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Regshock: Interactive Visual Analytics of Systemic Risk in Financial Networks

Author

Listed:
  • Zhibin Niu
  • Junqi Wu
  • Dawei Cheng
  • Jiawan Zhang

Abstract

Financial regulatory agencies are struggling to manage the systemic risks attributed to negative economic shocks. Preventive interventions are prominent to eliminate the risks and help to build a more resilient financial system. Although tremendous efforts have been made to measure multi-risk severity levels, understand the contagion behaviors and other risk management problems, there still lacks a theoretical framework revealing what and how regulatory intervention measurements can mitigate systemic risk. Here we demonstrate regshock, a practical visual analytical approach to support the exploration and evaluation of financial regulation measurements. We propose risk-island, an unprecedented risk-centered visualization algorithm to help uncover the risk patterns while preserving the topology of financial networks. We further propose regshock, a novel visual exploration and assessment approach based on the simulation-intervention-evaluation analysis loop, to provide a heuristic surgical intervention capability for systemic risk mitigation. We evaluate our approach through extensive case studies and expert reviews. To our knowledge, this is the first practical systemic method for the financial network intervention and risk mitigation problem; our validated approach potentially improves the risk management and control capabilities of financial experts.

Suggested Citation

  • Zhibin Niu & Junqi Wu & Dawei Cheng & Jiawan Zhang, 2021. "Regshock: Interactive Visual Analytics of Systemic Risk in Financial Networks," Papers 2104.11863, arXiv.org.
  • Handle: RePEc:arx:papers:2104.11863
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    References listed on IDEAS

