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

6 months to
31 Jan 2026
Same period 2025 Same period 2024
Rank 83 100 173
Rank change year-on-year +17 +73 +44
Contract jobs citing Machine Learning 1,225 804 634
As % of all contract jobs in the UK 3.16% 2.56% 1.42%
As % of the Processes & Methodologies category 3.62% 2.87% 1.62%
Number of daily rates quoted 781 524 459
10th Percentile £401 £363 £413
25th Percentile £475 £463 £463
Median daily rate (50th Percentile) £563 £600 £573
Median % change year-on-year -6.25% +4.80% -8.40%
75th Percentile £700 £727 £700
90th Percentile £788 £838 £775
UK excluding London median daily rate £525 £520 £543
% change year-on-year +1.06% -4.33% -7.57%
Number of hourly rates quoted 38 15 29
10th Percentile £38.36 £22.85 £42.25
25th Percentile £45.38 £25.31 -
Median hourly rate £58.36 £45.00 £46.18
Median % change year-on-year +29.69% -2.56% +31.94%
75th Percentile £79.75 £49.97 £52.50
90th Percentile £100.55 £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 33,821 28,022 39,068
As % of all contract IT jobs advertised in the UK 87.29% 89.12% 87.32%
Number of daily rates quoted 21,401 17,008 25,726
10th Percentile £305 £307 £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 £638
90th Percentile £720 £738 £738
UK excluding London median daily rate £480 £500 £500
% change year-on-year -4.00% - -
Number of hourly rates quoted 2,033 874 2,031
10th Percentile £14.50 £15.62 £13.41
25th Percentile £17.60 £21.00 £16.78
Median hourly rate £25.15 £32.50 £35.96
Median % change year-on-year -22.62% -9.62% +12.38%
75th Percentile £58.00 £62.50 £62.00
90th Percentile £70.00 £75.00 £74.00
UK excluding London median hourly rate £24.71 £30.62 £36.50
% change year-on-year -19.29% -16.12% +31.77%

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 31 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 31 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 31 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 +10 1,030 £575 -4.17% 977
London +13 683 £603 -7.31% 496
UK excluding London +42 389 £525 +1.06% 716
Work from Home +15 375 £550 +4.76% 506
North of England -16 93 £511 +9.84% 140
Scotland +56 78 £518 +18.29% 40
South East +6 76 £550 +4.76% 284
East of England +19 69 £550 -8.33% 79
North West -2 54 £500 +10.50% 80
Midlands -6 50 £514 +31.79% 71
West Midlands -15 34 £520 +29.88% 24
Yorkshire -29 32 £520 -1.05% 41
South West -23 31 £550 -17.60% 94
East Midlands -12 16 £449 +25.98% 47
Wales -9 10 £738 +31.11% 17
North East -21 9 £575 +47.44% 20
Northern Ireland - 2 £675 - 4

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
1 108 (8.82%) Apache Spark
2 68 (5.55%) Apache Airflow
3 52 (4.24%) Apache
4 28 (2.29%) Jupyter
5 11 (0.90%) Appian
5 11 (0.90%) Confluence
6 9 (0.73%) SAS
7 8 (0.65%) Apache Pig
8 6 (0.49%) GeoServer
