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

6 months to
12 Jan 2026
Same period 2025 Same period 2024
Rank 79 101 179
Rank change year-on-year +22 +78 +30
Contract jobs citing Machine Learning 1,142 786 592
As % of all contract jobs in the UK 3.15% 2.49% 1.38%
As % of the Processes & Methodologies category 3.59% 2.81% 1.57%
Number of daily rates quoted 731 520 434
10th Percentile £401 £375 £402
25th Percentile £463 £472 £463
Median daily rate (50th Percentile) £565 £600 £556
Median % change year-on-year -5.83% +8.01% -11.12%
75th Percentile £697 £731 £700
90th Percentile £788 £801 £775
UK excluding London median daily rate £514 £516 £525
% change year-on-year -0.34% -1.76% -12.50%
Number of hourly rates quoted 35 17 29
10th Percentile £31.39 £15.72 £42.50
25th Percentile £42.79 £25.25 -
Median hourly rate £51.21 £28.50 £46.18
Median % change year-on-year +79.68% -38.28% +8.66%
75th Percentile £77.00 £53.75 £47.50
90th Percentile £103.10 £58.25 £67.65
UK excluding London median hourly rate £58.36 £37.34 £46.18
% change year-on-year +56.30% -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 31,821 27,941 37,669
As % of all contract IT jobs advertised in the UK 87.79% 88.66% 87.71%
Number of daily rates quoted 20,057 16,962 24,992
10th Percentile £304 £306 £304
25th Percentile £406 £413 £415
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £614 £638 £650
90th Percentile £723 £744 £742
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,969 885 1,593
10th Percentile £14.60 £15.62 £14.18
25th Percentile £17.69 £20.48 £18.25
Median hourly rate £25.15 £32.25 £40.50
Median % change year-on-year -22.00% -20.38% +16.41%
75th Percentile £56.00 £61.76 £65.00
90th Percentile £69.49 £74.82 £77.00
UK excluding London median hourly rate £23.83 £30.11 £43.90
% change year-on-year -20.86% -31.42% +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 12 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 12 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 12 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 +7 954 £575 -6.12% 2,157
London +12 636 £625 -3.85% 465
UK excluding London +42 351 £514 -0.34% 1,979
Work from Home +22 347 £550 +4.76% 889
North of England -25 76 £475 -1.14% 327
South East +9 69 £550 +3.53% 659
East of England +12 67 £520 -13.33% 320
Scotland +51 66 £514 +28.44% 72
North West -14 45 £475 +4.97% 128
Midlands -19 41 £508 +26.88% 224
West Midlands -13 29 £511 +16.74% 64
Yorkshire -21 28 £525 -2.33% 145
South West -25 28 £550 -17.60% 279
East Midlands -16 12 £450 +26.40% 156
Wales +2 9 £700 +218.18% 96
North East -18 4 £593 +36.99% 55
Northern Ireland - 2 £675 - 47

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 (7.62%) Apache Spark
2 66 (5.78%) Apache Airflow
