A Panel Survival Analysis for Islamic Banks

  • Sirajo Aliyu Universiti Utara Malaysia
  • Rosylin Mohd Yusof Universiti Utara Malaysia

Abstract

This study aims at exploring the significant predictors of Islamic bank survival within the time-varying covariate of risk time exposure. Thus, limited survival studies on the Islamic banks divert the attention of policymakers and practitioners on the failure hazard likelihood and other means to mitigate its menace. The paper adopted panel survival analysis on the Islamic banks of 24 countries. Subsequently, mixed effect and logit model were employed to confirm the earlier predictions and to ascertain the most promising determinants for Islamic bank survival. The findings reveal that non-interest liabilities, assets quality, liquidity and per capita income have a strong influence in explaining Islamic bank survival. Additionally, managerial efficiency and time-varying covariate are better explained in the time survival models. Future survival studies have the opportunity to incorporate Maqāṣid Al-Sharī‘ah index and outreach to verify the social justice compliance of the Islamic banks. Consequently, employing accelerated failure time model will provide other evidence in relation to time length to the event. The paper suggested monitoring the banks’ failure predictors and urged the banks to focus on the real economic sector investment coupled with efficient resource utilization for longer survival.

References

Admati, Anat R., Peter M. Demarzo, Martin F. Hellwig, and Paul Pfleiderer. “Fallacies, Irrelevant Facts, and Myths in the Discussion of Capital Regulation: Why Bank Equity Is Not Expensive.” Standford Graduate School of Business Working Paper no. 2065 (2013): 1–70.

Aliyu, Sirajo. “Sustainable Islamic Banking : A Conceptual Framework for Non-Interest Banks in Nigeria.” International Journal of Economics, Management and Accounting 22, no. 1 (2014): 33–62.

Aliyu, Sirajo, M. Kabir Hassan, Rosylin Mohd Yusof, and Nasri Naiimi. “Islamic Banking Sustainability: A Review of Literature and Directions for Future Research.” Emerging Markets Finance and Trade 53, no. 2 3 (2017): 440–70.

Aliyu, Sirajo, and Rosylin Mohd Yusof. “Profitability and Cost Efficiency of Islamic Banks : A Panel Analysis of Some Selected Countries.” International Journal of Economics and Financial Issues 6, no. 4 (2016): 1736–43.

Alqahtani, Faisal, David G. Mayes, and Kym Brown. “Economic Turmoil and Islamic Banking: Evidence from the Gulf Cooperation Council.” Pacific-Basin Finance Journal 39 (2016): 44–56.

Arena, Marco. “Bank Failures and Bank Fundamentals: A Comparative Analysis of Latin America and East Asia during the Nineties Using Bank-Level Data.” Journal of Banking and Finance 32, no. 2 (2008): 299–310.

Baele, Lieven, Moazzam Farooq, and Steven Ongena. “Of Religion and Redemption: Evidence from Default on Islamic Loans.” Journal of Banking & Finance 44 (2014): 141–59.

Beck, Thorsten, Asli Demirgüç-Kunt, and Ouarda Merrouche. “Islamic vs. Conventional Banking: Business Model, Efficiency and Stability.” Journal of Banking & Finance 37, no. 2 (2013): 433–47.

Begenau, Juliane, Monika Piazzesi, and Martin Schneider. “Banks’ Risk Exposures.” NBER Working Paper, no. 21334 (2015).

Berger, Allen N., and Christa H.S. Bouwman. “How Does Capital Affect Bank Performance during Financial Crises?” Journal of Financial Economics 109, no. 1 (2013): 146–76.

Berger, Allen N., and Robert DeYoung. “Problem Loans and Cost Efficiency in Commercial Banks.” Journal of Banking & Finance 21, no. 6 (1997): 849–70.

Bichsel, Robert, and Jürg Blum. “The Relationship between Risk and Capital in Swiss Commercial Banks: A Panel Study.” Applied Financial Economics 14, no. 8 (2004): 591–7.

Chen, Carl R., Ying Sophie Huang, and Ting Zhang. “Non-Interest Income, Trading, and Bank Risk.” Journal of Financial Services Research 51, no. 1 (2017): 19–53.

Chiaramonte, Laura, and Barbara Casu. “Capital and Liquidity Ratios and Financial Distress. Evidence from the European Banking Industry.” The British Accounting Review 49, no. 2 (2017): 138–61.

Čihák, Martin, and Heiko Hesse. “Islamic Banks and Financial Stability: An Empirical Analysis.” Journal of Financial Services Research 38, no. 2 (2010): 95–113.

Cleves, Mario, William W. Gould, Roberto G. Gutierrez, and Yulia Marchenko. An Introduction to Survival Analysis Using Stata. College Station, Texas: Stata Press Books, 2010.

