Estimation of Duration Gap and its Determinants for Islamic Banks: Empirical Evidence using Two-Step Robust GMM
Abstract
Abstract. Banking industry is risk management business. One specific risk is the rate of return risk (ROR) in the banking book. This study estimates the duration gap of IBs and its determinants in the context of ROR risk. Using Duration Gap Model and Two-Step Robust Generalized Method of Moments (GMM), with a sample of 50 IBs from 13 countries, for the period 2007-2015, our empirical findings are: (a) time series and cross-sectional duration gap of IBs reflecting significant variations across the banks and countries; (b) IBs have a general tendency of maintaining a higher duration gap compared to their conventional counterparts, and are exposed to increasing ROR risk due to their larger duration gaps and severe liquidity mismatches; and (c) there is significant difference in the estimated coefficients of idiosyncratic factors influencing the duration gaps of IBs. This study provides direction to the IBs to reflect upon the significance of liquidity mismatch risk.
Keywords: ROR risk, Islamic banks, Duration Gap, IFSB, BCBS, GMM
Abstrak. Industri perbankan adalah bisnis manajemen risiko. Salah satu risiko spesifik adalah risiko tingkat pengembalian (ROR) dalam banking book. Studi ini memperkirakan kesenjangan durasi IB dan determinannya dalam konteks risiko ROR. Menggunakan Duration Gap Model dan Two-Step Robust Generalized Method of Moments (GMM), dengan sampel 50 IB dari 13 negara, untuk periode 2007-2015, temuan empiris kami adalah: (a) time series dan cross-sectional durasi gap IB yang mencerminkan variasi signifikan di seluruh bank dan negara; (b) IB memiliki kecenderungan umum untuk mempertahankan kesenjangan durasi yang lebih tinggi dibandingkan dengan rekanan konvensional mereka, dan terpapar pada peningkatan risiko ROR karena kesenjangan durasi yang lebih besar dan ketidaksesuaian likuiditas yang parah; dan (c) terdapat perbedaan yang signifikan dalam estimasi koefisien faktor idiosinkratik yang mempengaruhi kesenjangan durasi IB. Studi ini memberikan arahan kepada IB untuk merenungkan pentingnya risiko ketidaksesuaian likuiditas.
Keyword: Risiko ROR, Bank Syariah, Kesenjangan Durasi, IFSB, BCBS, GMM
Keywords
References
Abdul Wahab, H., Saiti, B., Rosly, S. A., & Masih, A. M. M. (2017). Risk-taking behavior and capital adequacy in a mixed banking system: New evidence from Malaysia using Dynamic OLS and Two-Step Dynamic System GMM estimators. Emerging Markets Finance and Trade, 53(1), 180-198.
Akkizidis, I. S., & Khandelwal, S. K. (2008). Financial risk management for Islamic banking and finance. New York, NY: Palgrave Macmillan.
Al-Ajmi J., & Hameeda, A. H. (2012). Risk management practices of conventional and Islamic banks in Bahrain. The Journal of Risk Finance, 13(3), 215-239.
Al-Tamimi, H., & Al-Mazrooei (2007). Banks’ risk management: A comparison study of UAE national and foreign banks. The Journal of Risk Finance, 8(4), 394-409.
Al-Janabi, M. A. M. (2008). Proactive risk management in emerging and Islamic financial markets: Evidence from the Moroccan financial markets. Humanomics, 24(2), 74-94.
Alam, M. Z., & Masukujjaman, M. (2011). Risk management practices: A critical diagnosis of some selected commercial banks in Bangladesh. Journal of Business and Technology (Dhaka), 6(1), 15-35.
Alden, L. T. (1983). Gap management: Managing interest rate in banks and thrifts. Federal Reserve Bank of San Francisco, Economic Review, (Spr), 20-35.
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277-297.
Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29-51.
Ariss, R. T., & Sarieddine, Y. (2007). Challenges in implementing capital adequacy guidelines to the Islamic banks. Journal of Banking Regulation, 9(1), 46-59.
Archer, S., & Abdel Karim, R. A. (2007). Islamic finance: The regulatory challenge. Singapore: John Wiley & Sons.
Au Yong, H. H., Faff, R., & Chalmers, K. (2009). Derivative activities and Asia-Pacific banks’ interest rate and exchange rate exposures. Journal of International Financial Markets, Institutions and Money, 19(1), 16-32.
Ballester, L., Ferrer, R., González, C., & Soto, G. M. (2009). Determinants of interest rate exposure of Spanish banking industry. Working paper. Spain: Department of Economics and Finance, Universidad de Castilla-La Mancha.
Bacha, O. I. (2004). Dual banking systems and interest rate risk for Islamic banks. International Islamic University Malaysia. Retrieved 2014, from Munich Personal RePEc Archive: http://mpra.ub.uni-muenchen.de/12763/.
