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

6 months to
11 Jan 2026
Same period 2025 Same period 2024
Rank 79 96 182
Rank change year-on-year +17 +86 +34
Contract jobs citing Machine Learning 1,149 791 592
As % of all contract jobs in the UK 3.16% 2.49% 1.38%
As % of the Processes & Methodologies category 3.59% 2.81% 1.57%
Number of daily rates quoted 736 523 434
10th Percentile £402 £375 £400
25th Percentile £463 £469 £463
Median daily rate (50th Percentile) £573 £600 £556
Median % change year-on-year -4.58% +8.01% -11.12%
75th Percentile £700 £731 £700
90th Percentile £788 £810 £775
UK excluding London median daily rate £523 £516 £525
% change year-on-year +1.31% -1.76% -12.50%
Number of hourly rates quoted 36 18 28
10th Percentile £31.43 £13.06 £42.50
25th Percentile £42.79 £22.25 -
Median hourly rate £51.38 £27.50 £46.18
Median % change year-on-year +86.82% -40.45% +8.66%
75th Percentile £79.25 £51.86 £47.50
90th Percentile £100.50 £57.13 £65.53
UK excluding London median hourly rate £61.23 £37.34 £46.18
% change year-on-year +63.97% -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 31,966 28,176 37,671
As % of all contract IT jobs advertised in the UK 87.84% 88.65% 87.67%
Number of daily rates quoted 20,158 17,120 25,014
10th Percentile £304 £306 £305
25th Percentile £406 £413 £416
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £615 £638 £650
90th Percentile £723 £744 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,974 895 1,590
10th Percentile £14.61 £15.62 £14.18
25th Percentile £17.69 £20.50 £18.35
Median hourly rate £25.15 £32.50 £40.50
Median % change year-on-year -22.62% -19.75% +16.41%
75th Percentile £55.00 £62.00 £65.00
90th Percentile £69.59 £75.00 £77.00
UK excluding London median hourly rate £23.83 £30.41 £43.90
% change year-on-year -21.64% -30.74% +59.64%

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 11 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 11 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 11 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 +13 960 £575 -6.12% 1,441
London +11 638 £625 -3.85% 411
UK excluding London +46 355 £523 +1.31% 1,236
Work from Home +25 348 £550 +4.76% 620
North of England -18 76 £475 -1.14% 206
South East +18 69 £550 +3.53% 455
East of England +13 69 £529 -11.88% 176
Scotland +51 66 £514 +28.44% 49
North West -10 45 £475 +4.97% 89
Midlands -12 43 £514 +28.50% 130
West Midlands -6 31 £514 +17.49% 44
South West -23 28 £550 -17.60% 166
Yorkshire -30 28 £525 -2.33% 84
East Midlands -18 12 £450 +26.40% 85
Wales +3 9 £700 +218.18% 57
North East -19 4 £593 +36.99% 34
Northern Ireland - 2 £675 - 24

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 87 (7.57%) Apache Spark
2 66 (5.74%) Apache Airflow
3 34 (2.96%) Apache
4 27 (2.35%) Jupyter
5 11 (0.96%) Confluence
6 9 (0.78%) Appian
7 8 (0.70%) Apache Pig
