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 21 June 2026, with comparisons to the same periods in the previous two years.

6 months to
21 Jun 2026
Same period 2025 Same period 2024
Rank 79 110 138
Rank change year-on-year +31 +28 +84
Contract jobs citing Machine Learning 1,540 742 740
As % of all contract jobs in the UK 3.04% 2.48% 1.69%
As % of the Processes & Methodologies category 3.58% 2.73% 1.98%
Number of daily rates quoted 937 450 524
10th Percentile £413 £393 £413
25th Percentile £488 £462 £500
Median daily rate (50th Percentile) £575 £550 £580
Median % change year-on-year +4.55% -5.17% -1.28%
75th Percentile £675 £687 £738
90th Percentile £775 £850 £788
UK excluding London median daily rate £550 £550 £538
% change year-on-year - +2.33% -2.27%
Number of hourly rates quoted 48 21 20
10th Percentile £40.15 £31.00 £41.25
25th Percentile £50.00 £45.00 £46.18
Median hourly rate £67.00 £75.00 £52.50
Median % change year-on-year -10.67% +42.86% +50.00%
75th Percentile £84.06 £81.01 £66.25
90th Percentile £89.13 £88.00 £75.38
UK excluding London median hourly rate £64.00 £78.10 £52.50
% change year-on-year -18.05% +48.76% +50.00%

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 43,022 27,229 37,288
As % of all contract IT jobs advertised in the UK 84.89% 91.03% 84.92%
Number of daily rates quoted 26,821 17,261 23,717
10th Percentile £325 £300 £300
25th Percentile £413 £406 £413
Median daily rate (50th Percentile) £513 £503 £525
Median % change year-on-year +1.99% -4.29% -4.55%
75th Percentile £622 £625 £638
90th Percentile £725 £738 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 2,576 1,270 2,626
10th Percentile £14.82 £14.20 £12.75
25th Percentile £20.09 £17.87 £16.06
Median hourly rate £43.96 £25.40 £37.50
Median % change year-on-year +73.07% -32.27% +7.14%
75th Percentile £68.00 £55.00 £61.30
90th Percentile £82.25 £72.63 £72.50
UK excluding London median hourly rate £45.00 £25.15 £38.12
% change year-on-year +78.93% -34.02% +17.29%

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 21 June 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 21 June 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 21 June 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 +26 1,278 £575 +0.88% 870
London +34 855 £575 +0.88% 465
UK excluding London +7 484 £550 - 606
Work from Home +25 447 £588 +6.82% 355
North of England +2 136 £575 +13.30% 129
Scotland +49 107 £515 +10.28% 24
South East -32 95 £615 +6.96% 216
North West 0 75 £590 +7.36% 86
Midlands -21 63 £550 +10.00% 62
South West -21 48 £500 -19.35% 76
West Midlands -26 47 £550 +10.00% 34
Yorkshire -22 46 £550 -5.38% 34
East of England -23 36 £550 -10.20% 71
North East -26 18 £550 +37.50% 10
Wales -12 17 £550 -4.35% 19
East Midlands -11 14 £675 +58.82% 28
Northern Ireland - 1 £334 - 27

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
1 108 (7.01%) Apache Spark
2 70 (4.55%) Apache Airflow
3 51 (3.31%) Apache
