Dynamic Paths to Islamic and Conventional Bank Cost Efficiency: When Size and Profit Collide in HIMI Economies
DOI:
https://doi.org/10.24191/jeeir.v13i2.8661Keywords:
bank, efficiency, Basel Accords, intellectual capital, financial risk, Islamic banksAbstract
This study investigates the determinants of cost efficiency in Islamic and conventional banks operating in high-income and middle-income (HIMI) countries from 2015 to 2024, with a focus on the moderating effect of profitability on the relationship between bank size and cost efficiency. This study uses an unbalanced panel of 102 banks across 10 countries and employs a two-step system Generalized Method of Moments (GMM) approach. The results show that efficiency is persistent over time, indicating that past operational and governance practices have lasting impacts. Profitability directly improves cost efficiency and amplifies the benefits of larger bank size through economies of scale. Highly profitable Islamic and conventional banks demonstrate greater improvements in cost efficiency as their size expands. In contrast, banks with lower profitability experience only modest gains in cost efficiency as they grow. Higher credit risk reduces cost efficiency by increasing monitoring and compliance costs, while investments in intellectual capital are found to be vital for long-term competitiveness as it may slowly lower cost efficiency. Crisis periods are associated with higher efficiency, as resource constraints encourage tighter cost control. The findings provide important implications for policymakers, encouraging them to support efficiency without discouraging innovation and compliance. Finally, the study also lays out important implications for bank managers to strengthen risk management, strategically invest in intellectual capital, and leverage profitability to maximize the efficiency gains associated with the bank size.
References
Abbas, F., Ali, S., & Ahmad, M. (2023). Does economic growth affect the relationship between banks' capital, liquidity and profitability: empirical evidence from emerging economies. Journal of Economic and Administrative Sciences, 39(2), 366-381. https://doi.org/10.1108/JEAS-03-2021-0056
Adem, M. (2022). Impact of income diversification on bank stability: a cross-country analysis. Asian Journal of Accounting Research, 8(2), 133-144. https://doi.org/10.1108/ajar-03-2022-0093
Ahmad, W., & Luo, R. H. (2010). Comparison of banking efficiency in Europe: Islamic versus conventional banks. In S.-J. Kim & M. D. McKenzie (Eds.), International Banking in the New Era: Post-Crisis Challenges and Opportunities (Vol. 11, pp. 0). Emerald Group Publishing Limited. https://doi.org/10.1108/s1569-3767(2010)0000011016
AlHassan, A., Benmohamed, I., Bibolov, A., Ugazio, G., & Zhang, T. (2022). Assessing Banking Sector Vulnerabilities in the Gulf Cooperation Council in the Wake of COVID-19. International Monetary Fund, .
Alkhider, L. A. (2025). The Impact of Bank Size on Competitive Advantage in the UK Banking Sector. Available at SSRN 5193717.
Alsharif, M. (2021). Risk, efficiency and capital in a dual banking industry: evidence from GCC banks. Managerial Finance, 47(8), 1213-1232. https://doi.org/10.1108/MF-10-2020-0529
Alzoubi, M., Alkhatib, A., Alsmadi, A. A., & Kasasbeh, H. (2022). Bank size and capital: A trade-off between risk-taking incentives and diversification. Banks and Bank Systems, 17(4), 1.http://dx.doi.org/10.21511/bbs.17(4).2022.01
Annink, F. (2025). Understanding the Impact of the Lehman Brothers Collapse on Bank Financial Outcomes: The Moderating Role of Board Structure.
Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of econometrics, 68(1), 29-51. https://doi.org/10.1016/0304-4076(94)01642-D
Aslam, E., & Haron, R. (2021). Corporate governance and banking performance: the mediating role of intellectual capital among OIC countries. Corporate Governance: The International Journal of Business in Society, 21(1), 111-136. https://doi.org/10.1108/CG-08-2020-0312
Aslam, E., Ur Rehman, A., & Iqbal, A. (2024). The mediating role of intellectual capital in corporate governance and financial efficiency of Islamic banks. Corporate Governance: The International Journal of Business in Society, 24(1), 19-40. https://doi.org/10.1108/CG-06-2022-0276
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of management, 17(1), 99-120. https://doi.org/10.1177/014920639101700108
Beliel, H. (2024). Do Banks Size matter in Competitive Advantage of UK Banks Sector? Available at SSRN 5017959.
