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 2 January 2026, with comparisons to the same periods in the previous two years.

6 months to
2 Jan 2026
Same period 2025 Same period 2024
Rank 76 101 183
Rank change year-on-year +25 +82 +24
Contract jobs citing Machine Learning 1,185 809 609
As % of all contract jobs in the UK 3.20% 2.46% 1.41%
As % of the Processes & Methodologies category 3.63% 2.79% 1.60%
Number of daily rates quoted 770 541 442
10th Percentile £401 £375 £400
25th Percentile £463 £475 £463
Median daily rate (50th Percentile) £563 £600 £575
Median % change year-on-year -6.25% +4.35% -8.00%
75th Percentile £688 £731 £700
90th Percentile £788 £825 £775
UK excluding London median daily rate £508 £513 £525
% change year-on-year -0.98% -2.38% -14.77%
Number of hourly rates quoted 38 19 29
10th Percentile £31.50 £13.06 £42.50
25th Percentile £43.05 £19.38 -
Median hourly rate £53.27 £26.50 £46.18
Median % change year-on-year +101.02% -42.62% +31.94%
75th Percentile £78.00 £49.97 £47.50
90th Percentile £95.30 £56.00 £65.35
UK excluding London median hourly rate £65.00 £37.34 £46.18
% change year-on-year +74.08% -19.14% -7.64%

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 32,669 29,037 38,027
As % of all contract IT jobs advertised in the UK 88.09% 88.41% 87.99%
Number of daily rates quoted 20,654 17,656 25,324
10th Percentile £304 £306 £306
25th Percentile £406 £413 £419
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £615 £638 £650
90th Percentile £722 £738 £744
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 2,016 941 1,546
10th Percentile £14.61 £15.62 £14.25
25th Percentile £17.69 £20.30 £18.93
Median hourly rate £25.15 £32.50 £43.79
Median % change year-on-year -22.62% -25.79% +25.12%
75th Percentile £53.75 £62.50 £65.00
90th Percentile £69.40 £74.75 £77.50
UK excluding London median hourly rate £23.79 £30.78 £45.00
% change year-on-year -22.72% -31.60% +43.91%

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 2 January 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 2 January 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 2 January 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 +13 989 £575 -6.12% 1,081
London +12 649 £625 -3.85% 537
UK excluding London +44 375 £508 -0.98% 665
Work from Home +31 363 £550 +4.76% 542
North of England -9 84 £475 -2.26% 125
South East +18 76 £513 -3.53% 280
East of England +15 72 £529 -11.88% 70
Scotland +56 68 £525 +31.25% 40
North West -10 50 £475 +4.40% 72
Midlands -12 41 £508 +26.88% 63
Yorkshire -29 32 £514 -4.37% 41
West Midlands -15 30 £514 +17.49% 40
South West -15 30 £550 -17.60% 80
East Midlands -17 11 £426 +19.66% 22
Wales +2 9 £700 +218.18% 13
North East -19 3 £593 +36.99% 13
Northern Ireland - 2 £675 - 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 90 (7.59%) Apache Spark
2 65 (5.49%) Apache Airflow