4 38 (2.47%) Jupyter
5 23 (1.49%) Confluence
6 9 (0.58%) Appian
7 8 (0.52%) SharePoint
8 6 (0.39%) Palantir Foundry
9 5 (0.32%) CMS
9 5 (0.32%) Headless CMS
9 5 (0.32%) SAS
10 3 (0.19%) Microsoft Exchange
11 2 (0.13%) Luigi
12 1 (0.065%) Apache Pulsar
12 1 (0.065%) Apache Superset
12 1 (0.065%) Apache Synapse
12 1 (0.065%) ArcGIS
12 1 (0.065%) NetWeaver
12 1 (0.065%) Oracle Workflow
Applications
1 31 (2.01%) Chatbot
2 13 (0.84%) Microsoft Excel
3 9 (0.58%) Microsoft PowerPoint
4 8 (0.52%) Microsoft Project
5 7 (0.45%) Microsoft Office
6 3 (0.19%) CPLEX
6 3 (0.19%) LaTeX
7 2 (0.13%) Simulink
8 1 (0.065%) Notion
Business Applications
1 11 (0.71%) SAP IBP
2 7 (0.45%) SAP S/4HANA
3 2 (0.13%) Oracle Assets
3 2 (0.13%) Sparx Enterprise Architect
4 1 (0.065%) Dynamics CRM
4 1 (0.065%) OpenText VIM for SAP
4 1 (0.065%) Oracle ERP
4 1 (0.065%) Salesforce CRM
4 1 (0.065%) SAP APO
4 1 (0.065%) SAP ERP
4 1 (0.065%) Sprinklr
Cloud Services
1 568 (36.88%) Azure
2 547 (35.52%) AWS
3 274 (17.79%) GCP
4 141 (9.16%) Power Platform
5 113 (7.34%) Serverless
6 100 (6.49%) Amazon S3
6 100 (6.49%) GitHub
7 91 (5.91%) Azure AI
8 85 (5.52%) AWS Lambda
9 81 (5.26%) Amazon SageMaker
10 75 (4.87%) Snowflake
11 74 (4.81%) Azure Machine Learning
12 70 (4.55%) Azure DevOps
13 56 (3.64%) Vertex AI
14 54 (3.51%) Azure Synapse Analytics
15 53 (3.44%) Amazon Bedrock
16 52 (3.38%) GitHub Actions
17 46 (2.99%) Azure Data Factory
18 38 (2.47%) AWS CloudFormation
18 38 (2.47%) dbt
Communications & Networking
1 16 (1.04%) Firewall
2 9 (0.58%) Internet
3 8 (0.52%) Network Security
4 6 (0.39%) DNS
5 5 (0.32%) DHCP
6 4 (0.26%) HTTP
6 4 (0.26%) NAS
6 4 (0.26%) SAN
6 4 (0.26%) VPN
7 3 (0.19%) SMTP
8 2 (0.13%) 4G
8 2 (0.13%) 5G
8 2 (0.13%) Ethernet
8 2 (0.13%) MQTT
8 2 (0.13%) PCoIP
8 2 (0.13%) Radio Access Network
8 2 (0.13%) Remote Desktop
9 1 (0.065%) InfiniBand
9 1 (0.065%) LTE
9 1 (0.065%) Modbus
Database & Business Intelligence
1 114 (7.40%) Power BI
2 104 (6.75%) Data Lake
3 78 (5.06%) Big Data
4 75 (4.87%) Metadata
5 66 (4.29%) BigQuery
5 66 (4.29%) Data Warehouse
6 50 (3.25%) NoSQL
7 47 (3.05%) Tableau
8 42 (2.73%) Amazon Athena
9 40 (2.60%) PostgreSQL
10 37 (2.40%) Amazon Redshift
11 35 (2.27%) Hadoop
12 34 (2.21%) Relational Database
13 32 (2.08%) SQL Server
14 31 (2.01%) Delta Lake
15 27 (1.75%) Pinecone
16 23 (1.49%) MongoDB
17 19 (1.23%) Weaviate
18 18 (1.17%) Mixpanel
18 18 (1.17%) MySQL
Development Applications
1 94 (6.10%) Git
2 78 (5.06%) MLflow
3 52 (3.38%) JIRA
4 46 (2.99%) GitLab
5 27 (1.75%) Jenkins
6 9 (0.58%) Visual Studio
7 7 (0.45%) Claude Code
7 7 (0.45%) Selenium
7 7 (0.45%) Vite
8 4 (0.26%) Cypress.io
8 4 (0.26%) ER Studio
8 4 (0.26%) ERwin
8 4 (0.26%) JMeter
8 4 (0.26%) Maven
8 4 (0.26%) PyCharm
9 3 (0.19%) Gradle
9 3 (0.19%) JUnit
9 3 (0.19%) REST Assured
9 3 (0.19%) SonarQube
9 3 (0.19%) Spinnaker
General
1 319 (20.71%) Social Skills
2 301 (19.55%) Finance
3 196 (12.73%) Analytical Skills
