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Cybersecurity Risk

Author

Listed:
  • Chris Florackis
  • Christodoulos Louca
  • Roni Michaely
  • Michael Weber

Abstract

Using textual analysis and comparing cybersecurity-risk disclosures of firms that were hacked to others that were not, we propose a novel firm-level measure of cybersecurity risk for all US-listed firms. We then examine whether cybersecurity risk is priced in the cross-section of stock returns. Portfolios of firms with high exposure to cybersecurity risk outperform other firms, on average, by up to 8.3% per year. At the same time, high-exposure firms perform poorly in periods of high cybersecurity risk. Reassuringly, the measure is higher in information-technology industries, correlates with characteristics linked to firms hit by cyberattacks, and predicts future cyberattacks.

Suggested Citation

  • Chris Florackis & Christodoulos Louca & Roni Michaely & Michael Weber, 2020. "Cybersecurity Risk," NBER Working Papers 28196, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:28196
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    References listed on IDEAS

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    1. Campbell, John Y. & Hentschel, Ludger, 1992. "No news is good news *1: An asymmetric model of changing volatility in stock returns," Journal of Financial Economics, Elsevier, vol. 31(3), pages 281-318, June.
    2. 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.
    3. Laurent Frésard & Gerard Hoberg & Gordon M Phillips & Francesca Cornelli, 2020. "Innovation Activities and Integration through Vertical Acquisitions," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2937-2976.
    4. Bali, Turan G. & Cakici, Nusret & Whitelaw, Robert F., 2011. "Maxing out: Stocks as lotteries and the cross-section of expected returns," Journal of Financial Economics, Elsevier, vol. 99(2), pages 427-446, February.
    5. Kathleen Weiss Hanley, 2010. "The Information Content of IPO Prospectuses," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2821-2864, July.
    6. Chen, Joseph & Hong, Harrison & Stein, Jeremy C., 2001. "Forecasting crashes: trading volume, past returns, and conditional skewness in stock prices," Journal of Financial Economics, Elsevier, vol. 61(3), pages 345-381, September.
    7. Joachim Freyberger & Andreas Neuhierl & Michael Weber & Andrew KarolyiEditor, 2020. "Dissecting Characteristics Nonparametrically," Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2326-2377.
    8. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    9. Michelle Lowry & Roni Michaely & Ekaterina Volkova & Francesca Cornelli, 2020. "Information Revealed through the Regulatory Process: Interactions between the SEC and Companies ahead of Their IPO," The Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5510-5554.
    10. Lettau, Martin & Maggiori, Matteo & Weber, Michael, 2014. "Conditional risk premia in currency markets and other asset classes," Journal of Financial Economics, Elsevier, vol. 114(2), pages 197-225.
    11. Tarek A Hassan & Stephan Hollander & Laurence van Lent & Ahmed Tahoun, 2019. "Firm-Level Political Risk: Measurement and Effects," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 2135-2202.
    12. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    13. Matthew Gentzkow & Bryan Kelly & Matt Taddy, 2019. "Text as Data," Journal of Economic Literature, American Economic Association, vol. 57(3), pages 535-574, September.
    14. Panayiotis C. Andreou & Christodoulos Louca & Andreas P. Petrou, 2017. "CEO Age and Stock Price Crash Risk," Review of Finance, European Finance Association, vol. 21(3), pages 1287-1325.
    15. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    16. Fama, Eugene F. & French, Kenneth R., 2015. "A five-factor asset pricing model," Journal of Financial Economics, Elsevier, vol. 116(1), pages 1-22.
    17. Antoine Bouveret, 2018. "Cyber Risk for the Financial Sector: A Framework for Quantitative Assessment," IMF Working Papers 2018/143, International Monetary Fund.
    18. Gerard Hoberg & Vojislav Maksimovic, 2015. "Redefining Financial Constraints: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 28(5), pages 1312-1352.
    19. 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.
    20. Matthias M M Buehlmaier & Toni M Whited, 2018. "Are Financial Constraints Priced? Evidence from Textual Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2693-2728.
    21. 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.
    22. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    23. Campbell R. Harvey & Akhtar Siddique, 2000. "Conditional Skewness in Asset Pricing Tests," Journal of Finance, American Finance Association, vol. 55(3), pages 1263-1295, June.
    24. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    25. Claire Lending & Kristina Minnick & Patrick J. Schorno, 2018. "Corporate Governance, Social Responsibility, and Data Breaches," The Financial Review, Eastern Finance Association, vol. 53(2), pages 413-455, May.
    26. Michelle Lowry & Roni Michaely & Ekaterina Volkova & Francesca Cornelli, 0. "Information Revealed through the Regulatory Process: Interactions between the SEC and Companies ahead of Their IPO," Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5510-5554.
    27. Zhi Da & Joseph Engelberg & Pengjie Gao, 2011. "In Search of Attention," Journal of Finance, American Finance Association, vol. 66(5), pages 1461-1499, October.
    28. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    29. Jegadeesh, Narasimhan, 1990. "Evidence of Predictable Behavior of Security Returns," Journal of Finance, American Finance Association, vol. 45(3), pages 881-898, July.
    30. Michael S. Drake & Darren T. Roulstone & Jacob R. Thornock, 2012. "Investor Information Demand: Evidence from Google Searches Around Earnings Announcements," Journal of Accounting Research, Wiley Blackwell, vol. 50(4), pages 1001-1040, September.
    31. Weber, Michael, 2018. "Cash flow duration and the term structure of equity returns," Journal of Financial Economics, Elsevier, vol. 128(3), pages 486-503.
    32. Tim Loughran & Bill Mcdonald, 2016. "Textual Analysis in Accounting and Finance: A Survey," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1187-1230, September.
    33. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    34. Gerard Hoberg & Gordon Phillips, 2010. "Product Market Synergies and Competition in Mergers and Acquisitions: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3773-3811, October.
    35. Lang, Mark & Stice-Lawrence, Lorien, 2015. "Textual analysis and international financial reporting: Large sample evidence," Journal of Accounting and Economics, Elsevier, vol. 60(2), pages 110-135.
    36. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
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    More about this item

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies

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