3 35 (2.95%) Apache
4 25 (2.11%) Jupyter
5 10 (0.84%) Confluence
6 8 (0.68%) Apache Pig
6 8 (0.68%) Appian
7 7 (0.59%) SAS
8 6 (0.51%) GeoServer
8 6 (0.51%) Smallworld
9 4 (0.34%) IIS
10 3 (0.25%) CMS
10 3 (0.25%) SharePoint
11 1 (0.084%) Apache Superset
11 1 (0.084%) Luigi
11 1 (0.084%) Microsoft Exchange
11 1 (0.084%) nginx
11 1 (0.084%) Red Hat Fuse
Applications
1 41 (3.46%) Chatbot
2 15 (1.27%) Microsoft Excel
3 10 (0.84%) Microsoft Office
3 10 (0.84%) Microsoft Project
4 6 (0.51%) Microsoft PowerPoint
5 5 (0.42%) Simulink
6 2 (0.17%) LaTeX
7 1 (0.084%) Adobe XD
7 1 (0.084%) Sketch
7 1 (0.084%) Spreadsheet
7 1 (0.084%) Trello
Business Applications
1 9 (0.76%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) SAP ERP
2 2 (0.17%) Teamcenter
3 1 (0.084%) Distributed Ledger
3 1 (0.084%) Salesforce CRM
3 1 (0.084%) SAP GRC
3 1 (0.084%) Shopify
3 1 (0.084%) Workday HCM
Cloud Services
1 505 (42.62%) Azure
2 405 (34.18%) AWS
3 219 (18.48%) GCP
4 109 (9.20%) Power Platform
5 104 (8.78%) GitHub
6 103 (8.69%) Serverless
7 88 (7.43%) Azure Machine Learning
8 73 (6.16%) Azure DevOps
9 66 (5.57%) Amazon S3
10 65 (5.49%) Snowflake
11 63 (5.32%) Amazon SageMaker
12 60 (5.06%) Azure AI
12 60 (5.06%) Vertex AI
13 53 (4.47%) AWS Lambda
14 51 (4.30%) GitHub Actions
15 50 (4.22%) Azure AKS
16 47 (3.97%) Azure Synapse Analytics
17 43 (3.63%) Azure Data Factory
18 39 (3.29%) Amazon Bedrock
19 34 (2.87%) Amazon ECS
Communications & Networking
1 20 (1.69%) Network Security
2 19 (1.60%) HTTP
3 18 (1.52%) DNS
4 14 (1.18%) SSL
5 13 (1.10%) FTP
5 13 (1.10%) SMTP
6 6 (0.51%) Ethernet
6 6 (0.51%) Firewall
6 6 (0.51%) Internet
7 4 (0.34%) InfiniBand
7 4 (0.34%) VPN
8 2 (0.17%) 2G
8 2 (0.17%) 5G
8 2 (0.17%) Cisco Nexus
8 2 (0.17%) Ethernet VPN
8 2 (0.17%) Hyperconnected
8 2 (0.17%) LTE
8 2 (0.17%) Mobile Backhaul
8 2 (0.17%) Modbus
8 2 (0.17%) VXLAN
Database & Business Intelligence
1 96 (8.10%) Power BI
2 76 (6.41%) Data Lake
3 72 (6.08%) Data Warehouse
4 61 (5.15%) Big Data
5 52 (4.39%) NoSQL
6 50 (4.22%) PostgreSQL
7 45 (3.80%) BigQuery
8 35 (2.95%) Metadata
8 35 (2.95%) Tableau
9 28 (2.36%) Pinecone
10 27 (2.28%) Hadoop
11 22 (1.86%) Amazon Athena
12 19 (1.60%) Elasticsearch
12 19 (1.60%) Relational Database
13 18 (1.52%) Amazon Redshift
13 18 (1.52%) Data Mining
14 17 (1.43%) MongoDB
15 16 (1.35%) Delta Lake
15 16 (1.35%) Weaviate
16 14 (1.18%) Redis
Development Applications
1 88 (7.43%) Git
2 76 (6.41%) MLflow
3 52 (4.39%) Jenkins
4 35 (2.95%) GitLab
5 28 (2.36%) JIRA
6 18 (1.52%) JMeter
6 18 (1.52%) Selenium
7 15 (1.27%) SonarQube
8 13 (1.10%) Visual Studio
9 8 (0.68%) Cypress.io
10 6 (0.51%) JUnit
10 6 (0.51%) Postman
10 6 (0.51%) PyCharm
11 5 (0.42%) Mockito
11 5 (0.42%) MSTest
11 5 (0.42%) Snyk
12 4 (0.34%) Cucumber
12 4 (0.34%) Gatling
12 4 (0.34%) Gradle
12 4 (0.34%) Oracle APEX
General
1 338 (28.52%) Social Skills
2 241 (20.34%) Finance