8 7 (0.61%) SAS
9 6 (0.52%) GeoServer
9 6 (0.52%) Smallworld
10 4 (0.35%) IIS
10 4 (0.35%) SharePoint
11 3 (0.26%) CMS
12 2 (0.17%) Luigi
13 1 (0.087%) Apache Superset
13 1 (0.087%) Microsoft Exchange
13 1 (0.087%) nginx
13 1 (0.087%) Red Hat Fuse
Applications
1 40 (3.48%) Chatbot
2 15 (1.31%) Microsoft Excel
3 11 (0.96%) Microsoft Project
4 10 (0.87%) Microsoft Office
5 6 (0.52%) Microsoft PowerPoint
6 5 (0.44%) Simulink
7 2 (0.17%) LaTeX
8 1 (0.087%) Adobe XD
8 1 (0.087%) Sketch
8 1 (0.087%) Spreadsheet
8 1 (0.087%) Trello
Business Applications
1 8 (0.70%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) SAP ERP
2 2 (0.17%) Teamcenter
3 1 (0.087%) Distributed Ledger
3 1 (0.087%) Salesforce CRM
3 1 (0.087%) SAP GRC
3 1 (0.087%) Shopify
3 1 (0.087%) Workday HCM
Cloud Services
1 489 (42.56%) Azure
2 389 (33.86%) AWS
3 212 (18.45%) GCP
4 107 (9.31%) Power Platform
5 101 (8.79%) GitHub
6 98 (8.53%) Serverless
7 85 (7.40%) Azure Machine Learning
8 65 (5.66%) Snowflake
9 62 (5.40%) Azure DevOps
10 60 (5.22%) Amazon S3
10 60 (5.22%) Vertex AI
11 59 (5.13%) Azure AI
12 58 (5.05%) Amazon SageMaker
13 49 (4.26%) GitHub Actions
14 48 (4.18%) AWS Lambda
14 48 (4.18%) Azure AKS
15 44 (3.83%) Azure Data Factory
15 44 (3.83%) Azure Synapse Analytics
16 33 (2.87%) Amazon Bedrock
16 33 (2.87%) AWS CloudFormation
Communications & Networking
1 17 (1.48%) Network Security
2 14 (1.22%) HTTP
3 13 (1.13%) DNS
4 11 (0.96%) SSL
5 10 (0.87%) FTP
5 10 (0.87%) SMTP
6 6 (0.52%) Ethernet
6 6 (0.52%) Internet
7 5 (0.44%) Firewall
8 4 (0.35%) InfiniBand
9 3 (0.26%) VPN
10 2 (0.17%) 2G
10 2 (0.17%) 5G
10 2 (0.17%) Cisco Nexus
10 2 (0.17%) Ethernet VPN
10 2 (0.17%) Hyperconnected
10 2 (0.17%) LTE
10 2 (0.17%) Mobile Backhaul
10 2 (0.17%) Modbus
10 2 (0.17%) VXLAN
Database & Business Intelligence
1 94 (8.18%) Power BI
2 77 (6.70%) Data Lake
3 69 (6.01%) Data Warehouse
4 53 (4.61%) Big Data
5 48 (4.18%) NoSQL
6 46 (4.00%) PostgreSQL
7 44 (3.83%) BigQuery
8 36 (3.13%) Metadata
9 35 (3.05%) Tableau
10 29 (2.52%) Pinecone
11 25 (2.18%) Hadoop
12 19 (1.65%) Relational Database
13 18 (1.57%) Data Mining
14 17 (1.48%) Amazon Redshift
15 16 (1.39%) Amazon Athena
15 16 (1.39%) Elasticsearch
15 16 (1.39%) Weaviate
16 14 (1.22%) Delta Lake
17 13 (1.13%) Redis
18 12 (1.04%) OLTP
Development Applications
1 84 (7.31%) Git
2 79 (6.88%) MLflow
3 46 (4.00%) Jenkins
4 31 (2.70%) GitLab
5 24 (2.09%) JIRA
6 17 (1.48%) JMeter
7 16 (1.39%) Selenium
8 13 (1.13%) SonarQube
9 12 (1.04%) Visual Studio
10 6 (0.52%) Cypress.io
10 6 (0.52%) PyCharm
11 5 (0.44%) MSTest
11 5 (0.44%) Postman
12 4 (0.35%) Cucumber
12 4 (0.35%) Gradle
12 4 (0.35%) JUnit
12 4 (0.35%) Mockito
12 4 (0.35%) Oracle APEX
12 4 (0.35%) RStudio
12 4 (0.35%) Snyk
General
1 320 (27.85%) Social Skills
2 239 (20.80%) Finance
3 129 (11.23%) Analytical Skills
4 117 (10.18%) Public Sector
