IDEAS home Printed from https://ideas.repec.org/a/eee/glofin/v46y2020ics1044028318301534.html
   My bibliography  Save this article

Hyperbolic distance function, technical efficiency and stability to shocks: A comparison between Islamic banks and conventional banks in MENA region

Author

Listed:
  • Chaffai, Mohamed

Abstract

In this paper, we compare banking performance and resiliency between Islamic banks and conventional banks in MENA region over the period 2002–2014. Stochastic hyperbolic and radial output distance functions are employed to evaluate banking performances. Furthermore, hyperbolic distance function methodology is extended to evaluate bank's business risk through simulations. Historical extreme observed situations in terms of profit loss from the industry are used in order to simulate their impact on the overall profit distribution within the industry. More precisely, we compare the observed profit and the simulated one followed by an abrupt fall in bank lending and non-lending activities. Results find evidence of technical efficiency differences with bank type, some evidence with bank size. It is found that conventional banks are much more vulnerable to an important drop on their lending activities than non-lending activities, while Islamic banks are equally vulnerable to any drop of the activity. Furthermore, Islamic banks are found to be less vulnerable than their counterparts when they are exposed to shocks on their lending activities. Very large banks are much more resilient than small banks whatever is the bank stream. It is also found that bank vulnerability is more important when the banks are not able to adjust their costs in the short run, and increases with the exposure to higher shocks in magnitude.

