Machine Learning Contract Job Trends

Machine Learning (ML)
UK

The table below provides summary statistics and contractor rates for jobs requiring Machine Learning skills. It covers contract job vacancies from the 6 months leading up to 24 February 2026, with comparisons to the same periods in the previous two years.

6 months to
24 Feb 2026
Same period 2025 Same period 2024
Rank 77 103 169
Rank change year-on-year +26 +66 +59
Contract jobs citing Machine Learning 1,332 753 638
As % of all contract jobs in the UK 3.25% 2.49% 1.44%
As % of the Processes & Methodologies category 3.75% 2.77% 1.65%
Number of daily rates quoted 822 476 471
10th Percentile £400 £360 £413
25th Percentile £467 £450 £463
Median daily rate (50th Percentile) £566 £575 £568
Median % change year-on-year -1.61% +1.32% -9.20%
75th Percentile £688 £725 £700
90th Percentile £775 £850 £775
UK excluding London median daily rate £526 £523 £525
% change year-on-year +0.60% -0.48% -8.70%
Number of hourly rates quoted 47 16 25
10th Percentile £41.85 £23.25 £41.16
25th Percentile £50.00 £25.33 £42.50
Median hourly rate £57.77 £45.00 £46.18
Median % change year-on-year +28.37% -2.56% +31.94%
75th Percentile £79.50 £60.31 £65.00
90th Percentile £95.00 £73.01 £66.55
UK excluding London median hourly rate £64.00 £45.00 £46.18
% change year-on-year +42.22% -2.56% +31.94%

All Process & Methodology Skills
UK

Machine Learning falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 35,552 27,150 38,650
As % of all contract IT jobs advertised in the UK 86.77% 89.86% 87.02%
Number of daily rates quoted 22,564 16,816 25,267
10th Percentile £313 £306 £300
25th Percentile £410 £413 £413
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £613 £638 £638
90th Percentile £720 £738 £738
UK excluding London median daily rate £481 £493 £500
% change year-on-year -2.38% -1.40% -
Number of hourly rates quoted 2,120 854 2,192
10th Percentile £14.61 £15.62 £13.29
25th Percentile £17.96 £21.25 £16.25
Median hourly rate £25.77 £33.00 £34.00
Median % change year-on-year -21.91% -2.94% -2.86%
75th Percentile £60.90 £63.75 £60.00
90th Percentile £72.50 £75.43 £72.00
UK excluding London median hourly rate £25.15 £31.76 £35.00
% change year-on-year -20.81% -9.26% -

Machine Learning
Job Vacancy Trend

Historical trend showing the proportion of contract IT job postings citing Machine Learning relative to all contract IT jobs advertised.

Machine Learning job vacancy trend in the UK

Machine Learning
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Machine Learning.

Contractor daily rate distribution trend for jobs in the UK citing Machine Learning

Machine Learning
Daily Rate Histogram

Daily rate distribution for jobs citing Machine Learning over the 6 months to 24 February 2026.

Daily rate histogram for Machine Learning in the UK

Machine Learning
Hourly Rate Trend

Contractor hourly rate distribution trend for jobs in the UK citing Machine Learning.

Contractor hourly rate distribution trend for jobs in the UK citing Machine Learning

Machine Learning
Hourly Rate Histogram

Hourly rate distribution of jobs citing Machine Learning over the 6 months to 24 February 2026.

Hourly rate histogram for Machine Learning in the UK

Machine Learning
Top 17 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Machine Learning within the UK over the 6 months to 24 February 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +22 1,119 £575 -4.17% 942
London +28 736 £600 -4.00% 457
UK excluding London +44 439 £526 +0.60% 672
Work from Home +27 423 £575 +9.52% 391
North of England -9 112 £525 +16.02% 158
South East +9 89 £550 +4.76% 222
Scotland +61 84 £503 +14.86% 45
East of England +14 71 £550 -8.33% 60
North West +10 69 £526 +16.81% 85
Midlands -17 55 £514 +34.38% 90
West Midlands -26 36 £514 +28.50% 39
South West -16 34 £550 -17.60% 78
Yorkshire -37 32 £525 - 48
East Midlands -18 18 £525 +47.47% 49
Wales -6 17 £738 +31.11% 22
North East -11 13 £563 +57.12% 25
Northern Ireland - 1 £650 - 7

