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

6 months to
9 Jan 2026
Same period 2025 Same period 2024
Rank 77 97 180
Rank change year-on-year +20 +83 +33
Contract jobs citing Machine Learning 1,164 795 582
As % of all contract jobs in the UK 3.17% 2.49% 1.37%
As % of the Processes & Methodologies category 3.61% 2.81% 1.56%
Number of daily rates quoted 747 530 427
10th Percentile £400 £375 £400
25th Percentile £463 £475 £463
Median daily rate (50th Percentile) £563 £600 £565
Median % change year-on-year -6.25% +6.19% -9.60%
75th Percentile £697 £731 £700
90th Percentile £788 £814 £775
UK excluding London median daily rate £510 £516 £525
% change year-on-year -1.11% -1.76% -13.65%
Number of hourly rates quoted 38 18 27
10th Percentile £31.50 £13.06 £42.50
25th Percentile £43.05 £22.25 -
Median hourly rate £53.27 £27.50 £46.18
Median % change year-on-year +93.71% -40.45% +8.66%
75th Percentile £78.00 £51.86 £47.50
90th Percentile £95.30 £57.13 £65.70
UK excluding London median hourly rate £65.00 £37.34 £46.18
% change year-on-year +74.08% -19.14% -9.89%

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 32,247 28,287 37,232
As % of all contract IT jobs advertised in the UK 87.87% 88.55% 87.72%
Number of daily rates quoted 20,360 17,181 24,724
10th Percentile £304 £308 £305
25th Percentile £406 £413 £418
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £614 £638 £650
90th Percentile £720 £738 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,986 908 1,544
10th Percentile £14.50 £15.62 £14.25
25th Percentile £17.50 £20.30 £18.92
Median hourly rate £25.15 £32.50 £42.50
Median % change year-on-year -22.62% -23.53% +22.16%
75th Percentile £55.00 £61.88 £65.00
90th Percentile £69.65 £74.79 £77.50
UK excluding London median hourly rate £23.83 £30.11 £45.00
% change year-on-year -20.86% -33.10% +65.14%

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 9 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 9 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 9 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 +11 973 £575 -6.12% 1,779
London +13 643 £625 -3.85% 417
UK excluding London +45 364 £510 -1.11% 1,611
Work from Home +22 353 £550 +4.76% 770
North of England -23 79 £475 -1.14% 276
East of England +10 72 £529 -11.88% 252
South East +9 70 £550 +3.53% 545
Scotland +45 67 £514 +28.44% 62
North West -13 47 £465 +2.76% 115
Midlands -13 42 £511 +27.69% 186
West Midlands -11 31 £514 +17.49% 58
South West -17 30 £550 -17.60% 211
Yorkshire -27 30 £514 -4.37% 116
East Midlands -19 11 £426 +19.66% 122
Wales +2 9 £700 +218.18% 82
North East -23 3 £593 +36.99% 46
Northern Ireland - 2 £675 - 37

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 89 (7.65%) Apache Spark
2 65 (5.58%) Apache Airflow
3 35 (3.01%) Apache
4 26 (2.23%) Jupyter
5 10 (0.86%) Confluence
