determinants in Eurozone Countries," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 15(1), pages 27-57, March.
    7. Muhammad Waqas & Nudrat Fatima & Aryan Khan & Muhammad Arif, 2017. "Determinants of Non-performing Loans: A Comparative Study of Pakistan, India, and Bangladesh," International Journal of Finance & Banking Studies, Center for the Strategic Studies in Business and Finance, vol. 6(1), pages 51-68, January.
    8. Vasiliki Makri, 2015. "What Triggers Loan Losses? An Empirical Investigation of Greek Financial Sector," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 65(3-4), pages 119-143, july-Dece.
    9. Louhichi, Awatef & Boujelbene, Younes, 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, Elsevier, vol. 38(C), pages 104-121.
    10. 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.
    11. Tajik, Mohammad & Aliakbari, Saeideh & Ghalia, Thaana & Kaffash, Sepideh, 2015. "House prices and credit risk: Evidence from the United States," Economic Modelling, Elsevier, vol. 51(C), pages 123-135.
    12. Wiem Ben Jabra & Zouheir Mighri & Faysal Mansouri, 2017. "Determinants of European bank risk during financial crisis," Cogent Economics & Finance, Taylor & Francis Journals, vol. 5(1), pages 1298420-129, January.
    13. Vasiliki MAKRI & Konstantinos PAPADATOS, 2016. "Determinants Of Loan Quality: Lessons From Greek Cooperative Banks," Review of Economic and Business Studies, Alexandru Ioan Cuza University, Faculty of Economics and Business Administration, issue 17, pages 115-140, June.
    14. 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.
    15. Pallavi Chavan & Leonardo Gambacorta, 2016. "Bank lending and loan quality: the case of India," BIS Working Papers 595, Bank for International Settlements.
    16. Cicchiello, Antonella Francesca & Cotugno, Matteo & Perdichizzi, Salvatore & Torluccio, Giuseppe, 2022. "Do capital buffers matter? Evidence from the stocks and flows of nonperforming loans," International Review of Financial Analysis, Elsevier, vol. 84(C).
    17. Salvador Climent-Serrano, 2019. "Effects of economic variables on NPLs depending on the economic cycle," Empirical Economics, Springer, vol. 56(1), pages 325-340, January.
    18. Škrabić Perić, Blanka & Rimac Smiljanić, Ana & Aljinović, Zdravka, 2018. "Credit risk of subsidiaries of foreign banks in CEE countries: Impacts of the parent bank and home country economic environment," The North American Journal of Economics and Finance, Elsevier, vol. 46(C), pages 49-69.
    19. Gulati, Rachita & Singh, Nirmal & Kumar, Sunil & Duppati, Geeta, 2023. "Bank stability in the Indian subcontinent region: Evolution and determinants," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    20. Burak Byükoglu & Ahmet Šit & Ibrahim Halil Ekši, 2021. "Governance matters on non-performing loans: Evidence from emerging markets," PSL Quarterly Review, Economia civile, vol. 74(296), pages 75-91.

    More about this item

    Keywords

    Non-performing loans; Macroeconomic determinants; Bank-specific determinants; Baltic states; System generalized method of moments;
    All these keywords.

    JEL classification:

    • F61 - International Economics - - Economic Impacts of Globalization - - - Microeconomic Impacts
    • F62 - International Economics - - Economic Impacts of Globalization - - - Macroeconomic Impacts
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    Statistics

    Access and download statistics

    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:kap:empiri:v:48:y:2021:i:4:d:10.1007_s10663-020-09491-5. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.