Suggested Citation

  • Chaffai, Mohamed, 2020. "Hyperbolic distance function, technical efficiency and stability to shocks: A comparison between Islamic banks and conventional banks in MENA region," Global Finance Journal, Elsevier, vol. 46(C).
  • Handle: RePEc:eee:glofin:v:46:y:2020:i:c:s1044028318301534
    DOI: 10.1016/j.gfj.2019.100485
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1044028318301534
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.gfj.2019.100485?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. Chaffai, Mohamed & Dietsch, Michel, 2015. "Modelling and measuring business risk and the resiliency of retail banks," Journal of Financial Stability, Elsevier, vol. 16(C), pages 173-182.
    2. Bitar, Mohammad & Tarazi, Amine, 2019. "Creditor rights and bank capital decisions: Conventional vs. Islamic banking," Journal of Corporate Finance, Elsevier, vol. 55(C), pages 69-104.
    3. O'Donnell, Christopher J. & Coelli, Timothy J., 2005. "A Bayesian approach to imposing curvature on distance functions," Journal of Econometrics, Elsevier, vol. 126(2), pages 493-523, June.
    4. Pejman Abedifar & Philip Molyneux & Amine Tarazi, 2013. "Risk in Islamic Banking," Review of Finance, European Finance Association, vol. 17(6), pages 2035-2096.
    5. Mohanty, Sunil K. & Lin, Hong-Jen & Aljuhani, Eid A. & Bardesi, Hisham J., 2016. "Banking efficiency in Gulf Cooperation Council (GCC) countries: A comparative study," Review of Financial Economics, Elsevier, vol. 31(C), pages 99-107.
    6. Hassan, M. Kabir & Aliyu, Sirajo, 2018. "A contemporary survey of islamic banking literature," Journal of Financial Stability, Elsevier, vol. 34(C), pages 12-43.
    7. Bader, Mohammed Khaled I. & Mohamad, Shamsher & Ariff, Mohamed & Hassan, Taufiq, 2008. "Cost, Revenue, And Profit Efficiency Of Islamic Versus Conventional Banks: International Evidence Using Data Envelopment Analysis," Islamic Economic Studies, The Islamic Research and Training Institute (IRTI), vol. 15, pages 24-76.
    8. Mr. Heiko Hesse & Mr. Tigran Poghosyan, 2009. "Oil Prices and Bank Profitability: Evidence From Major Oil-Exporting Countries in the Middle East and North Africa," IMF Working Papers 2009/220, International Monetary Fund.
    9. Martin Čihák & Heiko Hesse, 2010. "Islamic Banks and Financial Stability: An Empirical Analysis," Journal of Financial Services Research, Springer;Western Finance Association, vol. 38(2), pages 95-113, December.
    10. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    11. Subal Khumbhakar, 2006. "Specification and estimation of nonstandard profit functions," Empirical Economics, Springer, vol. 31(1), pages 243-260, March.
    12. Feng, Guohua & Serletis, Apostolos, 2010. "Efficiency, technical change, and returns to scale in large US banks: Panel data evidence from an output distance function satisfying theoretical regularity," Journal of Banking & Finance, Elsevier, vol. 34(1), pages 127-138, January.
    13. Rima Turk Ariss, 2010. "Competitive conditions in Islamic and conventional banking: A global perspective," Review of Financial Economics, John Wiley & Sons, vol. 19(3), pages 101-108, August.
    14. Park, Kang H. & Weber, William L., 2006. "A note on efficiency and productivity growth in the Korean Banking Industry, 1992-2002," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2371-2386, August.
    15. Mariani Abdul-Majid & David Saal & Giuliana Battisti, 2010. "Efficiency in Islamic and conventional banking: an international comparison," Journal of Productivity Analysis, Springer, vol. 34(1), pages 25-43, August.
    16. Pejman Abedifar & Shahid M. Ebrahim & Philip Molyneux & Amine Tarazi, 2015. "Islamic Banking And Finance: Recent Empirical Literature And Directions For Future Research," Journal of Economic Surveys, Wiley Blackwell, vol. 29(4), pages 637-670, September.
    17. Mohammad Bitar & M. Kabir Hassan & Kuntara Pukthuanthong & Thomas Walker, 2018. "The Performance of Islamic Vs. Conventional Banks: Evidence on the Suitability of the Basel Capital Ratios," Open Economies Review, Springer, vol. 29(5), pages 1003-1038, November.
    18. Michael Koetter, 2006. "Measurement Matters—Alternative Input Price Proxies for Bank Efficiency Analyses," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(2), pages 199-227, October.
    19. Cuesta, Rafael A. & Orea, Luis, 2002. "Mergers and technical efficiency in Spanish savings banks: A stochastic distance function approach," Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2231-2247.
    20. Luc Laeven & Lev Ratnovski & Hui Tong, 2014. "Bank Size and Systemic Risk," IMF Staff Discussion Notes 14/4, International Monetary Fund.
    21. Jondrow, James & Knox Lovell, C. A. & Materov, Ivan S. & Schmidt, Peter, 1982. "On the estimation of technical inefficiency in the stochastic frontier production function model," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 233-238, August.
    22. Mr. Jemma Dridi & Maher Hasan, 2010. "The Effects of the Global Crisison Islamic and Conventional Banks: A Comparative Study," IMF Working Papers 2010/201, International Monetary Fund.
    23. Mohamed Chaffai & M. Kabir Hassan, 2019. "Technology Gap and Managerial Efficiency: A Comparison between Islamic and Conventional Banks in MENA," Journal of Productivity Analysis, Springer, vol. 51(1), pages 39-53, February.
    24. Beck, Thorsten & Demirgüç-Kunt, Asli & Merrouche, Ouarda, 2013. "Islamic vs. conventional banking: Business model, efficiency and stability," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 433-447.
    25. Anastasia Koutsomanoli-Filippaki & Dimitris Margaritis & Christos Staikouras, 2012. "Profit efficiency in the European Union banking industry: a directional technology distance function approach," Journal of Productivity Analysis, Springer, vol. 37(3), pages 277-293, June.
    26. Samir Srairi, 2010. "Cost and profit efficiency of conventional and Islamic banks in GCC countries," Journal of Productivity Analysis, Springer, vol. 34(1), pages 45-62, August.
    27. Rafael Cuesta & José Zofío, 2005. "Hyperbolic Efficiency and Parametric Distance Functions: With Application to Spanish Savings Banks," Journal of Productivity Analysis, Springer, vol. 24(1), pages 31-48, September.
    28. Berger, Allen N. & Hunter, William C. & Timme, Stephen G., 1993. "The efficiency of financial institutions: A review and preview of research past, present and future," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 221-249, April.
    29. Asli Demirguk-Kunt & Thorsten Beck & Ouarda Merrouche, 2013. "Islamic Banking versus Conventional Banking: Business model, Efficiency, and Stability," Post-Print hal-01638080, HAL.
    30. Bos, J.W.B. & Schmiedel, H., 2007. "Is there a single frontier in a single European banking market?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2081-2102, July.
    31. Mr. Luc Laeven & Mr. Lev Ratnovski & Mr. Hui Tong, 2014. "Bank Size and Systemic Risk," IMF Staff Discussion Notes 2014/004, International Monetary Fund.
    32. Ghosh, Saibal, 2016. "Political transition and bank performance: How important was the Arab Spring?," Journal of Comparative Economics, Elsevier, vol. 44(2), pages 372-382.
    33. 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.
    34. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    35. Asma Mobarek & Alovaddin Kalonov, 2014. "Comparative performance analysis between conventional and Islamic banks: empirical evidence from OIC countries," Applied Economics, Taylor & Francis Journals, vol. 46(3), pages 253-270, January.
    36. 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.
    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. Tarazi, Amine & Abedifar, Pejman, 2022. "Special issue on Islamic banking: Stability and governance," Global Finance Journal, Elsevier, vol. 51(C).
    2. Goh, Kim Huat & See, Kok Fong, 2023. "Incorporating nonrevenue water in the efficiency assessment of water supply utilities: A parametric enhanced hyperbolic distance function," Utilities Policy, Elsevier, vol. 81(C).