Berger, A. N., & Bouwman, C. H. S. (2013). How does capital affect bank performance during financial crisesα [Article]. Journal of Financial Economics, 109(1), 146-176. https://doi.org/10.1016/j.jfineco.2013.02.008
Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849-870. https://doi.org/http://dx.doi.org/10.1016/S0378-4266(97)00003-4
Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational Research, 98(2), 175-212. https://doi.org/https://doi.org/10.1016/S0377-2217(96)00342-6
Bitar, M., Hassan, M. K., Pukthuanthong, K., & Walker, T. (2018). The Performance of Islamic Vs. Conventional Banks: Evidence on the Suitability of the Basel Capital Ratios. Open Economies Review, 29(5), 1003-1038. https://doi.org/10.1007/s11079-018-9492-1
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of econometrics, 87(1), 115-143. https://doi.org/10.1016/S0304-4076(98)00009-8
Bradrania, R., Li, X., & Xu, L. (2017). Chapter 11 - Bank Failures and Management Inefficiency During the Global Financial Crisis. In F. Economou, K. Gavriilidis, G. N. Gregoriou, & V. Kallinterakis (Eds.), Handbook of Investors' Behavior During Financial Crises (pp. 191-201). Academic Press. https://doi.org/https://doi.org/10.1016/B978-0-12-811252-6.00011-6
Cangombe, E. L., Almeida, L. G., & Tavares, F. O. (2025). Determinants of Banking Profitability in Angola: A Panel Data Analysis with Dynamic GMM Estimation. Risks, 13(7), 123. https://www.mdpi.com/2227-9091/13/7/123
Chazi, A., Mirzaei, A., & Zantout, Z. (2024). Are Islamic banks really resilient to crises: new evidence from the COVID-19 pandemic. International Journal of Islamic and Middle Eastern Finance and Management, 17(5), 1027-1043. https://doi.org/10.1108/IMEFM-06-2024-0279
Dalwai, T., & Singh, D. (2022). Intellectual capital, bank stability and risk-taking: evidence from Asian emerging markets. Competitiveness Review: An International Business Journal, 32(6), 995-1024. https://doi.org/10.1108/CR-03-2021-0031
Dar, A. H., Mathur, S. K., & Mishra, S. (2021). The efficiency of Indian banks: A DEA, Malmquist and SFA analysis with bad output. Journal of Quantitative Economics, 19(4), 653-701. https://doi.org/10.1007/s40953-021-00247-x
Dar, H. A. (2013). Islamic financial innovation: tools and trends. Journal of Emerging Economies and Islamic Research, 1(3), 1-22. https://doi.org/10.24191/jeeir.v1i3.131
Filatie, Y. S., & Sharma, D. (2024). The mediating role of intellectual capital on the nexus between diversification, financial stability and efficiency of commercial banks in Ethiopia. Managerial Finance, 50(9), 1681-1701. https://doi.org/10.1108/MF-02-2024-0083
Fried, H. O., Lovell, C. A. K., & Shelton, S. S. (2008). Efficiency and Productivity. The Measurement of Productive Efficiency and Productivity Growth, 3, 3-91. https://doi.org/10.1093/acprof:oso/9780195183528.003.0001
Fukuyama, H., & Tan, Y. (2024). Investigating into the dual role of loan loss reserves in banking production process. Annals of Operations Research, 334(1), 423-444. https://doi.org/10.1007/s10479-021-04365-w
Gržeta, I., Žiković, S., & Tomas Žiković, I. (2023). Size matters: analyzing bank profitability and efficiency under the Basel III framework [Article]. Financial Innovation, 9(1), Article 43. https://doi.org/10.1186/s40854-022-00412-y
Gupta, N., & Mahakud, J. (2020). Ownership, bank size, capitalization and bank performance: Evidence from India. Cogent Economics & Finance, 8(1), 1808282. https://doi.org/10.1080/23322039.2020.1808282
Hisham Yahya, M., Muhammad, J., & Razak Abdul Hadi, A. (2012). A comparative study on the level of efficiency between Islamic and conventional banking systems in Malaysia [Article]. International Journal of Islamic and Middle Eastern Finance and Management, 5(1), 48-62. https://doi.org/10.1108/17538391211216820
Ilmiani, A., & Meliza, M. (2022). The influence of banking risk on efficiency: the moderating role of inflation rate. Indonesian Journal of Economics, Social, and Humanities, 4(1), 73-84.
