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Tail risk and systemic risk of finance and technology (FinTech) firms

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  • Chaudhry, Sajid M.
  • Ahmed, Rizwan
  • Huynh, Toan Luu Duc
  • Benjasak, Chonlakan

Abstract

Technology firms are increasingly moving to finance. They are able to make use of a large stock of user data and offer a range of services that otherwise were not possible. This move may pose fresh challenges to financial stability. This paper empirically evaluates the tail risk and systemic risk of technology firms. Our data sample consists of technology firms, and for comparison we also evaluate the tail risk and systemic risk of finance firms. We use daily equity returns data from 2 April 1992 to 31 December 2019 and we adopt the univariate extreme value theory (EVT) to determine equity tail risk. Our selection criteria is the market capitalisation and we choose the top twenty technology and the top twenty finance firms to evaluate tail risk and systemic risk. We found that the tail risk of technology firms is higher than the financial firms, whereas they are less likely to be in distress conditional upon a shock from the system. However, this finding for technology firms reverses when we use recent data via our six-year rolling estimates. We conclude that, similar to finance firms, there should be tighter regulations for technology firms since technology firms are riskier than the finance firms. Our paper has significant implications for both national and global financial regulators.

Suggested Citation

  • Chaudhry, Sajid M. & Ahmed, Rizwan & Huynh, Toan Luu Duc & Benjasak, Chonlakan, 2022. "Tail risk and systemic risk of finance and technology (FinTech) firms," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    • Handle: RePEc:eee:tefoso:v:174:y:2022:i:c:s0040162521006247
    DOI: 10.1016/j.techfore.2021.121191
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    as
    1. Wang, Huamao & Yao, Yumei & Salhi, Said, 2020. "Tension in big data using machine learning: Analysis and applications," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    2. Bryan Kelly & Hao Jiang, 2014. "Editor's Choice Tail Risk and Asset Prices," Review of Financial Studies, Society for Financial Studies, vol. 27(10), pages 2841-2871.
    3. Li, Jianping & Li, Jingyu & Zhu, Xiaoqian & Yao, Yinhong & Casu, Barbara, 2020. "Risk spillovers between FinTech and traditional financial institutions: Evidence from the U.S," International Review of Financial Analysis, Elsevier, vol. 71(C).
    4. Sylvain Benoit & Jean-Edouard Colliard & Christophe Hurlin & Christophe Pérignon, 2017. "Where the Risks Lie: A Survey on Systemic Risk," Review of Finance, European Finance Association, vol. 21(1), pages 109-152.
    5. Straetmans, Stefan & Chaudhry, Sajid M., 2015. "Tail risk and systemic risk of US and Eurozone financial institutions in the wake of the global financial crisis," Journal of International Money and Finance, Elsevier, vol. 58(C), pages 191-223.
    6. Ullah, Subhan & Wang, Zheng & Stokes, Peter & Xiao, Wen, 2019. "Risk perceptions and risk management approaches of Chinese overseas investors: An empirical investigation," Research in International Business and Finance, Elsevier, vol. 47(C), pages 470-486.
    7. Jansen, Dennis W & de Vries, Casper G, 1991. "On the Frequency of Large Stock Returns: Putting Booms and Busts into Perspective," The Review of Economics and Statistics, MIT Press, vol. 73(1), pages 18-24, February.
    8. Thampanya, Natthinee & Nasir, Muhammad Ali & Huynh, Toan Luu Duc, 2020. "Asymmetric correlation and hedging effectiveness of gold & cryptocurrencies: From pre-industrial to the 4th industrial revolution✰," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    9. Goodell, John W. & Huynh, Toan Luu Duc, 2020. "Did Congress trade ahead? Considering the reaction of US industries to COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    10. Chen Zhu & Guihong Hua, 2020. "The impact of China’s Internet Finance on the banking systemic risk – an empirical study based on the SCCA model and stepwise regression," Applied Economics Letters, Taylor & Francis Journals, vol. 27(4), pages 267-274, February.
    11. Manfred Gilli & Evis këllezi, 2006. "An Application of Extreme Value Theory for Measuring Financial Risk," Computational Economics, Springer;Society for Computational Economics, vol. 27(2), pages 207-228, May.
    12. Dimitrios Bisias & Mark Flood & Andrew W. Lo & Stavros Valavanis, 2012. "A Survey of Systemic Risk Analytics," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 255-296, October.
    13. Kevin M. Gatzlaff & Kathleen A. McCullough, 2010. "The Effect of Data Breaches on Shareholder Wealth," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 13(1), pages 61-83, March.
    14. Yan Wang & Shoudong Chen & Xiu Zhang, 2014. "Measuring systemic financial risk and analyzing influential factors: an extreme value approach," China Finance Review International, Emerald Group Publishing Limited, vol. 4(4), pages 385-398, November.
    15. Papanikolaou, Nikolaos I. & Wolff, Christian C.P., 2014. "The role of on- and off-balance-sheet leverage of banks in the late 2000s crisis," Journal of Financial Stability, Elsevier, vol. 14(C), pages 3-22.
    16. Gupta, Jairaj & Chaudhry, Sajid, 2019. "Mind the tail, or risk to fail," Journal of Business Research, Elsevier, vol. 99(C), pages 167-185.
