AI Risk Assessment Framework: How to Evaluate LLM and Generative AI Risks
Large language models (LLMs) and generative AI tools are reshaping how organizations operate, but … Read more
Risk assessment is where risk management stops being abstract. It is the structured process of identifying what could go wrong, estimating how likely it is and how much it would hurt, and deciding whether the residual exposure is acceptable. Done well it produces decisions; done badly it produces a colour-coded spreadsheet nobody reads.
Every credible assessment rests on three choices you make before you score anything: the scales you use for likelihood and impact, whether you are scoring inherent or residual risk, and who owns the judgement. Get those wrong and the numbers are noise.
This is the largest section on the site, covering qualitative and quantitative methods, risk matrices and their well-documented weaknesses, control effectiveness testing, scenario analysis, and sector-specific assessments from cyber to supply chain. It connects directly to enterprise risk management for the governance layer above it, RCSA for the self-assessment variant used in financial services, key risk indicators for the monitoring that follows an assessment, and risk appetite for the thresholds that decide what "acceptable" actually means.
Large language models (LLMs) and generative AI tools are reshaping how organizations operate, but … Read more
A complete practitioner’s guide to Monte Carlo simulation for risk analysis — covering the mathematical foundations, step-by-step implementation in Excel and Python, real-world applications across finance, project management, and insurance, distribution selection, sensitivity analysis, and how to present simulation results to stakeholders.
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Cyber Risk Assessment for Financial Services is now a board-level priority. Targeted intrusions against … Read more
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A Step-by-Step Compliance Risk Assessment Framework with 5×5 Scoring Matrix, US Regulatory Mapping (OCC, … Read more
An Actionable DORA Regulation Requirements Guide Covering ICT Risk, Third-Party Oversight, and Incident Reporting … Read more
PPP and Project Finance for US Investors A Risk Assessment Methodology for US Institutional … Read more
A Practical Guide with Excel Formulas Comparing PERT vs. Triangular for Project and Operational … Read more
A Step-by-Step Excel Tutorial with Formulas for Building Tornado Charts from Risk Models Why … Read more
In February 2024, a finance worker at Arup, the multinational engineering firm, joined a … Read more
The Risk Manager’s AI Problem An AI risk assessment framework is the structured methodology … Read more