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

6 months to
14 Jan 2026
Same period 2025 Same period 2024
Rank 79 94 179
Rank change year-on-year +15 +85 +39
Contract jobs citing Machine Learning 1,170 800 591
As % of all contract jobs in the UK 3.16% 2.53% 1.39%
As % of the Processes & Methodologies category 3.60% 2.85% 1.58%
Number of daily rates quoted 752 533 435
10th Percentile £402 £373 £409
25th Percentile £463 £463 £463
Median daily rate (50th Percentile) £570 £600 £565
Median % change year-on-year -5.00% +6.19% -9.60%
75th Percentile £695 £731 £700
90th Percentile £788 £800 £775
UK excluding London median daily rate £515 £520 £530
% change year-on-year -0.87% -1.98% -12.83%
Number of hourly rates quoted 34 17 27
10th Percentile £31.36 £15.72 £42.50
25th Percentile £42.79 £25.25 -
Median hourly rate £51.38 £28.50 £46.18
Median % change year-on-year +80.26% -38.28% -7.64%
75th Percentile £78.00 £53.75 £50.00
90th Percentile £105.70 £58.25 £66.45
UK excluding London median hourly rate £61.23 £37.34 £46.18
% change year-on-year +63.97% -19.14% -12.04%

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 32,475 28,042 37,290
As % of all contract IT jobs advertised in the UK 87.84% 88.72% 87.72%
Number of daily rates quoted 20,506 17,042 24,746
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 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,987 893 1,582
10th Percentile £14.52 £15.62 £14.18
25th Percentile £17.50 £20.50 £18.18
Median hourly rate £25.15 £32.50 £40.50
Median % change year-on-year -22.62% -19.75% +15.71%
75th Percentile £56.00 £62.24 £65.00
90th Percentile £69.39 £74.97 £76.53
UK excluding London median hourly rate £23.83 £30.45 £43.83
% change year-on-year -21.76% -30.52% +51.12%

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 14 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 14 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 14 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 +5 975 £575 -4.17% 1,690
London +8 647 £625 -3.85% 425
UK excluding London +37 359 £515 -0.87% 1,505
Work from Home +22 359 £550 +4.76% 691
North of England -30 78 £475 -1.14% 260
South East +7 70 £533 +0.24% 537
Scotland +48 69 £525 +31.25% 61
East of England +17 67 £529 -11.88% 221
North West -8 47 £470 +3.87% 108
Midlands -13 43 £507 +26.81% 158
West Midlands -12 30 £508 +16.00% 54
South West -29 28 £550 -17.60% 196
Yorkshire -29 28 £525 -2.33% 107
East Midlands -18 13 £450 +26.40% 101
Wales +1 11 £738 +235.23% 74
North East -22 4 £593 +36.99% 47
Northern Ireland - 2 £675 - 33

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 89 (7.61%) Apache Spark
2 66 (5.64%) Apache Airflow
3 36 (3.08%) Apache
4 28 (2.39%) Jupyter
5 11 (0.94%) Confluence
6 9 (0.77%) Appian
7 8 (0.68%) Apache Pig
8 7 (0.60%) SAS