8 6 (0.49%) Smallworld
9 5 (0.41%) Palantir Foundry
9 5 (0.41%) SharePoint
10 4 (0.33%) IIS
11 3 (0.24%) CMS
12 2 (0.16%) Apache Superset
12 2 (0.16%) Luigi
13 1 (0.082%) Apache Synapse
13 1 (0.082%) Microsoft Exchange
13 1 (0.082%) nginx
Applications
1 42 (3.43%) Chatbot
2 14 (1.14%) Microsoft Excel
3 11 (0.90%) Microsoft Office
3 11 (0.90%) Microsoft Project
4 7 (0.57%) Microsoft PowerPoint
5 6 (0.49%) Simulink
6 3 (0.24%) LaTeX
7 1 (0.082%) Adobe XD
7 1 (0.082%) Sketch
7 1 (0.082%) Spreadsheet
7 1 (0.082%) Trello
Business Applications
1 6 (0.49%) SAP S/4HANA
2 3 (0.24%) Dynamics CRM
3 2 (0.16%) Teamcenter
4 1 (0.082%) Distributed Ledger
4 1 (0.082%) Shopify
4 1 (0.082%) Workday HCM
Cloud Services
1 534 (43.59%) Azure
2 417 (34.04%) AWS
3 223 (18.20%) GCP
4 124 (10.12%) Power Platform
5 104 (8.49%) GitHub
6 103 (8.41%) Serverless
7 92 (7.51%) Azure Machine Learning
8 78 (6.37%) Azure AI
9 76 (6.20%) Azure DevOps
10 69 (5.63%) Snowflake
11 63 (5.14%) Amazon S3
12 59 (4.82%) Amazon SageMaker
13 53 (4.33%) Vertex AI
14 50 (4.08%) Azure Data Factory
14 50 (4.08%) Azure Synapse Analytics
15 49 (4.00%) GitHub Actions
16 48 (3.92%) AWS Lambda
17 43 (3.51%) Azure AKS
18 38 (3.10%) AWS CloudFormation
19 35 (2.86%) Amazon ECS
Communications & Networking
1 16 (1.31%) Network Security
2 9 (0.73%) HTTP
3 7 (0.57%) Ethernet
4 6 (0.49%) DNS
5 5 (0.41%) FTP
5 5 (0.41%) InfiniBand
5 5 (0.41%) Internet
5 5 (0.41%) SMTP
5 5 (0.41%) SSL
6 4 (0.33%) Firewall
7 3 (0.24%) Cisco IPT
7 3 (0.24%) VPN
8 2 (0.16%) 2G
8 2 (0.16%) 5G
8 2 (0.16%) Cisco Nexus
8 2 (0.16%) Ethernet VPN
8 2 (0.16%) Hyperconnected
8 2 (0.16%) LTE
8 2 (0.16%) Mobile Backhaul
8 2 (0.16%) VXLAN
Database & Business Intelligence
1 101 (8.24%) Power BI
2 87 (7.10%) Data Lake
3 70 (5.71%) Data Warehouse
4 57 (4.65%) Big Data
5 52 (4.24%) NoSQL
6 45 (3.67%) Metadata
6 45 (3.67%) PostgreSQL
7 44 (3.59%) BigQuery
8 34 (2.78%) Tableau
9 31 (2.53%) Hadoop
9 31 (2.53%) Pinecone
10 21 (1.71%) Relational Database
10 21 (1.71%) Weaviate
11 19 (1.55%) SQL Server
12 18 (1.47%) Amazon Athena
12 18 (1.47%) Data Mining
13 17 (1.39%) Delta Lake
13 17 (1.39%) Elasticsearch
14 16 (1.31%) Amazon Redshift
15 15 (1.22%) OLTP
Development Applications
1 94 (7.67%) Git
2 82 (6.69%) MLflow
3 39 (3.18%) Jenkins
4 25 (2.04%) GitLab
5 24 (1.96%) JIRA
6 16 (1.31%) Selenium
7 14 (1.14%) JMeter
8 13 (1.06%) Visual Studio
9 9 (0.73%) SonarQube
10 7 (0.57%) Gradle
11 6 (0.49%) PyCharm
12 5 (0.41%) Maven
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
1 322 (26.29%) Social Skills
2 259 (21.14%) Finance
3 135 (11.02%) Analytical Skills
4 127 (10.37%) Public Sector
5 83 (6.78%) Banking
6 39 (3.18%) Marketing
7 38 (3.10%) Pharmaceutical
8 33 (2.69%) Retail
9 31 (2.53%) Legal
10 28 (2.29%) Investment Banking
11 25 (2.04%) Influencing Skills
