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Measuring the Determinants for the Survival of Indian Banks Using Machine Learning Approach

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  • Santosh Kumar Shrivastav

Abstract

Banks’ survival is often seen as a crucial role in the financial system and the economy. Without a sound and effective banking system, no country can ever have a healthy economy. This research article concentrates on the analysis of collected data for the failed and surviving private and public banks working in India. All possible bank-specific variables as well as macroeconomic and market structure variables have been used to understand the important factors accountable for the survival of the Indian banks through feature selection methods. The Output of the feature selection method shows that, the important factors for bank’s failure or survival are z-score, return on net worth, profit after tax, return on assets, equity, overheads, total assets, income, loan, inflation CPI, interest on revenue, liabilities and GDP growth.

Suggested Citation

  • Santosh Kumar Shrivastav, 2019. "Measuring the Determinants for the Survival of Indian Banks Using Machine Learning Approach," FIIB Business Review, , vol. 8(1), pages 32-38, March.
  • Handle: RePEc:sae:fbbsrw:v:8:y:2019:i:1:p:32-38
    DOI: 10.1177/2319714519825939
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    References listed on IDEAS

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    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.
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    3. Boyd, John H. & Runkle, David E., 1993. "Size and performance of banking firms : Testing the predictions of theory," Journal of Monetary Economics, Elsevier, vol. 31(1), pages 47-67, February.
    4. Evrensel, Ayse Y., 2008. "Banking crisis and financial structure: A survival-time analysis," International Review of Economics & Finance, Elsevier, vol. 17(4), pages 589-602, October.
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    Cited by:

    1. Sarbjit Singh Oberoi & Sayan Banerjee, 2023. "Bankruptcy Prediction of Indian Banks Using Advanced Analytics," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 4, pages 22-41.

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