IDEAS home Printed from https://ideas.repec.org/a/bal/journl/2256-074220184126.html
   My bibliography  Save this article

Modelling The Dynamics Of The Adequacy Of Bank'S Regulatory Capital

Author

Listed:
  • Leonid Katranzhy

    (Department of Accounting, Finance and Economic Security, State Institution of Higher Education "Donetsk National Technical University", Ukraine)

  • Oleksandr Podskrebko

    (Department of Economic Cybernetics and Further Mathematics, State Institution of Higher Education "Donetsk National Technical University", Ukraine)

  • Vitaliy Krasko

    (Department of Economic Cybernetics and Further Mathematics, State Institution of Higher Education "Donetsk National Technical University", Ukraine)

Abstract

The purpose of the article is to develop scientific and methodological recommendations for modelling the dynamics of the level of capital adequacy for ensuring the financial balance of the bank, sufficient controllability and increasing the efficiency of its activities. The article explores peculiarities of banking regulation and supervision in the process of capital formation. It is shown that the issue of formation of capital by banking institutions is actualized in the context of management reform and target tasks of the development of the banking industry of Ukraine. Given the state of the banking services market and its development trends, the unsettled problem of the capitalization of banks, it becomes important to improve the mechanism of capital formation. In order to improve the efficiency of bank regulation and management of capital formation, recommendations are proposed for modelling the dynamics of the adequacy of regulatory capital on the basis of determining the forecast values of its components. Research methodology: the feasibility of using predictive models with the use of artificial neural networks is substantiated. In contrast to the classic trend, discussed in the article, the models with the architecture of the multilayer perceptron proved to be the most adequate and accurate. In addition to a point forecast of the dynamics of regulatory capital, the overall risk and the amount of the net foreign exchange position, their pessimistic and optimistic forecasts were constructed. The author's proposals are formalized by appropriate calculation algorithms. Modelling the dynamics of the adequacy of regulatory capital and its components in practice will allow more efficiently manage systemic and individual banking risks.

Suggested Citation

  • Leonid Katranzhy & Oleksandr Podskrebko & Vitaliy Krasko, 2018. "Modelling The Dynamics Of The Adequacy Of Bank'S Regulatory Capital," Baltic Journal of Economic Studies, Publishing house "Baltija Publishing", vol. 4(1).
    • Handle: RePEc:bal:journl:2256-0742:2018:4:1:26
    DOI: 10.30525/2256-0742/2018-4-1-188-194
    as

    Download full text from publisher

    File URL: http://www.baltijapublishing.lv/index.php/issue/article/view/350/pdf
    Download Restriction: no
    File URL: http://www.baltijapublishing.lv/index.php/issue/article/view/350
    Download Restriction: no
    File URL: https://libkey.io/10.30525/2256-0742/2018-4-1-188-194?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. Hennie Van Greuning & Sonja Brajovic Bratanovic, . "Analyzing Banking Risk : A Framework for Assessing Corporate Governance and Risk Management, Third Edition," World Bank Publications, The World Bank, number 2618, September.
    2. Gale, Douglas, 2010. "Capital Regulation and Risk Sharing: Commentary," Working Papers 11-10, University of Pennsylvania, Wharton School, Weiss Center.
    3. Reint Gropp & Florian Heider, 2010. "The Determinants of Bank Capital Structure," Review of Finance, European Finance Association, vol. 14(4), pages 587-622.
    4. Diana Hancock & Andreas Lehnert & Wayne Passmore & Shane M. Sherlund, 2006. "The competitive effects of risk-based bank capital regulation: an example from U.S. mortgage markets," Finance and Economics Discussion Series 2006-46, Board of Governors of the Federal Reserve System (U.S.).
    Full references (including those not matched with items on IDEAS)

