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Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using Crunchbase data

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  • Loic Mar'echal
  • Alain Mermoud
  • Dimitri Percia David
  • Mathias Humbert

Abstract

Early-stage firms play a significant role in driving innovation and creating new products and services, especially for cybersecurity. Therefore, evaluating their performance is crucial for investors and policymakers. This work presents a financial evaluation of early-stage firms' performance in 19 cybersecurity sectors using a private-equity dataset from 2010 to 2022 retrieved from Crunchbase. We observe firms, their primary and secondary activities, funding rounds, and pre and post-money valuations. We compare cybersecurity sectors regarding the amount raised over funding rounds and post-money valuations while inferring missing observations. We observe significant investor interest variations across categories, periods, and locations. In particular, we find the average capital raised (valuations) to range from USD 7.24 mln (USD 32.39 mln) for spam filtering to USD 45.46 mln (USD 447.22 mln) for the private cloud sector. Next, we assume a log process for returns computed from post-money valuations and estimate the expected returns, systematic and specific risks, and risk-adjusted returns of investments in early-stage firms belonging to cybersecurity sectors. Again, we observe substantial performance variations with annualized expected returns ranging from 9.72\% for privacy to 177.27\% for the blockchain sector. Finally, we show that overall, the cybersecurity industry performance is on par with previous results found in private equity. Our results shed light on the performance of cybersecurity investments and, thus, on investors' expectations about cybersecurity.

Suggested Citation

  • Loic Mar'echal & Alain Mermoud & Dimitri Percia David & Mathias Humbert, 2024. "Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using Crunchbase data," Papers 2402.04765, arXiv.org, revised Feb 2024.
  • Handle: RePEc:arx:papers:2402.04765
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    1. Andrew Ang & Bingxu Chen & William N. Goetzmann & Ludovic Phalippou, 2018. "Estimating Private Equity Returns from Limited Partner Cash Flows," Journal of Finance, American Finance Association, vol. 73(4), pages 1751-1783, August.
    2. Arthur Korteweg & Morten Sorensen, 2010. "Risk and Return Characteristics of Venture Capital-Backed Entrepreneurial Companies," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3738-3772, October.
    3. Engel, Dirk & Keilbach, Max, 2007. "Firm-level implications of early stage venture capital investment -- An empirical investigation," Journal of Empirical Finance, Elsevier, vol. 14(2), pages 150-167, March.
    4. Arthur Korteweg & Stefan Nagel, 2016. "Risk‐Adjusting the Returns to Venture Capital," Journal of Finance, American Finance Association, vol. 71(3), pages 1437-1470, June.
    5. Tobias J. Moskowitz & Annette Vissing-Jørgensen, 2002. "The Returns to Entrepreneurial Investment: A Private Equity Premium Puzzle?," American Economic Review, American Economic Association, vol. 92(4), pages 745-778, September.
    6. James W. Kolari & Seppo Pynnönen, 2010. "Event Study Testing with Cross-sectional Correlation of Abnormal Returns," The Review of Financial Studies, Society for Financial Studies, vol. 23(11), pages 3996-4025, November.
    7. Lawrence A. Gordon & Martin P. Loeb, 2006. "Economic aspects of information security: An emerging field of research," Information Systems Frontiers, Springer, vol. 8(5), pages 335-337, December.
    8. Fabrice Hervé & Armin Schwienbacher, 2018. "Round-Number Bias in Investment: Evidence from Equity Crowdfunding," Finance, Presses universitaires de Grenoble, vol. 39(1), pages 71-105.
    9. Wang, Shaun S., 2019. "Integrated framework for information security investment and cyber insurance," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    10. Tosun, Onur Kemal, 2021. "Cyber-attacks and stock market activity," International Review of Financial Analysis, Elsevier, vol. 76(C).
    11. 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.
    12. Cumming, Douglas & Helge Haß, Lars & Schweizer, Denis, 2013. "Private equity benchmarks and portfolio optimization," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3515-3528.
    13. Kjell Hausken, 2006. "Returns to information security investment: The effect of alternative information security breach functions on optimal investment and sensitivity to vulnerability," Information Systems Frontiers, Springer, vol. 8(5), pages 338-349, December.
    14. Cochrane, John H., 2005. "The risk and return of venture capital," Journal of Financial Economics, Elsevier, vol. 75(1), pages 3-52, January.
    15. Driessen, Joost & Lin, Tse-Chun & Phalippou, Ludovic, 2012. "A New Method to Estimate Risk and Return of Nontraded Assets from Cash Flows: The Case of Private Equity Funds," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(3), pages 511-535, June.
    16. 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.
    17. Tanaka, Hideyuki & Matsuura, Kanta & Sudoh, Osamu, 2005. "Vulnerability and information security investment: An empirical analysis of e-local government in Japan," Journal of Accounting and Public Policy, Elsevier, vol. 24(1), pages 37-59.
    18. Francesco Franzoni & Eric Nowak & Ludovic Phalippou, 2012. "Private Equity Performance and Liquidity Risk," Journal of Finance, American Finance Association, vol. 67(6), pages 2341-2373, December.
    19. McKenzie, Michael & Satchell, Stephen & Wongwachara, Warapong, 2012. "Nonlinearity and smoothing in venture capital performance data," Journal of Empirical Finance, Elsevier, vol. 19(5), pages 782-795.
    20. Andrew Fielder & Sandra König & Emmanouil Panaousis & Stefan Schauer & Stefan Rass, 2018. "Risk Assessment Uncertainties in Cybersecurity Investments," Games, MDPI, vol. 9(2), pages 1-14, June.
    21. Boehmer, Ekkehart & Masumeci, Jim & Poulsen, Annette B., 1991. "Event-study methodology under conditions of event-induced variance," Journal of Financial Economics, Elsevier, vol. 30(2), pages 253-272, December.
    22. Cumming, Douglas & Dai, Na, 2010. "Local bias in venture capital investments," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 362-380, June.
    23. Cumming, Douglas & Dai, Na, 2011. "Fund size, limited attention and valuation of venture capital backed firms," Journal of Empirical Finance, Elsevier, vol. 18(1), pages 2-15, January.
    24. 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.
    25. Jingguo Wang & Aby Chaudhury & H. Raghav Rao, 2008. "Research Note ---A Value-at-Risk Approach to Information Security Investment," Information Systems Research, INFORMS, vol. 19(1), pages 106-120, March.
    26. Oliver Alexy & Joern Block & Philipp Sandner & Anne Ter Wal, 2012. "Social capital of venture capitalists and start-up funding," Small Business Economics, Springer, vol. 39(4), pages 835-851, November.
    27. Gornall, Will & Strebulaev, Ilya A., 2020. "Squaring venture capital valuations with reality," Journal of Financial Economics, Elsevier, vol. 135(1), pages 120-143.
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