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

6 months to
4 Jan 2026
Same period 2025 Same period 2024
Rank 79 99 182
Rank change year-on-year +20 +83 +22
Contract jobs citing Machine Learning 1,167 803 600
As % of all contract jobs in the UK 3.17% 2.48% 1.40%
As % of the Processes & Methodologies category 3.60% 2.80% 1.59%
Number of daily rates quoted 755 536 435
10th Percentile £402 £375 £400
25th Percentile £463 £475 £463
Median daily rate (50th Percentile) £565 £600 £565
Median % change year-on-year -5.83% +6.19% -9.60%
75th Percentile £697 £731 £700
90th Percentile £788 £825 £775
UK excluding London median daily rate £514 £516 £525
% change year-on-year -0.34% -1.76% -13.65%
Number of hourly rates quoted 38 19 27
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 £65.70
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 32,393 28,662 37,791
As % of all contract IT jobs advertised in the UK 88.03% 88.45% 87.87%
Number of daily rates quoted 20,476 17,418 25,154
10th Percentile £304 £307 £305
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 £720 £738 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 2,009 929 1,539
10th Percentile £14.64 £15.62 £14.25
25th Percentile £17.69 £20.48 £18.72
Median hourly rate £25.15 £32.50 £42.50
Median % change year-on-year -22.62% -23.53% +21.43%
75th Percentile £55.00 £62.50 £65.00
90th Percentile £69.65 £75.00 £77.50
UK excluding London median hourly rate £23.83 £30.45 £44.50
% change year-on-year -21.76% -31.57% +39.45%

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 4 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 4 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 4 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 +8 973 £575 -6.50% 2,253
London +13 640 £625 -3.85% 771
UK excluding London +48 368 £514 -0.34% 1,779
Work from Home +28 356 £550 +4.76% 1,109
North of England -22 81 £475 -1.14% 316
East of England +20 72 £529 -11.88% 282
South East +9 71 £550 +3.53% 614
Scotland +49 68 £525 +31.25% 78
North West -3 48 £470 +3.87% 147
Midlands -16 42 £511 +27.69% 257
West Midlands -19 31 £514 +17.49% 133
Yorkshire -26 31 £520 -3.35% 144
South West -13 30 £550 -17.60% 197
East Midlands -20 11 £426 +19.66% 109
Wales -1 9 £700 +218.18% 41
North East -23 3 £593 +36.99% 26
Northern Ireland - 2 £675 - 21

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 (7.71%) Apache Spark
2 64 (5.48%) Apache Airflow
3 35 (3.00%) Apache
4 25 (2.14%) Jupyter
5 10 (0.86%) Confluence
6 8 (0.69%) Apache Pig
6 8 (0.69%) Appian
7 7 (0.60%) SAS
8 6 (0.51%) GeoServer
8 6 (0.51%) Smallworld
9 4 (0.34%) IIS
10 3 (0.26%) CMS
10 3 (0.26%) SharePoint
11 1 (0.086%) Apache Superset
11 1 (0.086%) Luigi
11 1 (0.086%) Microsoft Exchange
11 1 (0.086%) nginx
11 1 (0.086%) Red Hat Fuse
Applications
1 40 (3.43%) Chatbot
2 15 (1.29%) Microsoft Excel
3 10 (0.86%) Microsoft Office
3 10 (0.86%) Microsoft Project
4 6 (0.51%) 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 9 (0.77%) 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
1 494 (42.33%) Azure
2 393 (33.68%) AWS
3 213 (18.25%) GCP
4 108 (9.25%) Power Platform
5 104 (8.91%) GitHub
6 98 (8.40%) Serverless
7 88 (7.54%) Azure Machine Learning
8 68 (5.83%) Azure DevOps
9 64 (5.48%) Snowflake
10 60 (5.14%) Amazon S3
11 59 (5.06%) Amazon SageMaker
11 59 (5.06%) Azure AI
11 59 (5.06%) Vertex AI
