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Early Warning to Banking Crises in the Dual Financial System in Indonesia: The Markov Switching Approach التحذير المبكر من الأزمات المصرفية في النظام المالي المزدوج في إندونيسيا: مقاربة ماركوف للتحويل

Author

Listed:
  • Irfan Nurfalah

    (Bank Negara Indonesia Syariah)

  • Aam Slamet Rusydiana

    (SMART Consulting Indonesia)

  • Nisful Laila

    (Faculty Economics and Business, Airlangga University, Indonesia)

  • Eko Fajar Cahyono

    (Faculty Economics and Business, Airlangga University, Indonesia)

Abstract

This research aims at detecting early indicators that cause conventional banking and Islamic banking crises, identifying the longest crisis period for both types of banks, and comparing the stability between the two kinds of banks. The method used is the Markov Switching Vector Autoregressive (MS-VAR) approach. This study uses secondary data obtained from official sources and in monthly form from January 2004 to March 2017. The results show that Islamic banking is more stable against internal and external shocks than conventional banking. Z-score for Islamic banking is higher (11,933) than the Z-score for conventional banking (11,679). The longest crisis period for conventional banking was around April 2013 – March 2017 while for Islamic banking was around January 2008 – October 2008. تهدف هذه الدراسة إلى الكشف عن المؤشرات المبكرة التي تسبب الأزمات المصرفية في المصارف التقليدية والإسلامية. وقد قامت الدراسة بتحديد أطول فترة أزمة لكلا النوعين من المصارف، ومقارنة الاستقرار بينهما. الطريقة المستخدمة هي نهج الانحدار الذاتي لمحرك ماركوف (MS-VAR). اعتمدت الدراسة على بيانات ثانوية تم الحصول عليها من مصادر رسمية وبشكل شهري من يناير 2004م إلى مارس 2017م. تظهر النتائج أن المصارف الإسلامية أكثر استقرارًا ضد الصدمات الداخلية والخارجية مقارنة بالمصارف التقليدية، لأنها حققت معدلاً أعلى لمؤشر (Z-score) للاستقرار المالي (11,933) من نظيرتها التقليدية (11,679). أما أطول فترة أزمة للمصارف التقليدية فكانت في الفترة من أبريل 2013م إلى مارس 2017م بينما كان أطول فترة أزمة للمصارف الإسلامية في الفترة ما بين يناير 2008م وأكتوبر 2008م.

Suggested Citation

  • Irfan Nurfalah & Aam Slamet Rusydiana & Nisful Laila & Eko Fajar Cahyono, 2018. "Early Warning to Banking Crises in the Dual Financial System in Indonesia: The Markov Switching Approach التحذير المبكر من الأزمات المصرفية في النظام المالي المزدوج في إندونيسيا: مقاربة ماركوف للتحويل," Journal of King Abdulaziz University: Islamic Economics, King Abdulaziz University, Islamic Economics Institute., vol. 31(2), pages 133-156, July.
  • Handle: RePEc:abd:kauiea:v:31:y:2018:i:2:no:10:p:133-156
    DOI: 10.4197/Islec.31-2.10
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    References listed on IDEAS