9 6 (0.51%) GeoServer
9 6 (0.51%) Smallworld
10 4 (0.34%) IIS
10 4 (0.34%) SharePoint
11 3 (0.26%) CMS
12 2 (0.17%) Luigi
13 1 (0.085%) Apache Superset
13 1 (0.085%) Microsoft Exchange
13 1 (0.085%) nginx
13 1 (0.085%) Red Hat Fuse
Applications
1 41 (3.50%) Chatbot
2 15 (1.28%) Microsoft Excel
3 11 (0.94%) Microsoft Project
4 10 (0.85%) Microsoft Office
5 6 (0.51%) Microsoft PowerPoint
6 5 (0.43%) Simulink
7 3 (0.26%) LaTeX
8 1 (0.085%) Adobe XD
8 1 (0.085%) Sketch
8 1 (0.085%) Spreadsheet
8 1 (0.085%) Trello
Business Applications
1 5 (0.43%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) Teamcenter
3 1 (0.085%) Distributed Ledger
3 1 (0.085%) Salesforce CRM
3 1 (0.085%) Shopify
3 1 (0.085%) Workday HCM
Cloud Services
1 503 (42.99%) Azure
2 398 (34.02%) AWS
3 216 (18.46%) GCP
4 110 (9.40%) Power Platform
5 101 (8.63%) GitHub
6 97 (8.29%) Serverless
7 87 (7.44%) Azure Machine Learning
8 67 (5.73%) Snowflake
9 64 (5.47%) Azure DevOps
10 62 (5.30%) Amazon S3
11 61 (5.21%) Vertex AI
12 60 (5.13%) Azure AI
13 57 (4.87%) Amazon SageMaker
14 49 (4.19%) Azure AKS
14 49 (4.19%) GitHub Actions
15 47 (4.02%) AWS Lambda
16 46 (3.93%) Azure Synapse Analytics
17 44 (3.76%) Azure Data Factory
18 35 (2.99%) AWS CloudFormation
19 33 (2.82%) Amazon Bedrock
Communications & Networking
1 16 (1.37%) Network Security
2 10 (0.85%) DNS
2 10 (0.85%) HTTP
3 8 (0.68%) SSL
4 7 (0.60%) FTP
4 7 (0.60%) SMTP
5 6 (0.51%) Ethernet
5 6 (0.51%) Internet
6 5 (0.43%) Firewall
7 4 (0.34%) InfiniBand
8 3 (0.26%) VPN
9 2 (0.17%) 2G
9 2 (0.17%) 5G
9 2 (0.17%) Cisco Nexus
9 2 (0.17%) Ethernet VPN
9 2 (0.17%) Hyperconnected
9 2 (0.17%) LTE
9 2 (0.17%) Mobile Backhaul
9 2 (0.17%) Modbus
9 2 (0.17%) VXLAN
Database & Business Intelligence
1 97 (8.29%) Power BI
2 79 (6.75%) Data Lake
3 70 (5.98%) Data Warehouse
4 53 (4.53%) Big Data
5 50 (4.27%) NoSQL
6 48 (4.10%) PostgreSQL
7 46 (3.93%) BigQuery
8 36 (3.08%) Metadata
8 36 (3.08%) Tableau
9 30 (2.56%) Pinecone
10 25 (2.14%) Hadoop
11 19 (1.62%) Relational Database
12 18 (1.54%) Amazon Redshift
12 18 (1.54%) Data Mining
12 18 (1.54%) Weaviate
13 17 (1.45%) Amazon Athena
13 17 (1.45%) Elasticsearch
14 14 (1.20%) Delta Lake
15 13 (1.11%) OLTP
15 13 (1.11%) Redis
Development Applications
1 85 (7.26%) Git
2 81 (6.92%) MLflow
3 46 (3.93%) Jenkins
4 31 (2.65%) GitLab
5 23 (1.97%) JIRA
6 17 (1.45%) JMeter
7 16 (1.37%) Selenium
8 13 (1.11%) SonarQube
8 13 (1.11%) Visual Studio
9 6 (0.51%) Cypress.io
9 6 (0.51%) PyCharm
10 5 (0.43%) MSTest
11 4 (0.34%) Android Studio
11 4 (0.34%) Cucumber
11 4 (0.34%) Gradle
11 4 (0.34%) JUnit
11 4 (0.34%) Mockito
11 4 (0.34%) Oracle APEX
11 4 (0.34%) Robot Framework
11 4 (0.34%) RStudio
General
1 316 (27.01%) Social Skills
2 240 (20.51%) Finance
3 127 (10.85%) Analytical Skills
4 120 (10.26%) Public Sector
