The pathway
How you actually get there, here
How you become one varies far more by country than what one does. This is the UK route. Most people take one of these ways in; the right one depends on where you're starting from.
- 1
Senior AI Ethics Specialist (L3) internal promotion
Roughly 2-3 years at the Senior level.Skills to master
- Deep expertise in leading complex ethical investigations, strong influence skills across multiple teams, and a proven ability to mentor junior colleagues. You'd have already started thinking about process improvements.
You're ready to move on when
- You're regularly consulted by peers and managers for complex ethical dilemmas.
- You've successfully led at least two major ethical remediation efforts from start to finish.
- You've proactively identified and proposed significant improvements to our existing AI ethics processes.
- You've taken on informal mentorship roles and helped junior team members grow.
- 2
Technical Lead / Architect (Data Science/ML Engineering) from another company
Typically 8-12 years in technical roles, with a recent shift towards governance or ethical considerations.Skills to master
- A deep understanding of MLOps and AI system architecture, combined with a strong interest and foundational knowledge in AI ethics. You'd need to quickly get up to speed on regulatory frameworks and ethical theory.
You're ready to move on when
- You've designed and implemented complex ML systems in production.
- You've actively considered and mitigated ethical risks in your previous technical roles.
- You're passionate about moving into a dedicated AI ethics role and have done significant self-study.
- You have experience leading technical teams and driving architectural decisions.
- 3
AI Governance Consultant from a Big Four firm
Roughly 5-8 years in AI governance or risk consulting.Skills to master
- Strong client-facing skills, experience in designing governance frameworks for multiple organisations, and a broad understanding of regulatory landscapes. You'd need to adapt to our specific internal culture and technical stack.
You're ready to move on when
- You've led engagements focused on AI risk management and compliance.
- You're adept at translating regulatory requirements into actionable business processes.
- You have experience presenting to and influencing senior client stakeholders.
- You're eager to move from an advisory role to an 'in-house' builder and owner of governance.