IDEAS home Printed from https://ideas.repec.org/a/ibn/ijefaa/v18y2026i7p72.html

Clustering and Banking Interconnectivity: Identification of Contagion Channels in ECOWAS

Author

Listed:
  • Abdoulaye Soumaila

Abstract

This paper analyzes the interconnectivity of banks in the Economic Community of West African States (ECOWAS) and identifies potential channels of contagion. From a sample of 120 banks covering the period 2001-2023, we use the K-means clustering algorithm to form homogeneous groups of banks with similar risk profiles. The results reveal the existence of ten distinct clusters, with banks in Ghana and Nigeria appearing as interconnected central nodes with several clusters. WAEMU banks have an average probability of default (PoD) of 9.9%, significantly lower than that of banks in the West African Monetary Zone (WAMZ) which reaches 20.7%. Moroccan banks, although foreign to the region, contribute less to systemic risk (PoD of 6.5%) than local banks. The study highlights that interbank debt acts as a moderator of systemic risk, with a significant negative relationship to the lower quantiles of the distribution. These results argue for enhanced cooperation between banking supervisors in the region.

Suggested Citation

  • Abdoulaye Soumaila, 2026. "Clustering and Banking Interconnectivity: Identification of Contagion Channels in ECOWAS," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 18(7), pages 1-72, July.
  • Handle: RePEc:ibn:ijefaa:v:18:y:2026:i:7:p:72
    as

    Download full text from publisher

    File URL: https://ccsenet.org/journal/index.php/ijef/article/download/0/0/53465/58330
    Download Restriction: no

    File URL: https://ccsenet.org/journal/index.php/ijef/article/view/0/53465
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    2. Iori, Giulia & Jafarey, Saqib & Padilla, Francisco G., 2006. "Systemic risk on the interbank market," Journal of Economic Behavior & Organization, Elsevier, vol. 61(4), pages 525-542, December.
    3. Larry Eisenberg & Thomas H. Noe, 2001. "Systemic Risk in Financial Systems," Management Science, INFORMS, vol. 47(2), pages 236-249, February.
    4. Ingo Fender & Patrick McGuire, 2010. "Bank structure, funding risk and the transmission of shocks across countries: concepts and measurement," BIS Quarterly Review, Bank for International Settlements, September.
    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. Spiros Bougheas & Alan Kirman, 2015. "Complex Financial Networks and Systemic Risk: A Review," Dynamic Modeling and Econometrics in Economics and Finance, in: Pasquale Commendatore & Saime Kayam & Ingrid Kubin (ed.), Complexity and Geographical Economics, edition 127, pages 115-139, Springer.
    2. Michele Bonollo & Irene Crimaldi & Andrea Flori & Fabio Pammolli & Massimo Riccaboni, 2014. "Systemic importance of financial institutions: regulations, research, open issues, proposals," Working Papers 2/2014, IMT School for Advanced Studies Lucca, revised Mar 2014.
    3. Yun, Tae-Sub & Jeong, Deokjong & Park, Sunyoung, 2019. "“Too central to fail” systemic risk measure using PageRank algorithm," Journal of Economic Behavior & Organization, Elsevier, vol. 162(C), pages 251-272.
    4. Sachapon Tungsong & Fabio Caccioli & Tomaso Aste, 2017. "Relation between regional uncertainty spillovers in the global banking system," Papers 1702.05944, arXiv.org.
    5. Hongjie Pan & Hong Fan, 2024. "Systemic Risk Arising from Shadow Banking and Sustainable Development: A Study of Wealth Management Products in China," Sustainability, MDPI, vol. 16(10), pages 1-26, May.
    6. Dinger, Valeriya & Grundke, Peter & Rohde, Kai, 2025. "On the risk commonality of US tech firms: Relevance and determinants," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
    7. Kuzubaş, Tolga Umut & Saltoğlu, Burak & Sever, Can, 2016. "Systemic risk and heterogeneous leverage in banking networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 462(C), pages 358-375.
    8. Cappelletti, Giuseppe & Mistrulli, Paolo Emilio, 2023. "The role of credit lines and multiple lending in financial contagion and systemic events," Journal of Financial Stability, Elsevier, vol. 67(C).
    9. Ogura, Yoshiaki & Okui, Ryo & Saito, Yukiko Umeno, 2015. "Network-Motivated Lending Decisions," HIT-REFINED Working Paper Series 29, Institute of Economic Research, Hitotsubashi University.
    10. Lei Song & Yu Chen, 2025. "Does a non-performing assets disposal fund help control systemic risk? Evidence from an interbank financial network in China," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-45, December.
    11. Mr. Jorge A Chan-Lau, 2017. "Variance Decomposition Networks: Potential Pitfalls and a Simple Solution," IMF Working Papers 2017/107, International Monetary Fund.
    12. Rodrigo César de Castro Miranda & Benjamin Miranda Tabak, 2013. "Contagion Risk within Firm-Bank Bivariate Networks," Working Papers Series 322, Central Bank of Brazil, Research Department.
    13. Battiston, Stefano & Delli Gatti, Domenico & Gallegati, Mauro & Greenwald, Bruce & Stiglitz, Joseph E., 2012. "Liaisons dangereuses: Increasing connectivity, risk sharing, and systemic risk," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1121-1141.
    14. Torri, Gabriele & Giacometti, Rosella & Tichý, Tomáš, 2021. "Network tail risk estimation in the European banking system," Journal of Economic Dynamics and Control, Elsevier, vol. 127(C).
    15. Ellis, Scott & Sharma, Satish & Brzeszczyński, Janusz, 2022. "Systemic risk measures and regulatory challenges," Journal of Financial Stability, Elsevier, vol. 61(C).
    16. Yang Deng & Chenyin Gao, 2023. "Where does the risk lie? Systemic risk and tail risk networks in the Chinese financial market," Pacific Economic Review, Wiley Blackwell, vol. 28(2), pages 167-190, May.
    17. 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.
    18. Elosegui, Pedro & Forte, Federico D. & Montes-Rojas, Gabriel, 2022. "Network structure and fragmentation of the Argentinean interbank markets," Latin American Journal of Central Banking (previously Monetaria), Elsevier, vol. 3(3).
    19. Tasca, Paolo & Battiston, Stefano & Deghi, Andrea, 2017. "Portfolio diversification and systemic risk in interbank networks," Journal of Economic Dynamics and Control, Elsevier, vol. 82(C), pages 96-124.
    20. Valentina Macchiati & Giuseppe Brandi & Tiziana Di Matteo & Daniela Paolotti & Guido Caldarelli & Giulio Cimini, 2022. "Systemic liquidity contagion in the European interbank market," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 17(2), pages 443-474, April.

    More about this item

    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
    • Z0 - Other Special Topics - - General

    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:ibn:ijefaa:v:18:y:2026:i:7:p:72. 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: Canadian Center of Science and Education (email available below). General contact details of provider: https://edirc.repec.org/data/cepflch.html .

    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.