IDEAS home Printed from https://ideas.repec.org/a/sae/fbbsrw/v8y2019i1p32-38.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/2319714519825939
    Download Restriction: no

    File URL: https://libkey.io/10.1177/2319714519825939?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hassan B. Ghassan & Stefano Fachin, 2016. "Time series analysis of financial stability of banks: Evidence from Saudi Arabia," Review of Financial Economics, John Wiley & Sons, vol. 31(1), pages 3-17, November.
    2. Xiaoqing Maggie Fu & Yongjia Rebecca Lin & Philip Molyneux, 2015. "Bank Competition and Financial Stability in Asia Pacific," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Bank Competition, Efficiency and Liquidity Creation in Asia Pacific, chapter 3, pages 49-71, Palgrave Macmillan.
    3. Nguyen, Thi Anh Nhu, 2022. "The role of institutional quality in bank deposit growth In European transition economies," Finance Research Letters, Elsevier, vol. 47(PA).
    4. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    5. Pejman Abedifar & Philip Molyneux & Amine Tarazi, 2013. "Risk in Islamic Banking," Review of Finance, European Finance Association, vol. 17(6), pages 2035-2096.
    6. Neifar, Malika, 2020. "Long run comparison analysis and Short run Stability sensitivity: Empirical Evidence from Tunisian Banks," MPRA Paper 101029, University Library of Munich, Germany.
    7. Neifar, Malika, 2020. "Different dimensions Bank performance comparisons IBs vs CBs – Quatar case," MPRA Paper 101375, University Library of Munich, Germany.
    8. ap Gwilym, Rhys & Kanas, Angelos & Molyneux, Philip, 2013. "U.S. prompt corrective action and bank risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 239-257.
    9. Al-Shboul, Mohammad & Maghyereh, Aktham & Hassan, Abul & Molyneux, Phillip, 2020. "Political risk and bank stability in the Middle East and North Africa region," Pacific-Basin Finance Journal, Elsevier, vol. 60(C).
    10. Tammuz H. Alraheb & Amine Tarazi, 2018. "Local versus International Crises and Bank Stability: does bank foreign expansion make a difference?," Applied Economics, Taylor & Francis Journals, vol. 50(10), pages 1138-1155, February.
    11. Marwa Sallemi & Salah Ben Hamad & Nejla Ould Daoud Ellili, 2023. "Executive compensation and bank’s stability: which role of the corruption control? An empirical evidence from OECD banks," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 27(2), pages 457-477, June.
    12. Tammuz Alraheb & Amine Tarazi, 2016. "Local Versus International Crises, Foreign Subsidiaries and Bank Stability: Evidence from the MENA Region," Working Papers 1045, Economic Research Forum, revised 09 Jan 2016.
    13. Ashraf, Dawood & Rizwan, Muhammad Suhail & L’Huillier, Barbara, 2016. "A net stable funding ratio for Islamic banks and its impact on financial stability: An international investigation," Journal of Financial Stability, Elsevier, vol. 25(C), pages 47-57.
    14. Marwa Sallemi & Salah Ben Hamad & Nejla Ould Daoud Ellili, 2023. "Impact of board of directors on insolvency risk: which role of the corruption control? Evidence from OECD banks," Review of Managerial Science, Springer, vol. 17(8), pages 2831-2868, November.
    15. Salma Louati & Younes Boujelbene, 2021. "Basel Regulations and Banks’ Risk-efficiency Nexus: Evidence from Dynamic Simultaneous-equation Models," Journal of African Business, Taylor & Francis Journals, vol. 22(4), pages 578-602, October.
    16. Diana Zigraiova & Tomas Havranek, 2016. "Bank Competition And Financial Stability: Much Ado About Nothing?," Journal of Economic Surveys, Wiley Blackwell, vol. 30(5), pages 944-981, December.
    17. Saeed, Momna & Izzeldin, Marwan & Hassan, M. Kabir & Pappas, Vasileios, 2020. "The inter-temporal relationship between risk, capital and efficiency: The case of Islamic and conventional banks," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    18. Atiti, Faith & Agung, Raphael & Kimani, Stephanie, 2020. "Competition and banking sector stability in Kenya," KBA Centre for Research on Financial Markets and Policy Working Paper Series 41, Kenya Bankers Association (KBA).
    19. Neifar, Malika, 2020. "Interest-free versus Conventional banks- A Comparative Study using Linear and Nonlinear Panel Regression: Empirical Evidence from Turky and 6 MENA countries," MPRA Paper 101028, University Library of Munich, Germany.
    20. Quang Trinh, Vu & Elnahass, Marwa & Duong Cao, Ngan, 2021. "The value relevance of bank cash Holdings: The moderating effect of board busyness," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 73(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:sae:fbbsrw:v:8:y:2019:i:1:p:32-38. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: SAGE Publications (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.