3 133 (11.22%) Analytical Skills
4 119 (10.04%) Public Sector
5 77 (6.50%) Banking
6 42 (3.54%) Pharmaceutical
7 40 (3.38%) Marketing
8 36 (3.04%) Retail
9 30 (2.53%) Legal
10 28 (2.36%) Investment Banking
11 25 (2.11%) Manufacturing
12 23 (1.94%) Front Office
12 23 (1.94%) Telecoms
13 20 (1.69%) Documentation Skills
14 18 (1.52%) Influencing Skills
15 17 (1.43%) Inclusion and Diversity
16 15 (1.27%) Presentation Skills
17 14 (1.18%) Electronics
18 11 (0.93%) Aerospace
19 10 (0.84%) Financial Institution
Job Titles
1 190 (16.03%) Artificial Intelligence Engineer
2 168 (14.18%) Data Scientist
3 143 (12.07%) Architect
4 127 (10.72%) Data Engineer
4 127 (10.72%) Senior
5 104 (8.78%) Developer
6 85 (7.17%) Lead
7 64 (5.40%) Machine Learning Engineer
8 59 (4.98%) Python Engineer
9 57 (4.81%) Analyst
9 57 (4.81%) Artificial Intelligence Architect
10 50 (4.22%) Software Engineer
11 39 (3.29%) Gen AI Engineer
12 35 (2.95%) Data Architect
13 31 (2.62%) Solutions Architect
14 28 (2.36%) Azure Engineer
14 28 (2.36%) Consultant
15 26 (2.19%) Product Manager
16 24 (2.03%) Senior Data Scientist
17 23 (1.94%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 204 (17.22%) PyTorch
2 177 (14.94%) TensorFlow
3 123 (10.38%) scikit-learn
4 110 (9.28%) Pandas
5 91 (7.68%) LangChain
6 83 (7.00%) FastAPI
7 76 (6.41%) NumPy
8 70 (5.91%) React
9 63 (5.32%) Hugging Face
10 58 (4.89%) LangGraph
11 56 (4.73%) Kafka
12 53 (4.47%) RESTful
13 52 (4.39%) PySpark
14 51 (4.30%) REST
15 46 (3.88%) .NET
16 43 (3.63%) Node.js
17 34 (2.87%) pytest
18 32 (2.70%) Flask
19 27 (2.28%) AngularJS
19 27 (2.28%) Faiss
Miscellaneous
1 169 (14.26%) Algorithms
2 157 (13.25%) Cloud Native
3 102 (8.61%) AI Agents
4 43 (3.63%) Product Ownership
5 38 (3.21%) Distributed Systems
6 37 (3.12%) Onboarding
7 33 (2.78%) Data Protection Act
8 29 (2.45%) Legacy Systems
9 27 (2.28%) Analytical Mindset
10 26 (2.19%) Distributed Computing
11 25 (2.11%) Genomics
12 23 (1.94%) Life Science
13 22 (1.86%) Data Structures
14 21 (1.77%) Management Information System
15 19 (1.60%) Hybrid Cloud
16 17 (1.43%) Enterprise Software
17 14 (1.18%) Cyber Threat
18 13 (1.10%) CSOC
18 13 (1.10%) Cyberattack
18 13 (1.10%) Security Operations Centre
Operating Systems
1 28 (2.36%) Linux
2 11 (0.93%) Red Hat Enterprise Linux
3 10 (0.84%) VMS
4 9 (0.76%) Ubuntu
5 8 (0.68%) Unix
5 8 (0.68%) Windows
6 6 (0.51%) Android
6 6 (0.51%) Apple iOS
7 2 (0.17%) Robot Operating System
8 1 (0.084%) CentOS
Processes & Methodologies
1 887 (74.85%) AI
2 473 (39.92%) Data Science
3 337 (28.44%) LLM
4 317 (26.75%) CI/CD
5 304 (25.65%) Analytics
6 287 (24.22%) Agile
7 280 (23.63%) DevOps
8 236 (19.92%) Generative AI
9 232 (19.58%) Data Pipeline
10 217 (18.31%) MLOps
11 203 (17.13%) Problem-Solving
12 202 (17.05%) Data Engineering
13 173 (14.60%) Natural Language Processing
14 166 (14.01%) Software Engineering
15 163 (13.76%) Containerisation