5 73 (6.35%) Banking
6 41 (3.57%) Pharmaceutical
7 40 (3.48%) Marketing
8 36 (3.13%) Retail
9 31 (2.70%) Legal
10 26 (2.26%) Investment Banking
11 24 (2.09%) Manufacturing
12 23 (2.00%) Front Office
13 22 (1.91%) Telecoms
14 19 (1.65%) Influencing Skills
15 18 (1.57%) Documentation Skills
16 15 (1.31%) Inclusion and Diversity
16 15 (1.31%) Presentation Skills
17 14 (1.22%) Electronics
18 11 (0.96%) Aerospace
19 10 (0.87%) Financial Institution
Job Titles
1 189 (16.45%) Artificial Intelligence Engineer
2 157 (13.66%) Data Scientist
3 138 (12.01%) Architect
4 128 (11.14%) Data Engineer
5 127 (11.05%) Senior
6 97 (8.44%) Developer
7 88 (7.66%) Lead
8 66 (5.74%) Machine Learning Engineer
9 57 (4.96%) Python Engineer
10 54 (4.70%) Analyst
10 54 (4.70%) Artificial Intelligence Architect
11 46 (4.00%) Software Engineer
12 37 (3.22%) Gen AI Engineer
13 36 (3.13%) Data Architect
14 30 (2.61%) Solutions Architect
15 27 (2.35%) Azure Engineer
16 26 (2.26%) Consultant
17 25 (2.18%) Product Manager
17 25 (2.18%) Senior Data Scientist
18 23 (2.00%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 199 (17.32%) PyTorch
2 173 (15.06%) TensorFlow
3 116 (10.10%) scikit-learn
4 103 (8.96%) Pandas
5 88 (7.66%) LangChain
6 80 (6.96%) FastAPI
7 71 (6.18%) NumPy
8 67 (5.83%) React
9 57 (4.96%) LangGraph
10 55 (4.79%) Hugging Face
11 53 (4.61%) PySpark
12 50 (4.35%) REST
13 48 (4.18%) Kafka
13 48 (4.18%) RESTful
14 47 (4.09%) .NET
15 40 (3.48%) Node.js
16 31 (2.70%) pytest
17 30 (2.61%) Flask
18 28 (2.44%) Faiss
19 25 (2.18%) AngularJS
Miscellaneous
1 164 (14.27%) Algorithms
2 155 (13.49%) Cloud Native
3 99 (8.62%) AI Agents
4 43 (3.74%) Product Ownership
5 36 (3.13%) Distributed Systems
6 34 (2.96%) Onboarding
7 31 (2.70%) Data Protection Act
8 29 (2.52%) Legacy Systems
9 25 (2.18%) Distributed Computing
9 25 (2.18%) Genomics
10 24 (2.09%) Analytical Mindset
11 23 (2.00%) Life Science
12 22 (1.91%) Data Structures
13 18 (1.57%) Management Information System
14 17 (1.48%) Hybrid Cloud
15 16 (1.39%) Enterprise Software
16 12 (1.04%) Derivative
16 12 (1.04%) Greenfield Project
17 11 (0.96%) Cyber Threat
18 10 (0.87%) Cyberattack
Operating Systems
1 24 (2.09%) Linux
2 10 (0.87%) Red Hat Enterprise Linux
3 9 (0.78%) Ubuntu
3 9 (0.78%) VMS
4 8 (0.70%) Unix
5 7 (0.61%) Windows
6 6 (0.52%) Apple iOS
7 5 (0.44%) Android
8 1 (0.087%) CentOS
8 1 (0.087%) Robot Operating System
Processes & Methodologies
1 870 (75.72%) AI
2 458 (39.86%) Data Science
3 330 (28.72%) LLM
4 304 (26.46%) CI/CD
5 296 (25.76%) Analytics
6 269 (23.41%) Agile
7 256 (22.28%) DevOps
8 230 (20.02%) Generative AI
9 227 (19.76%) Data Pipeline
10 215 (18.71%) MLOps
11 199 (17.32%) Problem-Solving
12 198 (17.23%) Data Engineering
13 173 (15.06%) Natural Language Processing
14 159 (13.84%) Containerisation
15 157 (13.66%) Software Engineering
16 154 (13.40%) Retrieval-Augmented Generation