Islamic Finance Development Indicator. (2024). LSEG Islamic Finance Development Report 2024: Another Financing Option Made for You. https://icd-ps.org/uploads/files/Islamic%20Finance%20Development%20Report%2020241746698945_8205.pdf
Istaiteyeh, R., Milhem, M. M., & Elsayed, A. (2024). Efficiency Assessment and Determinants of Performance: A Study of Jordan’s Banks Using DEA and Tobit Regression. Economies, 12(2), 37. https://doi.org/10.3390/economies12020037
Jafari Nodoushan, A., & Mousavi, S. S. (2024). Investigating the effect of credit risk and liquidity risk on the efficiency of banks with dynamic data envelopment analysis. Journal of Investment Knowledge, 14(53), 51-67. 10.30495/jik.0621.23458
Jelassi, M. M., & Delhoumi, E. (2021). What explains the technical efficiency of banks in Tunisia? Evidence from a two-stage data envelopment analysis. Financial Innovation, 7(1), 64. https://doi.org/10.1186/s40854-021-00282-w
Juodis, A., & Reese, S. (2022). The Incidental Parameters Problem in Testing for Remaining Cross-Section Correlation. Journal of Business & Economic Statistics, 40(3), 1191-1203. https://doi.org/10.1080/07350015.2021.1906687
Kanago, B. (2023). The Comovement Between Forecast Errors for Real GDP and Its Deflator in Six OECD Countries: Did Supply Shocks Become Less Dominant During the Great Moderation? Journal of Business Cycle Research, 19(2), 149-169. https://doi.org/10.1007/s41549-023-00086-0
Karim, R., Roshid, M. M., & Waaje, A. (2025). Does the firm size matter for financial performance?—Evidence from the financial sector of a South Asian emerging economy. In EMIDWORLD 2nd International Congress on Economics Public Finance Business & Social Sciences (pp. 461-474).
Khan, M. R. I., & Haque, R. (2025). Technical, allocative and cost efficiency of private commercial banks in Bangladesh. Asian Journal of Economics and Banking. https://doi.org/10.1108/AJEB-10-2024-0117
Klein, P.-O., & Turk-Ariss, R. (2022). Bank capital and economic activity. Journal of Financial Stability, 62, 101068. https://doi.org/10.1016/j.jfs.2022.101068
Koopmans, T. C. (1951). An analysis of production as an efficient combination of activities. Activity analysis of production and allocation.
Körner, T., & Papageorgiou, M. (2025). Doom loop, trilemma, and moral hazard: Which narrative of the banking union did stock market investors buy? European Journal of Political Economy, 88, 102683. https://doi.org/10.1016/j.ejpoleco.2025.102683
Le, T. D. Q., Ho, T. N. T., Nguyen, D. T., & Ngo, T. (2022). Intellectual capital – bank efficiency nexus: evidence from an emerging market. Cogent Economics & Finance, 10(1), 2127485. https://doi.org/10.1080/23322039.2022.2127485
Lee, C.-C., & Lee, C.-C. (2019). Oil price shocks and Chinese banking performance: Do country risks matter? Energy Economics, 77, 46-53. https://doi.org/https://doi.org/10.1016/j.eneco.2018.01.010
Lotto, J. (2019). Evaluation of factors influencing bank operating efficiency in Tanzanian banking sector. Cogent Economics & Finance, 7(1), 1664192. https://doi.org/10.1080/23322039.2019.1664192
Luo, H., Kamarudin, F., & Nor, N. M. (2024). The impact of economic uncertainty on bank efficiency—the moderating role of country governance [Article]. Heliyon, 10(6), Article e27905. https://doi.org/10.1016/j.heliyon.2024.e27905
Majeed, M. T., & Zainab, A. . (2021). A Comparative Analysis of Financial Performance of Islamic Banks vis-à-vis Conventional Banks: Evidence from Pakistan. ISRA International Journal of Islamic Finance, 13(3), 331-346. https://doi.org/10.1108/IJIF-08-2018-0093
Maji, S. G., & Saha, R. (2023). Does intellectual capital influence banks' efficiency? Evidence from India using panel data tobit model. Managerial Finance, 50(4), 697-717. https://doi.org/10.1108/mf-05-2023-0303
Minh Sang, N. (2022). Impact of the Covid-19 pandemic on bank efficiency in Vietnam. Banks and Bank Systems, 17(1), 13-23.
Mortazavi, S. H., & Bahrami, M. (2012). Integrated Approach to Entrepreneurship – Knowledge based Economy: A Conceptual Model. Procedia - Social and Behavioral Sciences, 41, 281-287. https://doi.org/10.1016/j.sbspro.2012.04.032
Nabi, M. G. (2022). Measuring and comparing technical, allocative and cost efficiency of Islamic and conventional commercial banks in Bangladesh applying data envelopment analysis (DEA). BBTA Journal: Thoughts on Banking and Finance, 9(2), 1-10.