16 152 (12.83%) Retrieval-Augmented Generation
17 141 (11.90%) Use Case
18 128 (10.80%) Prompt Engineering
19 127 (10.72%) Data Modelling
19 127 (10.72%) Visualisation
Programming Languages
1 756 (63.80%) Python
2 286 (24.14%) SQL
3 67 (5.65%) R
4 65 (5.49%) Java
5 58 (4.89%) JavaScript
6 57 (4.81%) C#
7 53 (4.47%) TypeScript
8 38 (3.21%) PowerShell
9 35 (2.95%) C++
10 26 (2.19%) Scala
11 20 (1.69%) Bash
12 17 (1.43%) Bicep
13 15 (1.27%) MATLAB
14 13 (1.10%) Go
15 5 (0.42%) C
15 5 (0.42%) SystemVerilog
15 5 (0.42%) Tcl
16 3 (0.25%) PL/SQL
16 3 (0.25%) Rust
16 3 (0.25%) Swift
Qualifications
1 173 (14.60%) Security Cleared
2 166 (14.01%) Degree
3 132 (11.14%) SC Cleared
4 65 (5.49%) Master's Degree
5 58 (4.89%) MCP
6 46 (3.88%) Computer Science Degree
7 35 (2.95%) PhD
8 33 (2.78%) DV Cleared
9 19 (1.60%) Azure Certification
10 13 (1.10%) BPSS Clearance
11 10 (0.84%) AWS Certification
12 8 (0.68%) CISSP
13 6 (0.51%) ISTQB
14 5 (0.42%) HNC
14 5 (0.42%) HND
14 5 (0.42%) Microsoft Certification
14 5 (0.42%) TOGAF Certification
15 4 (0.34%) Cisco Certification
15 4 (0.34%) CISM
15 4 (0.34%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 83 (7.00%) Data Quality
2 54 (4.56%) GDPR
3 48 (4.05%) QA
4 37 (3.12%) NIST
5 30 (2.53%) EU AI Act
6 19 (1.60%) ISO/IEC 27001
7 17 (1.43%) Accessibility
8 6 (0.51%) California Consumer Privacy Act
9 5 (0.42%) DO-254
9 5 (0.42%) HIPAA
9 5 (0.42%) HMG Security Policy Framework
9 5 (0.42%) ISO/IEC 42001
9 5 (0.42%) SOC 2
10 4 (0.34%) Disclosure Scotland
10 4 (0.34%) NCSC
10 4 (0.34%) PCI DSS
11 3 (0.25%) GRC
12 2 (0.17%) Actionable Recommendations
12 2 (0.17%) EMIR
12 2 (0.17%) GxP
System Software
1 205 (17.30%) Docker
2 12 (1.01%) Active Directory
3 9 (0.76%) Virtual Machines
4 7 (0.59%) Firmware
5 4 (0.34%) Lustre
6 3 (0.25%) Slurm Workload Manager
7 2 (0.17%) Ceph
7 2 (0.17%) GPFS
7 2 (0.17%) HDFS
7 2 (0.17%) Hyper-V
7 2 (0.17%) KVM
7 2 (0.17%) VMware Infrastructure
7 2 (0.17%) VMware NSX
Systems Management
1 195 (16.46%) Kubernetes
2 127 (10.72%) Terraform
3 30 (2.53%) Grafana
4 29 (2.45%) Ansible
5 18 (1.52%) Prometheus
6 16 (1.35%) Kubeflow
7 12 (1.01%) Kibana
8 11 (0.93%) SCOM
9 9 (0.76%) logstash
10 8 (0.68%) Argo
11 7 (0.59%) ITRS Geneos
12 4 (0.34%) Cilium
12 4 (0.34%) Progress Chef
12 4 (0.34%) Rsyslog
13 3 (0.25%) Kustomize
14 2 (0.17%) Istio
14 2 (0.17%) Knative
14 2 (0.17%) Podman
14 2 (0.17%) Single Sign-On
14 2 (0.17%) Systems Management Server (SMS)
Vendors
1 165 (13.92%) Databricks
1 165 (13.92%) Microsoft
2 111 (9.37%) Google
3 83 (7.00%) OpenAI
4 47 (3.97%) Foundry
5 38 (3.21%) SAP
6 17 (1.43%) Splunk
7 16 (1.35%) NVIDIA
8 15 (1.27%) Salesforce
8 15 (1.27%) ServiceNow
9 11 (0.93%) Oracle
10 9 (0.76%) Greenplum
11 8 (0.68%) TIBCO
12 7 (0.59%) Cisco
12 7 (0.59%) Pega
12 7 (0.59%) Solace
12 7 (0.59%) UiPath
13 6 (0.51%) Dynatrace
13 6 (0.51%) ESRI
13 6 (0.51%) Intergraph