6 9 (0.77%) Appian
7 8 (0.69%) Apache Pig
8 7 (0.60%) SAS
9 6 (0.52%) GeoServer
9 6 (0.52%) Smallworld
10 4 (0.34%) IIS
10 4 (0.34%) SharePoint
11 3 (0.26%) CMS
12 2 (0.17%) Luigi
13 1 (0.086%) Apache Superset
13 1 (0.086%) Microsoft Exchange
13 1 (0.086%) nginx
13 1 (0.086%) Red Hat Fuse
Applications
1 40 (3.44%) Chatbot
2 15 (1.29%) Microsoft Excel
3 10 (0.86%) Microsoft Office
3 10 (0.86%) Microsoft Project
4 6 (0.52%) Microsoft PowerPoint
5 5 (0.43%) Simulink
6 2 (0.17%) LaTeX
7 1 (0.086%) Adobe XD
7 1 (0.086%) Sketch
7 1 (0.086%) Spreadsheet
7 1 (0.086%) Trello
Business Applications
1 8 (0.69%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) SAP ERP
2 2 (0.17%) Teamcenter
3 1 (0.086%) Distributed Ledger
3 1 (0.086%) Salesforce CRM
3 1 (0.086%) SAP GRC
3 1 (0.086%) Shopify
3 1 (0.086%) Workday HCM
Cloud Services
1 492 (42.27%) Azure
2 392 (33.68%) AWS
3 212 (18.21%) GCP
4 107 (9.19%) Power Platform
5 101 (8.68%) GitHub
6 98 (8.42%) Serverless
7 85 (7.30%) Azure Machine Learning
8 65 (5.58%) Azure DevOps
8 65 (5.58%) Snowflake
9 60 (5.15%) Amazon S3
9 60 (5.15%) Azure AI
10 58 (4.98%) Amazon SageMaker
10 58 (4.98%) Vertex AI
11 49 (4.21%) Azure AKS
12 48 (4.12%) AWS Lambda
12 48 (4.12%) GitHub Actions
13 44 (3.78%) Azure Data Factory
13 44 (3.78%) Azure Synapse Analytics
14 33 (2.84%) Amazon Bedrock
14 33 (2.84%) Amazon ECS
Communications & Networking
1 20 (1.72%) Network Security
2 17 (1.46%) HTTP
3 16 (1.37%) DNS
4 14 (1.20%) SSL
5 13 (1.12%) FTP
5 13 (1.12%) SMTP
6 6 (0.52%) Ethernet
6 6 (0.52%) Internet
7 5 (0.43%) Firewall
8 4 (0.34%) InfiniBand
9 3 (0.26%) VPN
10 2 (0.17%) 2G
10 2 (0.17%) 5G
10 2 (0.17%) BGP
10 2 (0.17%) Cisco IPT
10 2 (0.17%) Cisco Nexus
10 2 (0.17%) LTE
10 2 (0.17%) Modbus
10 2 (0.17%) OSPF
10 2 (0.17%) VXLAN
Database & Business Intelligence
1 94 (8.08%) Power BI
2 77 (6.62%) Data Lake
3 69 (5.93%) Data Warehouse
4 56 (4.81%) Big Data
5 49 (4.21%) NoSQL
5 49 (4.21%) PostgreSQL
6 44 (3.78%) BigQuery
7 36 (3.09%) Metadata
8 35 (3.01%) Tableau
9 29 (2.49%) Pinecone
10 27 (2.32%) Hadoop
11 19 (1.63%) Relational Database
12 18 (1.55%) Data Mining
13 17 (1.46%) Amazon Redshift
13 17 (1.46%) Elasticsearch
14 16 (1.37%) Amazon Athena
14 16 (1.37%) Weaviate
15 14 (1.20%) Delta Lake
15 14 (1.20%) Redis
16 13 (1.12%) MongoDB
Development Applications
1 86 (7.39%) Git
2 79 (6.79%) MLflow
3 48 (4.12%) Jenkins
4 33 (2.84%) GitLab
5 25 (2.15%) JIRA
6 17 (1.46%) JMeter
7 16 (1.37%) Selenium
8 14 (1.20%) SonarQube
9 12 (1.03%) Visual Studio
10 7 (0.60%) Cypress.io
11 6 (0.52%) PyCharm
12 5 (0.43%) MSTest
12 5 (0.43%) Postman
13 4 (0.34%) Cucumber
13 4 (0.34%) JUnit
13 4 (0.34%) Mockito
13 4 (0.34%) Oracle APEX
13 4 (0.34%) Robot Framework
13 4 (0.34%) RStudio
13 4 (0.34%) Snyk
General
1 328 (28.18%) Social Skills
2 243 (20.88%) Finance
3 132 (11.34%) Analytical Skills