Machine Learning
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 122 (9.16%) Apache Spark
2 80 (6.01%) Apache Airflow
3 56 (4.20%) Apache
4 31 (2.33%) Jupyter
5 13 (0.98%) Confluence
6 11 (0.83%) Appian
7 9 (0.68%) SAS
8 6 (0.45%) GeoServer
8 6 (0.45%) Palantir Foundry
8 6 (0.45%) SharePoint
8 6 (0.45%) Smallworld
9 5 (0.38%) CMS
10 3 (0.23%) Apache Pig
11 2 (0.15%) Headless CMS
11 2 (0.15%) Luigi
12 1 (0.075%) Apache Superset
12 1 (0.075%) Apache Synapse
12 1 (0.075%) ArcGIS
12 1 (0.075%) Microsoft Exchange
12 1 (0.075%) NetWeaver
Applications
1 40 (3.00%) Chatbot
2 16 (1.20%) Microsoft Project
3 15 (1.13%) Microsoft Excel
4 12 (0.90%) Microsoft Office
5 9 (0.68%) Microsoft PowerPoint
6 5 (0.38%) Simulink
7 3 (0.23%) LaTeX
8 1 (0.075%) Adobe XD
8 1 (0.075%) Sketch
8 1 (0.075%) Spreadsheet
Business Applications
1 5 (0.38%) SAP S/4HANA
2 2 (0.15%) Dynamics CRM
3 1 (0.075%) SAP IBP
3 1 (0.075%) Shopify
3 1 (0.075%) Teamcenter
Cloud Services
1 587 (44.07%) Azure
2 487 (36.56%) AWS
3 243 (18.24%) GCP
4 135 (10.14%) Power Platform
5 112 (8.41%) GitHub
6 110 (8.26%) Serverless
7 103 (7.73%) Azure Machine Learning
8 90 (6.76%) Azure AI
9 81 (6.08%) Azure DevOps
10 77 (5.78%) Amazon SageMaker
11 73 (5.48%) Snowflake
12 68 (5.11%) Amazon S3
13 61 (4.58%) Vertex AI
14 54 (4.05%) Azure Data Factory
15 53 (3.98%) AWS Lambda
15 53 (3.98%) Azure Synapse Analytics
16 51 (3.83%) GitHub Actions
17 43 (3.23%) AWS CloudFormation
17 43 (3.23%) Azure AKS
18 42 (3.15%) Amazon ECS
Communications & Networking
1 17 (1.28%) Network Security
2 9 (0.68%) Firewall
2 9 (0.68%) HTTP
3 6 (0.45%) DNS
3 6 (0.45%) Ethernet
4 5 (0.38%) FTP
4 5 (0.38%) Internet
4 5 (0.38%) SMTP
4 5 (0.38%) SSL
5 4 (0.30%) 5G
5 4 (0.30%) InfiniBand
6 3 (0.23%) Cisco IPT
6 3 (0.23%) LTE
6 3 (0.23%) VPN
7 2 (0.15%) 2G
7 2 (0.15%) 4G
7 2 (0.15%) Bluetooth
7 2 (0.15%) Modbus
7 2 (0.15%) Radio Access Network
7 2 (0.15%) VoIP
Database & Business Intelligence
1 106 (7.96%) Power BI
2 93 (6.98%) Data Lake
3 81 (6.08%) Data Warehouse
4 64 (4.80%) Big Data
5 56 (4.20%) NoSQL
6 53 (3.98%) Metadata
7 48 (3.60%) BigQuery
8 46 (3.45%) PostgreSQL
9 40 (3.00%) Tableau
10 36 (2.70%) Hadoop
10 36 (2.70%) Pinecone
11 28 (2.10%) SQL Server
12 26 (1.95%) Delta Lake
12 26 (1.95%) Weaviate
13 25 (1.88%) Relational Database
14 22 (1.65%) Mixpanel
15 21 (1.58%) Amazon Athena
15 21 (1.58%) Elasticsearch
16 17 (1.28%) Amazon Redshift
16 17 (1.28%) MySQL
Development Applications
1 109 (8.18%) Git
2 97 (7.28%) MLflow
3 39 (2.93%) Jenkins
4 27 (2.03%) GitLab
4 27 (2.03%) JIRA
5 15 (1.13%) Selenium
6 12 (0.90%) JMeter
6 12 (0.90%) Visual Studio
7 7 (0.53%) Gradle
7 7 (0.53%) SonarQube
8 6 (0.45%) PyCharm
9 5 (0.38%) Cypress.io
9 5 (0.38%) Maven
9 5 (0.38%) MSTest
10 4 (0.30%) Android Studio
10 4 (0.30%) Bitbucket
10 4 (0.30%) Oracle APEX
10 4 (0.30%) RStudio
11 3 (0.23%) Postman
12 2 (0.15%) Visual Studio Code
General