4 154 (10.00%) Public Sector
5 100 (6.49%) Banking
6 37 (2.40%) Inclusion and Diversity
6 37 (2.40%) Marketing
7 30 (1.95%) Pharmaceutical
8 27 (1.75%) Legal
8 27 (1.75%) Retail
9 25 (1.62%) Documentation Skills
10 22 (1.43%) Front Office
11 21 (1.36%) Influencing Skills
12 20 (1.30%) Aviation
13 18 (1.17%) Telecoms
14 17 (1.10%) Law
15 15 (0.97%) Financial Institution
15 15 (0.97%) Investment Banking
16 12 (0.78%) Manufacturing
16 12 (0.78%) Presentation Skills
Job Titles
1 219 (14.22%) Data Scientist
2 216 (14.03%) Senior
3 212 (13.77%) Architect
4 150 (9.74%) Artificial Intelligence Engineer
5 143 (9.29%) Data Engineer
6 135 (8.77%) Lead
7 103 (6.69%) Developer
8 78 (5.06%) Analyst
9 73 (4.74%) Python Engineer
10 68 (4.42%) Software Engineer
11 65 (4.22%) Data Architect
12 64 (4.16%) Machine Learning Engineer
13 62 (4.03%) Solutions Architect
14 59 (3.83%) Artificial Intelligence Architect
15 45 (2.92%) Consultant
16 41 (2.66%) Senior Data Scientist
17 35 (2.27%) Platform Engineer
17 35 (2.27%) Python Developer
18 34 (2.21%) Full-Stack Engineer
19 32 (2.08%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 178 (11.56%) PyTorch
2 123 (7.99%) TensorFlow
3 110 (7.14%) scikit-learn
4 90 (5.84%) Pandas
5 85 (5.52%) Kafka
6 78 (5.06%) LangChain
7 74 (4.81%) React
8 68 (4.42%) NumPy
8 68 (4.42%) PySpark
9 61 (3.96%) REST
10 53 (3.44%) .NET
11 44 (2.86%) Hugging Face
12 34 (2.21%) AngularJS
12 34 (2.21%) LangGraph
13 33 (2.14%) FastAPI
14 31 (2.01%) Model Context Protocol
15 30 (1.95%) RESTful
16 27 (1.75%) Node.js
17 22 (1.43%) pytest
18 20 (1.30%) LlamaIndex
Miscellaneous
1 185 (12.01%) Cloud Native
2 147 (9.55%) AI Agents
3 114 (7.40%) Algorithms
4 55 (3.57%) Product Ownership
5 47 (3.05%) Distributed Systems
6 45 (2.92%) Onboarding
7 27 (1.75%) Data Protection Act
8 23 (1.49%) Enterprise Software
9 22 (1.43%) Data Structures
10 21 (1.36%) Life Science
11 19 (1.23%) Fixed Income
12 17 (1.10%) Legacy Systems
13 16 (1.04%) Management Information System
14 14 (0.91%) Hybrid Cloud
14 14 (0.91%) Security Posture
15 13 (0.84%) Low-Code
16 12 (0.78%) Autonomous Agent
16 12 (0.78%) Distributed Computing
16 12 (0.78%) Public Cloud
16 12 (0.78%) Taxonomies
Operating Systems
1 35 (2.27%) Linux
2 17 (1.10%) Windows
3 11 (0.71%) Unix
4 6 (0.39%) Apple iOS
4 6 (0.39%) VMS
5 5 (0.32%) Android
6 4 (0.26%) Windows Server
7 2 (0.13%) Red Hat Enterprise Linux
8 1 (0.065%) Windows Server 2003
Processes & Methodologies
1 1,240 (80.52%) AI
2 580 (37.66%) Data Science
3 490 (31.82%) CI/CD
4 447 (29.03%) LLM
5 436 (28.31%) Analytics
6 359 (23.31%) Data Pipeline
7 353 (22.92%) Generative AI
8 323 (20.97%) DevOps
9 305 (19.81%) MLOps
10 299 (19.42%) Agile
11 285 (18.51%) Data Engineering
12 251 (16.30%) Use Case
13 211 (13.70%) Problem-Solving
14 206 (13.38%) Decision-Making
14 206 (13.38%) Software Engineering
15 188 (12.21%) Retrieval-Augmented Generation
16 185 (12.01%) Data Governance
17 183 (11.88%) ETL