BCBS (June 2006). International convergence of capital measurement and capital standards. Basel: Bank for International Settlements.
BCBS (September 2012). Core principles for effective banking supervision. Basel: Bank for International Settlements.
Ben Selma Mokni, R., Echchabi, A., Azouzi, D., & Rachdi, H. (2014). Risk management tools practiced in Islamic banks: Evidence in MENA region. Journal of Islamic Accounting and Business Research, 5(1), 77-97.
Bierwag, G. O. (1987). Duration analysis: Managing interest rate risk. Cambridge, Massachusetts: Ballinger.
Bierwag, G. O. (1996). The Ho-Lee binomial stochastic process and duration. Journal of Fixed Income, 6(2), 76-87.
Bierwag, G. O., & Kaufman, G. G. (1985). Duration gaps for financial institutions. Financial Analysts Journal, 41(2), 68-71.
Bierwag, G. O., & Kaufman, G. G. (1989). Duration gap models for measuring and managing on- and off-balance sheet interest rate risk at depository institutions. A study prepared for the Federal Home Loan Bank Board.
Bierwag, G. O., Kaufman, G. G., & Alden, L. T. (1983). Duration: Its development and use in bond portfolio management. Financial Analysts Journal, 39(4), 15-35.
Bierwag, G. O., & Fooladi, I. J. (2006). Duration analysis: an historical perspective. Journal of Applied Finance, 16(2), 144-160.
Bierwag, G. O., Fooladi, I. J., & Roberts, G. S. (2000). Risk management with duration: Potential and limitations. Canadian Journal of Administrative Sciences/Revue Canadienne des Sciences de l'Administration, 17(2), 126-142.
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. Retrieved from https://doi.org/10.1016/S0304-4076(98)00009-8
Bun, M. J., & Windmeijer, F. (2010). The weak instrument problem of the system GMM estimator in dynamic panel data models. The Econometrics Journal, 13(1), 95-126.
Chattha, J. A. (2008). Measuring banks’ duration gap and net worth risk in dual banking: Empirical evidence using duration gap model. (Unpublished master’s dissertation). International Islamic University Malaysia, Malaysia.
Chattha, J. A., & Bacha, O. I. (2010). Duration gaps and net worth risk for Islamic and conventional banks: A comparative cross-country analysis. Review of Islamic Economics, 13(2), 5-33.
Chattha, J. A., Kartina, A., Dong C., & Abozer, M. (2014). Evaluation by the IFSB of core principles relevant to Islamic finance regulation. The IFSB Working Paper Series, WP-02/11. Kuala Lumpur, Malaysia: Islamic Financial Services Board.
Chattha, J. A., & Archer, S. (2016). Solvency stress testing of Islamic commercial banks: Assessing the stability and resilience. Journal of Islamic Accounting and Business Research, 7(2), 112-147.
Chattha, J. A., & Alhabshi, S. M. (Dec, 2016). Lowly or negative benchmark rates bandwagon: Any risk implications for Islamic banks? 4th ASEAN International Conference on Islamic Finance (AICIF 2016) 6-8 December 2016, Malaysia.
Chattha, J. A., & Alhabshi, S. M (2017). Risk management in changing benchmark rates regime: Prudential implications for Islamic banks and supervisors. Journal of Islamic Finance, 6, 205-230. ISSN 2289-2117.
Chattha, J.A. and Alhabshi, S. M. (2018). Benchmark Rate Risk, Duration Gap And Stress Testing In Dual Banking Systems. Pacific-Basin Finance Journal (In Press, https://doi.org/10.1016/j.pacfin.2018.08.017).
Chattha, J.A., Alhabshi, S. M. & Meera, A.K. (2019). Risk Management with a Duration Gap Approach: Empirical Evidence from a Cross-Country Study of Dual Banking Systems. Journal of Islamic Accounting and Business Research (In Press, DOI 10.1108/JIABR-10-2017-0152).
Dembiec, L. A., Pogozelski, J. D., & Rowland, V. T. (1989). The measurement and management of interest rate risk. Casualty Actuarial Society.
Duan, J., Moreau, A., & Sealey, C. (1995). Deposit insurance and bank interest rate risk: Pricing and regulatory implication. Journal of Banking and Finance, 19(6), 1091-1108.
El Alaoui, A. O., Bacha, O. I., Masih, M., & Asutay, M. (2016). Shari’ah screening, market risk and contagion: A multi-country analysis. Journal of Economic Behavior & Organization (November). Retrieved from http://doi.org/10.1016/j.jebo.2016.10.023
Elijah, B. (1985). Bank gap management and the use of financial futures. Federal Reserve Bank of Chicago, Economic Perspectives, 9, 12-21.
