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 7 February 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Feb 2026
Same period 2025 Same period 2024
Rank 75 98 167
Rank change year-on-year +23 +69 +57
Contract jobs citing Machine Learning 1,260 780 645
As % of all contract jobs in the UK 3.23% 2.51% 1.43%
As % of the Processes & Methodologies category 3.71% 2.81% 1.64%
Number of daily rates quoted 779 497 472
10th Percentile £402 £363 £413
25th Percentile £473 £463 £463
Median daily rate (50th Percentile) £560 £588 £575
Median % change year-on-year -4.68% +2.17% -8.00%
75th Percentile £691 £731 £700
90th Percentile £788 £850 £775
UK excluding London median daily rate £525 £525 £543
% change year-on-year - -3.31% -9.50%
Number of hourly rates quoted 46 15 26
10th Percentile £41.75 £22.85 £41.88
25th Percentile £50.00 £25.31 -
Median hourly rate £54.50 £45.00 £46.18
Median % change year-on-year +21.11% -2.56% +31.94%
75th Percentile £73.93 £53.75 £53.44
90th Percentile £95.00 £62.50 £66.25
UK excluding London median hourly rate £64.00 £45.00 £46.18
% change year-on-year +42.22% -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 33,986 27,793 39,321
As % of all contract IT jobs advertised in the UK 87.08% 89.38% 87.05%
Number of daily rates quoted 21,549 16,924 25,862
10th Percentile £306 £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 £638
90th Percentile £716 £738 £738
UK excluding London median daily rate £477 £496 £500
% change year-on-year -3.88% -0.80% -
Number of hourly rates quoted 2,070 859 2,130
10th Percentile £14.50 £15.62 £13.29
25th Percentile £17.69 £21.00 £16.35
Median hourly rate £25.15 £32.50 £35.00
Median % change year-on-year -22.62% -7.14% +7.69%
75th Percentile £58.75 £63.50 £61.13
90th Percentile £70.00 £75.00 £73.75
UK excluding London median hourly rate £25.15 £31.51 £35.00
% change year-on-year -20.20% -9.97% +11.43%

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 7 February 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 7 February 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 7 February 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 +17 1,052 £575 -4.17% 1,058
London +18 686 £603 -3.98% 558
UK excluding London +41 413 £525 - 699
Work from Home +29 395 £550 +4.76% 481
North of England -15 100 £511 +12.25% 160
South East +12 83 £550 +4.76% 252
Scotland +59 81 £518 +18.29% 51
East of England +11 69 £550 -8.33% 50
North West +3 59 £500 +12.04% 90
Midlands -6 54 £514 +34.38% 85
West Midlands -12 37 £514 +28.50% 39
South West -19 32 £550 -17.60% 78
Yorkshire -36 31 £520 -1.05% 49
East Midlands -15 17 £449 +25.98% 46
Wales -4 15 £738 +31.11% 22
North East -12 12 £575 +60.61% 22
Northern Ireland - 2 £675 - 5

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
1 114 (9.05%) Apache Spark
2 73 (5.79%) Apache Airflow
3 57 (4.52%) Apache
4 29 (2.30%) Jupyter
5 12 (0.95%) Appian
6 11 (0.87%) Confluence
7 9 (0.71%) SAS
8 8 (0.63%) Apache Pig
9 6 (0.48%) GeoServer
9 6 (0.48%) Smallworld
10 5 (0.40%) Palantir Foundry
10 5 (0.40%) SharePoint
