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

6 months to
24 Jan 2026
Same period 2025 Same period 2024
Rank 80 99 172
Rank change year-on-year +19 +73 +37
Contract jobs citing Machine Learning 1,191 805 614
As % of all contract jobs in the UK 3.13% 2.55% 1.39%
As % of the Processes & Methodologies category 3.58% 2.86% 1.59%
Number of daily rates quoted 769 529 448
10th Percentile £401 £363 £413
25th Percentile £473 £463 £463
Median daily rate (50th Percentile) £570 £600 £570
Median % change year-on-year -5.00% +5.26% -8.80%
75th Percentile £700 £725 £700
90th Percentile £788 £838 £775
UK excluding London median daily rate £525 £513 £543
% change year-on-year +2.44% -5.62% -7.57%
Number of hourly rates quoted 34 16 29
10th Percentile £34.50 £19.38 £42.25
25th Percentile £43.05 £25.25 -
Median hourly rate £53.27 £35.75 £46.18
Median % change year-on-year +49.01% -22.59% +31.94%
75th Percentile £78.00 £48.07 £50.25
90th Percentile £105.70 £59.38 £66.25
UK excluding London median hourly rate £65.00 £45.00 £46.18
% change year-on-year +44.44% -2.56% -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 33,264 28,130 38,528
As % of all contract IT jobs advertised in the UK 87.54% 88.98% 87.40%
Number of daily rates quoted 21,071 17,089 25,387
10th Percentile £305 £306 £300
25th Percentile £408 £413 £413
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £613 £638 £644
90th Percentile £725 £738 £738
UK excluding London median daily rate £480 £500 £500
% change year-on-year -4.00% - -
Number of hourly rates quoted 2,016 886 1,898
10th Percentile £14.50 £15.62 £13.91
25th Percentile £17.50 £20.96 £17.00
Median hourly rate £25.15 £32.50 £36.42
Median % change year-on-year -22.62% -10.76% +16.69%
75th Percentile £57.50 £62.50 £62.50
90th Percentile £69.82 £74.93 £75.00
UK excluding London median hourly rate £24.00 £30.41 £37.50
% change year-on-year -21.08% -18.91% +44.23%

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 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 24 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 24 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 +6 1,009 £575 -4.17% 2,220
London +15 672 £603 -7.31% 528
Work from Home +16 369 £550 +4.76% 945
UK excluding London +35 362 £525 +2.44% 2,040
North of England -32 84 £500 +7.53% 333
South East +3 69 £550 +5.26% 676
East of England +15 64 £520 -13.33% 321
Scotland +43 63 £514 +17.43% 85
Midlands -10 51 £514 +30.13% 255
North West -11 48 £475 +4.97% 130
West Midlands -20 36 £525 +20.00% 73
South West -22 30 £550 -17.60% 286
Yorkshire -42 30 £525 - 146
East Midlands -18 15 £449 +25.98% 172
Wales -10 10 £738 +31.11% 94
North East -18 9 £575 +47.44% 59
Northern Ireland - 2 £675 - 43

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
1 100 (8.40%) Apache Spark
2 66 (5.54%) Apache Airflow
