Credit Risk and Banking Performance Efficiency: A Conceptual Framework for Measurement and Analysis

DOI: https://doi.org/10.70517/revcc2624119
Published: 23/09/2026
: Islam Ahmed Abdulridha, Iftikhar Mohammad Manahi Al-Rifai, Atheer Abbas Abadi Al-Jubouri. Credit Risk and Banking Performance Efficiency: A Conceptual Framework for Measurement and Analysis. Revista Cultura Científica, 2026 Issue 24. pg. 1439-1449.

Abstract

Credit risk is one of the most important sources of financial vulnerability in commercial banking because lending is simultaneously a principal source of income and a major source of potential loss. This conceptual study examines the relationship between credit risk management and banking performance efficiency and develops an analytical framework that links the identification, measurement, analysis, and mitigation of credit risk to key indicators of bank performance. The study synthesizes banking-risk literature, financial performance concepts, and established prudential indicators to clarify how deterioration in borrower creditworthiness, default, portfolio concentration, weak credit assessment, inadequate collateral, and unfavorable economic conditions may affect asset quality, profitability, liquidity, capital strength, and operating efficiency. Particular attention is given to non-performing loans, loan-loss provisions, return on assets, return on equity, liquidity measures, operating-cost indicators, and credit concentration. On this basis, a four-stage framework is proposed. The first stage identifies sources and forms of credit risk; the second measures risk exposure using quantitative and qualitative indicators; the third analyzes the effect of risk on banking performance; and the fourth translates the findings into preventive and corrective actions. The framework emphasizes that efficient credit-risk management should not be understood merely as reducing default, but as maintaining an appropriate balance between return, risk, liquidity, capital protection, and sustainable financial performance. The study concludes that systematic credit-risk measurement, early-warning mechanisms, portfolio diversification, sound internal controls, and periodic review of credit policies can strengthen the quality of credit decisions and support more resilient banking performance. Because the framework is conceptual, future research should test it empirically across different banking systems and regulatory environments.

Keywords: credit risk, banking performance efficiency, non-performing loans, credit risk management, bank profitability, financial stability, asset quality, risk measurement

Abstract

Credit risk is one of the most important sources of financial vulnerability in commercial banking because lending is simultaneously a principal source of income and a major source of potential loss. This conceptual study examines the relationship between credit risk management and banking performance efficiency and develops an analytical framework that links the identification, measurement, analysis, and mitigation of credit risk to key indicators of bank performance. The study synthesizes banking-risk literature, financial performance concepts, and established prudential indicators to clarify how deterioration in borrower creditworthiness, default, portfolio concentration, weak credit assessment, inadequate collateral, and unfavorable economic conditions may affect asset quality, profitability, liquidity, capital strength, and operating efficiency. Particular attention is given to non-performing loans, loan-loss provisions, return on assets, return on equity, liquidity measures, operating-cost indicators, and credit concentration. On this basis, a four-stage framework is proposed. The first stage identifies sources and forms of credit risk; the second measures risk exposure using quantitative and qualitative indicators; the third analyzes the effect of risk on banking performance; and the fourth translates the findings into preventive and corrective actions. The framework emphasizes that efficient credit-risk management should not be understood merely as reducing default, but as maintaining an appropriate balance between return, risk, liquidity, capital protection, and sustainable financial performance. The study concludes that systematic credit-risk measurement, early-warning mechanisms, portfolio diversification, sound internal controls, and periodic review of credit policies can strengthen the quality of credit decisions and support more resilient banking performance. Because the framework is conceptual, future research should test it empirically across different banking systems and regulatory environments.

Keywords: credit risk, banking performance efficiency, non-performing loans, credit risk management, bank profitability, financial stability, asset quality, risk measurement

References

  1. Bessis, Joël. Risk Management in Banking. 4th ed., John Wiley & Sons, 2015.

  2. Sironi, Andrea, and Andrea Resti. Risk Management and Shareholders’ Value in Banking: From Risk Measurement Models to Capital Allocation Policies. John Wiley & Sons, 2007.

  3. Carretta, Alessandro, Franco Fiordelisi, and Paola Schwizer. Risk Culture in Banking. Palgrave Macmillan, 2017.

  4. Basel Committee on Banking Supervision. Principles for the Management of Credit Risk. Bank for International Settlements, 2000.

  5. Al-Naimi, Adnan Tayeh, and Arshad Fouad Al-Tamimi. Financial Analysis and Planning: Contemporary Trends. Al-Yazouri Scientific Publishing and Distribution, 2008.

  6. Apǎtǎchioae, Adina. “The Performance, Banking Risks and Their Regulation.” Procedia Economics and Finance, vol. 20, 2015, pp. 35–43.