4 117 (10.05%) Public Sector
5 73 (6.27%) Banking
6 41 (3.52%) Pharmaceutical
7 40 (3.44%) Marketing
8 36 (3.09%) Retail
9 30 (2.58%) Legal
10 26 (2.23%) Investment Banking
11 24 (2.06%) Manufacturing
12 23 (1.98%) Front Office
13 22 (1.89%) Telecoms
14 19 (1.63%) Influencing Skills
15 18 (1.55%) Documentation Skills
16 15 (1.29%) Inclusion and Diversity
16 15 (1.29%) Presentation Skills
17 14 (1.20%) Electronics
18 11 (0.95%) Aerospace
19 10 (0.86%) Financial Institution
Job Titles
1 190 (16.32%) Artificial Intelligence Engineer
2 160 (13.75%) Data Scientist
3 140 (12.03%) Architect
4 129 (11.08%) Data Engineer
4 129 (11.08%) Senior
5 98 (8.42%) Developer
6 88 (7.56%) Lead
7 65 (5.58%) Machine Learning Engineer
8 58 (4.98%) Python Engineer
9 57 (4.90%) Analyst
10 56 (4.81%) Artificial Intelligence Architect
11 48 (4.12%) Software Engineer
12 37 (3.18%) Gen AI Engineer
13 36 (3.09%) Data Architect
14 30 (2.58%) Solutions Architect
15 27 (2.32%) Azure Engineer
15 27 (2.32%) Consultant
16 26 (2.23%) Product Manager
17 25 (2.15%) Senior Data Scientist
18 23 (1.98%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 200 (17.18%) PyTorch
2 177 (15.21%) TensorFlow
3 119 (10.22%) scikit-learn
4 105 (9.02%) Pandas
5 89 (7.65%) LangChain
6 83 (7.13%) FastAPI
7 71 (6.10%) NumPy
8 68 (5.84%) React
9 58 (4.98%) LangGraph
10 57 (4.90%) Hugging Face
11 52 (4.47%) PySpark
12 51 (4.38%) Kafka
13 50 (4.30%) REST
14 49 (4.21%) RESTful
15 47 (4.04%) .NET
16 41 (3.52%) Node.js
17 34 (2.92%) pytest
18 31 (2.66%) Flask
19 28 (2.41%) Faiss
20 25 (2.15%) AngularJS
Miscellaneous
1 165 (14.18%) Algorithms
2 156 (13.40%) Cloud Native
3 101 (8.68%) AI Agents
4 43 (3.69%) Product Ownership
5 37 (3.18%) Distributed Systems
6 35 (3.01%) Onboarding
7 31 (2.66%) Data Protection Act
8 29 (2.49%) Legacy Systems
9 27 (2.32%) Analytical Mindset
10 26 (2.23%) Distributed Computing
11 25 (2.15%) Genomics
12 23 (1.98%) Life Science
13 22 (1.89%) Data Structures
14 21 (1.80%) Management Information System
15 17 (1.46%) Hybrid Cloud
16 16 (1.37%) Enterprise Software
17 14 (1.20%) Cyber Threat
18 13 (1.12%) CSOC
18 13 (1.12%) Cyberattack
18 13 (1.12%) Security Operations Centre
Operating Systems
1 26 (2.23%) Linux
2 11 (0.95%) Red Hat Enterprise Linux
3 10 (0.86%) VMS
4 9 (0.77%) Ubuntu
5 8 (0.69%) Unix
5 8 (0.69%) Windows
6 6 (0.52%) Android
6 6 (0.52%) Apple iOS
7 2 (0.17%) Robot Operating System
8 1 (0.086%) CentOS
Processes & Methodologies
1 878 (75.43%) AI
2 459 (39.43%) Data Science
3 331 (28.44%) LLM
4 310 (26.63%) CI/CD
5 303 (26.03%) Analytics
6 276 (23.71%) Agile
7 264 (22.68%) DevOps
8 231 (19.85%) Generative AI
9 229 (19.67%) Data Pipeline
10 217 (18.64%) MLOps
11 200 (17.18%) Data Engineering
12 199 (17.10%) Problem-Solving
13 173 (14.86%) Natural Language Processing
14 163 (14.00%) Software Engineering