3 43 (3.61%) Apache
4 27 (2.27%) Jupyter
5 11 (0.92%) Confluence
6 10 (0.84%) Appian
7 9 (0.76%) SAS
8 8 (0.67%) Apache Pig
9 6 (0.50%) GeoServer
9 6 (0.50%) Smallworld
10 5 (0.42%) SharePoint
11 4 (0.34%) IIS
12 3 (0.25%) CMS
13 2 (0.17%) Luigi
14 1 (0.084%) Apache Superset
14 1 (0.084%) Microsoft Exchange
14 1 (0.084%) nginx
Applications
1 41 (3.44%) Chatbot
2 13 (1.09%) Microsoft Excel
3 11 (0.92%) Microsoft Project
4 10 (0.84%) Microsoft Office
5 7 (0.59%) Microsoft PowerPoint
6 6 (0.50%) Simulink
7 3 (0.25%) LaTeX
8 1 (0.084%) Adobe XD
8 1 (0.084%) Sketch
8 1 (0.084%) Spreadsheet
8 1 (0.084%) Trello
Business Applications
1 6 (0.50%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) Teamcenter
3 1 (0.084%) Distributed Ledger
3 1 (0.084%) Shopify
3 1 (0.084%) Workday HCM
Cloud Services
1 519 (43.58%) Azure
2 410 (34.42%) AWS
3 229 (19.23%) GCP
4 115 (9.66%) Power Platform
5 103 (8.65%) GitHub
6 97 (8.14%) Serverless
7 89 (7.47%) Azure Machine Learning
8 71 (5.96%) Azure DevOps
9 69 (5.79%) Snowflake
10 65 (5.46%) Azure AI
11 60 (5.04%) Amazon S3
11 60 (5.04%) Vertex AI
12 57 (4.79%) Amazon SageMaker
13 50 (4.20%) GitHub Actions
14 48 (4.03%) Azure Data Factory
15 47 (3.95%) Azure Synapse Analytics
16 46 (3.86%) AWS Lambda
17 44 (3.69%) Azure AKS
18 36 (3.02%) AWS CloudFormation
19 33 (2.77%) Amazon Bedrock
Communications & Networking
1 14 (1.18%) Network Security
2 7 (0.59%) DNS
2 7 (0.59%) Ethernet
2 7 (0.59%) HTTP
3 6 (0.50%) Internet
4 5 (0.42%) FTP
4 5 (0.42%) SMTP
4 5 (0.42%) SSL
5 4 (0.34%) Firewall
5 4 (0.34%) InfiniBand
6 3 (0.25%) Cisco IPT
6 3 (0.25%) VPN
7 2 (0.17%) 2G
7 2 (0.17%) 5G
7 2 (0.17%) Cisco Nexus
7 2 (0.17%) Ethernet VPN
7 2 (0.17%) Hyperconnected
7 2 (0.17%) LTE
7 2 (0.17%) Modbus
7 2 (0.17%) VXLAN
Database & Business Intelligence
1 98 (8.23%) Power BI
2 79 (6.63%) Data Lake
3 72 (6.05%) Data Warehouse
4 53 (4.45%) Big Data
5 51 (4.28%) NoSQL
6 46 (3.86%) BigQuery
7 42 (3.53%) PostgreSQL
8 39 (3.27%) Metadata
9 33 (2.77%) Tableau
10 31 (2.60%) Pinecone
11 27 (2.27%) Hadoop
12 21 (1.76%) Weaviate
13 19 (1.60%) Relational Database
14 18 (1.51%) Data Mining
15 17 (1.43%) Amazon Athena
15 17 (1.43%) Amazon Redshift
15 17 (1.43%) Elasticsearch
16 16 (1.34%) Delta Lake
17 14 (1.18%) OLTP
17 14 (1.18%) SQL Server
Development Applications
1 88 (7.39%) Git
2 81 (6.80%) MLflow
3 40 (3.36%) Jenkins
4 27 (2.27%) GitLab
5 24 (2.02%) JIRA
6 16 (1.34%) Selenium
7 15 (1.26%) JMeter
8 13 (1.09%) Visual Studio
9 10 (0.84%) SonarQube
10 6 (0.50%) PyCharm
11 5 (0.42%) MSTest
12 4 (0.34%) Android Studio
12 4 (0.34%) Cucumber
12 4 (0.34%) Cypress.io
12 4 (0.34%) Gradle
12 4 (0.34%) Oracle APEX
12 4 (0.34%) Postman
12 4 (0.34%) Robot Framework
12 4 (0.34%) RStudio
13 3 (0.25%) Bitbucket
General
1 319 (26.78%) Social Skills
2 253 (21.24%) Finance
