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Revisiting Islamic banking efficiency using multivariate adaptive regression splines

Author

Listed:
  • Foued Saâdaoui

    (King Abdulaziz University
    University of Sousse
    Université de Monastir)

  • Monjia Khalfi

    (Université de Monastir
    Spanish National Research Council
    Université de Sousse)

Abstract

Islamic banking is among rapidly-growing components in the world's financial system. Within its institutions, continuous criteria of efficiency facilitate the evaluation of the impact of the reforms and policies on the banks' performance. In this paper, we employ the Multivariate Adaptive Regression Splines (MARS) method for estimating the efficiency of Islamic banks in developed and developing countries. MARS is a well-known efficient method for the flexible modelling of high-dimensional data. Unlike previous work, using a nonparametric technique of such a robustness instead of parametric approaches contributes to the improvement of the various estimates, which provides investors with accurate and timely information they can immediately react upon for a better decision-making in turbulent times. On the one hand, the results of the experiments show that, in the emerging region, there is evidence of a strong linkage between Islamic banking efficiency and gross domestic product. On the other hand, in the developed region, the efficiency is rather based upon Sharia Supervisory Board and board committees. These outcomes confirm previous works showing that governance-related variables have a significant positive effect on Islamic banking efficiency. Furthermore, the overall MARS-based predictions reveal that Islamic banks operating in developed countries are relatively more efficient than their counterparts in emerging countries.