12 24 (1.96%) Front Office
13 23 (1.88%) Manufacturing
14 20 (1.63%) Documentation Skills
14 20 (1.63%) Inclusion and Diversity
15 18 (1.47%) Telecoms
16 15 (1.22%) Electronics
16 15 (1.22%) Presentation Skills
17 11 (0.90%) Financial Institution
18 9 (0.73%) Aerospace
Job Titles
1 188 (15.35%) Artificial Intelligence Engineer
2 170 (13.88%) Data Scientist
3 164 (13.39%) Architect
4 134 (10.94%) Senior
5 131 (10.69%) Data Engineer
6 104 (8.49%) Developer
7 99 (8.08%) Lead
8 63 (5.14%) Artificial Intelligence Architect
8 63 (5.14%) Machine Learning Engineer
9 59 (4.82%) Python Engineer
10 54 (4.41%) Analyst
11 50 (4.08%) Software Engineer
12 44 (3.59%) Data Architect
13 39 (3.18%) Gen AI Engineer
14 35 (2.86%) Solutions Architect
15 33 (2.69%) Azure Engineer
16 32 (2.61%) Consultant
17 30 (2.45%) Senior Data Scientist
18 26 (2.12%) Full-Stack Engineer
19 24 (1.96%) Artificial Intelligence Developer
Libraries, Frameworks & Software Standards
1 209 (17.06%) PyTorch
2 174 (14.20%) TensorFlow
3 116 (9.47%) scikit-learn
4 107 (8.73%) Pandas
5 85 (6.94%) LangChain
6 76 (6.20%) FastAPI
6 76 (6.20%) NumPy
7 71 (5.80%) React
8 62 (5.06%) Model Context Protocol
9 59 (4.82%) Hugging Face
10 54 (4.41%) PySpark
10 54 (4.41%) REST
11 53 (4.33%) .NET
12 51 (4.16%) LangGraph
13 48 (3.92%) Kafka
14 46 (3.76%) Node.js
15 45 (3.67%) RESTful
16 31 (2.53%) Flask
17 30 (2.45%) Faiss
18 29 (2.37%) pytest
Miscellaneous
1 168 (13.71%) Algorithms
2 164 (13.39%) Cloud Native
3 105 (8.57%) AI Agents
4 47 (3.84%) Product Ownership
5 43 (3.51%) Onboarding
6 35 (2.86%) Data Protection Act
7 33 (2.69%) Distributed Systems
8 32 (2.61%) Legacy Systems
9 27 (2.20%) Distributed Computing
10 23 (1.88%) Genomics
11 22 (1.80%) Data Structures
12 20 (1.63%) Analytical Mindset
12 20 (1.63%) Life Science
13 19 (1.55%) Enterprise Software
14 17 (1.39%) Hybrid Cloud
14 17 (1.39%) Management Information System
15 13 (1.06%) Fixed Income
16 12 (0.98%) Derivative
16 12 (0.98%) Greenfield Project
17 11 (0.90%) Replication
Operating Systems
1 28 (2.29%) Linux
2 9 (0.73%) Red Hat Enterprise Linux
3 8 (0.65%) Ubuntu
3 8 (0.65%) VMS
3 8 (0.65%) Windows
4 6 (0.49%) Apple iOS
5 5 (0.41%) Android
5 5 (0.41%) Unix
6 1 (0.082%) CentOS
6 1 (0.082%) Robot Operating System
Processes & Methodologies
1 941 (76.82%) AI
2 478 (39.02%) Data Science
3 348 (28.41%) LLM
4 328 (26.78%) CI/CD
5 319 (26.04%) Analytics
6 276 (22.53%) Agile
7 271 (22.12%) DevOps
8 250 (20.41%) Generative AI
9 245 (20.00%) Data Pipeline
10 232 (18.94%) MLOps
11 215 (17.55%) Problem-Solving
12 214 (17.47%) Data Engineering
13 187 (15.27%) Natural Language Processing
14 172 (14.04%) Retrieval-Augmented Generation
15 165 (13.47%) Software Engineering
16 158 (12.90%) Containerisation
17 148 (12.08%) Prompt Engineering
18 146 (11.92%) Use Case
19 143 (11.67%) ETL
