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Pirates without borders: The propagation of cyberattacks through firms’ supply chains

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  • Crosignani, Matteo
  • Macchiavelli, Marco
  • Silva, André F.

Abstract

This paper examines the supply chain effects of the most damaging cyberattack in history so far. The attack propagated from the directly hit firms to their customers, causing a four-fold amplification of the initial drop in profits. These losses were larger for affected customers with fewer alternative suppliers. Internal liquidity buffers and increased borrowing, mainly through bank credit lines, helped firms navigate the shock. Nonetheless, the cyberattack led to persistent adjustments to the supply chain network, with affected customers terminating trading relations with directly hit firms and forming new ones with alternative suppliers with a stronger cybersecurity posture.

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  • Crosignani, Matteo & Macchiavelli, Marco & Silva, André F., 2023. "Pirates without borders: The propagation of cyberattacks through firms’ supply chains," Journal of Financial Economics, Elsevier, vol. 147(2), pages 432-448.
  • Handle: RePEc:eee:jfinec:v:147:y:2023:i:2:p:432-448
    DOI: 10.1016/j.jfineco.2022.12.002
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    1. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 2021. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 1255-1321.
    2. Matthew Elliott & Benjamin Golub & Matthew V. Leduc, 2022. "Supply Network Formation and Fragility," American Economic Review, American Economic Association, vol. 112(8), pages 2701-2747, August.
    3. Chris Florackis & Christodoulos Louca & Roni Michaely & Michael Weber & Itay Goldstein, 2023. "Cybersecurity Risk," The Review of Financial Studies, Society for Financial Studies, vol. 36(1), pages 351-407.
    4. Christoph E. Boehm & Aaron Flaaen & Nitya Pandalai-Nayar, 2019. "Input Linkages and the Transmission of Shocks: Firm-Level Evidence from the 2011 Tōhoku Earthquake," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 60-75, March.
    5. Shinichi Kamiya & Jun-Koo Kang & Jungmin Kim & Andreas Milidonis & René M. Stulz, 2018. "What is the Impact of Successful Cyberattacks on Target Firms?," NBER Working Papers 24409, National Bureau of Economic Research, Inc.
    6. Anil K. Kashyap & Anne Wetherilt, 2019. "Some Principles for Regulating Cyber Risk," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 482-487, May.
    7. Pol Antràs & C. Fritz Foley, 2015. "Poultry in Motion: A Study of International Trade Finance Practices," Journal of Political Economy, University of Chicago Press, vol. 123(4), pages 853-901.
    8. Şebnem Kalemli- Özcan & Bent E. Sørensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yeşiltaş, 2024. "How to Construct Nationally Representative Firm-Level Data from the Orbis Global Database: New Facts on SMEs and Aggregate Implications for Industry Concentration," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(2), pages 353-374, April.
    9. Michael Gofman & Gill Segal & Youchang Wu & Stijn Van Nieuwerburgh, 2020. "Production Networks and Stock Returns: The Role of Vertical Creative Destruction," The Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5856-5905.
    10. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 0. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 1255-1321.
    11. Rustam Jamilov & Hélène Rey & Ahmed Tahoun, 2021. "The Anatomy of Cyber Risk," NBER Working Papers 28906, National Bureau of Economic Research, Inc.
    12. Aldasoro, Iñaki & Gambacorta, Leonardo & Giudici, Paolo & Leach, Thomas, 2022. "The drivers of cyber risk," Journal of Financial Stability, Elsevier, vol. 60(C).
    13. Daron Acemoglu & Ufuk Akcigit & William Kerr, 2016. "Networks and the Macroeconomy: An Empirical Exploration," NBER Macroeconomics Annual, University of Chicago Press, vol. 30(1), pages 273-335.
    14. Jean-Noël Barrot & Julien Sauvagnat, 2016. "Input Specificity and the Propagation of Idiosyncratic Shocks in Production Networks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1543-1592.
    15. Priya Garg, 2020. "Cybersecurity breaches and cash holdings: Spillover effect," Financial Management, Financial Management Association International, vol. 49(2), pages 503-519, June.
    16. Alfaro, Laura & García-Santana, Manuel & Moral-Benito, Enrique, 2021. "On the direct and indirect real effects of credit supply shocks," Journal of Financial Economics, Elsevier, vol. 139(3), pages 895-921.
    17. Federico Cingano & Francesco Manaresi & Enrico Sette, 2016. "Does Credit Crunch Investment Down? New Evidence on the Real Effects of the Bank-Lending Channel," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2737-2773.
    18. Monica Martinez-Bravo & Andreas Stegmann, 2017. "In Vaccines We Trust? The Effects of the CIA's Vaccine Ruse on Immunization in Pakistan," Working Papers wp2017_1713, CEMFI, revised Jul 2018.
    19. Eisenbach, Thomas M. & Kovner, Anna & Lee, Michael Junho, 2022. "Cyber risk and the U.S. financial system: A pre-mortem analysis," Journal of Financial Economics, Elsevier, vol. 145(3), pages 802-826.
    20. Jean-Noël Barrot, 2016. "Trade Credit and Industry Dynamics: Evidence from Trucking Firms," Journal of Finance, American Finance Association, vol. 71(5), pages 1975-2016, October.
    21. James R. Brown & Matthew T. Gustafson & Ivan T. Ivanov, 2021. "Weathering Cash Flow Shocks," Journal of Finance, American Finance Association, vol. 76(4), pages 1731-1772, August.
    22. Monica Martinez-Bravo & Andreas Stegmann, 2022. "In Vaccines We Trust? The Effects of the CIA’s Vaccine Ruse on Immunization in Pakistan," Journal of the European Economic Association, European Economic Association, vol. 20(1), pages 150-186.
    23. Daron Acemoglu & Alireza Tahbaz-Salehi, 2019. "Firms, Failures, and Fluctuations," 2019 Meeting Papers 1148, Society for Economic Dynamics.
    24. Anna M. Costello, 2020. "Credit Market Disruptions and Liquidity Spillover Effects in the Supply Chain," Journal of Political Economy, University of Chicago Press, vol. 128(9), pages 3434-3468.
    25. Emanuel Kopp & Lincoln Kaffenberger & Christopher Wilson, 2017. "Cyber Risk, Market Failures, and Financial Stability," IMF Working Papers 2017/185, International Monetary Fund.
    26. Antonis Kotidis & Stacey L. Schreft, 2022. "Cyberattacks and Financial Stability: Evidence from a Natural Experiment," Finance and Economics Discussion Series 2022-025, Board of Governors of the Federal Reserve System (U.S.).
    27. Kamiya, Shinichi & Kang, Jun-Koo & Kim, Jungmin & Milidonis, Andreas & Stulz, René M., 2021. "Risk management, firm reputation, and the impact of successful cyberattacks on target firms," Journal of Financial Economics, Elsevier, vol. 139(3), pages 719-749.
    28. Daniel Berger & William Easterly & Nathan Nunn & Shanker Satyanath, 2013. "Commercial Imperialism? Political Influence and Trade during the Cold War," American Economic Review, American Economic Association, vol. 103(2), pages 863-896, April.
    29. Eli Amir & Shai Levi & Tsafrir Livne, 2018. "Do firms underreport information on cyber-attacks? Evidence from capital markets," Review of Accounting Studies, Springer, vol. 23(3), pages 1177-1206, September.
    30. Gustavo S. Cortes & Thiago Christiano Silva & Bernardus F. N. Van Doornik, 2019. "Credit Shock Propagation in Firm Networks: evidence from government bank credit expansions," Working Papers Series 507, Central Bank of Brazil, Research Department.
    31. Cremer, Jacques, 1995. "Towards an economic theory of incentives in just-in-time manufacturing," European Economic Review, Elsevier, vol. 39(3-4), pages 432-439, April.
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    Cited by:

