IDEAS home Printed from https://ideas.repec.org/a/eee/phsmap/v629y2023ics0378437123007689.html
   My bibliography  Save this article

Efficiency-stability trade-off in financial systems: A multi-objective optimization approach

Author

Listed:
  • Alexandre, Michel
  • Michalak, Krzysztof
  • Silva, Thiago Christiano
  • Rodrigues, Francisco A.

Abstract

In this paper, we address the efficiency-stability trade-off in the interbank (IB) market. The decision variable to be chosen by the financial regulator is the net worth-to-IB assets ratio assigned to each bank – the capital requirement – , aiming at minimizing both the fraction of IB assets lost as a consequence of an exogenous initial shock and the total net worth as a fraction of total IB assets, the aggregate capital ratio. This framework is applied to a Brazilian data set considering two capital requirement regimes: the homogeneous (same capital requirement for all banks) and the heterogeneous regime (different capital requirements for each bank). The optimization in the heterogeneous regime is performed through a multi-objective optimization problem (MOP), solved through a multi-objective evolutionary algorithm based on decomposition (MOEA/D). We have found that the heterogeneous regime brings a Pareto gain over the homogeneous one: a smaller level of losses is achieved for the same aggregate capital ratio. In the heterogeneous case, for each level of the initial shock, there is a critical value of aggregate capital ratio below which financial crises become more frequent and more severe. Moreover, the decision variable assigned by different critical Pareto optimal points – i.e., those which generate values of aggregate capital ratio close to its critical value – varies significantly. Finally, this variable is smaller and less dispersed for banks with a higher degree (i.e., those with more connections in the IB market, as well as a higher volume of IB assets and liabilities).

Suggested Citation

  • Alexandre, Michel & Michalak, Krzysztof & Silva, Thiago Christiano & Rodrigues, Francisco A., 2023. "Efficiency-stability trade-off in financial systems: A multi-objective optimization approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 629(C).
  • Handle: RePEc:eee:phsmap:v:629:y:2023:i:c:s0378437123007689
    DOI: 10.1016/j.physa.2023.129213
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378437123007689
    Download Restriction: Full text for ScienceDirect subscribers only. Journal offers the option of making the article available online on Science direct for a fee of $3,000

