Technology · Level D2
ML Engineer
Builds the ML systems and pipelines behind AI products — structurally rising in demand with the AI buildout, and carrying a frontier-lab pay premium.
Indicative, sourced ranges — not a guarantee. BLS OEWS May 2025 Data Scientists (15-2051) as base floor (p75 $158,880) + software/ML premium; Levels.fyi ML Engineer title median total comp $272.5k, base median ~$190k (big-tech skew)
Career Score
84/100 · ExceptionalIndicative role rating — same inputs give the same score. It rates the role, not you, and never predicts an outcome.
Strong pay headroom above this role — the ladder keeps climbing.
Hiring demand is high.
Builds the AI systems; demand is structurally rising with the AI buildout, not threatened by it. These tasks are automating — move up the scope ladder.
High barrier — difficulty, study load, or competition.
Long-term headroom above is high.
Work–life sustainability is moderate.
Explore & decide
The pay-vs-effort call, the routes in, and how it stacks up.
At a glance
AI & this role: Builds the AI systems; demand is structurally rising with the AI buildout, not threatened by it. The move is to climb the scope ladder, not to fear the tool.
What differentiates you at this level
- ML systems + pipelines (training/serving)
- MLOps and model deployment
- Strong software engineering fundamentals
Where this leads — your highest-value routes
Ranked by pay ceiling. Progression is driven by scope and level transitions, not tenure.
Credentials that help
Credentials help entry and specialisation; they don't gate senior or leadership roles — scope does.
- CS / related bachelor's degree · $10k-$40k+/yr public in-state to private; highly variable
- Google Cloud Associate Cloud Engineer · ~$125
- Applied ML/AI course (DeepLearning.AI, fast.ai, Coursera ML) · Free (fast.ai) to ~$49/mo Coursera specialisations
- Master's in Data Science / Statistics / CS · $20k-$60k+; online options (e.g. OMSCS) far cheaper (~$7k)
See current US ML Engineer listings mapped to your level, in your metro.
Browse ML Engineer jobs →FAQ
Typical US total compensation is $208,000–$278,000 (median $238,000), indicative and metro-dependent — see the pay breakdown.
Builds the AI systems; demand is structurally rising with the AI buildout, not threatened by it. The move is up the scope ladder, not away from AI.
The highest-value route is toward Staff ML Engineer (up to $585,000).