Optimising how TalentWeave assesses the risk of its own AI systems under ISO/IEC 42001: the AI risk funnel narrows 64 discovered systems through inventory and scope, criteria and method, impact assessment, lifecycle risk identification, analysis, treatment with Annex A controls, and monitoring to certification, with 0 major and 1 minor nonconformity at stage 2; the TalentMatch screening model's disparate-impact ratio for applicants aged 50 and over rising from 0.68 to 0.87 above the 0.80 appetite line, with a seasonal dip to 0.83 caught by a reassessment trigger; and the programme before and after — 11 to 64 known systems, 41 to 143 Tier 1 risks, 19 to 0 outside appetite and Tier 1 assessments from 17 to 13 working days.

CY-EXPERT-054Expert Level · AIMS - ISO/IEC 42001

AI Risk Assessment Program Optimisation — The AI Risk Funnel

An expert-level course that optimises an ISO/IEC 42001 AI risk assessment programme so assessments are consistent, evidence-based, proportionate and efficient across a whole portfolio - reconcile the AI inventory and fix the AIMS scope, write people-first criteria and a tiered method, run an AI system impact assessment with measured fairness, identify lifecycle risks, rank on evidence, select Annex A controls through a justified statement of applicability, monitor with reassessment triggers, and measure the programme to certification. Four hands-on activities in every lesson, building one capstone programme file across eight labs.

18 hours8 chapters32 lessons225 activities8 labs

What you'll learn

Reconcile a discovery sweep into an owned AI inventory, record roles and interested parties, tier the portfolio and fix a justified AIMS scope.
Write anchored people-first consequence criteria, population-based likelihood, measurable appetite and a tiered method proven consistent by calibration.
Run an AI system impact assessment with real usage, sized groups, disaggregated fairness metrics and their limits, rights impacts and deployer support.
Identify AI risks at every lifecycle phase - data provenance, design, validation, deployment, operation, generative-AI and third-party - in cause-event-consequence form.

Price:৳12,000