5 73 (6.24%) Banking
6 41 (3.50%) Marketing
6 41 (3.50%) Pharmaceutical
7 36 (3.08%) Retail
8 32 (2.74%) Legal
9 26 (2.22%) Investment Banking
10 24 (2.05%) Manufacturing
11 23 (1.97%) Front Office
12 22 (1.88%) Telecoms
13 20 (1.71%) Influencing Skills
14 19 (1.62%) Documentation Skills
15 15 (1.28%) Inclusion and Diversity
15 15 (1.28%) Presentation Skills
16 14 (1.20%) Electronics
17 11 (0.94%) Aerospace
18 10 (0.85%) Financial Institution
Job Titles
1 190 (16.24%) Artificial Intelligence Engineer
2 163 (13.93%) Data Scientist
3 141 (12.05%) Architect
4 133 (11.37%) Data Engineer
5 129 (11.03%) Senior
6 97 (8.29%) Developer
7 90 (7.69%) Lead
8 66 (5.64%) Machine Learning Engineer
9 58 (4.96%) Python Engineer
10 56 (4.79%) Artificial Intelligence Architect
11 52 (4.44%) Analyst
12 48 (4.10%) Software Engineer
13 39 (3.33%) Gen AI Engineer
14 38 (3.25%) Data Architect
15 29 (2.48%) Consultant
15 29 (2.48%) Solutions Architect
16 27 (2.31%) Azure Engineer
17 25 (2.14%) Product Manager
17 25 (2.14%) Senior Data Scientist
18 24 (2.05%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 204 (17.44%) PyTorch
2 177 (15.13%) TensorFlow
3 119 (10.17%) scikit-learn
4 103 (8.80%) Pandas
5 88 (7.52%) LangChain
6 80 (6.84%) FastAPI
7 70 (5.98%) NumPy
8 69 (5.90%) React
9 58 (4.96%) LangGraph
10 56 (4.79%) Hugging Face
11 55 (4.70%) PySpark
12 50 (4.27%) REST
13 49 (4.19%) Kafka
14 48 (4.10%) .NET
14 48 (4.10%) RESTful
15 42 (3.59%) Node.js
16 30 (2.56%) Faiss
16 30 (2.56%) Flask
16 30 (2.56%) pytest
17 26 (2.22%) AngularJS
Miscellaneous
1 166 (14.19%) Algorithms
2 159 (13.59%) Cloud Native
3 102 (8.72%) AI Agents
4 44 (3.76%) Product Ownership
5 38 (3.25%) Onboarding
6 37 (3.16%) Distributed Systems
7 31 (2.65%) Data Protection Act
8 29 (2.48%) Legacy Systems
9 25 (2.14%) Distributed Computing
9 25 (2.14%) Genomics
10 23 (1.97%) Life Science
11 22 (1.88%) Analytical Mindset
11 22 (1.88%) Data Structures
12 17 (1.45%) Hybrid Cloud
13 16 (1.37%) Enterprise Software
14 15 (1.28%) Management Information System
15 12 (1.03%) Derivative
15 12 (1.03%) Greenfield Project
16 10 (0.85%) IoT
16 10 (0.85%) Robotics
Operating Systems
1 24 (2.05%) Linux
2 10 (0.85%) Red Hat Enterprise Linux
3 9 (0.77%) Ubuntu
4 8 (0.68%) VMS
5 7 (0.60%) Unix
6 6 (0.51%) Apple iOS
6 6 (0.51%) Windows
7 5 (0.43%) Android
8 1 (0.085%) CentOS
8 1 (0.085%) Robot Operating System
Processes & Methodologies
1 886 (75.73%) AI
2 468 (40.00%) Data Science
3 338 (28.89%) LLM
4 312 (26.67%) CI/CD
5 303 (25.90%) Analytics
6 274 (23.42%) Agile
7 262 (22.39%) DevOps
8 235 (20.09%) Generative AI
9 231 (19.74%) Data Pipeline
10 220 (18.80%) MLOps
11 205 (17.52%) Data Engineering
12 199 (17.01%) Problem-Solving
13 176 (15.04%) Natural Language Processing
14 161 (13.76%) Containerisation
