Towards the Quantification of Cyber Threats

The World Economic Forum's report argues that the lack of standardized benchmarks for quantifying cyber threats restricts economic development and technological innovation. It introduces the 'cyber value-at-risk' (CVaR) concept, which adapts financial Value-at-Risk models to estimate potential losses from cyberattacks by analyzing three key components: vulnerability, asset value, and attacker profiles. The report emphasizes that while various stochastic models like Monte Carlo simulations can be used, the primary obstacle to effective quantification is the lack of standardized input variables and historical data sharing across industries. The authors suggest that establishing these standards is a prerequisite for the development of mature cyber risk transfer markets, including insurance and potential 'cyber resilience credits'.

• The absence of accepted benchmarks and common measures to quantify cyber threats creates a state of uncertainty that hinders global technical and economic development, leading businesses to delay adopting technological innovations.
• The proposed 'cyber value-at-risk' model seeks to unify technical, behavioural, and economic factors to estimate the likely financial loss from cyberattacks over a specific period with a defined probability.
• The cyber value-at-risk framework is built upon three primary components: the vulnerability and defense maturity of the organization, the value of tangible and intangible assets, and the profile of the attacker.
• Effective cyber risk quantification is currently limited by several systemic challenges, most notably the lack of standardized historical data on breaches and a general unwillingness among companies to share information due to regulatory and reputational risks.
• The report argues that the quality of input variables is a more critical issue than the choice of mathematical model; therefore, the industry must prioritize the standardization of these variables, similar to the practices in the car insurance industry.
• Standardizing cyber resilience metrics and threat indices is viewed as a necessary prerequisite for the creation of sophisticated risk transfer markets, which could include cyber threat options markets and 'cyber resilience credits'.

APA

World Economic Forum (2015). Towards the Quantification of Cyber Threats. http://www3.weforum.org/docs/WEFUSA_QuantificationofCyberThreats_Report2015.pdf

Chicago

World Economic Forum. Towards the Quantification of Cyber Threats. 2015. http://www3.weforum.org/docs/WEFUSA_QuantificationofCyberThreats_Report2015.pdf.

Wikipedia

{{cite report |author=World Economic Forum |title=Towards the Quantification of Cyber Threats |date=January 2015 |url=http://www3.weforum.org/docs/WEFUSA_QuantificationofCyberThreats_Report2015.pdf |access-date=23 October 2026 |via=Climate Insights Directory}}

BibTeX

@techreport{worldeconomicforum2015towards, author = {{World Economic Forum}}, title = {{Towards the Quantification of Cyber Threats}}, institution = {World Economic Forum}, year = {2015}, month = jan, url = {http://www3.weforum.org/docs/WEFUSA_QuantificationofCyberThreats_Report2015.pdf}, urldate = {2026-10-23}, note = {Indexed by Climate Insights Directory} }