Narawish, C., Sharma, D. K., Suman, R., & Regin, R. (2022). Importance of cost efficiency in critical aspect of influences the decision-making process in banks. Turkish Journal of Physiotherapy and Rehabilitation, 32(3), 47184-47212.
Nasim, A., Nasir, M. A., & Downing, G. (2024). Determinants of bank efficiency in developed (G7) and developing (E7) countries: role of regulatory and economic environment. Review of Quantitative Finance and Accounting. 1-38. https://doi.org/10.1007/s11156-024-01272-6
Nawaz, T., Haniffa, R., & Hudaib, M. (2021). On intellectual capital efficiency and shariah governance in Islamic banking business model. International Journal of Finance & Economics, 26(3), 3770-3787. https://doi.org/https://doi.org/10.1002/ijfe.1986
Nguyen, L.-H., Le, T. D., & Ngo, T. (2023). Efficiency and performance of Islamic banks amid COVID-19. Journal of Islamic Accounting and Business Research, 16(5), 873-889.https://doi.org/10.1108/JIABR-05-2022-0129
Nomran, N. M., & Haron, R. (2020). A systematic literature review on Sharī'ah governance mechanism and firm performance in Islamic banking. Islamic Economic Studies, 27(2), 91-123. https://doi.org/10.1108/IES-06-2019-0013
Obadire, A. M., Moyo, V., & Munzhelele, N. F. (2023). An Empirical Analysis of the Dynamics Influencing Bank Capital Structure in Africa. International Journal of Financial Studies, 11(4), 127. https://www.mdpi.com/2227-7072/11/4/127
Onumah, J., & Duho, K. C. T. (2020). Impact of intellectual capital on bank efficiency in emerging markets: evidence from Ghana. International Journal of Banking Accounting and Finance, 11, 435–460. https://doi.org/10.1504/IJBAAF.2020.10028856
Otero, L., Razia, A., Cunill, O. M., & Mulet-Forteza, C. (2020). What determines efficiency in MENA banks? Journal of Business Research, 112, 331-341. https://doi.org/https://doi.org/10.1016/j.jbusres.2019.11.002
Pîslaru, A., Kubinschi, M., & Neagu, F. (2023). Does it pay off to invest in bank staff training? Survey-based evidence from an emerging market banking sector. Economics of Transition and Institutional Change, 31(4), 1055-1072. https://doi.org/10.1111/ecot.12366
Ruzzante, M. (2018). Financial crises, macroeconomic shocks, and the government balance sheet: A panel analysis. IMF Working Papers, 2018(093). Retrieved Sep 20, 2025, from https://doi.org/10.5089/9781484352762.001
Shaheen, A., Awan, T., Ghaffar, S., & Gazali, S. (2024). Impact of Market Competition on Profitability And Efficiency of Pakistani Banks: Does Credit Risk Mediates? International Journal of Social Science Archives (IJSSA), 7(2).
Sultana, I., & Rahman, M. M. (2020). Determinants of bank cost efficiency: Empirical evidence from Bangladesh. International Journal of Banking and Finance, 15(1), 39-71. https://doi.org/10.32890/ijbf2020.15.1.9931
Van Anh, D. (2022). Does better capitalization enhance bank efficiency and limit risk taking? Evidence from ASEAN commercial banks. Global Finance Journal, 53(C). https://doi.org/https://doi.org/10.1016/j.gfj.2021.100617
Veyrune, R. M., Veyrune, R., & Zerbo, S. (2023). Estimation and Determinants of Cost Efficiency: Evidence from Central Bank Operational Expenses. International Monetary Fund. https://books.google.com.my/books?id=UTHYEAAAQBAJ
World Bank Group. (2025). World Bank Country and Lending Groups. https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
World Bank Group. (2020). Global Financial Development Report 2019/2020: Bank Regulation and Supervision a Decade after the Global Financial Crisis https://doi.org/10.1596/978-1-4648-1447-1
Yin, H. (2021). The impact of competition and bank market regulation on banks’ cost efficiency. Journal of Multinational Financial Management, 61, 100677. https://doi.org/https://doi.org/10.1016/j.mulfin.2021.100677
Zaidi, E. (2025). FY26 Budget May Exert Minor Adverse Effect on Banks: Analysts. The News International. https://www.thenews.com.pk/print/1319876-fy26-budget-may-exert-minor-adverse-effect-on-banks-analysts
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 NUR HAZIMAH AMRAN, WAHIDA AHMAD, NUR SYAHIRAH ROKEMAN, SARAH NURSAADAH MOHD-ZAMERI, NOR HAZIRAH MOHAMAD-SHUKRI

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.