15 160 (13.68%) Retrieval-Augmented Generation
16 159 (13.59%) Software Engineering
17 144 (12.31%) Use Case
18 133 (11.37%) Prompt Engineering
19 130 (11.11%) Data Modelling
20 125 (10.68%) ETL
Programming Languages
1 746 (63.76%) Python
2 282 (24.10%) SQL
3 65 (5.56%) R
4 62 (5.30%) Java
5 58 (4.96%) C#
6 56 (4.79%) JavaScript
7 52 (4.44%) TypeScript
8 34 (2.91%) C++
9 29 (2.48%) PowerShell
10 25 (2.14%) Scala
11 19 (1.62%) Bash
12 16 (1.37%) MATLAB
13 15 (1.28%) Bicep
14 13 (1.11%) Go
15 5 (0.43%) C
15 5 (0.43%) SystemVerilog
15 5 (0.43%) Tcl
16 4 (0.34%) Rust
17 3 (0.26%) PL/SQL
17 3 (0.26%) Swift
Qualifications
1 173 (14.79%) Security Cleared
2 160 (13.68%) Degree
3 133 (11.37%) SC Cleared
4 63 (5.38%) Master's Degree
5 58 (4.96%) MCP
6 44 (3.76%) Computer Science Degree
7 35 (2.99%) PhD
8 29 (2.48%) DV Cleared
9 17 (1.45%) Azure Certification
10 12 (1.03%) BPSS Clearance
11 9 (0.77%) AWS Certification
12 7 (0.60%) CISSP
12 7 (0.60%) ISTQB
13 6 (0.51%) Microsoft Certification
14 5 (0.43%) HNC
14 5 (0.43%) HND
14 5 (0.43%) TOGAF Certification
15 4 (0.34%) CISM
15 4 (0.34%) ISTQB Foundation Certification
16 3 (0.26%) ISTQB Advanced Certification
Quality Assurance & Compliance
1 86 (7.35%) Data Quality
2 47 (4.02%) GDPR
3 45 (3.85%) QA
4 35 (2.99%) NIST
5 30 (2.56%) EU AI Act
6 16 (1.37%) Accessibility
7 15 (1.28%) ISO/IEC 27001
8 6 (0.51%) California Consumer Privacy Act
9 5 (0.43%) DO-254
9 5 (0.43%) HMG Security Policy Framework
9 5 (0.43%) ISO/IEC 42001
10 4 (0.34%) Disclosure Scotland
10 4 (0.34%) HIPAA
10 4 (0.34%) NCSC
10 4 (0.34%) PCI DSS
10 4 (0.34%) SOC 2
11 3 (0.26%) GRC
12 2 (0.17%) Actionable Recommendations
12 2 (0.17%) EMIR
12 2 (0.17%) JSP 440
System Software
1 203 (17.35%) Docker
2 12 (1.03%) Active Directory
3 8 (0.68%) Virtual Machines
4 7 (0.60%) Firmware
5 5 (0.43%) Slurm Workload Manager
6 4 (0.34%) 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
1 193 (16.50%) Kubernetes
2 125 (10.68%) Terraform
3 28 (2.39%) Grafana
4 25 (2.14%) Ansible
5 16 (1.37%) Kubeflow
5 16 (1.37%) Prometheus
6 10 (0.85%) SCOM
7 9 (0.77%) Kibana
8 8 (0.68%) Argo
9 6 (0.51%) logstash
10 5 (0.43%) ITRS Geneos
11 4 (0.34%) Podman
12 3 (0.26%) Cilium
12 3 (0.26%) Progress Chef
12 3 (0.26%) Rsyslog
13 2 (0.17%) Istio
13 2 (0.17%) Knative
13 2 (0.17%) Kustomize
13 2 (0.17%) Single Sign-On
13 2 (0.17%) Systems Management Server (SMS)
Vendors
1 168 (14.36%) Databricks
2 167 (14.27%) Microsoft
3 107 (9.15%) Google
4 81 (6.92%) OpenAI
5 49 (4.19%) Foundry
6 33 (2.82%) SAP
7 16 (1.37%) Splunk
8 15 (1.28%) ServiceNow
9 14 (1.20%) NVIDIA
9 14 (1.20%) Salesforce
10 9 (0.77%) Greenplum
10 9 (0.77%) Oracle
11 8 (0.68%) TIBCO
11 8 (0.68%) UiPath
12 7 (0.60%) Cisco
12 7 (0.60%) Pega
13 6 (0.51%) ESRI
13 6 (0.51%) Intel
13 6 (0.51%) Intergraph
13 6 (0.51%) Palantir