    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. Mohamed E. Chaffai, 2022. "New evidence on Islamic and conventional bank efficiency: A meta‐regression analysis," Bulletin of Economic Research, Wiley Blackwell, vol. 74(1), pages 221-246, January.
    2. Izzeldin, Marwan & Johnes, Jill & Ongena, Steven & Pappas, Vasileios & Tsionas, Mike, 2021. "Efficiency convergence in Islamic and conventional banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 70(C).
    3. Safiullah, Md, 2021. "Financial stability efficiency of Islamic and conventional banks," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    4. Asmild, Mette & Kronborg, Dorte & Mahbub, Tasmina & Matthews, Kent, 2019. "The efficiency patterns of Islamic banks during the global financial crisis: The case of Bangladesh," The Quarterly Review of Economics and Finance, Elsevier, vol. 74(C), pages 67-74.
    5. Hassan, M. Kabir & Aliyu, Sirajo, 2018. "A contemporary survey of islamic banking literature," Journal of Financial Stability, Elsevier, vol. 34(C), pages 12-43.
    6. Mohamed Chaffai, 2015. "Technical Efficiency and Stability to Shocks: a Comparison Between Islamic Banks and Conventional Banks in MENA Region," Working Papers 969, Economic Research Forum, revised Nov 2015.
    7. Risfandy, Tastaftiyan & Tarazi, Amine & Trinugroho, Irwan, 2022. "Competition in dual markets: Implications for banking system stability," Global Finance Journal, Elsevier, vol. 52(C).
    8. Alexakis, Christos & Izzeldin, Marwan & Johnes, Jill & Pappas, Vasileios, 2019. "Performance and productivity in Islamic and conventional banks: Evidence from the global financial crisis," Economic Modelling, Elsevier, vol. 79(C), pages 1-14.
    9. Bilgin, Mehmet Huseyin & Danisman, Gamze Ozturk & Demir, Ender & Tarazi, Amine, 2021. "Economic uncertainty and bank stability: Conventional vs. Islamic banking," Journal of Financial Stability, Elsevier, vol. 56(C).
    10. Bitar, Mohammad & Pukthuanthong, Kuntara & Walker, Thomas, 2020. "Efficiency in Islamic vs. conventional banking: The role of capital and liquidity," Global Finance Journal, Elsevier, vol. 46(C).
    11. Safiullah, Md & Shamsuddin, Abul, 2022. "Technical efficiency of Islamic and conventional banks with undesirable output: Evidence from a stochastic meta-frontier directional distance function," Global Finance Journal, Elsevier, vol. 51(C).
    12. Salma Louati & Younes Boujelbene, 2020. "Inflation targeting and bank risk: The interacting effect of institutional quality," Cogent Business & Management, Taylor & Francis Journals, vol. 7(1), pages 1847889-184, January.
    13. Ihsen Abid & Mohamed Goaied & Mouldi Ben Ammar, 2019. "Conventional and Islamic Banks’ Performance in the Gulf Cooperation Council Countries; Efficiency and Determinants," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 17(3), pages 623-665, September.
    14. Chaffai, Mohamed & Coccorese, Paolo, 2019. "How far away is the MENA banking system? Efficiency comparisons with international banks," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 378-395.
    15. Neifar, Malika, 2020. "Interest-free versus Conventional banks- A Comparative Study using Linear and Nonlinear Panel Regression: Empirical Evidence from Turky and 6 MENA countries," MPRA Paper 101028, University Library of Munich, Germany.
    16. Baele, Lieven & Farooq, Moazzam & Ongena, Steven, 2014. "Of religion and redemption: Evidence from default on Islamic loans," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 141-159.
    17. Pejman Abedifar & Shahid M. Ebrahim & Philip Molyneux & Amine Tarazi, 2015. "Islamic Banking And Finance: Recent Empirical Literature And Directions For Future Research," Journal of Economic Surveys, Wiley Blackwell, vol. 29(4), pages 637-670, September.
    18. Bitar, Mohammad & Tarazi, Amine, 2019. "Creditor rights and bank capital decisions: Conventional vs. Islamic banking," Journal of Corporate Finance, Elsevier, vol. 55(C), pages 69-104.
    19. Saida Daly & Mohamed Frikha, 2016. "Banks and economic growth in developing countries: What about Islamic banks?," Cogent Economics & Finance, Taylor & Francis Journals, vol. 4(1), pages 1168728-116, December.
    20. Saeed, Momna & Izzeldin, Marwan, 2016. "Examining the relationship between default risk and efficiency in Islamic and conventional banks," Journal of Economic Behavior & Organization, Elsevier, vol. 132(S), pages 127-154.

    More about this item

    Keywords

    Technical efficiency; Distance functions; Business risk; Banks;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • P52 - Political Economy and Comparative Economic Systems - - Comparative Economic Systems - - - Comparative Studies of Particular Economies

    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:eee:glofin:v:46:y:2020:i:c:s1044028318301534. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620162 .

    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.