IDEAS home Printed from https://ideas.repec.org/a/pal/jbkreg/v26y2025i3d10.1057_s41261-025-00277-y.html
   My bibliography  Save this article

Governance, business model and size as drivers of loan’s portfolio management and provisioning in European banks

Author

Listed:
  • Renata Karkowska

    (University of Warsaw)

  • Zbigniew Korzeb

    (Bialystok University of Technology)

  • Anna Matysek

    (Department of International Competitiveness, Poznan University of Economics and Business)

  • Paweł Niedziółka

    (SGH Warsaw School of Economics)

Abstract

The quality of loan portfolios plays a critical role in ensuring the stability of banks, as its deterioration can contribute to financial crises. Therefore, it is essential to analyse the factors influencing not only the share of non-performing loans in bank portfolios but also the provisioning policies adopted to mitigate credit risk. This article aims to examine the determinants of loan portfolio quality in European banks, as well as the extent to which provisions cover these portfolios. Our research is based on a sample of 197 banks from 31 European countries and the period from 2011 to 2022. The study employs dynamic panel regression models with Generalised Method of Moments estimators. We employ a comprehensive framework for credit risk management, incorporating three fundamental indicators: non-performing loans, provision coverage, and the cost of risk. Our empirical findings suggest that diversifying income sources beyond traditional lending activities can improve the effectiveness of credit risk management. Furthermore, larger banks demonstrate superior capability in managing non-performing loans and mitigating risk-related costs. This effect is particularly pronounced in institutions with a strategic investor, suggesting a potential advantage in governance and risk oversight. These insights provide valuable guidance for policymakers and financial institutions in managing credit risk and ensuring financial stability.

