Who this is for
Executives, technology, governance, information, workforce and transformation teams.
Human accountability by design
Responsible AI in Practice
Principles matter when they shape the everyday design of tools, workflows, environments, learning, review, escalation and accountability.
In brief
Responsible AI in Practice
What this page helps you do
See Atkinson's approach to human purpose, accountability, information protection, proportional risk, accessibility, evaluation and transparent AI maturity.
Recommended next step
Eight operating principles
Responsibility is expressed through design decisions
1
Purpose and necessity
Use AI where it meaningfully supports an approved outcome, not because it is available.
2
Human accountability
Name the people who decide, review, approve, intervene and remain responsible.
3
Information protection
Classify data, research, IP and confidential material before choosing a tool or environment.
4
Proportional risk
Match controls, evidence and approval to autonomy, consequence and affected people.
5
Transparency and maturity
Make sources, limitations, synthetic content and concept/pilot/production status visible.
6
Evaluation and monitoring
Test quality, failure, misuse, accessibility and operational fit before and after deployment.
7
Inclusion and accessibility
Design for diverse users, language, ability, context and meaningful human alternatives.
8
Lifecycle responsibility
Own changes, incidents, support, versions, retirement and ongoing improvement.
Human-in-the-loop is not a slogan
Define what the person is actually responsible for
A human checkpoint is useful only when the reviewer has authority, time, information and a clear quality standard. Atkinson identifies the decision boundary, evidence required, escalation path and record rather than using human oversight as a generic reassurance.
01
Questions to answer
- What may the system see and do?
- What must a person verify?
- Who can approve or stop the workflow?
- How is uncertainty exposed?
- What happens when the system changes?