    1. Martin Boyer & Martin Eling, 2023. "New advances on cyber risk and cyber insurance," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 48(2), pages 267-274, April.
    2. Aldasoro, Iñaki & Gambacorta, Leonardo & Giudici, Paolo & Leach, Thomas, 2022. "The drivers of cyber risk," Journal of Financial Stability, Elsevier, vol. 60(C).
    3. Antonio De Vito & Martin Jacob & Dirk Schindler & Guosong Xu, 2023. "How Do Corporate Tax Hikes Affect Investment Allocation within Multinationals?," CESifo Working Paper Series 10272, CESifo.
    4. Joseph G. Haubrich, 2021. "Stress, Contagion, and Transmission: 2020 Financial Stability Conference," Economic Commentary, Federal Reserve Bank of Cleveland, vol. 2021(07), pages 1-5, March.
    5. Yuxue Chi & Zhongbo Jing & Zhidong Liu & Xinge Zhou, 2024. "Risk spillovers in Chinese production network: A supply-side shock perspective," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-16, December.
    6. Akey, Pat & Grégoire, Vincent & Martineau, Charles, 2021. "Price Revelation from Insider Trading: Evidence from Hacked Earnings News," SocArXiv qe6tu, Center for Open Science.
    7. Camelia Minoiu & Andrés Schneider & Min Wei, 2023. "Why Does the Yield Curve Predict GDP Growth? The Role of Banks," Finance and Economics Discussion Series 2023-049, Board of Governors of the Federal Reserve System (U.S.).
    8. Ersahin, Nuri & Giannetti, Mariassunta & Huang, Ruidi, 2024. "Supply chain risk: Changes in supplier composition and vertical integration," Journal of International Economics, Elsevier, vol. 147(C).
    9. Crosignani, Matteo & Han, Lina & Macchiavelli, Marco & Silva, Andre F., 2024. "Geopolitical Risk and Decoupling: Evidence from U.S. Export Controls," CEPR Discussion Papers 18986, C.E.P.R. Discussion Papers.
    10. Boot, Arnoud & Hoffmann, Peter & Laeven, Luc & Ratnovski, Lev, 2021. "Fintech: what’s old, what’s new?," Journal of Financial Stability, Elsevier, vol. 53(C).
    11. Jens Foerderer, 2023. "Should we trust web-scraped data?," Papers 2308.02231, arXiv.org.
    12. Tsvetanov, Tsvetan & Slaria, Srishti, 2021. "The effect of the Colonial Pipeline shutdown on gasoline prices," Economics Letters, Elsevier, vol. 209(C).
    13. Zhu, Ying & Huang, Ke, 2023. "Customers’ litigation risk and suppliers’ cash holding decision: From the perspective of risk contagion," Finance Research Letters, Elsevier, vol. 55(PB).

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    More about this item

    Keywords

    Financial crisis; Cyberattacks; Supply chains; Bank credit;
    All these keywords.

    JEL classification:

    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • E23 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Production
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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