Cole, Rebel A., and Qiongbing Wu. “Predicting Bank Failures Using a Simple Dynamic Hazard Model.” Paper presented at the 22nd Australasian Finance and Banking Conference, Sydney, Australia, 16–18 December 2009.

Cole, Rebel A., and Jeffery W. Gunther. “Separating the Likelihood and Timing of Bank Failure.” Journal of Banking and Finance 19, no. 6 (1995): 1073–89.

Cole, Rebel A., and Lawrence J. White. “Déjà Vu All Over Again: The Causes of U.S. Commercial Bank Failures This Time Around.” Journal of Financial Services Research 42, no. 1–2 (2012): 5–29.

Cox, D.R. “Regression Models and Life-Tables.” Journal of the Royal Statistical Society. Series B (Methodological) 34, no. 2 (1972): 187–220.

Demirgüç-Kunt, Asli, and Harry Huizinga. “Bank Activity and Funding Strategies: The Impact on Risk and Returns.” Journal of Financial Economics 98, no. 3 (2010): 626–50.

El-Hawary, Dahlia, Wafik Grais, and Zamir Iqbal. “Diversity in the Regulation of Islamic Financial Institutions.” Quarterly Review of Economics and Finance 46, no. 5 (2007): 778–800.

Estrella, Arturo, Sangkyun Park, and Stavros Peristiani. “Capital Ratios as Predictors of Bank Failure.” Federal Reserve Bank of New York Economic Policy Review 6, no. 2 (2000): 33–52.

Farook, Sayd, M. Kabir Hassan, and Gregory Clinch. “Islamic Bank Incentives and Discretionary Loan Loss Provisions.” Pacific Basin Finance Journal 28 (2014): 152–74.

Grossman, Richard S. “The Macroeconomic Consequences of Bank Failures under the National Banking System.” Explorations in Economic History 30, no. 3 (1993): 294–320.

Hassan, M. Kabir, Ali Ashraf, Mamun Rashid, William J. Hippler, and Umar A. Oseni. “Risk Management in Islamic Financial Instruments.” Standing Committee for Economic and Commercial Cooperation of the Organization of Islamic Cooperation (COMCEC), Ankara, Turkey, 2014.

Heffernan, Shelagh. Modern Banking. Chichester, England: John Wiley & Sons Ltd, 2005.

Henebry, Kathleen L. “Do Cash Flow Variables Improve the Predictive Accuracy of a Cox Proportional Hazards Model for Bank Failure?” Quarterly Review of Economics and Finance 36, no. 3 (1996): 395–409.

Heyliger, Wilton E., and Don P. Holdren. “Predicting Small Bank Failure.” The Journal of Small Business Finance 1, no. 2 (1991): 125–40.

Hong, Han, Jing-Zhi Huang, and Deming Wu. “The Information Content of Basel III Liquidity Risk Measures.” Journal of Financial Stability 15 (2014): 91–111.

Jensen, Michael C. “Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers.” American Economic Review 76, no. 2 (1986): 323–9.

Jensen, Michael C., and William H. Meckling. “Theory of the Firm : Managerial Behavior , Agency Costs and Ownership Structure.” Journal of Financial Economics 3, no. 4 (1976): 305–60.

Johnes, Jill, Marwan Izzeldin, and Vasileios Pappas. “A Comparison of Performance of Islamic and Conventional Banks 2004-2009.” Journal of Economic Behavior and Organization 103, no. S (2014): S93–107.

Kassim, Salina H., and M. Shabri Abd. Majid. “Impact of Financial Shocks on Islamic Banks: Malaysian Evidence during 1997 and 2007 Financial Crises.” International Journal of Islamic and Middle Eastern Finance and Management 3, no. 4 (2010): 291–305.

Khan, Feisal. “How ‘Islamic’ Is Islamic Banking?” Journal of Economic Behavior and Organization 76, no. 3 (2010): 805–20.

Khan, Mohsin S. “Islamic Interest-Free Banking: A Theoretical Analysis.” Palgrave Macmillan Journals 33, no. 1 (1986): 1–27.

Lane, William R., Stephen W. Looney, and James W. Wansley. “An Application of the Cox Proportional Hazards Model to Bank Failure.” Journal of Banking & Finance 10, no. 4 (1986): 511–31.

Leathers, Charles G., J. Patrick Raines, and Heather R. Richardson-Bono. “Natural Experiments and Debt-Driven Financial Crises: Mortgage Finance Booms in the 1920s and 2000s.” International Journal of Social Economics 42, no. 4 (2015): 340–55.

Lewis, Mervyn K. “Models of Islamic Banking: The Role of Debt and Equity Contracts.” Journal of King Abdulaziz University, Islamic Economics 28, no. 1 (2015): 163–78.

Männasoo, Kadri, and David G. Mayes. “Explaining Bank Distress in Eastern European Transition Economies.” Journal of Banking and Finance 33, no. 2 (2009): 244–53.

