{"title":"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","authors":"Loïc Maréchal, Alain Mermoud, Dimitri Percia David, Mathias Humbert","doi":"arxiv-2402.04765","DOIUrl":null,"url":null,"abstract":"Early-stage firms play a significant role in driving innovation and creating\nnew products and services, especially for cybersecurity. Therefore, evaluating\ntheir performance is crucial for investors and policymakers. This work presents\na financial evaluation of early-stage firms' performance in 19 cybersecurity\nsectors using a private-equity dataset from 2010 to 2022 retrieved from\nCrunchbase. We observe firms, their primary and secondary activities, funding\nrounds, and pre and post-money valuations. We compare cybersecurity sectors\nregarding the amount raised over funding rounds and post-money valuations while\ninferring missing observations. We observe significant investor interest\nvariations across categories, periods, and locations. In particular, we find\nthe average capital raised (valuations) to range from USD 7.24 mln (USD 32.39\nmln) for spam filtering to USD 45.46 mln (USD 447.22 mln) for the private cloud\nsector. Next, we assume a log process for returns computed from post-money\nvaluations and estimate the expected returns, systematic and specific risks,\nand risk-adjusted returns of investments in early-stage firms belonging to\ncybersecurity sectors. Again, we observe substantial performance variations\nwith annualized expected returns ranging from 9.72\\% for privacy to 177.27\\%\nfor the blockchain sector. Finally, we show that overall, the cybersecurity\nindustry performance is on par with previous results found in private equity.\nOur results shed light on the performance of cybersecurity investments and,\nthus, on investors' expectations about cybersecurity.","PeriodicalId":501355,"journal":{"name":"arXiv - QuantFin - Pricing of Securities","volume":"64 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-02-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using Crunchbase data\",\"authors\":\"Loïc Maréchal, Alain Mermoud, Dimitri Percia David, Mathias Humbert\",\"doi\":\"arxiv-2402.04765\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Early-stage firms play a significant role in driving innovation and creating\\nnew products and services, especially for cybersecurity. Therefore, evaluating\\ntheir performance is crucial for investors and policymakers. This work presents\\na financial evaluation of early-stage firms' performance in 19 cybersecurity\\nsectors using a private-equity dataset from 2010 to 2022 retrieved from\\nCrunchbase. We observe firms, their primary and secondary activities, funding\\nrounds, and pre and post-money valuations. We compare cybersecurity sectors\\nregarding the amount raised over funding rounds and post-money valuations while\\ninferring missing observations. We observe significant investor interest\\nvariations across categories, periods, and locations. In particular, we find\\nthe average capital raised (valuations) to range from USD 7.24 mln (USD 32.39\\nmln) for spam filtering to USD 45.46 mln (USD 447.22 mln) for the private cloud\\nsector. Next, we assume a log process for returns computed from post-money\\nvaluations and estimate the expected returns, systematic and specific risks,\\nand risk-adjusted returns of investments in early-stage firms belonging to\\ncybersecurity sectors. Again, we observe substantial performance variations\\nwith annualized expected returns ranging from 9.72\\\\% for privacy to 177.27\\\\%\\nfor the blockchain sector. Finally, we show that overall, the cybersecurity\\nindustry performance is on par with previous results found in private equity.\\nOur results shed light on the performance of cybersecurity investments and,\\nthus, on investors' expectations about cybersecurity.\",\"PeriodicalId\":501355,\"journal\":{\"name\":\"arXiv - QuantFin - Pricing of Securities\",\"volume\":\"64 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-02-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - Pricing of Securities\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2402.04765\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Pricing of Securities","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2402.04765","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using Crunchbase data
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.