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

6 months to
28 Jan 2026
Same period 2025 Same period 2024
Rank 79 97 170
Rank change year-on-year +18 +73 +49
Contract jobs citing Machine Learning 1,209 790 618
As % of all contract jobs in the UK 3.15% 2.52% 1.40%
As % of the Processes & Methodologies category 3.60% 2.83% 1.60%
Number of daily rates quoted 777 514 448
10th Percentile £401 £363 £413
25th Percentile £475 £463 £463
Median daily rate (50th Percentile) £570 £600 £568
Median % change year-on-year -5.00% +5.73% -9.20%
75th Percentile £700 £725 £700
90th Percentile £788 £838 £775
UK excluding London median daily rate £525 £513 £547
% change year-on-year +2.44% -6.22% -4.96%
Number of hourly rates quoted 37 15 29
10th Percentile £37.39 £22.85 £42.25
25th Percentile £43.84 £25.31 -
Median hourly rate £55.50 £45.00 £46.18
Median % change year-on-year +23.33% -2.56% +31.94%
75th Percentile £80.00 £49.97 £50.25
90th Percentile £102.40 £60.50 £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 33,541 27,883 38,559
As % of all contract IT jobs advertised in the UK 87.38% 89.07% 87.36%
Number of daily rates quoted 21,255 16,908 25,386
10th Percentile £305 £306 £300
25th Percentile £406 £413 £413
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £613 £638 £643
90th Percentile £722 £738 £738
UK excluding London median daily rate £480 £499 £500
% change year-on-year -3.81% -0.20% -
Number of hourly rates quoted 2,020 876 1,970
10th Percentile £14.50 £15.62 £13.50
25th Percentile £17.69 £21.00 £16.85
Median hourly rate £25.15 £32.50 £35.98
Median % change year-on-year -22.62% -9.67% +12.44%
75th Percentile £58.00 £62.50 £62.49
90th Percentile £70.00 £75.00 £75.00
UK excluding London median hourly rate £24.71 £30.45 £37.50
% change year-on-year -18.85% -18.80% +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 28 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 28 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 28 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 +12 1,021 £575 -4.17% 1,614
London +18 683 £603 -7.31% 516
Work from Home +16 372 £550 +4.76% 682
UK excluding London +36 370 £525 +2.44% 1,381
North of England -26 86 £508 +9.14% 235
Scotland +51 70 £503 +14.86% 59
South East +6 69 £550 +4.76% 513
East of England +17 63 £520 -13.33% 186
North West -5 50 £492 +8.73% 110
Midlands -11 50 £514 +31.79% 164
West Midlands -8 35 £525 +31.25% 48
South West -22 32 £550 -17.60% 180
Yorkshire -34 29 £525 - 90
East Midlands -22 15 £449 +25.98% 109
Wales -10 10 £738 +31.11% 54
North East -19 9 £575 +47.44% 37
Northern Ireland - 2 £675 - 23

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
1 103 (8.52%) Apache Spark
2 68 (5.62%) Apache Airflow
3 47 (3.89%) Apache