3 34 (2.98%) Apache
4 26 (2.28%) Jupyter
5 11 (0.96%) Confluence
6 9 (0.79%) Appian
7 8 (0.70%) Apache Pig
8 7 (0.61%) SAS
9 6 (0.53%) GeoServer
9 6 (0.53%) Smallworld
10 4 (0.35%) IIS
10 4 (0.35%) SharePoint
11 3 (0.26%) CMS
12 2 (0.18%) Luigi
13 1 (0.088%) Apache Superset
13 1 (0.088%) Microsoft Exchange
13 1 (0.088%) nginx
13 1 (0.088%) Red Hat Fuse
Applications
1 40 (3.50%) Chatbot
2 15 (1.31%) Microsoft Excel
3 11 (0.96%) Microsoft Project
4 10 (0.88%) Microsoft Office
5 6 (0.53%) Microsoft PowerPoint
6 5 (0.44%) Simulink
7 2 (0.18%) LaTeX
8 1 (0.088%) Adobe XD
8 1 (0.088%) Sketch
8 1 (0.088%) Spreadsheet
8 1 (0.088%) Trello
Business Applications
1 5 (0.44%) SAP S/4HANA
2 2 (0.18%) Dynamics CRM
2 2 (0.18%) Teamcenter
3 1 (0.088%) Distributed Ledger
3 1 (0.088%) Salesforce CRM
3 1 (0.088%) Shopify
3 1 (0.088%) Workday HCM
Cloud Services
1 489 (42.82%) Azure
2 387 (33.89%) AWS
3 210 (18.39%) GCP
4 107 (9.37%) Power Platform
5 101 (8.84%) GitHub
6 97 (8.49%) Serverless
7 85 (7.44%) Azure Machine Learning
8 65 (5.69%) Snowflake
9 62 (5.43%) Azure DevOps
10 60 (5.25%) Amazon S3
11 59 (5.17%) Azure AI
11 59 (5.17%) Vertex AI
12 57 (4.99%) Amazon SageMaker
13 49 (4.29%) GitHub Actions
14 48 (4.20%) Azure AKS
15 47 (4.12%) AWS Lambda
16 44 (3.85%) Azure Data Factory
16 44 (3.85%) Azure Synapse Analytics
17 33 (2.89%) Amazon Bedrock
17 33 (2.89%) AWS CloudFormation
Communications & Networking
1 16 (1.40%) Network Security
2 11 (0.96%) DNS
2 11 (0.96%) HTTP
3 9 (0.79%) SSL
4 8 (0.70%) FTP
4 8 (0.70%) SMTP
5 6 (0.53%) Ethernet
5 6 (0.53%) Internet
6 5 (0.44%) Firewall
7 4 (0.35%) InfiniBand
8 3 (0.26%) VPN
9 2 (0.18%) 2G
9 2 (0.18%) 5G
9 2 (0.18%) Cisco Nexus
9 2 (0.18%) Ethernet VPN
9 2 (0.18%) Hyperconnected
9 2 (0.18%) LTE
9 2 (0.18%) Mobile Backhaul
9 2 (0.18%) Modbus
9 2 (0.18%) VXLAN
Database & Business Intelligence
1 94 (8.23%) Power BI
2 77 (6.74%) Data Lake
3 69 (6.04%) Data Warehouse
4 53 (4.64%) Big Data
5 48 (4.20%) NoSQL
6 46 (4.03%) PostgreSQL
7 44 (3.85%) BigQuery
8 36 (3.15%) Metadata
9 35 (3.06%) Tableau
10 29 (2.54%) Pinecone
11 25 (2.19%) Hadoop
12 19 (1.66%) Relational Database
13 18 (1.58%) Data Mining
14 17 (1.49%) Amazon Redshift
15 16 (1.40%) Amazon Athena
15 16 (1.40%) Elasticsearch
15 16 (1.40%) Weaviate
16 14 (1.23%) Delta Lake
17 13 (1.14%) Redis
18 12 (1.05%) OLTP
Development Applications
1 84 (7.36%) Git
2 80 (7.01%) MLflow
3 46 (4.03%) Jenkins
4 31 (2.71%) GitLab
5 23 (2.01%) JIRA
6 17 (1.49%) JMeter
7 16 (1.40%) Selenium
8 13 (1.14%) SonarQube
9 12 (1.05%) Visual Studio
10 6 (0.53%) Cypress.io
10 6 (0.53%) PyCharm
11 5 (0.44%) MSTest
12 4 (0.35%) Android Studio
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%) Robot Framework
12 4 (0.35%) RStudio
General
1 314 (27.50%) Social Skills
