Machine Learning Engineer salaries and job demand
Last updated
Machine Learning Engineer roles typically advertise around £77,250 a year. Here's the current salary range, hiring demand, and the skills employers ask for most.
What do Machine Learning Engineer roles pay in 2026?
As of September 2026, the typical advertised salary is £77,250 (≈ $98k) a year, with most postings between £65,000 and £100,000.
| 25th percentile | £65,000 |
|---|---|
| Median (50th percentile) | £77,250 |
| 75th percentile | £100,000 |
Advertised base salary, from 178 job postings with pay data, as of September 2026.
Disclosed base wage (H-1B/LCA)
Employers disclose a median base wage of US$190,480 on H-1B/LCA visa filings for this role, between US$150,000 and US$230,000.
| 25th percentile | US$150,000 |
|---|---|
| Median (50th percentile) | US$190,480 |
| 75th percentile | US$230,000 |
Disclosed base wage, from 4,857 H-1B/LCA filings, U.S. DOL OFLC, as of Q4 2025.
| Period | 25th percentile | Median | 75th percentile |
|---|---|---|---|
| Q3 2024 | US$166,500 | US$200,000 | US$229,130 |
| Q4 2024 | US$172,898 | US$205,000 | US$234,171 |
| Q1 2025 | US$163,000 | US$190,232 | US$225,533 |
| Q2 2025 | US$130,000 | US$170,000 | US$212,949 |
| Q3 2025 | US$157,071 | US$202,821 | US$239,777 |
| Q4 2025 | US$177,608 | US$207,723 | US$245,179 |
How strong is hiring demand for Machine Learning Engineer roles in 2026?
Tarmac tracked 1,020 postings in August 2026, the most recent month we tracked from start to finish.
We need 3 complete months of tracking before we publish a month-by-month series. Months we only partly covered are left out rather than shown as low demand.
Skills employers ask for
- python2694
- ai-engineering2412
- aws1544
- system-design1448
- databases-sql1425
- machine-learning997
- mlops672
- docker630
- kubernetes548
- pytorch525
- ci-cd-pipelines346
- tensorflow341
Postings for this role that named each skill, out of the postings we could parse. Bars run to 2694, the most-asked skill here.
Which skills to study first
These skills matter most for this role, scored together on how often employers ask for them, what they pay, and how often people pass them when they practise.
| Skill | Market demand | Median pay | Pass rate | Leverage | Practice |
|---|---|---|---|---|---|
| Python | 57% of postings33,051 postings | US$170,000+28% | Not enough data yet | — | Practice |
| Databases & SQL | 52% of postings29,701 postings | US$166,400+25% | Not enough data yet | — | Practice |
| AWS | 46% of postings26,710 postings | US$171,289+29% | Not enough data yet | — | Practice |
| System Design | 30% of postings17,517 postings | US$181,600+36% | Not enough data yet | — | Practice |
| AI Engineering | 23% of postings13,419 postings | US$180,705+36% | Not enough data yet | — | Practice |
| Docker | 22% of postings12,890 postings | £80,000+14% | Not enough data yet | — | Practice |
| CI-CD Pipelines | 21% of postings12,173 postings | £77,500+11% | Not enough data yet | — | Practice |
| Kubernetes | 19% of postings10,856 postings | US$170,000+28% | Not enough data yet | — | Practice |
| Machine Learning | 6% of postings3,219 postings | US$175,500+32% | Not enough data yet | — | Practice |
| MLOps | 2% of postings1,093 postings | £100,000+43% | Not enough data yet | — | — |
| PyTorch | 1% of postings778 postings | £95,000+36% | Not enough data yet | — | Practice |
| TensorFlow | 1% of postings526 postings | £88,500+26% | Not enough data yet | — | — |
Pass rate is the share of correct answers among people who practised that skill on Tarmac, a self-selected group rather than every developer, so read it as relative difficulty, not a universal stat. It comes from how people actually scored, not what anyone claimed, and a dash in that column means not enough people have practised the skill here yet. Leverage scores demand, pay, and difficulty together (out of 100); a higher score means a skill is both worth learning and worth your study time.
Pay by level and city in United States
These figures cover United States postings only, as of September 2026. The median above pools every level and every city; these split it, so you can read the rung you are actually applying for.
| Level | 25th | Median | 75th | Postings with pay |
|---|---|---|---|---|
| Mid-level | US$112,805 | US$175,353 | US$227,500 | 28 |
| Senior | US$168,875 | US$197,500 | US$226,945 | 103 |
| Staff+ | US$195,000 | US$226,800 | US$262,600 | 29 |
| City | 25th | Median | 75th | Postings with pay |
|---|---|---|---|---|
| San Francisco, CA | US$150,800 | US$233,750 | US$272,160 | 45 |
| New York, NY | US$138,125 | US$207,263 | US$225,000 | 22 |
| Seattle, WA | US$174,050 | US$197,500 | US$235,250 | 21 |
| Remote | US$202,488 | US$208,000 | US$208,000 | 16 |
| Chicago, IL | US$163,188 | US$177,750 | US$225,600 | 12 |
| Boston, MA | US$122,760 | US$180,000 | US$186,275 | 11 |
Advertised base salary. A level or city with too few postings quoting pay is left out rather than shown on a thin sample.
What it takes
The entry bar and required skills employers ask for. Most job ads reach us as a short summary rather than the full posting, and the percentages below count only the ones we have in full — so they skew toward employers who publish a fuller description. Every bar runs 0 to 60% of those postings: solid is required, outlined is preferred, dashed is the posting's own words.
Australia
Required
Preferred
In the postings’ own words
Required
Preferred
- Python now required in 100% of postings, was 57% 7 weeks ago.
- Docker now required in 36% of postings, was 14% 7 weeks ago.
- CI-CD Pipelines now required in 27% of postings, was 14% 7 weeks ago.
- AI Engineering required in only 9% of postings, was 43% 7 weeks ago.
United States
Required
Preferred
In the postings’ own words
Required
Preferred
In the postings’ own words
Required
Preferred
In the postings’ own words
Required
Preferred
In the postings’ own words
- Years asked up 7 years over the last 4 weeks.
United Kingdom
Required
Preferred
In the postings’ own words
- AWS required in only 13% of postings, was 40% 4 weeks ago.
- Microsoft Azure required in only 13% of postings, was 40% 4 weeks ago.
- Machine Learning required in only 63% of postings, was 80% 4 weeks ago.
Required
Preferred
- Python now required in 100% of postings, was 44% 6 weeks ago.
- Google Cloud Platform now required in 40% of postings, was 11% 6 weeks ago.
- AI Engineering now required in 20% of postings, was 11% 6 weeks ago.
Practice interview questions
Jobs data powered by Adzuna.
Disclosed wage data from the U.S. Department of Labor, OFLC.
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