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Top-Down vs. Bottom-Up Cyber Risk Quantification [Which Methodology to Choose]

Learn about top-down and bottom-up cyber risk models and which approach suits your needs: strategic financial insights or detailed technical risk assessment.

3 min read

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April 29, 2025

Top-Down Cyber Risk Quantification

The top-down approach takes a high-level organizational perspective, assessing the financial impact of cyber scenarios based on the unique business model of a company. Thereby, the top-down approach views the company’s cyber risk profile within the overall cyber threat landscape. The focus is on enabling strategic decision-making in a fast-paced cyber threat landscape and aiding with the need for timely results. Data required by top-down models encompasses financial data, such as turnover, profits or costs of production, which determine how much a cyber incident will cost for the company and identify, where the major cyber risks lie in the company. In addition, Information Security information determines how likely the cyber scenario will occur, based on how well the company protects itself against the cyber scenario.

The top-down approach to cyber risk quantification often relies on probablistic simulations, such as Monte Carlo simulations, to generate predictive risk assessments. The key output metrics include modeled loss figures, commonly referred to as value-at-risk (VaR) numbers. For example, this approach can estimate the 2% financial loss-at-risk of €50 million resulting from a cyber incident.

This strategic top-down method is particularly useful for decision-making at the C-level and other management tiers, helping organizations effectively manage cyber risk.  It supports a range of use cases, such as securing approval for information security budgets by demonstrating the return on security investments or determining strategic risk appetite for cyber risk transfer. It enables a holistic corporate cyber risk overview that ensures decision-making on enterprise level.

Bottom-Up Cyber Risk Quantification  

The bottom-up approach provides a granular assessment of vulnerabilities and risks, often quantifying multiple granular threat sequences, aiding the operational level of the organization. It identifies a multitude of cyber scenarios for an organization, individually addressing specific vulnerabilities, attack vectors, assets, and impact score. Thereby, the data collection for bottom-up requires an extensive amount of time, firstly to conduct a granular Information Security Assessment on asset level and secondly to individually estimate the frequency and impact of all individual cyber scenarios, based on the involved assets. It can determine, what will a particular cyber scenario cost, if a certain asset fails.

The bottom-up approach is useful for testing mitigation efforts on operational level, evaluating the effectiveness of new technologies, and assessing risk of assets. While it provides a detailed view of an organization's assets and Information Security standards for operational practitioners, quantifying cyber risk bottom-up and aggregating cyber risk at the enterprise level remains a challenge. This is majorly due to the fact, that the more narrowly defined cyber scenarios are, the higher the risk of overlapping scenarios and double-counting financial impacts at the enterprise level. Hence, the technical assessment enables a thorough view of the Information Security status, but lacks in effectiveness for cyber risk quantification.

Final Thoughts: A Hybrid Approach Combines the Best of Both Worlds

By combining a detailed bottom-up technical assessments with top-down quantification, organizations can achieve a more holistic and accurate understanding of their overall cyber risk. Both top-down and bottom-up approaches are useful in effective cyber risk quantification. While top-down provides a strategic, financial view and is more targeted at cyber risk quantification, bottom-up offers detailed technical insights into assets. Each has its strengths and limitations, but combining the strengths ensures a more accurate and holistic assessment of cyber risk.

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