Distinguished Engineer, ML
Distinguished Engineer, ML
Mission
Shape the company's ML vision
Tour of Duty
Solve an ML problem that unlocks new capabilities
About This Job Family
People in this job family build the systems and code that power products. From frontend interfaces to backend services to infrastructure, they design, implement, and maintain the technical foundation that everything else depends on. Good engineering is measured in reliability, scalability, and velocity.
What You'll Do
ML/AI Engineers build intelligent systems—training models, building inference pipelines, and integrating AI capabilities into products. They bridge research and production, turning experimental models into reliable features. Success means AI capabilities that work at scale, deliver value, and improve over time.
- • Shape the company's ML engineering vision and long-term strategy
- • Solve industry-level ML infrastructure challenges at scale
- • Define principles that guide ML engineering decisions
- • Influence industry standards for ML systems and MLOps
- • Mentor directors and senior ML engineering leaders
- • Drive ML innovation that creates competitive advantage
Every responsibility is an accomplishment waiting to happen. The question is: will you own the outcome, or just do the task?
Manage a Team?
Great managers are practitioners first. The IC responsibilities above are your foundation—the craft you model for your team. Your management responsibilities are additive:
- • Run 1:1s for growth, not status—development conversations, not standups
- • Hire engineers who raise the bar—own the interview process end-to-end
- • Give direct feedback with care—it's how people actually improve
- • Remove blockers—shield the team from chaos so they can ship
- • Watch for burnout and team health—intervene before it's a crisis
Your team's accomplishments are your accomplishments. Help them craft S.M.A.R.T wins—specific, measurable, and ready to stand on their own.
AI as an Accelerator
AI isn't a skill we call out. It's invisible in the accomplishment but easily visible in the velocity and scale of your outcomes. Here's how people in this role are accelerating their work with AI:
- → Modeling ML evolution
- → Analyzing research trends
- → Creating vision documents
Your Career Record
**Your Career Record. Your Portable Proof.**
Log accomplishments as you go — not skills you claim, but work you've shipped. When you're ready for your next chapter, TailorCV turns your track record into a promotion case or tailored resume.
Your career story. Your control.
The Competencies That Matter
Skills fill your toolbox. Competencies are how you wield them. Three matter most at this level:
1. STRATEGY (3) Strong Strategy skills required at this level.
2. DATA ENGINEERING (2) Strong Data Engineering skills required at this level.
3. SOFTWARE ENGINEERING (2) You set technical direction that shapes company architecture. Your decisions have multi-year implications.
The radar shows the full picture. These three are where you need to be undeniable.
Your Journey From Here
Going up? Your next Tour of Duty:
→ VP of Engineering, ML - ML/AI (L8) "Build an ML team that ships reliable AI features"
The L7 → L8 gap is about ORGANIZATIONAL IMPACT: • From functional leadership → company leadership • From technical strategy → business strategy • From building teams → building organizations
These are your stretch accomplishments. Start doing L8 work now. When you can prove it with accomplishments, you're ready.
Going sideways? That's valid too.
Up isn't the only direction. It's your career. You own it.
Competency Requirements
Competency Shape
- Strategy
- Proficiency: 3
- Data Engineering
- Proficiency: 2
- Software Engineering
- Proficiency: 2
- Product Management
- Proficiency: 1
- Analytics & BI
- Proficiency: 1
See Your Match
Create your free account to see how your accomplishments compare to this role's competency requirements.
Get Started — It's FreeAbout Reference DRS
This isn't a job posting. It's a Reference DRS—a competency blueprint for what success looks like at this level. Pin it to your MasterCV and track your accomplishments against it. Your career is yours to own; this is just the map.
Effective Date
July 2025
Tailor Your CV for Distinguished Engineer, ML
Pin this Digital Role Specification to your Master CV, and TailorCV does the rest — surfacing the accomplishments and competencies that match this role while tucking away what doesn't. Drag and drop to reorder, unhide what you want to highlight, and export a resume built from your actual career record — not rewritten from scratch.
Targeting an internal move? Use this spec to build your promotion case — a structured document that maps your verified accomplishments to the competencies this level demands. Whether it's a lateral move into a new variant or a step up to the next level, your career record already has the evidence. Peer-verified accomplishments make the case your manager can't ignore.
Your Master CV is the source of truth. Your resume is the tailored perspective.
Why competencies, not skills? Skills change with every employer. Competencies deepen across your career. Learn why →
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