A collection of awesome projects, blog posts, books, and talks on quantifying risk
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Apr 13, 2020
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risk-quantification
Here are 16 public repositories matching this topic...
Interactive CRQ Monte Carlo simulation tool for quantifying cybersecurity risk using FAIR methodology. Built for EU SMBs, vCISOs, and security practitioners.
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May 25, 2026 - Python
FAIR cyber risk quantification toolkits, agent-based control simulation (FAIR-CAM), threat event frequency estimator (PyPI), LLM classification validator (PyPI), Monte Carlo risk engine with IRIS benchmarks.
risk-analysis cybersecurity monte-carlo-simulation agent-based-modeling fair decision-science agent-based-model cyber-risk-quantification risk-quantification llm-evaluation llm-validation fair-cam threat-event-frequency
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Jul 3, 2026 - Python
Reusable decision-science utilities for security: Monte Carlo, Bayes, Survival, VoI, light causal helpers.
monte-carlo cybersecurity survival-analysis bayesian causal-inference decision-science value-of-information risk-quantification
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Jul 1, 2026 - Python
Bayesian risk modelling and quantification notebooks for cybersecurity
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Nov 28, 2024 - Jupyter Notebook
Cybersecurity risk intelligence dashboard analyzing CVE vulnerabilities, CVSS risk scores, and financial exposure using Power BI.
python risk-analysis data-visualization cybersecurity data-analytics powerbi vulnerability-management cvss threat-intelligence security-analytics cyber-risk security-risks risk-quantification dataanalystportfolio cve-analysis
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Apr 15, 2026 - Python
Bayesian-inspired Impact Forecast Algorithm (IFA) for quantifying material impact risk
python cybersecurity ransomware bayesian security-engineering risk-quantification risk-metrics impact-first-security
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Apr 16, 2026 - Python
Open-source data breach cost predictor & cyber-risk quantification engine — IBM benchmarks + DPDP/GDPR penalties + Monte Carlo + security-investment ROI
python machine-learning monte-carlo cybersecurity gdpr data-breach fastapi streamlit risk-quantification dpdp
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Jun 27, 2026 - Python
Agentic, controls-as-code GRC engine: one SCF-mapped control set → every framework. OSCAL-validated, FAIR-quantified, policy-as-code, human-gated AI. CI proves it.
grc fair scf compliance-as-code security-compliance oscal policy-as-code github-actions risk-quantification ai-governance nist-ai-rmf iso-42001
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Jul 7, 2026 - Python
Threat modeling case study applying PASTA (7-stage) and FAIR (Monte Carlo) to quantify ransomware risk in a HIPAA-regulated SaaS environment. Includes control investment ROI analysis and presentation talking points.
ransomware monte-carlo-simulation pasta grc fair threat-modeling risk-quantification healthcare-security security-portfolio
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May 18, 2026
Vulnerability Financial Impact Engine — FAIR-lite Monte Carlo risk quantification that translates security findings into dollar-denominated expected loss
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Jul 2, 2026 - HTML
19 interactive Jupyter notebooks for statistical decision-making in security: Monte Carlo, Bayesian, survival analysis, causal inference, FAIR.
documentation monte-carlo cybersecurity survival-analysis game-theory bayesian fair causal-inference decision-science value-of-information jupyter-book risk-quantification
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Jul 1, 2026 - Jupyter Notebook
Vulnerability Financial Impact Engine — FAIR-lite Monte Carlo risk quantification that translates security findings into dollar-denominated expected loss
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Jul 2, 2026 - HTML
Simple risk quantification framework with scoring model and executive summary examples.
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Aug 25, 2025
SMC model (Markov Chains + Attack Graphs) for cloud security risk quantification — 9-component architecture, Monte Carlo simulation, countermeasure scenario analysis. Validated against IBM X-Force & CSA 2022.
python monte-carlo markov-chain cybersecurity cloud-security attack-graph risk-quantification security-metrics
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May 5, 2026 - Jupyter Notebook
Industrial cybersecurity risk quantification platform for OT attacks and financial exposure
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May 3, 2026 - Python
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