  7. Alsomali, Zawlikhah. Facilitating Adoption of E-Banking in Saudi Arabia through Reduction of Perceived Risk in E-Banking. 2015. Brunel University London, PhD thesis.

  8. Hendi, Munir Ibrahim. Financial Management: A Contemporary Analytical Approach. Modern Arab Office, 2007.

  9. Uyemura, Dennis G., and Donald R. van Deventer. Financial Risk Management in Banking: The Theory & Application of Asset & Liability Management. Bankers Publishing Company and Probus Publishing Company, 1993.

  10. Boudour, Ayoub. The Impact of Financial Risk Management on the Financial Performance of Banks: A Comparative Study between Conventional and Islamic Banks in Jordan for the Period 2007–2018. 2019. University of 8 May 1945 Guelma, Master’s thesis.

  11. Hussein, Mahmoud Mohamed Abdel-Raheem. “The Impact of Banks’ Credit Risk Disclosure on Financial Performance Improvement in the Commercial Banks in the Egyptian Business Environment: An Applied Study.” Scientific Journal for Commercial Research, vol. 43, no. 4, 2021, pp. 123–206.

  12. Corelli, Angelo. Analytical Corporate Finance. 3rd ed., Springer, 2023.

  13. Karkowska, Renata, Zbigniew Korzeb, Anna Matysek-Jędrych, and Paweł Niedziółka. Banking, Risk and Crises in Europe: From the Global Financial Crisis to COVID-19. Routledge, 2023.

  14. Noor, Ahmed. Measuring Creditworthiness in Business Organizations in Jordan. 2005. University of Mosul, Master’s thesis.

  15. Ibdah, Alaa. The Impact of Bank Credit Risk Management on Financial Performance in Jordanian Commercial Banks. 2020. Middle East University, Master’s thesis.

  16. Al-Bkhetan, Amer. Efficiency in European Banking: A Risk Perspective. 2020. University of Central Lancashire, PhD thesis.

  17. Khalis, Saleh. “Evaluating Performance Efficiency in the Banking Sector.” Conference on the Algerian Banking System and Economic Transformations: Reality and Challenges, University of Chlef, 2004.

  18. Al-Jalaihawi, Zainab Obeid Ghali. The Impact of Unprofitable Banking Services on Banking Performance: An Applied Study in a Sample of Government-Owned Commercial Banks in Iraq (Al-Rafidain and Al-Rasheed). 2010. University of Karbala, Master’s thesis.

  19. Al-Zubaidi, Amenah Sabri Kareem. Evaluating the Efficiency of the Performance of Iraqi Islamic Banks: A Comparative Analysis with UAE and Jordanian Islamic Banks for the Period 2005–2014. 2016. University of Karbala, Master’s thesis.

  20. Janoudi, Saleem Mohammed Ali. Banking Efficiency, Risk and Stock Performance in the European Union Banking System: The Effect of the World Financial Crisis. 2014. University of Leicester, PhD thesis.

  21. Al-Hashemi, Laila Abdul-Karim Mohammed, and Jamal Hashim Mohammed Al-Jubouri. “Indicators of Banking Management Efficiency and Their Impact on the Market Value of Banks: An Analytical Study of a Number of Public and Private Banks in Iraq.” First International Scientific Conference of the Iraqi Scientific Business Management Association, Koya University, 2017.

  22. Sefir, Mohammed. “Evaluating Performance Efficiency in the Algerian Banking Sector.” Maaref, vol. 10, no. 19, 2015, pp. 229–246.

  23. International Monetary Fund, Statistics Department. Financial Soundness Indicators Compilation Guide 2019. International Monetary Fund, 2019.

Islam Ahmed Abdulridha
Al-Iraqia University, Baghdad, Iraq
Iftikhar Mohammad Manahi Al-Rifai
Al-Iraqia University, Baghdad, Iraq
Atheer Abbas Abadi Al-Jubouri
Al-Iraqia University, Baghdad, Iraq

How to cite:

Islam Ahmed Abdulridha, Iftikhar Mohammad Manahi Al-Rifai, Atheer Abbas Abadi Al-Jubouri. Credit Risk and Banking Performance Efficiency: A Conceptual Framework for Measurement and Analysis. Revista Cultura Científica, 2026 Issue 24. pg. 1439-1449.

Publication History

Copyright © 2026, Islam Ahmed Abdulridha, Iftikhar Mohammad Manahi Al-Rifai, Atheer Abbas Abadi Al-Jubouri. Published by Revista Cultura Científica. This article is published as open access under the Creative Commons Attribution 4.0 International (CC BY 4.0) license (http://creativecommons.org/licenses/by/4.0/).

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