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Cliometrics of world stock markets evolving networks

Author

Listed:
  • Cécile Bastidon

    (Université de Toulon
    ENS Lyon)

  • Antoine Parent

    (Université Paris 8
    OFCE-Sciences Po
    ENS Lyon)

Abstract

This article crosses two fields: financial cliometrics and networks graphs. The results illustrate that the field of application of operations research methods on graphs is very broad. We assess how the web of global stock markets linkages has changed over 1960–2018. We compute minimum spanning trees and hierarchical trees using six institutional sub-periods, and document the long term evolution of network patterns using different network metrics. Then we analyse the time dynamics of linkages, focusing on the most connected nodes. Finally, we analyse the effect of the network structure on system resilience. We highlight two main contributions of network graphs and operations research methods to financial cliometrics. First, we highlight a long term evolution of stock market network patterns from a monostar to a multistar network. This structural shift is associated to a greater connectivity of the hubs, leading to less resilience of the system. The sharp decrease in local path lengths strengthens this effect. Our second major outcome is that network graphs provide a methodological corpus to explain the role of path dependence in financial history. This is particularly true to explain the persistent centrality of a small number of hubs of world stock markets networks.

Suggested Citation

  • Cécile Bastidon & Antoine Parent, 2024. "Cliometrics of world stock markets evolving networks," Annals of Operations Research, Springer, vol. 332(1), pages 23-53, January.
  • Handle: RePEc:spr:annopr:v:332:y:2024:i:1:d:10.1007_s10479-022-04564-z
    DOI: 10.1007/s10479-022-04564-z
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    as
    1. G. Bonanno & F. Lillo & R. N. Mantegna, 2001. "High-frequency cross-correlation in a set of stocks," Quantitative Finance, Taylor & Francis Journals, vol. 1(1), pages 96-104.
    2. Antoine Parent & Cécile Bastidon & Michael Bordo & Marc Weidenmier, 2019. "Towards an unstable hook : the evolution of stock market integration since 1913," SciencePo Working papers Main hal-03403180, HAL.
    3. 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.
    4. Arthur, W Brian, 1989. "Competing Technologies, Increasing Returns, and Lock-In by Historical Events," Economic Journal, Royal Economic Society, vol. 99(394), pages 116-131, March.
    5. R. Mantegna, 1999. "Hierarchical structure in financial markets," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 11(1), pages 193-197, September.
    6. Minoiu, Camelia & Reyes, Javier A., 2013. "A network analysis of global banking: 1978–2010," Journal of Financial Stability, Elsevier, vol. 9(2), pages 168-184.
    7. Chinazzi, Matteo & Fagiolo, Giorgio & Reyes, Javier A. & Schiavo, Stefano, 2013. "Post-mortem examination of the international financial network," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1692-1713.
    8. Jianxi Gao & Baruch Barzel & Albert-László Barabási, 2016. "Erratum: Universal resilience patterns in complex networks," Nature, Nature, vol. 536(7615), pages 238-238, August.
    9. Jianxi Gao & Baruch Barzel & Albert-László Barabási, 2016. "Universal resilience patterns in complex networks," Nature, Nature, vol. 530(7590), pages 307-312, February.
    10. Pierre-Olivier Gourinchas & Olivier Jeanne, 2013. "Capital Flows to Developing Countries: The Allocation Puzzle," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1484-1515.
    11. Bekaert, Geert & Mehl, Arnaud, 2019. "On the global financial market integration “swoosh” and the trilemma," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 227-245.
    12. J. C. Gower & G. J. S. Ross, 1969. "Minimum Spanning Trees and Single Linkage Cluster Analysis," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 18(1), pages 54-64, March.
    13. Pierre-Olivier Gourinchas & Olivier Jeanne, 2013. "Capital Flows to Developing Countries: The Allocation Puzzle," Review of Economic Studies, Oxford University Press, vol. 80(4), pages 1484-1515.