12 51 (4.37%) GitHub Actions
13 49 (4.20%) Azure AKS
14 48 (4.11%) AWS Lambda
15 46 (3.94%) Azure Synapse Analytics
16 43 (3.68%) Azure Data Factory
17 33 (2.83%) Amazon Bedrock
17 33 (2.83%) Amazon ECS
Communications & Networking
1 20 (1.71%) Network Security
2 17 (1.46%) HTTP
3 16 (1.37%) DNS
4 14 (1.20%) SSL
5 13 (1.11%) FTP
5 13 (1.11%) SMTP
6 6 (0.51%) Ethernet
6 6 (0.51%) 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%) BGP
10 2 (0.17%) Cisco IPT
10 2 (0.17%) Cisco Nexus
10 2 (0.17%) Ethernet VPN
10 2 (0.17%) LTE
10 2 (0.17%) Modbus
10 2 (0.17%) OSPF
10 2 (0.17%) VXLAN
Database & Business Intelligence
1 95 (8.14%) Power BI
2 75 (6.43%) Data Lake
3 70 (6.00%) Data Warehouse
4 56 (4.80%) Big Data
5 52 (4.46%) NoSQL
6 49 (4.20%) PostgreSQL
7 44 (3.77%) BigQuery
8 35 (3.00%) Metadata
8 35 (3.00%) Tableau
9 28 (2.40%) Pinecone
10 27 (2.31%) Hadoop
11 19 (1.63%) Relational Database
12 18 (1.54%) Data Mining
12 18 (1.54%) Elasticsearch
13 17 (1.46%) Amazon Redshift
14 16 (1.37%) Amazon Athena
14 16 (1.37%) Delta Lake
14 16 (1.37%) MongoDB
14 16 (1.37%) Weaviate
15 14 (1.20%) Redis
Development Applications
1 87 (7.46%) Git
2 76 (6.51%) MLflow
3 51 (4.37%) Jenkins
4 35 (3.00%) GitLab
5 25 (2.14%) JIRA
6 19 (1.63%) JMeter
7 18 (1.54%) Selenium
8 15 (1.29%) SonarQube
9 13 (1.11%) Visual Studio
10 8 (0.69%) Cypress.io
11 6 (0.51%) JUnit
11 6 (0.51%) Postman
11 6 (0.51%) PyCharm
12 5 (0.43%) Mockito
12 5 (0.43%) MSTest
12 5 (0.43%) Snyk
13 4 (0.34%) Cucumber
13 4 (0.34%) Oracle APEX
13 4 (0.34%) Robot Framework
13 4 (0.34%) RStudio
General
1 331 (28.36%) Social Skills
2 240 (20.57%) Finance
3 133 (11.40%) Analytical Skills
4 119 (10.20%) Public Sector
5 74 (6.34%) Banking
6 41 (3.51%) Pharmaceutical
7 40 (3.43%) Marketing
8 36 (3.08%) Retail
9 30 (2.57%) Legal
10 27 (2.31%) Investment Banking
11 25 (2.14%) Manufacturing
12 23 (1.97%) Front Office
12 23 (1.97%) Telecoms
13 19 (1.63%) Documentation Skills
14 18 (1.54%) Influencing Skills
15 16 (1.37%) Inclusion and Diversity
16 15 (1.29%) Presentation Skills
17 14 (1.20%) Electronics
18 11 (0.94%) Aerospace
19 10 (0.86%) Financial Institution
Job Titles
1 190 (16.28%) Artificial Intelligence Engineer
2 162 (13.88%) Data Scientist
3 141 (12.08%) Architect
4 127 (10.88%) Data Engineer
4 127 (10.88%) Senior
5 100 (8.57%) Developer
6 86 (7.37%) Lead
7 64 (5.48%) Machine Learning Engineer
8 58 (4.97%) Python Engineer
9 57 (4.88%) Analyst
10 56 (4.80%) Artificial Intelligence Architect
11 49 (4.20%) Software Engineer
12 38 (3.26%) Gen AI Engineer
13 35 (3.00%) Data Architect
14 30 (2.57%) Solutions Architect
15 28 (2.40%) Consultant
16 27 (2.31%) Azure Engineer
17 26 (2.23%) Product Manager
18 25 (2.14%) Senior Data Scientist
19 23 (1.97%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 199 (17.05%) PyTorch
2 176 (15.08%) TensorFlow
3 118 (10.11%) scikit-learn
4 105 (9.00%) Pandas
5 89 (7.63%) LangChain
6 82 (7.03%) FastAPI
7 70 (6.00%) NumPy
8 68 (5.83%) React
9 58 (4.97%) LangGraph
10 56 (4.80%) Hugging Face
11 53 (4.54%) Kafka
12 52 (4.46%) PySpark
13 51 (4.37%) REST
14 50 (4.28%) RESTful
15 46 (3.94%) .NET
16 41 (3.51%) Node.js
17 34 (2.91%) pytest
18 30 (2.57%) Flask
19 27 (2.31%) Faiss
20 25 (2.14%) AngularJS
Miscellaneous
1 168 (14.40%) Algorithms
2 155 (13.28%) Cloud Native
3 101 (8.65%) AI Agents
4 43 (3.68%) Product Ownership