4 27 (2.23%) Jupyter
5 12 (0.99%) Confluence
6 11 (0.91%) Appian
7 9 (0.74%) SAS
8 8 (0.66%) Apache Pig
9 6 (0.50%) GeoServer
9 6 (0.50%) Smallworld
10 5 (0.41%) SharePoint
11 4 (0.33%) IIS
12 3 (0.25%) CMS
13 2 (0.17%) Luigi
14 1 (0.083%) Apache Superset
14 1 (0.083%) Apache Synapse
14 1 (0.083%) Microsoft Exchange
14 1 (0.083%) nginx
Applications
1 41 (3.39%) Chatbot
2 14 (1.16%) Microsoft Excel
3 11 (0.91%) Microsoft Office
3 11 (0.91%) Microsoft Project
4 7 (0.58%) Microsoft PowerPoint
5 6 (0.50%) Simulink
6 3 (0.25%) LaTeX
7 1 (0.083%) Adobe XD
7 1 (0.083%) Sketch
7 1 (0.083%) Spreadsheet
7 1 (0.083%) Trello
Business Applications
1 6 (0.50%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) Teamcenter
3 1 (0.083%) Distributed Ledger
3 1 (0.083%) Shopify
3 1 (0.083%) Workday HCM
Cloud Services
1 521 (43.09%) Azure
2 415 (34.33%) AWS
3 230 (19.02%) GCP
4 117 (9.68%) Power Platform
5 105 (8.68%) GitHub
6 98 (8.11%) Serverless
7 89 (7.36%) Azure Machine Learning
8 72 (5.96%) Azure DevOps
9 70 (5.79%) Snowflake
10 68 (5.62%) Azure AI
11 63 (5.21%) Amazon S3
12 60 (4.96%) Amazon SageMaker
12 60 (4.96%) Vertex AI
13 51 (4.22%) GitHub Actions
14 49 (4.05%) Azure Data Factory
14 49 (4.05%) Azure Synapse Analytics
15 47 (3.89%) AWS Lambda
16 44 (3.64%) Azure AKS
17 38 (3.14%) AWS CloudFormation
18 34 (2.81%) Amazon ECS
Communications & Networking
1 14 (1.16%) Network Security
2 7 (0.58%) DNS
2 7 (0.58%) Ethernet
2 7 (0.58%) HTTP
3 6 (0.50%) Internet
4 5 (0.41%) FTP
4 5 (0.41%) InfiniBand
4 5 (0.41%) SMTP
4 5 (0.41%) SSL
5 4 (0.33%) Firewall
6 3 (0.25%) Cisco IPT
6 3 (0.25%) VPN
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%) Mobile Backhaul
7 2 (0.17%) Modbus
7 2 (0.17%) VXLAN
Database & Business Intelligence
1 100 (8.27%) Power BI
2 85 (7.03%) Data Lake
3 73 (6.04%) Data Warehouse
4 54 (4.47%) Big Data
5 52 (4.30%) NoSQL
6 48 (3.97%) BigQuery
7 43 (3.56%) PostgreSQL
8 42 (3.47%) Metadata
9 33 (2.73%) Tableau
10 32 (2.65%) Pinecone
11 28 (2.32%) Hadoop
12 21 (1.74%) Weaviate
13 19 (1.57%) Relational Database
14 18 (1.49%) Amazon Athena
14 18 (1.49%) Data Mining
15 17 (1.41%) Elasticsearch
15 17 (1.41%) SQL Server
16 16 (1.32%) Amazon Redshift
16 16 (1.32%) Delta Lake
17 15 (1.24%) OLTP
Development Applications
1 93 (7.69%) Git
2 83 (6.87%) MLflow
3 40 (3.31%) Jenkins
4 27 (2.23%) GitLab
5 24 (1.99%) JIRA
6 16 (1.32%) Selenium
7 15 (1.24%) JMeter
8 13 (1.08%) Visual Studio
9 10 (0.83%) SonarQube
10 7 (0.58%) Gradle
11 6 (0.50%) Maven
11 6 (0.50%) PyCharm
12 5 (0.41%) MSTest
13 4 (0.33%) Android Studio
13 4 (0.33%) Cucumber
13 4 (0.33%) Cypress.io
13 4 (0.33%) Oracle APEX
13 4 (0.33%) Postman
13 4 (0.33%) Robot Framework
13 4 (0.33%) RStudio
General
1 319 (26.39%) Social Skills
2 259 (21.42%) Finance