18 169 (10.97%) Infrastructure as Code
19 168 (10.91%) Roadmaps
Programming Languages
1 870 (56.49%) Python
2 392 (25.45%) SQL
3 107 (6.95%) Java
4 67 (4.35%) C#
5 64 (4.16%) R
6 57 (3.70%) TypeScript
7 54 (3.51%) JavaScript
8 24 (1.56%) Bash
8 24 (1.56%) C++
9 14 (0.91%) Bicep
9 14 (0.91%) PowerShell
10 13 (0.84%) Scala
11 12 (0.78%) Go
12 10 (0.65%) Kotlin
13 9 (0.58%) SPARQL
14 7 (0.45%) MATLAB
14 7 (0.45%) PL/SQL
14 7 (0.45%) Rust
15 5 (0.32%) Perl
16 3 (0.19%) Korn
Qualifications
1 269 (17.47%) Security Cleared
2 187 (12.14%) SC Cleared
3 120 (7.79%) Degree
4 47 (3.05%) BPSS Clearance
4 47 (3.05%) Master's Degree
5 43 (2.79%) DV Cleared
6 41 (2.66%) AWS Certification
7 40 (2.60%) Computer Science Degree
8 30 (1.95%) PhD
9 21 (1.36%) Azure Certification
9 21 (1.36%) CISSP
10 19 (1.23%) AWS Certified Solutions Architect
11 15 (0.97%) CISM
12 7 (0.45%) AWS Certified Cloud Practitioner
12 7 (0.45%) AWS Certified DevOps Engineer
12 7 (0.45%) ISTQB
13 5 (0.32%) CEH
13 5 (0.32%) DBS Check
13 5 (0.32%) GIAC
13 5 (0.32%) Microsoft Certification
Quality Assurance & Compliance
1 186 (12.08%) Data Quality
2 62 (4.03%) GDPR
3 52 (3.38%) QA
4 31 (2.01%) NIST
5 17 (1.10%) ISO/IEC 27001
6 16 (1.04%) Accessibility
7 14 (0.91%) EU AI Act
8 11 (0.71%) Actionable Recommendations
8 11 (0.71%) HIPAA
8 11 (0.71%) Sarbanes-Oxley
9 8 (0.52%) GRC
10 7 (0.45%) GxP
10 7 (0.45%) NCSC
11 5 (0.32%) WCAG
12 4 (0.26%) COBIT
12 4 (0.26%) Disclosure Scotland
13 3 (0.19%) California Consumer Privacy Act
13 3 (0.19%) ISO/IEC 42001
13 3 (0.19%) SLA
13 3 (0.19%) Solvency II
System Software
1 207 (13.44%) Docker
2 12 (0.78%) Active Directory
3 11 (0.71%) Slurm Workload Manager
4 5 (0.32%) Microsoft App-V
4 5 (0.32%) VMware Infrastructure
5 3 (0.19%) BitLocker
5 3 (0.19%) Firmware
5 3 (0.19%) Hyper-V
5 3 (0.19%) Terminal Services
5 3 (0.19%) Virtual Machines
5 3 (0.19%) VMware ESXi
6 2 (0.13%) Apache ZooKeeper
6 2 (0.13%) IAG
6 2 (0.13%) Virtual Desktop
6 2 (0.13%) VMware Workstation
7 1 (0.065%) Embedded Firmware
Systems Management
1 254 (16.49%) Kubernetes
2 166 (10.78%) Terraform
3 23 (1.49%) Kubeflow
4 21 (1.36%) Grafana
5 17 (1.10%) Ansible
6 14 (0.91%) Prometheus
7 9 (0.58%) Podman
8 7 (0.45%) Istio
9 3 (0.19%) Nagios
9 3 (0.19%) NetBackup
9 3 (0.19%) Puppet
9 3 (0.19%) Rancher
9 3 (0.19%) vCenter Server
9 3 (0.19%) vMotion
10 2 (0.13%) Active Directory Federation Services
10 2 (0.13%) Argo
10 2 (0.13%) Docker Swarm
10 2 (0.13%) Kibana
10 2 (0.13%) Packer
10 2 (0.13%) SCCM
Vendors
1 188 (12.21%) Databricks
2 172 (11.17%) Microsoft
3 105 (6.82%) OpenAI
4 95 (6.17%) Google
5 57 (3.70%) Foundry
6 40 (2.60%) SAP
7 34 (2.21%) Oracle
8 26 (1.69%) ServiceNow
9 20 (1.30%) Informatica
10 17 (1.10%) IBM
11 15 (0.97%) UiPath
12 13 (0.84%) Dynatrace
13 10 (0.65%) Automation Anywhere
14 8 (0.52%) Salesforce
15 7 (0.45%) Amplitude
15 7 (0.45%) Sybase
15 7 (0.45%) Talend
16 6 (0.39%) Palantir
16 6 (0.39%) Pega
16 6 (0.39%) Workday