3 133 (11.17%) Analytical Skills
4 124 (10.41%) Public Sector
5 79 (6.63%) Banking
6 44 (3.69%) Marketing
7 39 (3.27%) Pharmaceutical
8 36 (3.02%) Retail
9 31 (2.60%) Legal
10 28 (2.35%) Investment Banking
11 24 (2.02%) Front Office
12 23 (1.93%) Manufacturing
13 22 (1.85%) Influencing Skills
14 19 (1.60%) Inclusion and Diversity
14 19 (1.60%) Telecoms
15 18 (1.51%) Documentation Skills
16 15 (1.26%) Electronics
16 15 (1.26%) Presentation Skills
17 11 (0.92%) Aerospace
17 11 (0.92%) Financial Institution
Job Titles
1 183 (15.37%) Artificial Intelligence Engineer
2 167 (14.02%) Data Scientist
3 155 (13.01%) Architect
4 129 (10.83%) Data Engineer
5 128 (10.75%) Senior
6 103 (8.65%) Developer
7 95 (7.98%) Lead
8 63 (5.29%) Machine Learning Engineer
9 59 (4.95%) Artificial Intelligence Architect
10 55 (4.62%) Python Engineer
11 53 (4.45%) Analyst
12 48 (4.03%) Software Engineer
13 41 (3.44%) Data Architect
14 39 (3.27%) Gen AI Engineer
15 31 (2.60%) Solutions Architect
16 30 (2.52%) Consultant
17 28 (2.35%) Azure Engineer
18 27 (2.27%) Senior Data Scientist
19 25 (2.10%) Product Manager
20 24 (2.02%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 206 (17.30%) PyTorch
2 177 (14.86%) TensorFlow
3 119 (9.99%) scikit-learn
4 104 (8.73%) Pandas
5 88 (7.39%) LangChain
6 76 (6.38%) FastAPI
7 72 (6.05%) NumPy
8 69 (5.79%) React
9 59 (4.95%) Hugging Face
10 54 (4.53%) LangGraph
10 54 (4.53%) PySpark
11 51 (4.28%) .NET
12 46 (3.86%) REST
13 45 (3.78%) Kafka
14 44 (3.69%) RESTful
15 41 (3.44%) Node.js
16 30 (2.52%) Faiss
16 30 (2.52%) Flask
17 29 (2.43%) pytest
18 27 (2.27%) AngularJS
Miscellaneous
1 164 (13.77%) Cloud Native
2 162 (13.60%) Algorithms
3 104 (8.73%) AI Agents
4 43 (3.61%) Product Ownership
5 41 (3.44%) Onboarding
6 34 (2.85%) Distributed Systems
7 32 (2.69%) Data Protection Act
8 30 (2.52%) Legacy Systems
9 25 (2.10%) Distributed Computing
10 24 (2.02%) Genomics
11 21 (1.76%) Life Science
12 20 (1.68%) Analytical Mindset
12 20 (1.68%) Data Structures
13 17 (1.43%) Enterprise Software
13 17 (1.43%) Hybrid Cloud
14 15 (1.26%) Management Information System
15 13 (1.09%) Fixed Income
16 12 (1.01%) Derivative
16 12 (1.01%) Greenfield Project
17 11 (0.92%) Replication
Operating Systems
1 26 (2.18%) Linux
2 9 (0.76%) Red Hat Enterprise Linux
3 8 (0.67%) Ubuntu
3 8 (0.67%) VMS
4 7 (0.59%) Windows
5 6 (0.50%) Apple iOS
5 6 (0.50%) Unix
6 5 (0.42%) Android
7 1 (0.084%) CentOS
7 1 (0.084%) Robot Operating System
Processes & Methodologies
1 912 (76.57%) AI
2 469 (39.38%) Data Science
3 342 (28.72%) LLM
4 320 (26.87%) CI/CD
5 313 (26.28%) Analytics
6 272 (22.84%) Agile
7 260 (21.83%) DevOps
8 243 (20.40%) Generative AI
9 237 (19.90%) Data Pipeline
10 236 (19.82%) MLOps
11 206 (17.30%) Problem-Solving
12 203 (17.04%) Data Engineering
13 189 (15.87%) Natural Language Processing
