Module 23 self-check | AI GRCA Practitioner Programme

An AI triage tool helps decide which emergency department patients are seen first. What's the key practitioner question about its accuracy failures?

Only whether average accuracy is above 90%Whether the tool is cheaper than adding staffWhether the interface looks modernWhether false negatives (missing a genuinely urgent case) have been specifically tested and controlled, given the safety consequence

In public sector AI, why does 'equality impact' carry particular weight?

Public bodies typically have statutory duties to consider equality impacts on the communities they serveEquality impact assessments are optional paperwork with no legal basisThis concern is identical to general fairness testingEquality impact only matters in the private sector

A recruitment vendor's fairness testing only used labour-market data from one country. What's the practitioner concern if the tool is deployed elsewhere?

The testing evidence may not generalise to a different population or labour-market contextTesting location is irrelevant to fairness conclusionsThis only matters for public-sector recruitmentNo concern — fairness testing is universally generalisable

Why is 'clinical decision support' distinguished from 'diagnosis' in healthcare AI governance?

Decision-support tools inform a clinician's judgement; diagnostic tools may carry different regulatory and liability implicationsDiagnosis tools are always safer than decision-support toolsThis distinction only matters for veterinary AIThere is no meaningful distinction

Why does 'access control' matter specifically for enterprise RAG copilots?

RAG systems have no access to internal documents by designAccess control is irrelevant if the model is proprietaryWithout proper filtering, a copilot could surface documents to staff who shouldn't have access to themAccess control only matters for external-facing systems

A hospital AI tool recommends a treatment priority but a clinician always follows it without independent judgement. What sector-specific issue does this raise?

A patient-safety and decision-support boundary issue, since the tool may be functioning as a de facto diagnostic decision-makerThis is a purely IT infrastructure issueThis only matters if the hospital is publicly fundedNo issue — following AI recommendations is always appropriate

Which sector is most associated with statutory 'equality impact' duties in this course's coverage?

Public sectorInsuranceFinancial servicesInternal copilots

In financial services AI, what does 'model risk management' specifically address?

Marketing effectiveness of financial productsThe risk that a model used in decision-making is flawed, misused or poorly understood, and how that's controlledOnly IT infrastructure uptimeEmployee satisfaction with financial tools

Which two sectors in this module's coverage most explicitly require attention to how automated decisions affect vulnerable or differently-situated groups?

Only healthcareInternal copilots and recruitment onlyInsurance and public sectorOnly financial services

Sector Case Studies and Practitioner Judgement