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    1. Marco Bardoscia & Stefano Battiston & Fabio Caccioli & Guido Caldarelli, 2016. "Pathways towards instability in financial networks," Papers 1602.05883, arXiv.org, revised Feb 2017.
    2. Marco Bardoscia & Stefano Battiston & Fabio Caccioli & Guido Caldarelli, 2015. "DebtRank: A Microscopic Foundation for Shock Propagation," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-13, June.
    3. Yingli Wang & Qingpeng Zhang & Xiaoguang Yang, 2018. "Evolution of the Chinese Guarantee Network under Financial Crisis and Stimulus Program," Papers 1804.05667, arXiv.org, revised Jun 2020.
    4. Gai, Prasanna & Kapadia, Sujit, 2010. "Contagion in financial networks," Bank of England working papers 383, Bank of England.
    5. Yang Jiang, 2015. "Vulgarisation of Keynesianism in China's response to the global financial crisis," Review of International Political Economy, Taylor & Francis Journals, vol. 22(2), pages 360-390, April.
    6. Marshall Freimer & Myron J. Gordon, 1965. "Why Bankers Ration Credit," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 79(3), pages 397-416.
    7. Silva, Thiago Christiano & de Souza, Sergio Rubens Stancato & Tabak, Benjamin Miranda, 2016. "Network structure analysis of the Brazilian interbank market," Emerging Markets Review, Elsevier, vol. 26(C), pages 130-152.
    8. Donald R. Hodgman, 1960. "Credit Risk and Credit Rationing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 74(2), pages 258-278.
    9. Ronald Heijmans & Richard Heuver & Clement Levallois & Iman van Lelyveld, 2014. "Dynamic visualization of large transaction networks: the daily Dutch overnight money market," DNB Working Papers 418, Netherlands Central Bank, Research Department.
    10. Lin William Cong & Haoyu Gao & Jacopo Ponticelli & Xiaoguang Yang, 2019. "Credit Allocation Under Economic Stimulus: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3412-3460.
    11. Anand, Kartik & Gai, Prasanna & Kapadia, Sujit & Brennan, Simon & Willison, Matthew, 2013. "A network model of financial system resilience," Journal of Economic Behavior & Organization, Elsevier, vol. 85(C), pages 219-235.
    12. Yingli Wang & Qingpeng Zhang & Xiaoguang Yang, 2020. "Evolution of the Chinese guarantee network under financial crisis and stimulus program," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    13. Samuel R�nnqvist & Peter Sarlin, 2015. "Bank networks from text: interrelations, centrality and determinants," Quantitative Finance, Taylor & Francis Journals, vol. 15(10), pages 1619-1635, October.
    14. Upper, Christian & Worms, Andreas, 2004. "Estimating bilateral exposures in the German interbank market: Is there a danger of contagion?," European Economic Review, Elsevier, vol. 48(4), pages 827-849, August.
    15. Constantin, Andreea & Peltonen, Tuomas A. & Sarlin, Peter, 2018. "Network linkages to predict bank distress," Journal of Financial Stability, Elsevier, vol. 35(C), pages 226-241.
    16. Sarlin, Peter & Peltonen, Tuomas A., 2013. "Mapping the state of financial stability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 46-76.
    17. Sarlin, Peter, 2016. "Macroprudential oversight, risk communication and visualization," Journal of Financial Stability, Elsevier, vol. 27(C), pages 160-179.
    18. Boot, Arnoud W A & Thakor, Anjan V, 1997. "Financial System Architecture," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 693-733.
    19. Paolo Angelini & Andrea Nobili & Cristina Picillo, 2011. "The Interbank Market after August 2007: What Has Changed, and Why?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(5), pages 923-958, August.
    20. Silva, Thiago Christiano & Souza, Sergio Rubens Stancato & Tabak, Benjamin Miranda, 2017. "Monitoring vulnerability and impact diffusion in financial networks," Journal of Economic Dynamics and Control, Elsevier, vol. 76(C), pages 109-135.
    21. Stefano Battiston & Guido Caldarelli, 2013. "Systemic Risk in Financial Networks," Journal of Financial Management, Markets and Institutions, Società editrice il Mulino, issue 2, pages 129-154, December.
    22. Kartik Anand & Ben Craig & Goetz von Peter, 2015. "Filling in the blanks: network structure and interbank contagion," Quantitative Finance, Taylor & Francis Journals, vol. 15(4), pages 625-636, April.
    23. Edward Altman & Gabriele Sabato, 2005. "Effects of the New Basel Capital Accord on Bank Capital Requirements for SMEs," Journal of Financial Services Research, Springer;Western Finance Association, vol. 28(1), pages 15-42, October.
    24. Glasserman, Paul & Young, H. Peyton, 2015. "How likely is contagion in financial networks?," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 383-399.
    25. Chiu, Wan-Chien & Peña, Juan Ignacio & Wang, Chih-Wei, 2015. "Industry characteristics and financial risk contagion," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 411-427.
    26. Sebastian Poledna & Stefan Thurner, 2016. "Elimination of systemic risk in financial networks by means of a systemic risk transaction tax," Quantitative Finance, Taylor & Francis Journals, vol. 16(10), pages 1599-1613, October.
    27. Samuel Ronnqvist & Peter Sarlin, 2014. "Bank Networks from Text: Interrelations, Centrality and Determinants," Papers 1406.7752, arXiv.org, revised Jul 2015.
    28. Gara Afonso & Anna Kovner & Antoinette Schoar, 2011. "Stressed, Not Frozen: The Federal Funds Market in the Financial Crisis," Journal of Finance, American Finance Association, vol. 66(4), pages 1109-1139, August.
    29. Zhibin Niu & Runlin Li & Junqi Wu & Dawei Cheng & Jiawan Zhang, 2020. "iConViz: Interactive Visual Exploration of the Default Contagion Risk of Networked-Guarantee Loans," Papers 2006.09542, arXiv.org, revised Aug 2020.
    30. Montgomery, Heather, 2005. "The effect of the Basel Accord on bank portfolios in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 19(1), pages 24-36, March.
    31. Zhibin Niu & Runlin Li & Junqi Wu & Yaqi Xue & Jiawan Zhang, 2020. "regvis.net -- A Visual Bibliography of Regulatory Visualization," Papers 2007.03573, arXiv.org.
    32. Rodrigo Cifuentes & Hyun Song Shin & Gianluigi Ferrucci, 2005. "Liquidity Risk and Contagion," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 556-566, 04/05.
    33. Giulio Cimini & Tiziano Squartini & Diego Garlaschelli & Andrea Gabrielli, 2014. "Systemic risk analysis in reconstructed economic and financial networks," Papers 1411.7613, arXiv.org, revised May 2015.
    34. Paul Glasserman & Peyton Young, 2015. "Contagion in Financial Networks," Economics Series Working Papers 764, University of Oxford, Department of Economics.
    35. Marco Bardoscia & Stefano Battiston & Fabio Caccioli & Guido Caldarelli, 2017. "Pathways towards instability in financial networks," Nature Communications, Nature, vol. 8(1), pages 1-7, April.
    36. Harald Benink & Clas Wihlborg, 2002. "The New Basel Capital Accord: Making it Effective with Stronger Market Discipline," European Financial Management, European Financial Management Association, vol. 8(1), pages 103-115, March.
    37. Baranova, Yuliya & Coen, Jamie & Noss, Joseph & Lowe, Pippa & Silvestri, Laura, 2017. "Simulating stress across the financial system: the resilience of corporate bond markets and the role of investment funds," Bank of England Financial Stability Papers 42, Bank of England.
    38. Douglas M. Gale & Shachar Kariv, 2007. "Financial Networks," American Economic Review, American Economic Association, vol. 97(2), pages 99-103, May.
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