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 ML Engineer / Data Scientist (from product companies)
3-5 years as a SeniorSkills to master
- Transitioning from building models for internal products to designing end-to-end solutions for external clients, with a focus on client communication, project leadership, and understanding diverse business contexts.
You're ready to move on when
- You've led the technical design of at least one major ML system from conception to production.
- You've mentored junior engineers and are comfortable delegating and reviewing work.
- You're adept at translating business requirements into technical specifications.
- You're comfortable presenting technical concepts to non-technical stakeholders.
- 2
Technical Consultant (from IT services/consulting firms)
4-6 years in a technical consulting roleSkills to master
- Deepening your hands-on ML engineering and MLOps expertise, moving beyond high-level strategy to actually architecting and overseeing the implementation of complex AI systems.
You're ready to move on when
- You have a strong foundation in cloud platforms and data engineering.
- You've managed client relationships and delivered technical projects.
- You're looking to specialise more deeply in AI/ML solution delivery.
- You've got a strong desire to get hands-on with the latest AI tech.
- 3
Senior AI Solutions Specialist (internal promotion)
2-3 years as a Senior AI Solutions Specialist (L3)Skills to master
- Developing broader architectural oversight, leading larger project teams, taking on more significant client technical leadership, and contributing to our internal AI IP and standards.
You're ready to move on when
- You've successfully led multiple complex workstreams end-to-end.
- You're consistently mentoring junior team members and providing strong technical guidance.
- Clients actively seek your technical input on their challenges.
- You're proactive in identifying and solving systemic technical issues.