2 235 (20.58%) Finance
3 127 (11.12%) Analytical Skills
4 117 (10.25%) Public Sector
5 73 (6.39%) Banking
6 41 (3.59%) Pharmaceutical
7 40 (3.50%) Marketing
8 36 (3.15%) Retail
9 31 (2.71%) Legal
10 26 (2.28%) Investment Banking
11 24 (2.10%) Manufacturing
12 23 (2.01%) Front Office
13 22 (1.93%) Telecoms
14 19 (1.66%) Influencing Skills
15 18 (1.58%) Documentation Skills
16 15 (1.31%) Inclusion and Diversity
16 15 (1.31%) Presentation Skills
17 14 (1.23%) Electronics
18 11 (0.96%) Aerospace
19 10 (0.88%) Financial Institution
Job Titles
1 188 (16.46%) Artificial Intelligence Engineer
2 158 (13.84%) Data Scientist
3 136 (11.91%) Architect
4 128 (11.21%) Data Engineer
5 127 (11.12%) Senior
6 97 (8.49%) Developer
7 88 (7.71%) Lead
8 66 (5.78%) Machine Learning Engineer
9 57 (4.99%) Python Engineer
10 54 (4.73%) Artificial Intelligence Architect
11 52 (4.55%) Analyst
12 46 (4.03%) Software Engineer
13 37 (3.24%) Gen AI Engineer
14 36 (3.15%) Data Architect
15 28 (2.45%) Solutions Architect
16 27 (2.36%) Azure Engineer
17 25 (2.19%) Senior Data Scientist
18 24 (2.10%) Consultant
18 24 (2.10%) Product Manager
19 23 (2.01%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 199 (17.43%) PyTorch
2 172 (15.06%) TensorFlow
3 116 (10.16%) scikit-learn
4 103 (9.02%) Pandas
5 88 (7.71%) LangChain
6 80 (7.01%) FastAPI
7 70 (6.13%) NumPy
8 67 (5.87%) React
9 57 (4.99%) LangGraph
10 55 (4.82%) Hugging Face
11 54 (4.73%) PySpark
12 49 (4.29%) REST
13 48 (4.20%) Kafka
13 48 (4.20%) RESTful
14 47 (4.12%) .NET
15 40 (3.50%) Node.js
16 30 (2.63%) Flask
16 30 (2.63%) pytest
17 28 (2.45%) Faiss
18 25 (2.19%) AngularJS
Miscellaneous
1 163 (14.27%) Algorithms
2 155 (13.57%) Cloud Native
3 99 (8.67%) AI Agents
4 43 (3.77%) Product Ownership
5 36 (3.15%) Distributed Systems
6 34 (2.98%) Onboarding
7 31 (2.71%) Data Protection Act
8 29 (2.54%) Legacy Systems
9 25 (2.19%) Distributed Computing
9 25 (2.19%) Genomics
10 23 (2.01%) Analytical Mindset
10 23 (2.01%) Life Science
11 22 (1.93%) Data Structures
12 17 (1.49%) Hybrid Cloud
13 16 (1.40%) Enterprise Software
13 16 (1.40%) Management Information System
14 12 (1.05%) Derivative
14 12 (1.05%) Greenfield Project
15 10 (0.88%) IoT
15 10 (0.88%) Robotics
Operating Systems
1 23 (2.01%) Linux
2 10 (0.88%) Red Hat Enterprise Linux
3 9 (0.79%) Ubuntu
4 8 (0.70%) VMS
5 7 (0.61%) Unix
6 6 (0.53%) Apple iOS
6 6 (0.53%) Windows
7 5 (0.44%) Android
8 1 (0.088%) CentOS
8 1 (0.088%) Robot Operating System
Processes & Methodologies
1 863 (75.57%) AI
2 457 (40.02%) Data Science
3 330 (28.90%) LLM
4 305 (26.71%) CI/CD
5 294 (25.74%) Analytics
6 269 (23.56%) Agile
7 256 (22.42%) DevOps
8 230 (20.14%) Generative AI
9 226 (19.79%) Data Pipeline
10 215 (18.83%) MLOps
11 198 (17.34%) Data Engineering