17 136 (11.84%) Use Case
18 128 (11.14%) Data Modelling
18 128 (11.14%) Prompt Engineering
19 123 (10.70%) ETL
Programming Languages
1 736 (64.06%) Python
2 278 (24.19%) SQL
3 65 (5.66%) R
4 61 (5.31%) Java
5 56 (4.87%) C#
5 56 (4.87%) JavaScript
6 51 (4.44%) TypeScript
7 33 (2.87%) C++
8 32 (2.79%) PowerShell
9 25 (2.18%) Scala
10 19 (1.65%) Bash
11 15 (1.31%) Bicep
11 15 (1.31%) MATLAB
12 13 (1.13%) Go
13 5 (0.44%) C
13 5 (0.44%) SystemVerilog
13 5 (0.44%) Tcl
14 3 (0.26%) PL/SQL
14 3 (0.26%) Rust
14 3 (0.26%) Swift
Qualifications
1 167 (14.53%) Security Cleared
2 160 (13.93%) Degree
3 129 (11.23%) SC Cleared
4 64 (5.57%) Master's Degree
5 58 (5.05%) MCP
6 44 (3.83%) Computer Science Degree
7 34 (2.96%) PhD
8 30 (2.61%) DV Cleared
9 17 (1.48%) Azure Certification
10 12 (1.04%) BPSS Clearance
11 8 (0.70%) AWS Certification
12 7 (0.61%) ISTQB
13 6 (0.52%) CISSP
14 5 (0.44%) HNC
14 5 (0.44%) HND
14 5 (0.44%) Microsoft Certification
14 5 (0.44%) TOGAF Certification
15 4 (0.35%) ISTQB Foundation Certification
16 3 (0.26%) ISTQB Advanced Certification
16 3 (0.26%) Oracle Certification
Quality Assurance & Compliance
1 84 (7.31%) Data Quality
2 48 (4.18%) QA
3 45 (3.92%) GDPR
4 35 (3.05%) NIST
5 30 (2.61%) EU AI Act
6 16 (1.39%) Accessibility
7 15 (1.31%) ISO/IEC 27001
8 6 (0.52%) California Consumer Privacy Act
9 5 (0.44%) DO-254
9 5 (0.44%) HMG Security Policy Framework
9 5 (0.44%) ISO/IEC 42001
10 4 (0.35%) Disclosure Scotland
10 4 (0.35%) HIPAA
10 4 (0.35%) PCI DSS
10 4 (0.35%) SOC 2
11 3 (0.26%) GRC
11 3 (0.26%) NCSC
12 2 (0.17%) Actionable Recommendations
12 2 (0.17%) EMIR
12 2 (0.17%) JSP 440
System Software
1 200 (17.41%) Docker
2 12 (1.04%) Active Directory
3 7 (0.61%) Firmware
3 7 (0.61%) Virtual Machines
4 4 (0.35%) Lustre
4 4 (0.35%) Slurm Workload Manager
5 2 (0.17%) Ceph
5 2 (0.17%) GPFS
5 2 (0.17%) HDFS
5 2 (0.17%) Hyper-V
5 2 (0.17%) KVM
5 2 (0.17%) VMware Infrastructure
5 2 (0.17%) VMware NSX
Systems Management
1 189 (16.45%) Kubernetes
2 121 (10.53%) Terraform
3 28 (2.44%) Grafana
4 25 (2.18%) Ansible
5 16 (1.39%) Kubeflow
5 16 (1.39%) Prometheus
6 10 (0.87%) SCOM
7 9 (0.78%) Kibana
8 8 (0.70%) Argo
9 6 (0.52%) logstash
10 5 (0.44%) ITRS Geneos
11 3 (0.26%) Cilium
11 3 (0.26%) Podman
11 3 (0.26%) Progress Chef
11 3 (0.26%) Rsyslog
12 2 (0.17%) Istio
12 2 (0.17%) Knative
12 2 (0.17%) Kustomize
12 2 (0.17%) Single Sign-On
12 2 (0.17%) Systems Management Server (SMS)
Vendors
1 163 (14.19%) Databricks
1 163 (14.19%) Microsoft
2 106 (9.23%) Google
3 79 (6.88%) OpenAI
4 46 (4.00%) Foundry
5 37 (3.22%) SAP
6 16 (1.39%) Splunk
7 15 (1.31%) ServiceNow
8 14 (1.22%) NVIDIA
8 14 (1.22%) Salesforce
9 11 (0.96%) Oracle
10 9 (0.78%) Greenplum
11 8 (0.70%) TIBCO
11 8 (0.70%) UiPath
12 7 (0.61%) Cisco
12 7 (0.61%) Pega
13 6 (0.52%) ESRI
13 6 (0.52%) Intel
13 6 (0.52%) Intergraph
14 5 (0.44%) Informatica