15 161 (13.83%) Containerisation
16 153 (13.14%) Retrieval-Augmented Generation
17 135 (11.60%) Use Case
18 128 (11.00%) Data Modelling
18 128 (11.00%) Prompt Engineering
19 124 (10.65%) ETL
Programming Languages
1 743 (63.83%) Python
2 281 (24.14%) SQL
3 66 (5.67%) R
4 61 (5.24%) Java
5 57 (4.90%) C#
6 56 (4.81%) JavaScript
7 51 (4.38%) TypeScript
8 34 (2.92%) C++
8 34 (2.92%) PowerShell
9 25 (2.15%) Scala
10 20 (1.72%) Bash
11 15 (1.29%) Bicep
11 15 (1.29%) MATLAB
12 13 (1.12%) Go
13 5 (0.43%) C
13 5 (0.43%) SystemVerilog
13 5 (0.43%) Tcl
14 3 (0.26%) Data Analysis Expressions
14 3 (0.26%) PL/SQL
14 3 (0.26%) SPARQL
Qualifications
1 172 (14.78%) Security Cleared
2 165 (14.18%) Degree
3 132 (11.34%) SC Cleared
4 65 (5.58%) Master's Degree
5 58 (4.98%) MCP
6 46 (3.95%) Computer Science Degree
7 34 (2.92%) PhD
8 33 (2.84%) DV Cleared
9 17 (1.46%) Azure Certification
10 13 (1.12%) BPSS Clearance
11 8 (0.69%) AWS Certification
12 7 (0.60%) ISTQB
13 6 (0.52%) CISSP
14 5 (0.43%) HNC
14 5 (0.43%) HND
14 5 (0.43%) Microsoft Certification
14 5 (0.43%) TOGAF Certification
15 4 (0.34%) ISTQB Foundation Certification
16 3 (0.26%) ISTQB Advanced Certification
16 3 (0.26%) Oracle Certification
Quality Assurance & Compliance
1 85 (7.30%) Data Quality
2 49 (4.21%) QA
3 46 (3.95%) GDPR
4 35 (3.01%) NIST
5 30 (2.58%) EU AI Act
6 16 (1.37%) Accessibility
6 16 (1.37%) ISO/IEC 27001
7 6 (0.52%) California Consumer Privacy Act
8 5 (0.43%) DO-254
8 5 (0.43%) HMG Security Policy Framework
8 5 (0.43%) ISO/IEC 42001
9 4 (0.34%) Disclosure Scotland
9 4 (0.34%) HIPAA
9 4 (0.34%) PCI DSS
9 4 (0.34%) SOC 2
10 3 (0.26%) GRC
10 3 (0.26%) NCSC
11 2 (0.17%) Actionable Recommendations
11 2 (0.17%) EMIR
11 2 (0.17%) JSP 440
System Software
1 200 (17.18%) Docker
2 12 (1.03%) Active Directory
3 8 (0.69%) Virtual Machines
4 7 (0.60%) Firmware
5 4 (0.34%) Lustre
6 3 (0.26%) 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
1 191 (16.41%) Kubernetes
2 123 (10.57%) Terraform
3 29 (2.49%) Ansible
3 29 (2.49%) Grafana
4 18 (1.55%) Prometheus
5 16 (1.37%) Kubeflow
6 11 (0.95%) SCOM
7 10 (0.86%) Kibana
8 8 (0.69%) Argo
9 7 (0.60%) logstash
10 5 (0.43%) ITRS Geneos
11 4 (0.34%) Cilium
11 4 (0.34%) Rsyslog
12 3 (0.26%) Kustomize
12 3 (0.26%) Progress Chef
13 2 (0.17%) Istio
13 2 (0.17%) Knative
13 2 (0.17%) Podman
13 2 (0.17%) Single Sign-On
13 2 (0.17%) Systems Management Server (SMS)
Vendors
1 164 (14.09%) Microsoft
2 163 (14.00%) Databricks
3 107 (9.19%) Google
4 80 (6.87%) OpenAI
5 46 (3.95%) Foundry
6 37 (3.18%) SAP
7 16 (1.37%) NVIDIA
7 16 (1.37%) Splunk
8 15 (1.29%) Salesforce
8 15 (1.29%) ServiceNow
9 11 (0.95%) Oracle
10 9 (0.77%) Greenplum
11 8 (0.69%) TIBCO
11 8 (0.69%) UiPath
12 7 (0.60%) Cisco
12 7 (0.60%) Pega
13 6 (0.52%) ESRI
13 6 (0.52%) Intel
13 6 (0.52%) Intergraph
14 5 (0.43%) Informatica