20 139 (11.35%) Data Governance
Programming Languages
1 762 (62.20%) Python
2 302 (24.65%) SQL
3 75 (6.12%) Java
4 70 (5.71%) C#
4 70 (5.71%) R
5 57 (4.65%) JavaScript
6 50 (4.08%) TypeScript
7 33 (2.69%) C++
8 32 (2.61%) Scala
9 27 (2.20%) PowerShell
10 17 (1.39%) Bash
10 17 (1.39%) MATLAB
11 15 (1.22%) Bicep
12 12 (0.98%) Go
13 6 (0.49%) SystemVerilog
13 6 (0.49%) Tcl
14 5 (0.41%) C
15 4 (0.33%) Rust
16 3 (0.24%) Data Analysis Expressions
16 3 (0.24%) Swift
Qualifications
1 184 (15.02%) Security Cleared
2 170 (13.88%) Degree
3 137 (11.18%) SC Cleared
4 68 (5.55%) Master's Degree
5 45 (3.67%) Computer Science Degree
6 39 (3.18%) PhD
7 29 (2.37%) DV Cleared
8 22 (1.80%) Azure Certification
8 22 (1.80%) Microsoft Certified Professional
9 19 (1.55%) BPSS Clearance
10 12 (0.98%) AWS Certification
11 7 (0.57%) ISTQB
11 7 (0.57%) Microsoft Certification
12 6 (0.49%) CISSP
12 6 (0.49%) HNC
12 6 (0.49%) HND
13 5 (0.41%) TOGAF Certification
14 4 (0.33%) CISM
14 4 (0.33%) ISTQB Foundation Certification
15 3 (0.24%) ISTQB Advanced Certification
Quality Assurance & Compliance
1 96 (7.84%) Data Quality
2 52 (4.24%) GDPR
3 46 (3.76%) QA
4 34 (2.78%) NIST
5 29 (2.37%) EU AI Act
6 16 (1.31%) Accessibility
7 15 (1.22%) ISO/IEC 27001
8 7 (0.57%) HIPAA
9 6 (0.49%) DO-254
9 6 (0.49%) GRC
9 6 (0.49%) NCSC
10 5 (0.41%) HMG Security Policy Framework
10 5 (0.41%) ISO/IEC 42001
11 4 (0.33%) Actionable Recommendations
11 4 (0.33%) California Consumer Privacy Act
11 4 (0.33%) Disclosure Scotland
11 4 (0.33%) PCI DSS
11 4 (0.33%) SOC 2
12 2 (0.16%) EMIR
12 2 (0.16%) JSP 440
System Software
1 204 (16.65%) Docker
2 11 (0.90%) Active Directory
3 8 (0.65%) Firmware
3 8 (0.65%) Virtual Machines
4 7 (0.57%) Slurm Workload Manager
5 4 (0.33%) Lustre
6 2 (0.16%) Ceph
6 2 (0.16%) GPFS
6 2 (0.16%) HDFS
6 2 (0.16%) Hyper-V
6 2 (0.16%) KVM
6 2 (0.16%) VMware Infrastructure
6 2 (0.16%) VMware NSX
Systems Management
1 200 (16.33%) Kubernetes
2 120 (9.80%) Terraform
3 25 (2.04%) Grafana
4 22 (1.80%) Ansible
5 13 (1.06%) Prometheus
6 12 (0.98%) Kubeflow
7 9 (0.73%) Kibana
8 8 (0.65%) Argo
9 7 (0.57%) SCOM
10 6 (0.49%) logstash
10 6 (0.49%) Podman
11 5 (0.41%) ITRS Geneos
12 2 (0.16%) Istio
12 2 (0.16%) Knative
12 2 (0.16%) Single Sign-On
12 2 (0.16%) Systems Management Server (SMS)
13 1 (0.082%) Microsoft Intune
13 1 (0.082%) Progress Chef
13 1 (0.082%) SCCM
13 1 (0.082%) SELinux
Vendors
1 181 (14.78%) Microsoft
2 178 (14.53%) Databricks
3 107 (8.73%) Google
4 92 (7.51%) OpenAI
5 63 (5.14%) Foundry
6 34 (2.78%) SAP
7 20 (1.63%) Oracle
8 16 (1.31%) Splunk
9 15 (1.22%) Salesforce
9 15 (1.22%) ServiceNow
10 11 (0.90%) NVIDIA
11 10 (0.82%) UiPath
12 9 (0.73%) Greenplum
12 9 (0.73%) Informatica
13 8 (0.65%) Automation Anywhere
14 7 (0.57%) Cisco
14 7 (0.57%) Intel
14 7 (0.57%) Pega
14 7 (0.57%) TIBCO
15 6 (0.49%) ESRI