Machine Learning Engineer salaries and job demand

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Machine Learning Engineer roles typically advertise around £75,000 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 November 2026, the typical advertised salary is £75,000 (≈ $95k) a year, with most postings between £65,000 and £100,000.

25th percentile£65,000
Median (50th percentile)£75,000
75th percentile£100,000

Advertised base salary, from 255 job postings with pay data, as of November 2026.

Disclosed base wage (H-1B/LCA)

Employers disclose a median base wage of US$188,466 on H-1B/LCA visa filings for this role, between US$148,699 and US$229,000.

25th percentileUS$148,699
Median (50th percentile)US$188,466
75th percentileUS$229,000

Disclosed base wage, from 4,221 H-1B/LCA filings, U.S. DOL OFLC, as of Q4 2025.

Disclosed wage over timeThe median (P50) disclosed base wage and the 25th–75th percentile band over time, from U.S. DOL OFLC H-1B/LCA filings.
Disclosed base wage percentiles by period
Period25th percentileMedian75th percentile
Q3 2024US$166,500US$200,000US$229,130
Q4 2024US$172,898US$205,000US$234,171
Q1 2025US$163,000US$190,232US$225,533
Q2 2025US$130,000US$170,000US$212,949
Q3 2025US$157,071US$202,821US$239,777
Q4 2025US$177,608US$207,723US$245,179

How strong is hiring demand for Machine Learning Engineer roles in 2026?

Tarmac tracked 1,146 postings in October 2026, the most recent month we tracked from start to finish.

We're not publishing a month-by-month series yet: the number of postings Tarmac collects each month is still growing, so a month-on-month change would measure our coverage rather than the job market.

Skills employers ask for

Postings for this role that named each skill, out of the postings we could parse. Bars run to 2972, 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.

SkillMarket demandMedian payPass rateLeveragePractice
Machine Learning7% of postings7,536 postingsUS$181,900+37%73%30 attempts32Practice
Python48% of postings50,058 postings£75,000Not enough data yet—Practice
Databases & SQL42% of postings43,299 postings£75,000Not enough data yet—Practice
AWS36% of postings37,858 postings£80,000+7%Not enough data yet—Practice
System Design23% of postings24,351 postings£87,500+17%Not enough data yet—Practice
AI Engineering20% of postings20,343 postings£80,000+7%Not enough data yet—Practice
Docker18% of postings19,049 postings£75,000Not enough data yet—Practice
Kubernetes16% of postings16,986 postings£80,000+7%Not enough data yet—Practice
Data Science6% of postings6,055 postingsUS$165,000+24%Not enough data yet—Practice
MLOps3% of postings2,803 postings£100,000+33%Not enough data yet——
PyTorch2% of postings1,690 postings£80,500+7%Not enough data yet—Practice
TensorFlow1% of postings1,161 postings£75,000Not 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 November 2026. The median above pools every level and every city; these split it, so you can read the rung you are actually applying for.

By level
Level25thMedian75thPostings with pay
JuniorUS$107,500US$110,500US$115,00010
Mid-levelUS$125,000US$159,500US$200,00029
SeniorUS$174,700US$197,750US$225,000124
Staff+US$195,000US$226,800US$276,00021
By city
City25thMedian75thPostings with pay
San Francisco, CAUS$140,000US$230,000US$247,50033
RemoteUS$192,738US$208,000US$223,60026
New York, NYUS$185,000US$217,200US$229,25023
Seattle, WAUS$185,000US$197,750US$241,30021
Chicago, ILUS$129,925US$181,025US$224,06316
Austin, TXUS$174,700US$174,700US$199,06915

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

Mid-levelPerthn=7 full-text postings · 21 September 2026
Typical ask0 yearsrange 0 years–1 year · n=7 stating years

Required

Python100%
AWS57%
CI-CD Pipelines57%
Microsoft Azure43%
Git43%
Computer Vision29%

Preferred

Machine Learning43%
AI Engineering29%
Databases & SQL29%
Cloud Security14%
Data Governance14%
Git14%

In the postings’ own words

bachelor-degree-cs57%
bachelor-degree-engineering29%
australian-citizenship14%
bachelor-degree-it14%
bachelor-degree-physics14%
SeniorRemote Aun=16 full-text postings · 2 November 2026
Typical ask4 yearsrange 3.25 years–4.75 years · n=6 stating years

Required

AI Engineering69%
Python63%
AWS50%
Microsoft Azure50%
CI-CD Pipelines38%
HTTP & APIs31%