3 133 (11.00%) Analytical Skills
4 126 (10.42%) Public Sector
5 81 (6.70%) Banking
6 41 (3.39%) Marketing
7 39 (3.23%) Pharmaceutical
8 34 (2.81%) Retail
9 32 (2.65%) Legal
10 28 (2.32%) Investment Banking
11 24 (1.99%) Front Office
12 23 (1.90%) Manufacturing
13 22 (1.82%) Influencing Skills
14 19 (1.57%) Inclusion and Diversity
14 19 (1.57%) Telecoms
15 18 (1.49%) Documentation Skills
16 15 (1.24%) Electronics
16 15 (1.24%) Presentation Skills
17 11 (0.91%) Aerospace
17 11 (0.91%) Financial Institution
Job Titles
1 185 (15.30%) Artificial Intelligence Engineer
2 165 (13.65%) Data Scientist
3 160 (13.23%) Architect
4 132 (10.92%) Senior
5 129 (10.67%) Data Engineer
6 103 (8.52%) Developer
7 96 (7.94%) Lead
8 63 (5.21%) Machine Learning Engineer
9 60 (4.96%) Artificial Intelligence Architect
10 55 (4.55%) Python Engineer
11 53 (4.38%) Analyst
12 51 (4.22%) Software Engineer
13 43 (3.56%) Data Architect
14 39 (3.23%) Gen AI Engineer
15 34 (2.81%) Solutions Architect
16 30 (2.48%) Consultant
17 28 (2.32%) Azure Engineer
17 28 (2.32%) Senior Data Scientist
18 27 (2.23%) Product Manager
19 25 (2.07%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 208 (17.20%) PyTorch
2 177 (14.64%) TensorFlow
3 119 (9.84%) scikit-learn
4 103 (8.52%) Pandas
5 87 (7.20%) LangChain
6 77 (6.37%) FastAPI
7 73 (6.04%) NumPy
7 73 (6.04%) React
8 60 (4.96%) Hugging Face
9 54 (4.47%) LangGraph
10 53 (4.38%) PySpark
11 52 (4.30%) .NET
12 48 (3.97%) Kafka
13 47 (3.89%) REST
14 46 (3.80%) RESTful
15 41 (3.39%) Node.js
16 31 (2.56%) Faiss
16 31 (2.56%) Flask
17 30 (2.48%) pytest
18 27 (2.23%) AngularJS
Miscellaneous
1 169 (13.98%) Cloud Native
2 164 (13.56%) Algorithms
3 105 (8.68%) AI Agents
4 43 (3.56%) Product Ownership
5 42 (3.47%) Onboarding
6 34 (2.81%) Distributed Systems
7 33 (2.73%) Data Protection Act
8 31 (2.56%) Legacy Systems
9 25 (2.07%) Distributed Computing
10 24 (1.99%) Genomics
11 21 (1.74%) Life Science
12 20 (1.65%) Data Structures
13 19 (1.57%) Analytical Mindset
14 17 (1.41%) Enterprise Software
14 17 (1.41%) Hybrid Cloud
15 15 (1.24%) Management Information System
16 13 (1.08%) Fixed Income
17 12 (0.99%) Derivative
17 12 (0.99%) Greenfield Project
18 11 (0.91%) Replication
Operating Systems
1 26 (2.15%) Linux
2 9 (0.74%) Red Hat Enterprise Linux
3 8 (0.66%) Ubuntu
3 8 (0.66%) VMS
4 7 (0.58%) Windows
5 6 (0.50%) Apple iOS
5 6 (0.50%) Unix
6 5 (0.41%) Android
7 1 (0.083%) CentOS
7 1 (0.083%) Robot Operating System
Processes & Methodologies
1 927 (76.67%) AI
2 473 (39.12%) Data Science
3 344 (28.45%) LLM
4 329 (27.21%) CI/CD
5 313 (25.89%) Analytics
6 276 (22.83%) Agile
7 266 (22.00%) DevOps
8 243 (20.10%) Generative AI
9 238 (19.69%) Data Pipeline
10 235 (19.44%) MLOps
11 210 (17.37%) Problem-Solving