Entrop, O., Memmel, C., Ruprecht, B., & Wilkens, M. (2012). Determinants of bank interest margins: Impact of maturity transformation (Discussion Paper No. 17/2012). Germany: Deutsche Bundesbank.
Entrop, O., Wilkens, M., & Zeisler, A. (2009). Quantifying the interest rate risk of banks: Assumptions do matter. European Financial Management, 15(5), 1001-1018.
Esposito, L., Nobili, A., & Ropele, T. (2013). The management of interest rate risk during the crisis: Evidence from Italian banks. Temi di Discussione (Working Paper) No, 933. Italy: Bank of Italy.
Faff, R. W., Hodgson, A., & Kremmer, M. L. (2005). An investigation of the impact of interest rates and interest rate volatility on Australian financial sector stock return distributions. Journal of Business Finance & Accounting, 32(5‐6), 1001-1031.
Fauziah, H. T., Abdul Rahman, R., & Omar, N. (2011). Empirical evidence on the risk management tools practiced in Islamic and conventional banks. Qualitative Research in Financial Markets, 3(2), 86-104.
Fauziah, H. T., Zarinah, H., Ahamed, K. M. M., & Omar, Mohd. A. (2009). The impact of financial risks on profitability of Malaysian commercial banks: 1996-2005. International Journal of Social, Behavioral, Educational, Economic, Business and Industrial Engineering, 3(6), 1320-1334.
Fraser, D. R., Madura, J., & Weigand, R. A. (2002). Sources of bank interest rate risk. Financial Review, 37(3), 351-367.
Greuning, H. V., & Iqbal, Z. (2008). Risk analysis for the Islamic banks. Washington: World Bank.
Gup, B. E., Lambert, R., Avram, K. J., Kolari, J. W., & Diana, B. (2007). Commercial banking: The management of risk. Australia: Jon Wiley & Sons.
Hassan, A. (2009). Risk management practices of Islamic banks of Brunei Darussalam. The Journal of Risk Finance, 10(1), 23-37.
Hussain, A. A., & Naysary, B. (2014). Risk management practices in Islamic banks in Kuwait. Journal of Islamic Banking and Finance, 2(1), 123–148.
IFSB (2005, December). IFSB-1: Guiding principles on risk management for IIFS. Kuala Lumpur, Malaysia: IFSB.
IFSB (2007, December). IFSB-4: Disclosures to promote transparency and market discipline for IIFS. Kuala Lumpur, Malaysia: IFSB.
IFSB (2011, January). IFSB GN-4: Guidance note in connection with the IFSB capital adequacy standard: the determination of alpha in the capital adequacy ratio for IIFSs. Kuala Lumpur, Malaysia: IFSB.
IFSB (2012, March). IFSB-13: Guiding principles on stress testing for IIFS. Kuala Lumpur, Malaysia: IFSB.
IFSB (2013, December). IFSB-15: Revised capital adequacy standard for IIFS. Kuala Lumpur, Malaysia: IFSB.
IFSB (2014, March). IFSB-16: Revised guidance on key elements in the supervisory review process for IIFS. Kuala Lumpur, Malaysia: IFSB.
IFSB (2015, April). IFSB-17: Core principles for Islamic finance regulation (banking segment). Kuala Lumpur, Malaysia: IFSB.
IFSB (2018, May). Islamic financial services industry stability report. Kuala Lumpur, Malaysia: IFSB.
Kaufman, G. G. (1984). Measuring and managing interest rate risk: A primer. Economic Perspectives, 8(1), 16-29.
Khalid, S., & Amjad, S. (2012). Risk management practices in Islamic banks of Pakistan. Journal of Risk Finance, 13(2), 148-159.
Khaliq, A., Mohd, H., Pitchary, A. & Thaker, T. (2017). Interest Rate Risk Management and Islamic Banking : Evidence from Malaysia, Journal of Islamic Finance, 6(1), 16–30.
Khan, T., & Ahmed, H. (2001). Risk management: An analysis of issues in Islamic financial industry. Jeddah: Islamic Research and Training Institute, Islamic Development Bank.
Khan, M. M., & Bhatti, M. I. (2008). Development in Islamic banking: A financial risk-allocation approach. Journal of Risk Finance, 9(1), 40-51.
Koch, T. W., & MacDonald, S. S. (2009), Bank Management (7th Edn.). UK: Cengage Learning.
Laurine, C. (2013). Zimbabwean commercial banks liquidity risk determinants after dollarisation. Journal of Applied Finance and Banking, 3(6), 97-114.
Landier, A., Sraer, D., & Thesmar, D. (2013). Banks’ exposure to interest rate risk and the transmission of monetary policy. Working Paper No. 18857. New York: National Bureau of Economic Research (NBER).
Macaulay, F. R. (1938). The movements of interest rates, bond yields and stock prices in the United States since 1856. New York: National Bureau of Economic Research (NBER).