Preferred

AI Engineering19%
MLOps13%
AWS6%
Microsoft Azure6%
Databricks6%
Google Cloud Platform6%

In the postings’ own words

bachelor-degree-cs13%
agentforce-certified6%
criminal-history-check6%
national-police-check6%
phd-degree6%
  • Years asked up 4 years over the last 5 weeks.
  • AI Engineering now required in 69% of postings, was 9% 5 weeks ago.
  • HTTP & APIs now required in 31% of postings, was 14% 5 weeks ago.
  • CI-CD Pipelines now required in 38% of postings, was 23% 5 weeks ago.
  • Machine Learning required in only 25% of postings, was 73% 5 weeks ago.
  • Python required in only 63% of postings, was 100% 5 weeks ago.
  • Databases & SQL required in only 19% of postings, was 27% 5 weeks ago.
Staff / leadSydneyn=6 postings · 2 November 2026

Not enough postings state a years-of-experience figure for Staff / lead yet.

United States

Intern / new gradRemote Usn=5 full-text postings · 19 October 2026

Required

Machine Learning100%
Python80%
AI Engineering60%
C++60%
Java60%
PyTorch60%

Preferred

Data Science80%
ML Systems60%
AI Coding Tools40%
AI Engineering20%
Geometric Deep Learning20%

In the postings’ own words

bachelor-degree-cs60%
phd-computer-science20%
phd-degree20%
Mid-levelWashington Dcn=11 postings · 2 November 2026
SeniorAtlantan=13 full-text postings · 2 November 2026
Typical ask7 yearsrange 4.5 years–7.25 years · n=8 stating years

Required

AI Engineering69%
Machine Learning69%
Python46%
CI-CD Pipelines39%
MLOps39%
Data Science31%

Preferred

MLOps31%
AWS23%
Microsoft Azure23%
HTTP & APIs23%
Apache Airflow15%
Apache Spark15%

In the postings’ own words

bachelor-degree-cs54%
security-clearance31%
aws-certified8%
bachelor-degree8%
databricks-certification8%
  • Years asked up 7 years over the last 4 weeks.
  • AI Engineering now required in 69% of postings, was 14% 4 weeks ago.
  • Machine Learning now required in 69% of postings, was 57% 4 weeks ago.
  • CI-CD Pipelines now required in 39% of postings, was 29% 4 weeks ago.
  • Python required in only 46% of postings, was 100% 4 weeks ago.
  • Docker required in only 15% of postings, was 43% 4 weeks ago.
  • Kubernetes required in only 15% of postings, was 43% 4 weeks ago.
Staff / leadBostonn=8 full-text postings · 5 October 2026
Typical ask0 yearsrange 0 years–6.5 years · n=11 stating years

Required

Python100%
Machine Learning75%
AWS50%
MLOps50%
Databases & SQL38%
Google Cloud Platform38%

Preferred

PyTorch25%
TensorFlow25%
AI Engineering13%
Apache Spark13%
Data Governance13%
Databases & SQL13%

In the postings’ own words

bachelor-degree-cs50%
bachelor-degree-economics13%
bachelor-degree-engineering13%
bachelor-degree-math13%
bachelor-degree-statistics13%
  • Python now required in 100% of postings, was 60% 11 weeks ago.
  • AWS now required in 50% of postings, was 20% 11 weeks ago.
  • Databases & SQL now required in 38% of postings, was 20% 11 weeks ago.

Not enough postings state a years-of-experience figure for Intern / new grad and Mid-level yet.

United Kingdom

Mid-levelCambridgen=8 postings · 14 September 2026
Typical ask0 yearsrange 0 years–0 years · n=8 stating years
SeniorLondonn=6 full-text postings · 9 November 2026

Required

Python83%
AI Engineering67%
CI-CD Pipelines50%
Docker50%
Databases & SQL33%
DevOps33%

Preferred

Microsoft Azure17%
Computer Vision17%
Google Cloud Platform17%
MLOps17%
PyTorch17%
React17%

In the postings’ own words

phd33%
bachelor-degree-cs17%
masters-degree17%
Staff / leadLeedsn=7 postings · 24 August 2026
Typical ask0 yearsrange 0 years–0 years · n=7 stating years

Not enough postings state a years-of-experience figure for Senior yet.

Practice interview questions

Vacancy and salary data includes Adzuna.

Disclosed wage data from the U.S. Department of Labor, OFLC.

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