Suggested Citation

  • Renata Karkowska & Zbigniew Korzeb & Anna Matysek & Paweł Niedziółka, 2025. "Governance, business model and size as drivers of loan’s portfolio management and provisioning in European banks," Journal of Banking Regulation, Palgrave Macmillan, vol. 26(3), pages 590-609, September.
  • Handle: RePEc:pal:jbkreg:v:26:y:2025:i:3:d:10.1057_s41261-025-00277-y
    DOI: 10.1057/s41261-025-00277-y
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41261-025-00277-y
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41261-025-00277-y?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Laxmi Koju & Ram Koju & Shouyang Wang, 2018. "Macroeconomic and Bank-Specific Determinants of Non-Performing Loans: Evidence from Nepalese Banking System," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 7(3), pages 111-138.
    2. Mkhaiber, Achraf & Werner, Richard A., 2021. "The relationship between bank size and the propensity to lend to small firms: New empirical evidence from a large sample," Journal of International Money and Finance, Elsevier, vol. 110(C).
    3. 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.
    4. 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.
    5. Acar Balaylar, Nilgün & Karımlı, Turan & Emir Bulut, Ahsen, 2025. "The Effect of Non-Interest Income on Bank Profitability and Risk: Evidence from Turkey," Revista Galega de Economía, University of Santiago de Compostela. Faculty of Economics and Business., vol. 34(1), pages 1-23.
    6. Bosshardt, Joshua & Di Maggio, Marco & Kakhbod, Ali & Kermani, Amir, 2024. "The credit supply channel of monetary policy tightening and its distributional impacts," Journal of Financial Economics, Elsevier, vol. 160(C).
    7. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    8. Wang, Chunyang & Lin, Yongjia, 2021. "Income diversification and bank risk in Asia Pacific," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    9. Shikha Goyal & Nikita Singhal & Nandita Mishra & Subhash Kumar Verma, 2023. "The impact of macroeconomic and institutional environment on NPL of developing and developed countries," Future Business Journal, Springer, vol. 9(1), pages 1-15, December.
    10. Tiago M. Dutra & João C. A. Teixeira & José Carlos Dias, 2024. "The effect of political institutions on the interplay between banking regulation and banks’ risk," Journal of Banking Regulation, Palgrave Macmillan, vol. 25(2), pages 179-196, June.
    11. 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.
    12. 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.
    13. Andersen, Henrik & Juelsrud, Ragnar Enger, 2024. "Optimal capital adequacy ratios for banks," Latin American Journal of Central Banking (previously Monetaria), Elsevier, vol. 5(2).
    14. Ari, Anil & Chen, Sophia & Ratnovski, Lev, 2021. "The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications," Journal of Banking & Finance, Elsevier, vol. 133(C).
    15. MBelen Salas & Prosper Lamothe & Enrique Delgado & Angel L. Fernández-Miguélez & Lucia Valcarce, 2024. "Determinants of Nonperforming Loans: A Global Data Analysis," Computational Economics, Springer;Society for Computational Economics, vol. 64(5), pages 2695-2716, November.
    16. Rizwan, Muhammad Suhail, 2021. "Macroprudential regulations and systemic risk: Does the one-size-fits-all approach work?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 74(C).
    17. Bernardo P. Marques & Carlos F. Alves, 2021. "The profitability and distance to distress of European banks: do business choices matter?," The European Journal of Finance, Taylor & Francis Journals, vol. 27(15), pages 1553-1580, October.
    18. 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.
    19. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    20. Se-Hak Chun & Namnansuren Ardaaragchaa, 2024. "Analysis of Factors Affecting the Loan Growth of Banks with a Focus on Non-Performing Loans," JRFM, MDPI, vol. 17(5), pages 1-9, May.
    21. 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.
    22. Kryzanowski, Lawrence & Liu, Jinjing & Zhang, Jie, 2023. "Effect of COVID-19 on non-performing loans in China," Finance Research Letters, Elsevier, vol. 52(C).
    23. Saklain, Md Sohel & Williams, Barry, 2024. "Non-interest income and bank risk: The role of financial structure," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    24. Farnè, Matteo & Vouldis, Angelos, 2024. "Do retail-oriented banks have less non-performing loans?," The Journal of Economic Asymmetries, Elsevier, vol. 29(C).
    25. Lucia Alessi & Brunella Bruno & Elena Carletti & Katja Neugebauer & Isabella Wolfskeil, 2021. "Cover your assets: non-performing loans and coverage ratios in Europe [Bias-corrected matching estimators for average treatment effects]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 36(108), pages 685-733.
    26. Avignone, Giuseppe & Altunbas, Yener & Polizzi, Salvatore & Reghezza, Alessio, 2021. "Centralised or decentralised banking supervision? Evidence from European banks," Journal of International Money and Finance, Elsevier, vol. 110(C).
    27. Jannis Bischof & Nicolas Rudolf & Wilhelm Schmundt, 2022. "How Do Non-Performing Loans Evolve Along the Economic Cycle? The Role of Macroeconomic Conditions and Legal Efficiency," European Accounting Review, Taylor & Francis Journals, vol. 31(5), pages 1149-1174, October.
    28. Matteo Foglia, 2022. "Non-Performing Loans and Macroeconomics Factors: The Italian Case," Risks, MDPI, vol. 10(1), pages 1-13, January.
    29. Mohammed Adem, 2023. "The impact of macroprudential policy and political institutions on bank credit risk in Ethiopia: A dynamic ordinary least squares analysis," Cogent Business & Management, Taylor & Francis Journals, vol. 10(3), pages 2257829-225, December.
    30. Sawa Omori, 2024. "Do institutions matter? Political economy of the enhancement of banking supervision," Journal of Banking Regulation, Palgrave Macmillan, vol. 25(1), pages 73-83, March.
    31. Mohamed Sami Ben Ali & Sami Ben Mim, 2023. "Democracy and Banking Stability: Is the Relationship U-Shaped?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(4), pages 4426-4448, December.
    32. 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.
    33. Ivan Gržeta & Saša Žiković & Ivana Tomas Žiković, 2023. "Size matters: analyzing bank profitability and efficiency under the Basel III framework," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-28, December.
    34. Kouzez, Marc, 2023. "Political environment and bank performance: Does bank size matter?," Economic Systems, Elsevier, vol. 47(1).
    35. repec:bla:jfinan:v:43:y:1988:i:5:p:1219-33 is not listed on IDEAS
    36. Shehzad, Choudhry Tanveer & de Haan, Jakob & Scholtens, Bert, 2010. "The impact of bank ownership concentration on impaired loans and capital adequacy," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 399-408, February.
    37. Klomp, Jeroen & Haan, Jakob de, 2012. "Banking risk and regulation: Does one size fit all?," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3197-3212.
    38. 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.
    39. Md. Feroz Khan & Md. Sumon Ali & Md. Naiem Hossain & Mithun Bairagi, 2023. "Determinants of non-performing loans in conventional and Islamic banks: Emerging market evidence," Modern Finance, Modern Finance Institute, vol. 1(1), pages 56-69.
    40. Zbigniew Korzeb & Paweł Niedziółka, 2021. "Determinants of Differentiation of Cost of Risk (CoR) among Polish Banks during COVID-19 Pandemic," JRFM, MDPI, vol. 14(3), pages 1-12, March.
    41. Rim Boussaada & Abdelaziz Hakimi & Majdi Karmani, 2023. "Non-performing loans and bank performance: what role does corporate social responsibility play? A system GMM analysis for European banks," Journal of Applied Accounting Research, Emerald Group Publishing Limited, vol. 24(5), pages 859-888, March.
    42. Fiordelisi, Franco & Ricci, Ornella & Stentella Lopes, Francesco Saverio, 2017. "The Unintended Consequences of the Launch of the Single Supervisory Mechanism in Europe," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2809-2836, December.
    43. 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.
    44. Pancotto, Livia & ap Gwilym, Owain & Williams, Jonathan, 2024. "The evolution and determinants of the non-performing loan burden in Italian banking," Pacific-Basin Finance Journal, Elsevier, vol. 84(C).
    45. Agim Kukeli & Robert C. Forrester & Fitim Deari & John E. Martinez, 2023. "Non-performing loans in Central-East European countries: investigation of macroeconomic, policy, and global risk determinants," Global Business and Economics Review, Inderscience Enterprises Ltd, vol. 29(3), pages 265-286.
    46. 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.
    47. Yilmaz Bayar, 2019. "Macroeconomic, Institutional and Bank-Specific Determinants of Non-Performing Loans in Emerging Market Economies: A Dynamic Panel Regression Analysis," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 8(3), pages 95-110.
    Full references (including those not matched with items on IDEAS)

