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13 · Practitioner output

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Training simulation only. Not for live recruitment use.

The exported pack must not be used to assess real candidates or presented as a compliance certification.

AI governance evidence pack

HireAI deployment review

Northstar People Operations · Junior Product Analyst scenario

Prepared by
Learner name not added
Date generated
Preparing date…
Training simulation only. Not for live recruitment use.

Scenario summary

Northstar People Operations proposes using HireAI for first-pass CV screening. This review assesses a fictional system that compares applications with a job description, generates scores and recommends whether candidates should be shortlisted.

1. AI system description

System name
Not completed
Business purpose
Not completed
Main users and AI actors
Not completed
Affected people
Not completed
AI capability and model type
Not completed
Data used
Not completed
Decision supported and human role
Not completed
Potential harms and assumptions
Not completed
Evidence and governance questions
Not completed

2. Stakeholder and harm assessment

Stakeholder group
Not completed
Level of harm
Not completed
How are they affected?
Not completed
Possible harm
Not completed
Severity
Not completed
Likelihood
Not completed
Existing control
Not completed
Additional control and communication
Not completed
Mitigation response
Not completed
Evidence needed
Not completed
Owner
Not completed
Should this block launch?
Not completed

3. Risk register

Risk title
Not completed
Cause
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Risk event
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Impact
Not completed
Likelihood
Not completed
Severity
Not completed
Inherent risk
Not completed
Controls
Not completed
Residual risk
Not completed
Risk owner
Not completed
Evidence
Not completed
Status
Not completed

4. Human oversight, privacy and vendor review

Where human review happens
Not completed
Who reviews, and what they see
Not completed
Override and audit trail
Not completed
Reviewer training
Not completed
Decisions AI cannot make
Not completed
Escalation, appeal and redress
Not completed
How rubber-stamping is prevented
Not completed
Privacy / DPIA screening
Not completed
Transparency and meaningful explanation
Not completed
Safety and reliability checks
Not completed
Security checks
Not completed
Vendor evidence questions
Not completed

5. Final recommendation

Recommendation
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Summary reasoning
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Top three risks
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Required controls
Not completed
Evidence required before launch
Not completed
Residual risk
Not completed
Monitoring after launch
Not completed
Conditions for approval
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Who signs off
Not completed

Selected controls

No controls selected.

6. Assurance testing workpaper

Assurance objective
Not completed
Population and period
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Sampling approach
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Test procedure
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Exceptions and root cause
Not completed
Finding and severity
Not completed
Management action
Not completed
Board / audit summary
Not completed
Training simulation only. Not for live recruitment use. This pack records a learner’s assessment and is not a compliance guarantee.
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