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

Loïc Maréchal, Alain Mermoud, Dimitri Percia David, Mathias Humbert
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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.
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衡量信息安全初创企业的投资绩效:利用 Crunchbase 数据按网络安全行业进行实证分析
早期企业在推动创新、创造新产品和服务方面发挥着重要作用,尤其是在网络安全方面。因此,评估它们的表现对投资者和政策制定者来说至关重要。本研究利用从 Crunchbase 检索到的 2010 年至 2022 年私募股权数据集,对 19 个网络安全行业的早期公司业绩进行了财务评估。我们观察了企业、其主要和次要活动、资金来源以及投前和投后估值。我们比较了网络安全行业各轮融资的金额和融资后的估值,同时忽略了缺失的观察数据。我们观察到不同类别、不同时期和不同地区的投资者兴趣存在显著差异。特别是,我们发现平均融资额(估值)从垃圾邮件过滤行业的 724 万美元(3239 万美元)到私有云行业的 4546 万美元(44722 万美元)不等。接下来,我们假设根据投后估值计算的回报率为对数过程,并估算了对网络安全行业早期公司投资的预期回报率、系统风险和特定风险以及风险调整后回报率。我们再次观察到巨大的业绩差异,年化预期回报率从隐私行业的 9.72% 到区块链行业的 177.27%。最后,我们表明,总体而言,网络安全行业的表现与之前在私募股权领域发现的结果相当。我们的结果揭示了网络安全投资的表现,从而也揭示了投资者对网络安全的预期。
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