    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. 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. MBelen Salas & Prosper Lamothe & Enrique Delgado & Angel L. Fernández-Miguélez & Lucia Valcarce, 2024. "Determinants of Nonperforming Loans: A Global Data Analysis," Computational Economics, Springer;Society for Computational Economics, vol. 64(5), pages 2695-2716, November.
    3. Candida Ferreira, 2023. "The Influence of Bank Performance, Market Condition and Economic Growth on Non-Performing Loansa," World Journal of Applied Economics, WERI-World Economic Research Institute, vol. 9(1), pages 77-98, June.
    4. 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.
    5. 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.
    6. Sascha Tobias Wengerek & Benjamin Hippert & André Uhde, 2019. "Risk allocation through securitization - Evidence from non-performing loans," Working Papers Dissertations 58, Paderborn University, Faculty of Business Administration and Economics.
    7. 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.
    8. Biswa Swarup Misra & Paolo Coccorese, 2025. "What affected stressed advances of Indian banks in the early 2000s? An investigation of the role of bank-specific and macroeconomic factors," International Economics and Economic Policy, Springer, vol. 22(1), pages 1-24, February.
    9. Karadima, Maria & Louri, Helen, 2021. "Determinants of non-performing loans in Greece: the intricate role of fiscal expansion," LSE Research Online Documents on Economics 110741, London School of Economics and Political Science, LSE Library.
    10. Carmelo Algeri & Antonio F. Forgione & Carlo Migliardo, 2022. "Do spatial dependence and market power matter in the diversification of cooperative banks?," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 51(3), November.
    11. Maria Kasselaki & Athanasios Tagkalakis, 2014. "Financial soundness indicators and financial crisis episodes," Annals of Finance, Springer, vol. 10(4), pages 623-669, November.
    12. 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.
    13. Pancotto, Livia & ap Gwilym, Owain & Williams, Jonathan, 2024. "The evolution and determinants of the non-performing loan burden in Italian banking," Pacific-Basin Finance Journal, Elsevier, vol. 84(C).
    14. 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.
    15. Pawlowska, Malgorzata, 2016. "Does the size and market structure of the banking sector have an effect on the financial stability of the European Union?," The Journal of Economic Asymmetries, Elsevier, vol. 14(PA), pages 112-127.
    16. Djalilov, Khurshid & Piesse, Jenifer, 2019. "Bank regulation and efficiency: Evidence from transition countries," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 308-322.
    17. 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.
    18. 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.
    19. 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.
    20. 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.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    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:pal:jbkreg:v:26:y:2025:i:3:d:10.1057_s41261-025-00277-y. 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.palgrave-journals.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.