    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. Huang, Qiubin & de Haan, Jakob & Scholtens, Bert, 2020. "Does bank capitalization matter for bank stock returns?," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).
    2. Daniel Anarfi & Danuše Nerudová, 2018. "Profit Shifting and the Tax Response of Multinational Banks in Eastern Europe," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 66(3), pages 729-736.
    3. Lepetit, Laetitia & Saghi-Zedek, Nadia & Tarazi, Amine, 2015. "Excess control rights, bank capital structure adjustments, and lending," Journal of Financial Economics, Elsevier, vol. 115(3), pages 574-591.
    4. Luca Riccetti & Alberto Russo & Mauro Gallegati, 2015. "An agent based decentralized matching macroeconomic model," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 10(2), pages 305-332, October.
    5. Rubén Chavarín, 2020. "Risk governance, banks affiliated to business groups, and foreign ownership," Risk Management, Palgrave Macmillan, vol. 22(1), pages 1-37, March.
    6. Janda, Karel & Kravtsov, Oleg, 2016. "Interdependencies between Leverage and Capital Ratios in the Central and Eastern European Banks," MPRA Paper 74560, University Library of Munich, Germany.
    7. Björn Imbierowicz & Axel Löffler & Ursula Vogel, 2021. "The transmission of bank capital requirements and monetary policy to bank lending in Germany," Review of International Economics, Wiley Blackwell, vol. 29(1), pages 144-164, February.
    8. Bakkar, Yassine & De Jonghe, Olivier & Tarazi, Amine, 2023. "Does banks’ systemic importance affect their capital structure and balance sheet adjustment processes?," Journal of Banking & Finance, Elsevier, vol. 151(C).
    9. Peltonen, Tuomas A. & Gross, Marco & Behn, Markus, 2016. "Assessing the costs and benefits of capital-based macroprudential policy," Working Paper Series 1935, European Central Bank.
    10. Leonardo Gambacorta & Giacomo Ricotti & Suresh Sundaresan & Zhenyu Wang, 2017. "The effects of tax on bank liability structure," Temi di discussione (Economic working papers) 1101, Bank of Italy, Economic Research and International Relations Area.
    11. Dominika Ehrenbergerová & Martin Hodula & Zuzana Gric, 2022. "Does capital-based regulation affect bank pricing policy?," Journal of Regulatory Economics, Springer, vol. 61(2), pages 135-167, April.
    12. Martynova, Natalya & Vogel, Ursula, 2022. "Banks’ complexity-risk nexus and the role of regulation," Journal of Banking & Finance, Elsevier, vol. 134(C).
    13. Albina Kalimashi & Driton Balaj, 2023. "COVID-19 Impact on the Capital Structure of Commercial Banks: Evidence from the Western Balkans," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 6, pages 76-88.
    14. Alin Marius Andries & Martin Brown, 2017. "Credit booms and busts in emerging markets," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 25(3), pages 377-437, July.
    15. David E Allen & Robert John Powell, 2013. "The Determinants of Capital Structure: Empirical evidence from Thai Banks," Information Management and Business Review, AMH International, vol. 5(8), pages 401-410.
    16. Di Nicolo, G. & Gamba, A. & Lucchetta, M., 2011. "Capital Regulation, Liquidity Requirements and Taxation in a Dynamic Model of Banking," Discussion Paper 2011-090, Tilburg University, Center for Economic Research.
    17. Beck, Thorsten & De Jonghe, Olivier & Schepens, Glenn, 2013. "Bank competition and stability: Cross-country heterogeneity," Journal of Financial Intermediation, Elsevier, vol. 22(2), pages 218-244.
    18. Thomas Hemmelgarn & Daniel Teichmann, 2014. "Tax reforms and the capital structure of banks," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 21(4), pages 645-693, August.
    19. Agostino Capponi & Xu Sun & David D. Yao, 2020. "A Dynamic Network Model of Interbank Lending—Systemic Risk and Liquidity Provisioning," Mathematics of Operations Research, INFORMS, vol. 45(3), pages 1127-1152, August.
    20. Fischer, Thomas & Riedler, Jesper, 2014. "Prices, debt and market structure in an agent-based model of the financial market," Journal of Economic Dynamics and Control, Elsevier, vol. 48(C), pages 95-120.

    More about this item

    Keywords

    bank’s regulatory capital; capital ratios; adequacy of regulatory capital; forecasting; neural networks; modelling;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    Statistics

    Access and download statistics

    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:bal:journl:2256-0742:2018:4:1:26. 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: Anita Jankovska (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.