1 340 (25.53%) Social Skills
2 286 (21.47%) Finance
3 150 (11.26%) Analytical Skills
4 140 (10.51%) Public Sector
5 94 (7.06%) Banking
6 43 (3.23%) Pharmaceutical
7 39 (2.93%) Marketing
8 34 (2.55%) Retail
9 31 (2.33%) Investment Banking
10 28 (2.10%) Legal
11 27 (2.03%) Influencing Skills
12 25 (1.88%) Front Office
13 24 (1.80%) Inclusion and Diversity
14 23 (1.73%) Manufacturing
15 19 (1.43%) Presentation Skills
16 18 (1.35%) Documentation Skills
17 17 (1.28%) Telecoms
18 14 (1.05%) Financial Institution
19 13 (0.98%) Electronics
20 12 (0.90%) Law
Job Titles
1 193 (14.49%) Artificial Intelligence Engineer
2 188 (14.11%) Data Scientist
3 176 (13.21%) Architect
4 170 (12.76%) Senior
5 135 (10.14%) Data Engineer
6 119 (8.93%) Developer
7 112 (8.41%) Lead
8 65 (4.88%) Artificial Intelligence Architect
9 62 (4.65%) Analyst
10 58 (4.35%) Machine Learning Engineer
11 57 (4.28%) Python Engineer
12 56 (4.20%) Software Engineer
13 49 (3.68%) Data Architect
14 39 (2.93%) Gen AI Engineer
14 39 (2.93%) Solutions Architect
15 37 (2.78%) Senior Data Scientist
16 35 (2.63%) Azure Engineer
17 33 (2.48%) Consultant
18 29 (2.18%) Artificial Intelligence Developer
19 23 (1.73%) Python Developer
Libraries, Frameworks & Software Standards
1 232 (17.42%) PyTorch
2 189 (14.19%) TensorFlow
3 138 (10.36%) scikit-learn
4 116 (8.71%) Pandas
5 89 (6.68%) LangChain
6 84 (6.31%) NumPy
7 82 (6.16%) React
8 71 (5.33%) FastAPI
9 61 (4.58%) PySpark
10 60 (4.50%) Hugging Face
11 59 (4.43%) .NET
12 57 (4.28%) Model Context Protocol
12 57 (4.28%) REST
13 56 (4.20%) Kafka
14 54 (4.05%) LangGraph
15 49 (3.68%) Node.js
16 45 (3.38%) RESTful
17 37 (2.78%) AngularJS
18 33 (2.48%) Faiss
19 32 (2.40%) Flask
Miscellaneous
1 185 (13.89%) Cloud Native
2 178 (13.36%) Algorithms
3 105 (7.88%) AI Agents
4 49 (3.68%) Product Ownership
5 48 (3.60%) Onboarding
6 37 (2.78%) Distributed Systems
7 36 (2.70%) Data Protection Act
8 30 (2.25%) Legacy Systems
9 26 (1.95%) Distributed Computing
10 24 (1.80%) Data Structures
11 23 (1.73%) Hybrid Cloud
11 23 (1.73%) Life Science
12 20 (1.50%) Genomics
13 18 (1.35%) Analytical Mindset
14 16 (1.20%) Enterprise Software
14 16 (1.20%) Fixed Income
15 15 (1.13%) Management Information System
16 13 (0.98%) Taxonomies
17 12 (0.90%) Derivative
17 12 (0.90%) Greenfield Project
Operating Systems
1 36 (2.70%) Linux
2 12 (0.90%) Windows
3 10 (0.75%) VMS
4 9 (0.68%) Apple iOS
4 9 (0.68%) Red Hat Enterprise Linux
5 8 (0.60%) Android
5 8 (0.60%) Ubuntu
6 4 (0.30%) Unix
7 1 (0.075%) CentOS
7 1 (0.075%) Robot Operating System
Processes & Methodologies
1 1,038 (77.93%) AI
2 522 (39.19%) Data Science
3 380 (28.53%) CI/CD
4 369 (27.70%) LLM
5 364 (27.33%) Analytics
6 300 (22.52%) DevOps
7 289 (21.70%) Agile
7 289 (21.70%) Data Pipeline
8 275 (20.65%) Generative AI
9 255 (19.14%) Data Engineering
10 253 (18.99%) MLOps
11 225 (16.89%) Problem-Solving
12 198 (14.86%) Natural Language Processing