12 208 (17.20%) Data Engineering
13 189 (15.63%) Natural Language Processing
14 167 (13.81%) Retrieval-Augmented Generation
15 161 (13.32%) Software Engineering
16 158 (13.07%) Containerisation
17 143 (11.83%) Use Case
18 141 (11.66%) Prompt Engineering
19 136 (11.25%) ETL
20 135 (11.17%) Data Modelling
Programming Languages
1 755 (62.45%) Python
2 294 (24.32%) SQL
3 75 (6.20%) Java
4 68 (5.62%) R
5 65 (5.38%) C#
6 58 (4.80%) JavaScript
7 53 (4.38%) TypeScript
8 33 (2.73%) C++
9 32 (2.65%) Scala
10 27 (2.23%) PowerShell
11 19 (1.57%) Bash
12 17 (1.41%) MATLAB
13 14 (1.16%) Bicep
14 13 (1.08%) Go
15 6 (0.50%) SystemVerilog
15 6 (0.50%) Tcl
16 5 (0.41%) C
17 4 (0.33%) Rust
18 3 (0.25%) Data Analysis Expressions
18 3 (0.25%) Swift
Qualifications
1 179 (14.81%) Security Cleared
2 164 (13.56%) Degree
3 134 (11.08%) SC Cleared
4 64 (5.29%) Master's Degree
5 55 (4.55%) MCP
6 44 (3.64%) Computer Science Degree
7 37 (3.06%) PhD
8 28 (2.32%) DV Cleared
9 20 (1.65%) BPSS Clearance
10 19 (1.57%) Azure Certification
11 12 (0.99%) AWS Certification
12 7 (0.58%) ISTQB
13 6 (0.50%) CISSP
13 6 (0.50%) HNC
13 6 (0.50%) HND
13 6 (0.50%) Microsoft Certification
14 5 (0.41%) TOGAF Certification
15 4 (0.33%) CISM
15 4 (0.33%) ISTQB Foundation Certification
16 3 (0.25%) ISTQB Advanced Certification
Quality Assurance & Compliance
1 91 (7.53%) Data Quality
2 52 (4.30%) GDPR
3 45 (3.72%) QA
4 34 (2.81%) NIST
5 29 (2.40%) EU AI Act
6 15 (1.24%) Accessibility
6 15 (1.24%) ISO/IEC 27001
7 7 (0.58%) HIPAA
8 6 (0.50%) DO-254
8 6 (0.50%) GRC
8 6 (0.50%) NCSC
9 5 (0.41%) HMG Security Policy Framework
9 5 (0.41%) ISO/IEC 42001
10 4 (0.33%) California Consumer Privacy Act
10 4 (0.33%) PCI DSS
10 4 (0.33%) 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
1 207 (17.12%) Docker
2 11 (0.91%) Active Directory
3 8 (0.66%) Firmware
4 7 (0.58%) Virtual Machines
5 6 (0.50%) Slurm Workload Manager
6 4 (0.33%) 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
1 200 (16.54%) Kubernetes
2 123 (10.17%) Terraform
3 24 (1.99%) Grafana
4 23 (1.90%) Ansible
5 15 (1.24%) Kubeflow
6 14 (1.16%) Prometheus
7 9 (0.74%) Argo
7 9 (0.74%) Kibana
8 7 (0.58%) SCOM
9 6 (0.50%) logstash
10 5 (0.41%) ITRS Geneos
10 5 (0.41%) 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 (0.083%) HP ALM
12 1 (0.083%) SCCM
12 1 (0.083%) SELinux
Vendors
1 175 (14.47%) Microsoft
2 173 (14.31%) Databricks
3 109 (9.02%) Google
4 86 (7.11%) OpenAI
5 54 (4.47%) Foundry
6 34 (2.81%) SAP
7 17 (1.41%) Oracle
8 16 (1.32%) Splunk
9 15 (1.24%) Salesforce
9 15 (1.24%) ServiceNow
10 11 (0.91%) NVIDIA
11 10 (0.83%) UiPath
12 9 (0.74%) Greenplum
13 8 (0.66%) Automation Anywhere
14 7 (0.58%) Cisco
14 7 (0.58%) Intel
14 7 (0.58%) Pega
14 7 (0.58%) TIBCO
15 6 (0.50%) ESRI
15 6 (0.50%) Informatica