    17. Andrieş, Alin Marius & Nistor, Simona, 2016. "Systemic risk, corporate governance and regulation of banks across emerging countries," Economics Letters, Elsevier, vol. 144(C), pages 59-63.
    18. Sylvain Benoit & Jean-Edouard Colliard & Christophe Hurlin & Christophe Pérignon, 2017. "Where the Risks Lie: A Survey on Systemic Risk," Review of Finance, European Finance Association, vol. 21(1), pages 109-152.
    19. Andrew Ellul & Vijay Yerramilli, 2013. "Stronger Risk Controls, Lower Risk: Evidence from U.S. Bank Holding Companies," Journal of Finance, American Finance Association, vol. 68(5), pages 1757-1803, October.
    20. Luo, Jin-hui & Gong, Manning & Lin, Yilong & Fang, Qifeng, 2016. "Political connections and stock price crash risk: Evidence from China," Economics Letters, Elsevier, vol. 147(C), pages 90-92.
    21. Zouaghi, Ferdaous & Sánchez, Mercedes & Martínez, Marian García, 2018. "Did the global financial crisis impact firms' innovation performance? The role of internal and external knowledge capabilities in high and low tech industries," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 92-104.
    22. Degryse, H.A. & Cerqueiro, G.M. & Ongena, S., 2007. "Distance, Bank Organizational Structure and Credit," Other publications TiSEM 34c2f607-3395-4fd9-9c52-4, Tilburg University, School of Economics and Management.
    23. Brett Barkely & Mark E. Schweitzer, 2017. "Is \"Fintech\" Good for Small Business Borrowers? Impacts on Firm Growth and Customer Satisfaction," Working Papers (Old Series) 1701, Federal Reserve Bank of Cleveland.
    24. Fong, Wai Mun & Lean, Hooi Hooi & Wong, Wing Keung, 2008. "Stochastic dominance and behavior towards risk: The market for Internet stocks," Journal of Economic Behavior & Organization, Elsevier, vol. 68(1), pages 194-208, October.
    25. Bessler, Wolfgang & Kurmann, Philipp & Nohel, Tom, 2015. "Time-varying systematic and idiosyncratic risk exposures of US bank holding companies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 35(C), pages 45-68.
    26. Julapa Jagtiani & Catharine Lemieux, 2016. "Small Business Lending After the Financial Crisis: A New Competitive Landscape for Community Banks," Economic Perspectives, Federal Reserve Bank of Chicago, issue 3.
    27. Teixeira, João C.A. & Silva, Francisco J.F. & Ferreira, Manuel B.S. & Vieira, José A.C., 2018. "Sovereign credit rating determinants under financial crises," Global Finance Journal, Elsevier, vol. 36(C), pages 1-13.
    28. Hou, Xiaohui & Wang, Qing & Zhang, Qi, 2014. "Market structure, risk taking, and the efficiency of Chinese commercial banks," Emerging Markets Review, Elsevier, vol. 20(C), pages 75-88.
    29. Julapa Jagtiani & Catharine Lemieux, 2017. "Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information," Working Papers 17-17, Federal Reserve Bank of Philadelphia.
    30. Karen Mills & Brayden McCarthy, 2014. "The State of Small Business Lending: Credit Access during the Recovery and How Technology May Change the Game," Harvard Business School Working Papers 15-004, Harvard Business School.
    31. Eling, Martin & Loperfido, Nicola, 2017. "Data breaches: Goodness of fit, pricing, and risk measurement," Insurance: Mathematics and Economics, Elsevier, vol. 75(C), pages 126-136.
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    2. Chen, Ning & Li, Shaofang & Lu, Shuai, 2023. "The extreme risk connectedness of the global financial system: G7 and BRICS evidence," Journal of Multinational Financial Management, Elsevier, vol. 69(C).
    3. Massimo Preziuso & Franziska Koefer & Michel Ehrenhard, 2023. "Open banking and inclusive finance in the European Union: perspectives from the Dutch stakeholder ecosystem," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-27, December.
    4. He, Miao & Song, Ge & Chen, Qianqian, 2023. "Fintech adoption, internal control quality and bank risk taking: Evidence from Chinese listed banks," Finance Research Letters, Elsevier, vol. 57(C).
    5. Qilong Wan & Xiaodong Miao & Chenguang Wang & Hasan Dinçer & Serhat Yüksel, 2023. "A hybrid decision support system with golden cut and bipolar q-ROFSs for evaluating the risk-based strategic priorities of fintech lending for clean energy projects," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-25, December.
    6. Ding, Shusheng & Cui, Tianxiang & Wu, Xiangling & Du, Min, 2022. "Supply chain management based on volatility clustering: The effect of CBDC volatility," Research in International Business and Finance, Elsevier, vol. 62(C).
    7. Du, Longzheng & Lin, Weifen, 2022. "Does the application of industrial robots overcome the Solow paradox? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    8. Pacelli, Vincenzo & Miglietta, Federica & Foglia, Matteo, 2022. "The extreme risk connectedness of the new financial system: European evidence," International Review of Financial Analysis, Elsevier, vol. 84(C).

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    More about this item

    Keywords

    Banking; Systemic risk; Technology; Technological change; Asymptotic dependence; Multivariate extreme value theory;
    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
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
    • N7 - Economic History - - Economic History: Transport, International and Domestic Trade, Energy, and Other Services
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

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