Governance, Risk, and Responsible Use

4 build exercises to practise the concepts in this domain.

6.1 — Sort a Fortnight of Real Work

How to run the substitution test on real tasks
How to name which of the four categories makes a task inappropriate
How to write the enabling safeguard for a borderline task
How to check your own judgement against the over-caution failure

6.2 — Walk the Ladder on One Real Dataset

How to inventory the sensitive elements in a real document
How to separate what the question needs from what the document contains
How to apply removal and aggregation before reaching for escalation
How to name the authorised route or the owner when an element is load-bearing

6.3 — Map Your Own Governance Position

How to establish which account and plan actually govern your work material
How to locate your AI policy and its owner
How to surface the gaps between the policy and your normal week
How to prepare the shadow-AI conversation before you need it

6.4 — Audit One Published Piece

How to write the ownership line for a piece of AI-assisted work
How to decide whether disclosure was owed and on what ground
How to run a fairness pass separately from an accuracy pass
How to identify the colleagues a piece of work affected