5 37 (3.17%) Distributed Systems
6 35 (3.00%) Onboarding
7 31 (2.66%) Data Protection Act
8 29 (2.49%) Legacy Systems
9 27 (2.31%) Analytical Mindset
10 26 (2.23%) Distributed Computing
11 25 (2.14%) Genomics
12 23 (1.97%) Life Science
13 22 (1.89%) Data Structures
14 21 (1.80%) Management Information System
15 19 (1.63%) Hybrid Cloud
16 17 (1.46%) Enterprise Software
17 14 (1.20%) Cyber Threat
18 13 (1.11%) CSOC
18 13 (1.11%) Cyberattack
18 13 (1.11%) Security Operations Centre
Operating Systems
1 27 (2.31%) Linux
2 11 (0.94%) 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 (0.51%) Android
6 6 (0.51%) Apple iOS
7 2 (0.17%) Robot Operating System
8 1 (0.086%) CentOS
Processes & Methodologies
1 880 (75.41%) AI
2 462 (39.59%) Data Science
3 332 (28.45%) LLM
4 311 (26.65%) CI/CD
5 302 (25.88%) Analytics
6 279 (23.91%) Agile
7 269 (23.05%) DevOps
8 232 (19.88%) Generative AI
9 229 (19.62%) Data Pipeline
10 214 (18.34%) MLOps
11 202 (17.31%) Problem-Solving
12 198 (16.97%) Data Engineering
13 172 (14.74%) Natural Language Processing
14 163 (13.97%) Software Engineering
15 161 (13.80%) Containerisation
16 153 (13.11%) Retrieval-Augmented Generation
17 135 (11.57%) Use Case
18 127 (10.88%) Data Modelling
18 127 (10.88%) Prompt Engineering
19 124 (10.63%) Visualisation
Programming Languages
1 745 (63.84%) Python
2 280 (23.99%) SQL
3 67 (5.74%) R
4 64 (5.48%) Java
5 58 (4.97%) JavaScript
6 57 (4.88%) C#
7 52 (4.46%) TypeScript
8 37 (3.17%) PowerShell
9 34 (2.91%) C++
10 25 (2.14%) Scala
11 20 (1.71%) Bash
12 17 (1.46%) Bicep
13 15 (1.29%) MATLAB
14 13 (1.11%) Go
15 5 (0.43%) C
15 5 (0.43%) SystemVerilog
15 5 (0.43%) Tcl
16 3 (0.26%) Data Analysis Expressions
16 3 (0.26%) PL/SQL
16 3 (0.26%) SPARQL
Qualifications
1 173 (14.82%) Security Cleared
2 166 (14.22%) Degree
3 133 (11.40%) SC Cleared
4 65 (5.57%) Master's Degree
5 58 (4.97%) MCP
6 46 (3.94%) Computer Science Degree
7 35 (3.00%) PhD
8 33 (2.83%) DV Cleared
9 19 (1.63%) Azure Certification
10 13 (1.11%) BPSS Clearance
11 8 (0.69%) AWS Certification
12 7 (0.60%) ISTQB
13 6 (0.51%) 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%) OSCP
Quality Assurance & Compliance
1 83 (7.11%) Data Quality
2 48 (4.11%) GDPR
2 48 (4.11%) QA
3 37 (3.17%) NIST
4 30 (2.57%) EU AI Act
5 18 (1.54%) ISO/IEC 27001
6 17 (1.46%) Accessibility
7 6 (0.51%) 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 (17.14%) 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
1 190 (16.28%) Kubernetes
2 125 (10.71%) Terraform
3 30 (2.57%) Grafana
4 29 (2.49%) Ansible
5 18 (1.54%) Prometheus
6 16 (1.37%) Kubeflow
7 11 (0.94%) Kibana
7 11 (0.94%) SCOM
8 8 (0.69%) Argo
8 8 (0.69%) logstash
9 6 (0.51%) ITRS Geneos
10 4 (0.34%) Cilium
10 4 (0.34%) Rsyslog
11 3 (0.26%) Kustomize
11 3 (0.26%) Progress Chef
12 2 (0.17%) Istio
12 2 (0.17%) Knative
12 2 (0.17%) Podman
12 2 (0.17%) Single Sign-On
12 2 (0.17%) Systems Management Server (SMS)
Vendors
1 165 (14.14%) Microsoft
2 164 (14.05%) Databricks
3 107 (9.17%) Google
4 81 (6.94%) OpenAI
5 46 (3.94%) Foundry
6 38 (3.26%) SAP
7 17 (1.46%) Splunk
8 16 (1.37%) NVIDIA
9 15 (1.29%) Salesforce
9 15 (1.29%) ServiceNow
10 11 (0.94%) Oracle
11 9 (0.77%) Greenplum
12 8 (0.69%) TIBCO
13 7 (0.60%) Cisco
13 7 (0.60%) Pega
13 7 (0.60%) UiPath
14 6 (0.51%) Dynatrace
14 6 (0.51%) ESRI
14 6 (0.51%) Intergraph
14 6 (0.51%) Solace