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Are systemic banking crises in developed and developing countries predictable?

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  • Hamdaoui, Mekki

Abstract

This paper contributes to the empirical literature on early warning systems of banking crises using a new methodology accounting for model uncertainty. We introduce new variables measuring exposure and connectivity of the domestic banking sector to international financial markets. We show that a multinomial logit model based on Bayesian Model Averaging is favored to conventional multinomial and binary models highlighting what is called by Bussiere and Fratzsher (2006) “post-crisis bias”. We show that the application of the multinomial logit model, which distinguishes between more than two states and uses Bayesian Model Averaging, is a valid way to solve this problem and leads to a substantial improvement in the ability to predict banking crises. The empirical results show that for a set of 49 developing and developed countries, the model would have correctly predicted the vast majority of crises.

Suggested Citation

  • Hamdaoui, Mekki, 2016. "Are systemic banking crises in developed and developing countries predictable?," Journal of Multinational Financial Management, Elsevier, vol. 37, pages 114-138.
  • Handle: RePEc:eee:mulfin:v:37-38:y:2016:i::p:114-138
    DOI: 10.1016/j.mulfin.2016.09.002
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    2. 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.
    3. Tran Huynh & Silke Uebelmesser, 2022. "Early warning models for systemic banking crises: can political indicators improve prediction?," Jena Economics Research Papers 2022-007, Friedrich-Schiller-University Jena.
    4. Mirjana Jemović & Srđan Marinković, 2021. "Determinants of financial crises—An early warning system based on panel logit regression," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(1), pages 103-117, January.
    5. Shu-Ling Lin & Xiao Jin, 2023. "Does ESG Predict Systemic Banking Crises? A Computational Economics Model of Early Warning Systems with Interpretable Multi-Variable LSTM based on Mixture Attention," Mathematics, MDPI, vol. 11(2), pages 1-15, January.
    6. Hossein Dastkhan, 2021. "Network‐based early warning system to predict financial crisis," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(1), pages 594-616, January.
    7. Mekki Hamdaoui & SaifEddine Ayouni & Samir Maktouf, 2022. "Financial crises: explanation, prediction, and interdependence," SN Business & Economics, Springer, vol. 2(8), pages 1-52, August.
    8. Hamdaoui, Mekki & Maktouf, Samir, 2020. "Financial reforms and banking system vulnerability: The role of regulatory frameworks," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 184-205.
    9. Guo, Hongfeng & Xia, Shengxiang & An, Qiguang & Zhang, Xin & Sun, Weihua & Zhao, Xinyao, 2020. "Empirical study of financial crises based on topological data analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 558(C).
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    More about this item

    Keywords

    Banking crises; Bayesian model averaging; Early warning system; Crisis prediction; Financial exposure; Developed and developing economies;
    All these keywords.

    JEL classification:

    • C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables
    • C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs
    • D5 - Microeconomics - - General Equilibrium and Disequilibrium
    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty
    • E6 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook
    • F3 - International Economics - - International Finance
    • G2 - Financial Economics - - Financial Institutions and Services

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