12 196 (17.16%) Problem-Solving
13 173 (15.15%) Natural Language Processing
14 159 (13.92%) Containerisation
15 156 (13.66%) Software Engineering
16 154 (13.49%) Retrieval-Augmented Generation
17 135 (11.82%) Use Case
18 128 (11.21%) Data Modelling
18 128 (11.21%) Prompt Engineering
19 123 (10.77%) ETL
Programming Languages
1 734 (64.27%) Python
2 277 (24.26%) SQL
3 65 (5.69%) R
4 60 (5.25%) Java
5 56 (4.90%) C#
6 55 (4.82%) JavaScript
7 51 (4.47%) TypeScript
8 33 (2.89%) C++
9 30 (2.63%) PowerShell
10 25 (2.19%) Scala
11 19 (1.66%) Bash
12 15 (1.31%) Bicep
12 15 (1.31%) MATLAB
13 13 (1.14%) Go
14 5 (0.44%) C
14 5 (0.44%) SystemVerilog
14 5 (0.44%) Tcl
15 3 (0.26%) Data Analysis Expressions
15 3 (0.26%) Rust
15 3 (0.26%) SPARQL
Qualifications
1 166 (14.54%) Security Cleared
2 159 (13.92%) Degree
3 128 (11.21%) SC Cleared
4 63 (5.52%) Master's Degree
5 58 (5.08%) MCP
6 44 (3.85%) Computer Science Degree
7 34 (2.98%) PhD
8 29 (2.54%) DV Cleared
9 17 (1.49%) Azure Certification
10 12 (1.05%) BPSS Clearance
11 8 (0.70%) AWS Certification
12 7 (0.61%) ISTQB
13 6 (0.53%) 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%) OSCP
Quality Assurance & Compliance
1 83 (7.27%) Data Quality
2 45 (3.94%) GDPR
2 45 (3.94%) QA
3 35 (3.06%) NIST
4 30 (2.63%) EU AI Act
5 16 (1.40%) Accessibility
6 15 (1.31%) ISO/IEC 27001
7 6 (0.53%) California Consumer Privacy Act
8 5 (0.44%) DO-254
8 5 (0.44%) HMG Security Policy Framework
8 5 (0.44%) ISO/IEC 42001
9 4 (0.35%) Disclosure Scotland
9 4 (0.35%) HIPAA
9 4 (0.35%) PCI DSS
9 4 (0.35%) SOC 2
10 3 (0.26%) GRC
10 3 (0.26%) NCSC
11 2 (0.18%) Actionable Recommendations
11 2 (0.18%) EMIR
11 2 (0.18%) JSP 440
System Software
1 200 (17.51%) Docker
2 12 (1.05%) 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 (0.18%) Ceph
5 2 (0.18%) GPFS
5 2 (0.18%) HDFS
5 2 (0.18%) Hyper-V
5 2 (0.18%) KVM
5 2 (0.18%) VMware Infrastructure
5 2 (0.18%) VMware NSX
Systems Management
1 189 (16.55%) Kubernetes
2 121 (10.60%) Terraform
3 28 (2.45%) Grafana
4 25 (2.19%) Ansible
5 16 (1.40%) Kubeflow
5 16 (1.40%) Prometheus
6 10 (0.88%) SCOM
7 9 (0.79%) Kibana
8 8 (0.70%) Argo
9 6 (0.53%) 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 (0.18%) Istio
12 2 (0.18%) Knative
12 2 (0.18%) Kustomize
12 2 (0.18%) Single Sign-On
12 2 (0.18%) Systems Management Server (SMS)
Vendors
1 164 (14.36%) Databricks
1 164 (14.36%) Microsoft
2 105 (9.19%) Google
3 79 (6.92%) OpenAI
4 46 (4.03%) Foundry
5 33 (2.89%) SAP
6 16 (1.40%) Splunk
7 15 (1.31%) ServiceNow
8 14 (1.23%) NVIDIA
8 14 (1.23%) Salesforce
9 9 (0.79%) Greenplum
9 9 (0.79%) Oracle
10 8 (0.70%) TIBCO
10 8 (0.70%) UiPath
11 7 (0.61%) Cisco
11 7 (0.61%) Pega
12 6 (0.53%) ESRI
12 6 (0.53%) Intel
12 6 (0.53%) Intergraph
13 5 (0.44%) Informatica