    File URL: https://libkey.io/10.1016/j.physa.2023.129213?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
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Fink, Kilian & Krüger, Ulrich & Meller, Barbara & Wong, Lui-Hsian, 2016. "The credit quality channel: Modeling contagion in the interbank market," Journal of Financial Stability, Elsevier, vol. 25(C), pages 83-97.
    2. Soramäki, Kimmo & Bech, Morten L. & Arnold, Jeffrey & Glass, Robert J. & Beyeler, Walter E., 2007. "The topology of interbank payment flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 379(1), pages 317-333.
    3. Gaffeo Edoardo & Gobbi Lucio, 2021. "Achieving financial stability during a liquidity crisis: a multi-objective approach," Risk Management, Palgrave Macmillan, vol. 23(1), pages 48-74, June.
    4. Bluhm, Marcel & Krahnen, Jan Pieter, 2014. "Systemic risk in an interconnected banking system with endogenous asset markets," Journal of Financial Stability, Elsevier, vol. 13(C), pages 75-94.
    5. Douglas W. Diamond & Raghuram G. Rajan, 2000. "A Theory of Bank Capital," Journal of Finance, American Finance Association, vol. 55(6), pages 2431-2465, December.
    6. Cerutti, Eugenio & Claessens, Stijn & Laeven, Luc, 2017. "The use and effectiveness of macroprudential policies: New evidence," Journal of Financial Stability, Elsevier, vol. 28(C), pages 203-224.
    7. Bech, Morten L. & Atalay, Enghin, 2010. "The topology of the federal funds market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(22), pages 5223-5246.
    8. Natalya Martynova, 2015. "Effect of bank capital requirements on economic growth: a survey," DNB Working Papers 467, Netherlands Central Bank, Research Department.
    9. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    10. Henri Fraisse & Mathias Lé & David Thesmar, 2020. "The Real Effects of Bank Capital Requirements," Management Science, INFORMS, vol. 66(1), pages 5-23, January.
    11. Kiema, Ilkka & Jokivuolle, Esa, 2014. "Does a leverage ratio requirement increase bank stability?," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 240-254.
    12. Patrick Slovik & Boris Cournède, 2011. "Macroeconomic Impact of Basel III," OECD Economics Department Working Papers 844, OECD Publishing.
    13. Sheri M Markose, 2013. "Systemic risk analytics: A data-driven multi-agent financial network (MAFN) approach," Journal of Banking Regulation, Palgrave Macmillan, vol. 14(3-4), pages 285-305, July.
    14. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    15. Dean Corbae & Pablo D'Erasmo, 2021. "Capital Buffers in a Quantitative Model of Banking Industry Dynamics," Econometrica, Econometric Society, vol. 89(6), pages 2975-3023, November.
    16. Iori, Giulia & De Masi, Giulia & Precup, Ovidiu Vasile & Gabbi, Giampaolo & Caldarelli, Guido, 2008. "A network analysis of the Italian overnight money market," Journal of Economic Dynamics and Control, Elsevier, vol. 32(1), pages 259-278, January.
    17. Gai, Prasanna & Haldane, Andrew & Kapadia, Sujit, 2011. "Complexity, concentration and contagion," Journal of Monetary Economics, Elsevier, vol. 58(5), pages 453-470.
    18. C. H. Furfine, 2000. "Evidence on the response of US banks to changes in capital requirements," BIS Working Papers 88, Bank for International Settlements.
    19. Alexandre, Michel & Silva, Thiago Christiano & Connaughton, Colm & Rodrigues, Francisco A., 2021. "The drivers of systemic risk in financial networks: a data-driven machine learning analysis," Chaos, Solitons & Fractals, Elsevier, vol. 153(P1).
    20. Anjan V. Thakor, 2014. "Bank Capital and Financial Stability: An Economic Trade-Off or a Faustian Bargain?," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 185-223, December.
    21. Malcolm Baker & Jeffrey Wurgler, 2015. "Do Strict Capital Requirements Raise the Cost of Capital? Bank Regulation, Capital Structure, and the Low-Risk Anomaly," American Economic Review, American Economic Association, vol. 105(5), pages 315-320, May.
    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. Natalya Martynova, 2015. "Effect of bank capital requirements on economic growth: a survey," DNB Working Papers 467, Netherlands Central Bank, Research Department.
    2. Marco Bardoscia & Paolo Barucca & Stefano Battiston & Fabio Caccioli & Giulio Cimini & Diego Garlaschelli & Fabio Saracco & Tiziano Squartini & Guido Caldarelli, 2021. "The Physics of Financial Networks," Papers 2103.05623, arXiv.org.
    3. Piotr Dybka & Bartosz Olesiński & Piotr Pękała & Andrzej Torój, 2017. "To SVAR or to SVEC? On the transmission of capital buffer shocks to the real economy," Bank i Kredyt, Narodowy Bank Polski, vol. 48(2), pages 119-148.
    4. Cetina, Jill & Paddrik, Mark & Rajan, Sriram, 2018. "Stressed to the core: Counterparty concentrations and systemic losses in CDS markets," Journal of Financial Stability, Elsevier, vol. 35(C), pages 38-52.
    5. Shekhar Aiyar & Charles W. Calomiris & Tomasz Wieladek, 2015. "How to Strengthen the Regulation of Bank Capital: Theory, Evidence, and A Proposal," Journal of Applied Corporate Finance, Morgan Stanley, vol. 27(1), pages 27-36, March.
    6. 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.
    7. 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.
    8. Retselisitsoe I. Thamae & Nicholas M. Odhiambo, 2022. "The impact of bank regulation on bank lending: a review of international literature," Journal of Banking Regulation, Palgrave Macmillan, vol. 23(4), pages 405-418, December.
    9. Poledna, Sebastian & Martínez-Jaramillo, Serafín & Caccioli, Fabio & Thurner, Stefan, 2021. "Quantification of systemic risk from overlapping portfolios in the financial system," Journal of Financial Stability, Elsevier, vol. 52(C).
    10. Ambrocio, Gene & Jokivuolle, Esa, 2017. "Should bank capital requirements be less risk-sensitive because of credit constraints?," Bank of Finland Research Discussion Papers 10/2017, Bank of Finland.
    11. David Martinez-Miera & Rafael Repullo, 2019. "Monetary Policy, Macroprudential Policy, and Financial Stability," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 809-832, August.
    12. Pecora, Nicolò & Spelta, Alessandro, 2015. "Shareholding relationships in the Euro Area banking market: A network perspective," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 434(C), pages 1-12.
    13. Blasques, Francisco & Bräuning, Falk & Lelyveld, Iman van, 2018. "A dynamic network model of the unsecured interbank lending market," Journal of Economic Dynamics and Control, Elsevier, vol. 90(C), pages 310-342.
    14. Guillaume Vuillemey, 2015. "Derivatives markets : from bank risk management to financial stability [Les marchés de dérivés : gestion des risques bancaires et stabilité financière]," SciencePo Working papers Main tel-03507099, HAL.
    15. Silva, Walmir & Kimura, Herbert & Sobreiro, Vinicius Amorim, 2017. "An analysis of the literature on systemic financial risk: A survey," Journal of Financial Stability, Elsevier, vol. 28(C), pages 91-114.
    16. Andre R. Neveu, 2018. "A survey of network-based analysis and systemic risk measurement," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 13(2), pages 241-281, July.
    17. Sadamori Kojaku & Giulio Cimini & Guido Caldarelli & Naoki Masuda, 2018. "Structural changes in the interbank market across the financial crisis from multiple core-periphery analysis," Papers 1802.05139, arXiv.org.
    18. Giebel, Marek & Kraft, Kornelius, 2020. "R&D investment under financing constraints," ZEW Discussion Papers 20-018, ZEW - Leibniz Centre for European Economic Research.
    19. Leventides, John & Loukaki, Kalliopi & Papavassiliou, Vassilios G., 2019. "Simulating financial contagion dynamics in random interbank networks," Journal of Economic Behavior & Organization, Elsevier, vol. 158(C), pages 500-525.
    20. De Marco, Filippo & Kneer, Christiane & Wieladek, Tomasz, 2021. "The real effects of capital requirements and monetary policy: Evidence from the United Kingdom," Journal of Banking & Finance, Elsevier, vol. 133(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:eee:phsmap:v:629:y:2023:i:c:s0378437123007689. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/physica-a-statistical-mechpplications/ .

    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.