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
Director of Machine Learning (Large Enterprise)
3-5 years at Director levelSkills to master
- Managing multiple ML teams, setting strategy for a significant business unit (e.g., all of Marketing AI), managing multi-million-pound budgets, and regularly presenting to C-suite peers.
You're ready to move on when
- Consistently delivered multi-million-pound impact from ML initiatives.
- Successfully built and retained high-performing ML leadership teams.
- Recognised internally as a strategic voice for AI within their domain.
- Demonstrated ability to navigate complex organisational politics and secure resources.
- 2
VP of Engineering (with strong ML focus)
4-6 years at VP levelSkills to master
- Leading large-scale engineering organisations (100+), deep expertise in building scalable, reliable technical systems (including ML), and a strong understanding of product development lifecycle.
You're ready to move on when
- Successfully scaled and managed complex technical organisations.
- Proven ability to integrate ML capabilities into core product offerings.
- Strong track record of attracting and developing top engineering talent.
- Demonstrated strategic thinking beyond pure engineering, understanding market and business drivers.
- 3
Chief Data Scientist (Global Organisation)
3-5 years at Chief Data Scientist levelSkills to master
- Defining enterprise-wide data strategy, building and leading large data science organisations, driving data-driven culture, and managing data governance and ethics at scale.
You're ready to move on when
- Successfully established and executed a comprehensive data strategy.
- Led significant data science initiatives with clear business impact.
- Deep understanding of the full data lifecycle, from collection to model deployment.
- Strong influence across data, analytics, and ML functions.