14 162 (13.60%) Retrieval-Augmented Generation
15 156 (13.10%) Containerisation
15 156 (13.10%) Software Engineering
16 142 (11.92%) Use Case
17 140 (11.75%) Prompt Engineering
18 132 (11.08%) Data Modelling
18 132 (11.08%) ETL
Programming Languages
1 752 (63.14%) Python
2 294 (24.69%) SQL
3 67 (5.63%) Java
3 67 (5.63%) R
4 62 (5.21%) C#
5 58 (4.87%) JavaScript
6 53 (4.45%) TypeScript
7 33 (2.77%) C++
8 32 (2.69%) Scala
9 27 (2.27%) PowerShell
10 19 (1.60%) Bash
11 17 (1.43%) MATLAB
12 14 (1.18%) Bicep
13 13 (1.09%) Go
14 6 (0.50%) SystemVerilog
14 6 (0.50%) Tcl
15 5 (0.42%) C
16 4 (0.34%) Rust
17 3 (0.25%) Data Analysis Expressions
17 3 (0.25%) Swift
Qualifications
1 178 (14.95%) Security Cleared
2 163 (13.69%) Degree
3 133 (11.17%) SC Cleared
4 62 (5.21%) Master's Degree
5 55 (4.62%) MCP
6 44 (3.69%) Computer Science Degree
7 37 (3.11%) PhD
8 28 (2.35%) DV Cleared
9 19 (1.60%) Azure Certification
9 19 (1.60%) BPSS Clearance
10 12 (1.01%) AWS Certification
11 7 (0.59%) ISTQB
12 6 (0.50%) CISSP
12 6 (0.50%) HNC
12 6 (0.50%) HND
12 6 (0.50%) Microsoft Certification
13 5 (0.42%) TOGAF Certification
14 4 (0.34%) CISM
14 4 (0.34%) ISTQB Foundation Certification
15 3 (0.25%) PMP
Quality Assurance & Compliance
1 88 (7.39%) Data Quality
2 49 (4.11%) GDPR
3 42 (3.53%) QA
4 34 (2.85%) NIST
5 29 (2.43%) EU AI Act
6 15 (1.26%) Accessibility
6 15 (1.26%) ISO/IEC 27001
7 7 (0.59%) HIPAA
8 6 (0.50%) DO-254
8 6 (0.50%) NCSC
9 5 (0.42%) HMG Security Policy Framework
9 5 (0.42%) ISO/IEC 42001
10 4 (0.34%) California Consumer Privacy Act
10 4 (0.34%) GRC
10 4 (0.34%) PCI DSS
10 4 (0.34%) SOC 2
11 3 (0.25%) Actionable Recommendations
11 3 (0.25%) Disclosure Scotland
12 2 (0.17%) EMIR
12 2 (0.17%) JSP 440
System Software
1 203 (17.04%) Docker
2 11 (0.92%) Active Directory
3 8 (0.67%) Firmware
4 7 (0.59%) Virtual Machines
5 6 (0.50%) Slurm Workload Manager
6 4 (0.34%) Lustre
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
1 194 (16.29%) Kubernetes
2 119 (9.99%) Terraform
3 24 (2.02%) Grafana
4 23 (1.93%) Ansible
5 15 (1.26%) Kubeflow
6 14 (1.18%) Prometheus
7 9 (0.76%) Argo
7 9 (0.76%) Kibana
8 7 (0.59%) SCOM
9 6 (0.50%) logstash
10 5 (0.42%) ITRS Geneos
10 5 (0.42%) Podman
11 2 (0.17%) Istio
11 2 (0.17%) Knative
11 2 (0.17%) Progress Chef
11 2 (0.17%) Single Sign-On
11 2 (0.17%) Systems Management Server (SMS)
12 1 (0.084%) Microsoft Intune
12 1 (0.084%) Puppet
12 1 (0.084%) SCCM
Vendors
1 171 (14.36%) Microsoft
2 170 (14.27%) Databricks
3 108 (9.07%) Google
4 85 (7.14%) OpenAI
5 53 (4.45%) Foundry
6 34 (2.85%) SAP
7 16 (1.34%) Splunk
8 15 (1.26%) Salesforce
8 15 (1.26%) ServiceNow
9 12 (1.01%) Oracle
10 11 (0.92%) NVIDIA
11 9 (0.76%) Greenplum
11 9 (0.76%) UiPath
12 7 (0.59%) Cisco
12 7 (0.59%) Intel
12 7 (0.59%) Pega
12 7 (0.59%) TIBCO
13 6 (0.50%) Altera
13 6 (0.50%) ESRI
13 6 (0.50%) Intergraph