Mayes, David G., and Hanno Stremmel. “The Effectiveness of Capital Adequacy Measures in Predicting Bank Distress.” Paper presented at the 4th Conference on Financial Markets and Corporate Governance, Wellington, New Zealand, 4-5 April 2013.

Modigliani, Franco, and Merton H. Miller. “The Cost of Capital, Corporation Finance and the Theory of Investment.” American Economic Review 48, no. 3 (1958): 261–97.

Molina, Carlos A. “Predicting Bank Failures Using a Hazard Model: The Venezuelan Banking Crisis.” Emerging Markets Review 3, no. 1 (2002): 31–50.

Myers, Thomas A., and Elham Hassanzadeh. The Interconnections Between Islamic Finance and Sustainable Finance. Manitoba, Canada: International Institute for Sustainable Development, 2013.

Pappas, Vasileios, Steven Ongena, Marwan Izzeldin, and Ana-Maria Fuertes. “A Survival Analysis of Islamic and Conventional Banks.” Journal of Financial Services Research 51, no. 2 (2017): 221–56.

Platonova, Elena. “Corporate Social Responsibility from an Islamic Moral Economy Perspective : A Literature Survey.” Afro Eurasian Studies 2, no. 1 & 2 (2013): 272–97.

Poghosyan, Tigran, and Martin Čihak. “Determinants of Bank Distress in Europe: Evidence from a New Data Set.” Journal of Financial Services Research 40, no. 3 (2011): 163–84.

Qur’ān. Translation of the Meaning of the Qur’an. Edited by Saheeh International. Jeddah, Saudi Arabia: Al-Muntada Al-Islami, 2004.

Rabe-Hesketh, S., and A. Skrondal. Multilevel and Longitudinal Modeling Using Stata Vol. II: Categorical Responses, Counts, and Survival. College Station, Texas: Stata Press, 2012.

Rosman, Romzie, Norazlina Abd. Wahab, and Zairy Zainol. “Efficiency of Islamic Banks during the Financial Crisis: An Analysis of Middle Eastern and Asian Countries.” Pacific Basin Finance Journal 28 (2014): 76–90.

Royston, P., and P.C. Lambert. Flexible Parametric Survival Analysis Using Stata: Beyond the Cox Model. College Station, Texas: Stata Press, 2011.

Saeed, Momna, and Marwan Izzeldin. “Examining the Relationship between Default Risk and Efficiency in Islamic and Conventional Banks.” Journal of Economic Behavior and Organization 132, no. S (2014): 127–54.

Samad, Abdus. “Is Capital Inadequacy a Factor for Bank Failure? Evidence from US Banking.” Journal of Accounting and Finance 11, no. 4 (2011): 105–10.

Shawtari, Fekri Ali, Buerhan Saiti, Shaikh Hamzah Abdul Razak, and Mohamed Ariff. “The Impact of Efficiency on Discretionary Loans/Finance Loss Provision: A Comparative Study of Islamic and Conventional Banks.” Borsa Istanbul Review 15, no. 4 (2015): 272–82.

Siddiqi, Mohammad Nejatullah. “Islamic Banking and Finance in Theory and Practice: A Survey of State of the Art.” Islamic Economic Studies 13, no. 2 (2006): 1–48.

Sundararajan, V., and Luca Errico. “Islamic Financial Institutions and Products in the Global Financial System: Key Issues in Risk Management and Challenges Ahead.” IMF Working Paper, 2002.

Sundararajan, Venkataraman. “Risk Measurement and Disclosure in Islamic Finance and the Implications of Profit Sharing Investment Accounts.” Advances in Islamic Economics and Finance 1 (2007): 121–52.

Tanda, Alessandra. “The Effects of Bank Regulation on the Relationship Between Capital and Risk.” Comparative Economic Studies 57, no. 1 (2015): 31–54.

Whalen, Gary. “A Proportional Hazards Model of Bank Failure : An Examination of Its Usefulness as an Early Warning Tool.” Economic Review-Federal Reserve Bank of Cleveland 27, no. 1 (1991): 21.

Wheelock, David C. “Regulation, Market Structure and the Bank Failures of the Great Depression.” Federal Reserve Bank of St. Louis Review 77, no. March/April (1995): 27–38.

Wheelock, David C., and Paul W. Wilson. “Why Do Banks Disappear? The Determinants of U.S. Bank Failures and Acquisitions.” Review of Economics and Statistics 82, no. 1 (2000): 127–38.
Published
2017-08-31
How to Cite
ALIYU, Sirajo; MOHD YUSOF, Rosylin. A Panel Survival Analysis for Islamic Banks. International Journal of Economics, Management and Accounting, [S.l.], v. 25, n. 2, p. 381-410, aug. 2017. ISSN 2462-1420. Available at: <http://journals.iium.edu.my/enmjournal/index.php/enmj/article/view/526>. Date accessed: 18 oct. 2017.