13 181 (13.59%) Software Engineering
14 177 (13.29%) Retrieval-Augmented Generation
15 174 (13.06%) Use Case
16 167 (12.54%) Containerisation
17 158 (11.86%) Prompt Engineering
18 156 (11.71%) Data Modelling
19 154 (11.56%) ETL
Programming Languages
1 831 (62.39%) Python
2 333 (25.00%) SQL
3 84 (6.31%) Java
4 76 (5.71%) C#
5 74 (5.56%) R
6 61 (4.58%) JavaScript
7 56 (4.20%) TypeScript
8 28 (2.10%) C++
9 25 (1.88%) PowerShell
10 22 (1.65%) Scala
11 17 (1.28%) Bash
12 15 (1.13%) Bicep
13 12 (0.90%) MATLAB
14 11 (0.83%) Go
15 9 (0.68%) Rust
16 6 (0.45%) Kotlin
17 5 (0.38%) C
17 5 (0.38%) SPARQL
17 5 (0.38%) SystemVerilog
17 5 (0.38%) Tcl
Qualifications
1 223 (16.74%) Security Cleared
2 180 (13.51%) Degree
3 160 (12.01%) SC Cleared
4 78 (5.86%) Master's Degree
5 46 (3.45%) PhD
6 41 (3.08%) Computer Science Degree
7 34 (2.55%) DV Cleared
8 30 (2.25%) BPSS Clearance
9 23 (1.73%) Microsoft Certified Professional
10 20 (1.50%) AWS Certification
11 19 (1.43%) Azure Certification
12 8 (0.60%) CISSP
13 7 (0.53%) ISTQB
14 6 (0.45%) AWS Certified Solutions Architect
14 6 (0.45%) Microsoft Certification
15 5 (0.38%) HNC
15 5 (0.38%) HND
15 5 (0.38%) TOGAF Certification
16 4 (0.30%) CISM
16 4 (0.30%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 121 (9.08%) Data Quality
2 53 (3.98%) QA
3 52 (3.90%) GDPR
4 35 (2.63%) NIST
5 26 (1.95%) EU AI Act
6 19 (1.43%) Accessibility
7 14 (1.05%) ISO/IEC 27001
8 7 (0.53%) GRC
9 6 (0.45%) Actionable Recommendations
9 6 (0.45%) NCSC
10 5 (0.38%) DO-254
10 5 (0.38%) HIPAA
10 5 (0.38%) HMG Security Policy Framework
11 4 (0.30%) Disclosure Scotland
11 4 (0.30%) ISO/IEC 42001
11 4 (0.30%) PCI DSS
12 3 (0.23%) Sarbanes-Oxley
12 3 (0.23%) SOC 2
13 2 (0.15%) EMIR
13 2 (0.15%) NIST 800
System Software
1 205 (15.39%) Docker
2 11 (0.83%) Active Directory
2 11 (0.83%) Slurm Workload Manager
3 7 (0.53%) Firmware
4 4 (0.30%) Virtual Machines
5 3 (0.23%) Lustre
6 2 (0.15%) Ceph
6 2 (0.15%) HDFS
7 1 (0.075%) GPFS
Systems Management
1 207 (15.54%) Kubernetes
2 139 (10.44%) Terraform
3 20 (1.50%) Ansible
3 20 (1.50%) Grafana
4 13 (0.98%) Kubeflow
5 11 (0.83%) Prometheus
6 9 (0.68%) Podman
7 7 (0.53%) Kibana
7 7 (0.53%) SCOM
8 4 (0.30%) Argo
8 4 (0.30%) logstash
9 3 (0.23%) ITRS Geneos
10 2 (0.15%) Istio
10 2 (0.15%) Knative
10 2 (0.15%) Rancher
10 2 (0.15%) Single Sign-On
11 1 (0.075%) HP Fortify
11 1 (0.075%) Microsoft Intune
11 1 (0.075%) Progress Chef
11 1 (0.075%) SELinux
Vendors
1 200 (15.02%) Databricks
2 186 (13.96%) Microsoft
3 110 (8.26%) Google
4 96 (7.21%) OpenAI
5 70 (5.26%) Foundry
6 36 (2.70%) SAP
7 24 (1.80%) Oracle
8 19 (1.43%) ServiceNow
9 12 (0.90%) Informatica
9 12 (0.90%) Salesforce
10 11 (0.83%) Automation Anywhere
10 11 (0.83%) UiPath
11 10 (0.75%) NVIDIA
12 9 (0.68%) Greenplum
12 9 (0.68%) IBM
12 9 (0.68%) Splunk
13 7 (0.53%) Amplitude
13 7 (0.53%) Dynatrace
13 7 (0.53%) Palantir
13 7 (0.53%) Pega