AACF
Risk, Ethics & Compliance ยท RSK-05

Ethical principles in practice

The organisation has adopted ethical principles for AI and applies them through a working review route that can change or stop a use of AI.

Why it matters

Many organisations publish principles that have no effect on what they build or buy. Principles only matter when there is a route that tests real proposals against them and has the authority to require changes.

Levels
0 AbsentConfirmed absent: the evidence shows nothing is in place. Not known is recorded as insufficient evidence, not 0.
1 InitialNo adopted principles; ethical questions are left to individuals.
2 DevelopingPrinciples are published, but there is no route for applying them to real cases, or the route is advisory and rarely used.
3 DefinedAdopted ethical principles are applied through a working review route with triggers and authority, used at the outset of each use and for recorded trade-offs.
4 ManagedReview outcomes are tracked to completion, the route's use and effect are reported, and cases that should have been reviewed but were not are identified.
5 OptimisingPrinciples and the review route are refined from case experience and stakeholder feedback, and reasoning from past cases is reused as guidance.
Level 3 criteria

Level 3 is met when every applicable criterion is met. Criteria marked with an overlay apply only to organisations with that characteristic (overlays).

  1. RSK-05.1 Adopted ethical principles for AI are applied through a defined review route with clear triggers.
  2. RSK-05.2 The review route has authority to require changes to a use of AI.
  3. RSK-05.3 The review route records its outcomes.
  4. RSK-05.4 The review route is used across the organisation.
  5. RSK-05.5 Each use of AI is assessed against the adopted principles at the outset, and the result informs its approval tier.
  6. RSK-05.6 Where principles conflict, the trade-off goes through the review route and is tested for necessity and proportionality.
  7. RSK-05.7 Each trade-off between principles is recorded with the alternatives considered and the reasons for the choice.
Assessment questions
  • What ethical principles has the organisation adopted for AI?
  • Which proposals go to ethical review, and what can the review require?
  • Can you give an example where ethical review changed or stopped a use of AI?
Evidence an assessor would expect
  • Record of trade-offs between principles, with alternatives and reasons
  • The adopted principles and the terms of reference for the review route
  • Records of ethical reviews and their outcomes
  • Principles assessments at the outset and the approval tier they informed
How to reach Level 3
  1. Adopt a short set of ethical principles for AI and get them approved.
  2. Set up a review route with clear triggers, recorded outcomes and authority to require changes or stop a use, and make it available across the organisation.
  3. Assess each use against the principles at the outset and use the result to set its approval tier (GOV-03).
  4. Where principles conflict, send the trade-off through the review route, test it for necessity and proportionality, and record the alternatives considered and the reasons.

Common pitfalls

  • Publishing principles with no route that can change or stop a use.
  • Resolving conflicts between principles informally, leaving no record of the trade-off.

Starter artefacts

  • Ethical principles statement
  • Principles screening checklist for new uses
  • Ethics review record including trade-off analysis
Ownership and sequence
Accountable
ai governance lead
Contributors
risk lead, business owner, people lead
Depends on
GOV-04
Roadmap step
3
Lifecycle
strategy, design, operate
Cross-references
GDS AI PlaybookP2 direct
ISO/IEC 42001A.6.1.2 partial; A.9.2 partial; A.9.3 partial
JSP 936 Part 1para 50 direct; para 85 partial; para 86 direct; para 87 partial; para 91 partial; para 93 partial; para 95 partial; para 101 partial; para 105 partial; para 137 partial
MITRE AI Maturity ModelP1.1 partial; P1.3 partial; P2.3 partial
NIST AI RMF 1.0GOVERN 1.2 partial; GOVERN 4.1 partial; MEASURE 2.2 partial
UK Data and AI Ethics FrameworkTrade-offs 3 direct; Trade-offs 4 partial; SAT 1.8 direct; SAT 2.11 direct
UNESCO AI Maturity Framework5.2 direct

direct: this control at Level 3 meets the item. partial: it covers part of it.