    14. Michael Held & Richard M. Karp, 1970. "The Traveling-Salesman Problem and Minimum Spanning Trees," Operations Research, INFORMS, vol. 18(6), pages 1138-1162, December.
    15. Geert Bekaert & Campbell R. Harvey & Christian T. Lundblad & Stephan Siegel, 2011. "What Segments Equity Markets?," The Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 3841-3890.
    16. Yanhua Chen & Rosario N Mantegna & Athanasios A Pantelous & Konstantin M Zuev, 2018. "A dynamic analysis of S&P 500, FTSE 100 and EURO STOXX 50 indices under different exchange rates," PLOS ONE, Public Library of Science, vol. 13(3), pages 1-40, March.
    17. Roy Cerqueti & Gian Paolo Clemente & Rosanna Grassi, 2021. "Systemic risk assessment through high order clustering coefficient," Annals of Operations Research, Springer, vol. 299(1), pages 1165-1187, April.
    18. repec:spo:wpmain:info:hdl:2441/1g62nsnv8d9lcrkbi2s8iikjat is not listed on IDEAS
    19. Bekaert, Geert & Harvey, Campbell R. & Lumsdaine, Robin L., 2002. "Dating the integration of world equity markets," Journal of Financial Economics, Elsevier, vol. 65(2), pages 203-247, August.
    20. repec:hal:spmain:info:hdl:2441/1g62nsnv8d9lcrkbi2s8iikjat is not listed on IDEAS
    21. Ahmet Sensoy & Duc Khuong Nguyen & Ahmed Rostom & Erk Hacihasanoglu, 2019. "Dynamic integration and network structure of the EMU sovereign bond markets," Annals of Operations Research, Springer, vol. 281(1), pages 297-314, October.
    22. Sunil Kumar & Nivedita Deo, 2012. "Correlation, Network and Multifractal Analysis of Global Financial Indices," Papers 1202.0409, arXiv.org.
    23. Yangguang Zhu & Feng Yang & Wuyi Ye, 2018. "Financial contagion behavior analysis based on complex network approach," Annals of Operations Research, Springer, vol. 268(1), pages 93-111, September.
    24. Jeffrey G. Williamson, 2007. "Global Capital Markets in the Long Run: A Review of Maurice Obstfeld and Alan Taylor's Global Capital Markets," Journal of Economic Literature, American Economic Association, vol. 45(2), pages 400-409, June.
    25. Neal, Larry, 1987. "The Integration and Efficiency of the London and Amsterdam Stock Markets in the Eighteenth Century," The Journal of Economic History, Cambridge University Press, vol. 47(1), pages 97-115, March.
    26. Gang-Jin Wang & Chi Xie & H. Eugene Stanley, 2018. "Correlation Structure and Evolution of World Stock Markets: Evidence from Pearson and Partial Correlation-Based Networks," Computational Economics, Springer;Society for Computational Economics, vol. 51(3), pages 607-635, March.
    27. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    28. M W Kirby, 2003. "The intellectual journey of Russell Ackoff: from OR apostle to OR apostate," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 54(11), pages 1127-1140, November.
    29. Elke Moser & Andrea Seidl & Gustav Feichtinger, 2014. "History-dependence in production-pollution-trade-off models: a multi-stage approach," Annals of Operations Research, Springer, vol. 222(1), pages 457-481, November.
    30. Robert G. Dyson & Frances A. O’Brien & Devan B. Shah, 2021. "Soft OR and Practice: The Contribution of the Founders of Operations Research," Operations Research, INFORMS, vol. 69(3), pages 727-738, May.
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    3. Nikolay K. Vitanov & Zlatinka I. Dimitrova, 2024. "A Mathematical Theory of Motion of Researchers between Research Organizations," Mathematics, MDPI, vol. 12(13), pages 1-19, June.

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    More about this item

    Keywords

    World stock markets structure; Network graphs; Contextual perspective of operations research; Financial cliometrics; Path dependence; Financial hubs;
    All these keywords.

    JEL classification:

    • C02 - Mathematical and Quantitative Methods - - General - - - Mathematical Economics
    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • F33 - International Economics - - International Finance - - - International Monetary Arrangements and Institutions
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • N20 - Economic History - - Financial Markets and Institutions - - - General, International, or Comparative

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