Masih, R., & Masih, A. M. (1996). Stock-Watson dynamic OLS (DOLS) and error-correction modelling approaches to estimating long-and short-run elasticities in a demand function: New evidence and methodological implications from an application to the demand for coal in mainland China. Energy Economics, 18(4), 315-334.
Mohd. Ariffin, N. (2005). Enhancing transparency and risk reporting in Islamic banks. (Unpublished doctoral dissertation). School of Management, University of Surrey.
Mohd. Ariffin, N., Archer, S., & Abdel Karim, R. A. (2009). Risks in Islamic banks: Evidence from empirical research. Journal of Banking Regulation, 10(2), 153-163.
Othman, A. N., & Masih, A. (2015). Do profit and loss sharing (PLS) deposits also affect PLS financing? Evidence from Malaysia based on DOLS, FMOLS and system GMM techniques. Germany: University Library of Munich.
Racic, Z., Stanisic, N., & Racic, M. (2014). A comparative analysis of the determinants of interest rate risk using the example of banks from developed and developing financial markets. Engineering Economics, 25(4), 395-400.
Rajha, K. S., & Alslehat, Z. A. F. (2014). The Effect of capital structure on the performance of Islamic banks. Interdisciplinary Journal of Contemporary Research in Business, 5(9), 144.
Redington, F. M. (1952). Review of the principles of life-office valuations. Journal of the Institute of Actuaries (1886-1994), 78(3), 286-340.
Reichert, A., & Shyu, Y. W. (2003). Derivative activities and the risk of international banks: A market index and VaR approach. International Review of Financial Analysis, 12(5), 489-511.
Romzie, R., & Abdul Rahim, A. R. (2015). The practice of IFSB guiding principles of risk management by Islamic banks: International Evidence. Journal of Islamic Accounting and Business Research, 6(2), 150-172.
Romzie, R. (2009). Risk management practices and risk management processes of Islamic banks: A proposed framework. International Review of Business Research Papers, 5(1), 242-254.
Ruprecht, B., Entrop, O., Kick, T., & Wilkens, M. (2013). Market timing, maturity mismatch, and risk management: Evidence from the banking industry. Discussion Paper No 56/2013. Germany: Deutsche Bundesbank.
Salman, S. A. (2013). State of liquidity management in Islamic financial institutions. Islamic Economic Studies, 21(1), 63–98.
Saporoschenko, A. (2002). The sensitivity of Japanese bank stock returns to economic factors: An examination of asset/liability differences and main bank status. Global Finance Journal, 13(2), 253-270.
Sau Ngan, W., & James S. (2012). Insolvency regimes: Developing an analytical framework for meeting legal and regulatory challenges for Islamic finance. In Islamic Financial Services Board and World Bank (eds.), Effective Insolvency Regimes: Institutional, Regulatory and Legal Issues Relating to Islamic Finance. Kuala Lumpur, Malaysia.
Scannella, E., & Bennardo, D. (2013). Interest rate risk in banking: A theoretical and empirical investigation through a systemic approach (asset & liability management). Business Systems Review, 2(1), 59-79.
Sharma, K. (2005). Duration approach to measure bank’s risks. The IUP Journal of Bank Management, 4(4), 38-42.
Sundararajan, V., & Errico, L. (2002). Islamic financial institutions and products in the global financial system: Key issues in risk management and challenges ahead. Working Paper No. WP/02/192. Washington: International Monetary Fund.
Sun, P. H., Hassan, M. K., Hassan, T., & Ramadilli, S. M. (2014). The assets and liabilities gap management of conventional and Islamic banks in the organization of Islamic cooperation (OIC) countries. Applied Financial Economics, 24(5), 333-346.
Usman, M., Akhtar, M., & Ahmed, N. (2011). Risk management practices and Islamic banks: An empirical investigation from Pakistan. Interdisciplinary Journal of Research in Business, 1(6), 50-57.
Van Vuuren, G., & Styger, P. (2006). Duration analysis in South Africa: The search for superior measures. South African Journal of Economics, 74(2), 266-293.
Vitria, I. (2008). The relationship between Islamic financing with risks and performance of commercial banks in Indonesia. (Unpublished master’s thesis). University of Malaya, Malaysia.
Wu, Y., & Bowe, M. (2012). Information disclosure and depositor discipline in the Chinese banking sector. Journal of International Financial Markets, Institutions and Money, 22(4), 855-878.
Zainol, Z. (2015). Rate of Return Risk of Islamic Bank: Empirical Evidence in Malaysia. (Unpublished doctoral dissertation). International Islamic University Malaysia.
Zainol, Z., & Kassim, S. H. (2012). A critical review of the literature on the rate of return risk in Islamic banks. Journal of Islamic Accounting and Business Research, 3(2), 121-137.
DOI: 10.15408/aiq.v13i1.13868
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