    as
    1. 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.
    2. Mikhail Stolbov, 2015. "Anatomy of international banking crises at the onset of the Great Recession," International Economics and Economic Policy, Springer, vol. 12(4), pages 553-569, October.
    3. Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "Assessing financial vulnerability, an early warning system for emerging markets: Introduction," MPRA Paper 13629, University Library of Munich, Germany.
    4. Caggiano, Giovanni & Calice, Pietro & Leonida, Leone & Kapetanios, George, 2016. "Comparing logit-based early warning systems: Does the duration of systemic banking crises matter?," Journal of Empirical Finance, Elsevier, vol. 37(C), pages 104-116.
    5. Morris Goldstein & Graciela Kaminsky & Carmen Reinhart, 2017. "Methodology and Empirical Results," World Scientific Book Chapters, in: TRADE CURRENCIES AND FINANCE, chapter 11, pages 397-436, World Scientific Publishing Co. Pte. Ltd..
    6. Moazzam Farooq & Sajjad Zaheer, 2015. "Are Islamic Banks More Resilient During Financial Panics?," Pacific Economic Review, Wiley Blackwell, vol. 20(1), pages 101-124, February.
    7. Papanikolaou, Nikolaos I., 2018. "A dual early warning model of bank distress," Economics Letters, Elsevier, vol. 162(C), pages 127-130.
    8. Graciela Kaminsky & Saul Lizondo & Carmen M. Reinhart, 1998. "Leading Indicators of Currency Crises," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 1-48, March.
    9. Naama Trad & Mohamed Ali Trabelsi & Jean-François Goux, 2017. "Risk and profitability of Islamic banks: A religious deception or an alternative solution?," Post-Print halshs-01421357, HAL.
    10. Chiaramonte, Laura & Croci, Ettore & Poli, Federica, 2015. "Should we trust the Z-score? Evidence from the European Banking Industry," Global Finance Journal, Elsevier, vol. 28(C), pages 111-131.
    11. Robert Vermeulen & Marco Hoeberichts & Bořek Vašíček & Diana Žigraiová & Kateřina Šmídková & Jakob Haan, 2015. "Financial Stress Indices and Financial Crises," Open Economies Review, Springer, vol. 26(3), pages 383-406, July.
    12. Krugman, Paul, 1979. "A Model of Balance-of-Payments Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(3), pages 311-325, August.
    13. Hussein, Kassim, 2010. "Bank level stability factors and consumer confidence – a comparative study of Islamic and conventional banks’ product mix," MPRA Paper 21800, University Library of Munich, Germany.
    14. Alandejani, Maha & Kutan, Ali M. & Samargandi, Nahla, 2017. "Do Islamic banks fail more than conventional banks?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 50(C), pages 135-155.
    15. Doumpos, Michael & Hasan, Iftekhar & Pasiouras, Fotios, 2017. "Bank overall financial strength: Islamic versus conventional banks," Economic Modelling, Elsevier, vol. 64(C), pages 513-523.
    16. Islahi, Abdul Azim, 2013. "Economic and Financial Crises in Fifteenth-Century Egypt: Lessons From the History," Islamic Economic Studies, The Islamic Research and Training Institute (IRTI), vol. 21, pages 71-94.
    17. Brooks, Douglas H. & Kurmanalieva, Elvira & Yang, Doo Yong, 2016. "Trade, Trade Finance, and Global Liquidity in Asia; Markov-Switching FAVAR Approach," East Asian Economic Review, Korea Institute for International Economic Policy, vol. 20(3), pages 339-363, September.
    18. Guérin, Pierre & Leiva-Leon, Danilo, 2017. "Model averaging in Markov-switching models: Predicting national recessions with regional data," Economics Letters, Elsevier, vol. 157(C), pages 45-49.
    19. Omar F. Saqib, 2002. "Interpreting Currency Crises: A Review of Theory, Evidence, and Issues," Discussion Papers of DIW Berlin 303, DIW Berlin, German Institute for Economic Research.
    20. Salant, Stephen W & Henderson, Dale W, 1978. "Market Anticipations of Government Policies and the Price of Gold," Journal of Political Economy, University of Chicago Press, vol. 86(4), pages 627-648, August.
    21. Hamdaoui, Mekki, 2016. "Are systemic banking crises in developed and developing countries predictable?," Journal of Multinational Financial Management, Elsevier, vol. 37, pages 114-138.
    22. Ibrahim, Mansor H. & Rizvi, Syed Aun R., 2017. "Do we need bigger Islamic banks? An assessment of bank stability," Journal of Multinational Financial Management, Elsevier, vol. 40(C), pages 77-91.
    23. Syed Ali, Salman, 2007. "Financial Distress And Bank Failure: Lessons From Closure Of Ihlas Finans In Turkey," Islamic Economic Studies, The Islamic Research and Training Institute (IRTI), vol. 14, pages 2-52.
    24. Lang, Michael & Schmidt, Paul G., 2016. "The early warnings of banking crises: Interaction of broad liquidity and demand deposits," Journal of International Money and Finance, Elsevier, vol. 61(C), pages 1-29.
    25. Ibrahim, Mansor H. & Rizvi, Syed Aun R., 2018. "Bank lending, deposits and risk-taking in times of crisis: A panel analysis of Islamic and conventional banks," Emerging Markets Review, Elsevier, vol. 35(C), pages 31-47.
    26. 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.
    27. Ozkan, F Gulcin & Sutherland, Alan, 1995. "Policy Measures to Avoid a Currency Crisis," Economic Journal, Royal Economic Society, vol. 105(429), pages 510-519, March.
    28. Trad, Naama & Trabelsi, Mohamed Ali & Goux, Jean François, 2017. "Risk And Profi Tability Of Islamic Banks: A Religious Deception Or An Alternative Solution?," European Research on Management and Business Economics (ERMBE), Academia Europea de Dirección y Economía de la Empresa (AEDEM), vol. 23(1), pages 40-45.
    29. Kimmel, Randall K. & Thornton, John H. & Bennett, Sara E., 2016. "Can statistics-based early warning systems detect problem banks before markets?," The North American Journal of Economics and Finance, Elsevier, vol. 37(C), pages 190-216.
    30. Tanaka, Katsuyuki & Kinkyo, Takuji & Hamori, Shigeyuki, 2016. "Random forests-based early warning system for bank failures," Economics Letters, Elsevier, vol. 148(C), pages 118-121.
    31. Ivo Krznar, 2004. "Currency Crisis: Theory and Practice with Application to Croatia," Working Papers 12, The Croatian National Bank, Croatia.
    32. Moazzam Farooq & Sajjad Zaheer, 2015. "Are Islamic Banks More Resilient during Financial Panics?," IMF Working Papers 2015/041, International Monetary Fund.
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