Suggested Citation

  • Foued Saâdaoui & Monjia Khalfi, 2024. "Revisiting Islamic banking efficiency using multivariate adaptive regression splines," Annals of Operations Research, Springer, vol. 334(1), pages 287-315, March.
    • Handle: RePEc:spr:annopr:v:334:y:2024:i:1:d:10.1007_s10479-022-04545-2
    DOI: 10.1007/s10479-022-04545-2
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    1. Zeineb Affes & Rania Hentati-Kaffel, 2019. "Forecast bankruptcy using a blend of clustering and MARS model: case of US banks," Annals of Operations Research, Springer, vol. 281(1), pages 27-64, October.
    2. Farag, Hisham & Mallin, Chris & Ow-Yong, Kean, 2018. "Corporate governance in Islamic banks: New insights for dual board structure and agency relationships," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 59-77.
    3. Mensi, Walid & Hammoudeh, Shawkat & Al-Jarrah, Idries Mohammad Wanas & Al-Yahyaee, Khamis Hamed & Kang, Sang Hoon, 2019. "Risk spillovers and hedging effectiveness between major commodities, and Islamic and conventional GCC banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 60(C), pages 68-88.
    4. Ramiz ur Rehman & Inayat Ullah Mangla, 2010. "Corporate Governance and Performance of Financial Institutions in Pakistan: A Comparison between Conventional and Islamic Banks in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 49(4), pages 461-475.
    5. Muhammad Naeem Shahid & Aamir Abbas & Khalid Latif & Ayesha Attique & Safwan Khalid, 2020. "The mediating role of board size, philanthropy and working capital management between basic corporate governance factors and firm's performance," Journal of Asian Business and Economic Studies, Emerald Group Publishing Limited, vol. 27(2), pages 135-151, April.
    6. Sergey Bakin & Markus Hegland & Michael R. Osborne, 2000. "Parallel MARS Algorithm Based on B-splines," Computational Statistics, Springer, vol. 15(4), pages 463-484, December.
    7. Foued SaÂdaoui, 2012. "A probabilistic clustering method for US interest rate analysis," Quantitative Finance, Taylor & Francis Journals, vol. 12(1), pages 135-148, November.
    8. Masudul Alam Choudhury & Mohammad Nurul Alam, 2013. "Corporate governance in Islamic perspective," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 6(3), pages 180-199, August.
    9. Mollah, Sabur & Zaman, Mahbub, 2015. "Shari’ah supervision, corporate governance and performance: Conventional vs. Islamic banks," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 418-435.
    10. Jamel Boukhatem & Fatma Ben Moussa, 2018. "The effect of Islamic banks on GDP growth: Some evidence from selected MENA countries," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 18(3), pages 231-247, September.
    11. Abdel Latef Anouze & Imad Bou-Hamad, 2021. "Inefficiency source tracking: evidence from data envelopment analysis and random forests," Annals of Operations Research, Springer, vol. 306(1), pages 273-293, November.
    12. Safiullah, Md & Shamsuddin, Abul, 2019. "Risk-adjusted efficiency and corporate governance: Evidence from Islamic and conventional banks," Journal of Corporate Finance, Elsevier, vol. 55(C), pages 105-140.
    13. Geofrey Nkuutu & Joseph Mpeera Ntayi & Isaac Nabeeta Nkote & John Munene & Will Kaberuka, 2020. "Board governance quality and risk disclosure compliance among financial institutions in Uganda," Journal of Asian Business and Economic Studies, Emerald Group Publishing Limited, vol. 28(1), pages 64-81, October.
    14. Betül Kalaycı & Ayşe Özmen & Gerhard-Wilhelm Weber, 2020. "Mutual relevance of investor sentiment and finance by modeling coupled stochastic systems with MARS," Annals of Operations Research, Springer, vol. 295(1), pages 183-206, December.
    15. Kassim, Salina, 2016. "Islamic finance and economic growth: The Malaysian experience," Global Finance Journal, Elsevier, vol. 30(C), pages 66-76.
    16. Nicolas Eber, 2000. "Efficience du système bancaire, structure du marché de crédit et activité économique," Revue Économique, Programme National Persée, vol. 51(6), pages 1333-1353.
    17. Abdus Samad, 1999. "Comparative Efficiency Of The Islamic Bank Vis-A-Vis Conventional Banks In Malaysia," IIUM Journal of Economics and Management, IIUM Journal of Economis and Management, vol. 7(1), pages 1-27, June.
    18. Hichem Hamza, 2013. "Sharia governance in Islamic banks: effectiveness and supervision model," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 6(3), pages 226-237, August.
    19. Mohammad Al-Suhaibani & Nader Naifar, 2014. "Islamic Corporate Governance: Risk-Sharing and Islamic Preferred Shares الأسهم التفضيلية الإسلامية," Chapters of books published by the Islamic Economics Institute, KAAU or its faculty members., in: Islamic Economics Institute (ed.),Lectures in Islamic Economics and Finance, Selected From Wednesday Seminars-08 محاضرات في الاقتصاد والتمويل الإسلامي ، مختارة من حوارات الأربعاء - 08, edition 0, chapter 21, pages 245-268, King Abdulaziz University, Islamic Economics Institute..
    20. Mohammad Al-Suhaibani & Nader Naifar, 2014. "Islamic Corporate Governance: Risk-Sharing and Islamic Preferred Shares," Journal of Business Ethics, Springer, vol. 124(4), pages 623-632, November.
    21. Olson, Dennis & Zoubi, Taisier, 2017. "Convergence in bank performance for commercial and Islamic banks during and after the Global Financial Crisis," The Quarterly Review of Economics and Finance, Elsevier, vol. 65(C), pages 71-87.
    22. Masudul Alam Choudhury & Mohammad Nurul Alam, 2013. "Corporate governance in Islamic perspective," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 6(3), pages 180-199, August.
    23. Vincent Okoth Ongore & Gemechu Berhanu Kusa, 2013. "Determinants of Financial Performance of Commercial Banks in Kenya," International Journal of Economics and Financial Issues, Econjournals, vol. 3(1), pages 237-252.
    24. Rosman, Romzie & Wahab, Norazlina Abd & Zainol, Zairy, 2014. "Efficiency of Islamic banks during the financial crisis: An analysis of Middle Eastern and Asian countries," Pacific-Basin Finance Journal, Elsevier, vol. 28(C), pages 76-90.
    25. Belanès, Amel & Ftiti, Zied & Regaïeg, Rym, 2015. "What can we learn about Islamic banks efficiency under the subprime crisis? Evidence from GCC Region," Pacific-Basin Finance Journal, Elsevier, vol. 33(C), pages 81-92.
    26. Huynh, Toan Luu Duc & Nasir, Muhammad Ali & Nguyen, Sang Phu & Duong, Duy, 2020. "An assessment of contagion risks in the banking system using non-parametric and Copula approaches," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 105-116.
    27. repec:rej:journl:v:16:y:2013:i:47:p:91-110 is not listed on IDEAS
    28. Hichem Hamza, 2013. "Sharia governance in Islamic banks: effectiveness and supervision model," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 6(3), pages 226-237, August.
    29. Suhardi M. Anwar & Junaidi Junaidi & Salju Salju & Ready Wicaksono & Mispiyanti Mispiyanti, 2020. "Islamic bank contribution to Indonesian economic growth," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 13(3), pages 519-532, June.
    30. Bitar, Mohammad & Hassan, M. Kabir & Walker, Thomas, 2017. "Political systems and the financial soundness of Islamic banks," Journal of Financial Stability, Elsevier, vol. 31(C), pages 18-44.
    31. Hadri Kusuma & Ariza Ayumardani, 2016. "The Corporate Governance Efficiency And Islamic Bank Performance : An Indonesian Evidence," Polish Journal of Management Studies, Czestochowa Technical University, Department of Management, vol. 13(1), pages 111-120, June.
    32. Alqahtani, Faisal & Mayes, David G. & Brown, Kym, 2017. "Islamic bank efficiency compared to conventional banks during the global crisis in the GCC region," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 51(C), pages 58-74.
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