11 4 (0.32%) IIS
12 3 (0.24%) CMS
13 2 (0.16%) Luigi
14 1 (0.079%) Apache Superset
14 1 (0.079%) Apache Synapse
14 1 (0.079%) ArcGIS
14 1 (0.079%) Microsoft Exchange
14 1 (0.079%) nginx
Applications
1 41 (3.25%) Chatbot
2 15 (1.19%) Microsoft Project
3 14 (1.11%) Microsoft Excel
4 11 (0.87%) Microsoft Office
5 7 (0.56%) Microsoft PowerPoint
6 5 (0.40%) Simulink
7 3 (0.24%) LaTeX
8 1 (0.079%) Adobe XD
8 1 (0.079%) Sketch
8 1 (0.079%) Spreadsheet
8 1 (0.079%) Trello
Business Applications
1 5 (0.40%) SAP S/4HANA
2 3 (0.24%) Dynamics CRM
3 2 (0.16%) Teamcenter
4 1 (0.079%) Shopify
4 1 (0.079%) Workday HCM
Cloud Services
1 553 (43.89%) Azure
2 445 (35.32%) AWS
3 233 (18.49%) GCP
4 128 (10.16%) Power Platform
5 106 (8.41%) GitHub
5 106 (8.41%) Serverless
6 93 (7.38%) Azure Machine Learning
7 83 (6.59%) Azure AI
8 75 (5.95%) Azure DevOps
9 68 (5.40%) Snowflake
10 65 (5.16%) Amazon SageMaker
11 64 (5.08%) Amazon S3
12 57 (4.52%) Vertex AI
13 52 (4.13%) AWS Lambda
13 52 (4.13%) Azure Data Factory
14 50 (3.97%) Azure Synapse Analytics
14 50 (3.97%) GitHub Actions
15 46 (3.65%) Azure AKS
16 39 (3.10%) AWS CloudFormation
17 38 (3.02%) Amazon ECS
Communications & Networking
1 16 (1.27%) Network Security
2 9 (0.71%) HTTP
3 6 (0.48%) DNS
3 6 (0.48%) Ethernet
4 5 (0.40%) FTP
4 5 (0.40%) Internet
4 5 (0.40%) SMTP
4 5 (0.40%) SSL
5 4 (0.32%) Firewall
5 4 (0.32%) InfiniBand
6 3 (0.24%) Cisco IPT
6 3 (0.24%) VPN
7 2 (0.16%) 2G
7 2 (0.16%) 5G
7 2 (0.16%) Cisco Nexus
7 2 (0.16%) Ethernet VPN
7 2 (0.16%) Hyperconnected
7 2 (0.16%) LTE
7 2 (0.16%) Modbus
7 2 (0.16%) VXLAN
Database & Business Intelligence
1 103 (8.17%) Power BI
2 91 (7.22%) Data Lake
3 74 (5.87%) Data Warehouse
4 61 (4.84%) Big Data
5 50 (3.97%) NoSQL
6 49 (3.89%) Metadata
7 46 (3.65%) BigQuery
7 46 (3.65%) PostgreSQL
8 36 (2.86%) Hadoop
9 33 (2.62%) Tableau
10 31 (2.46%) Pinecone
11 25 (1.98%) SQL Server
12 23 (1.83%) Relational Database
12 23 (1.83%) Weaviate
13 21 (1.67%) Elasticsearch
14 18 (1.43%) Amazon Athena
14 18 (1.43%) Data Mining
14 18 (1.43%) Delta Lake
15 17 (1.35%) Amazon Redshift
16 16 (1.27%) Mixpanel
Development Applications
1 96 (7.62%) Git
2 87 (6.90%) MLflow
3 39 (3.10%) Jenkins
4 26 (2.06%) GitLab
5 24 (1.90%) JIRA
6 16 (1.27%) Selenium
7 13 (1.03%) JMeter
7 13 (1.03%) Visual Studio
8 9 (0.71%) SonarQube
9 7 (0.56%) Gradle
10 6 (0.48%) PyCharm
11 5 (0.40%) Maven
11 5 (0.40%) MSTest
12 4 (0.32%) Android Studio
12 4 (0.32%) Cucumber
12 4 (0.32%) Cypress.io
12 4 (0.32%) Oracle APEX
12 4 (0.32%) Postman
12 4 (0.32%) Robot Framework
12 4 (0.32%) RStudio
General
1 328 (26.03%) Social Skills
2 267 (21.19%) Finance
3 134 (10.63%) Analytical Skills
4 132 (10.48%) Public Sector
5 85 (6.75%) Banking
6 41 (3.25%) Pharmaceutical
7 40 (3.17%) Marketing
8 33 (2.62%) Retail
9 31 (2.46%) Legal
10 29 (2.30%) Investment Banking
11 27 (2.14%) Influencing Skills
12 25 (1.98%) Front Office
13 23 (1.83%) Manufacturing
14 21 (1.67%) Inclusion and Diversity
15 20 (1.59%) Documentation Skills
16 17 (1.35%) Presentation Skills
16 17 (1.35%) Telecoms
17 14 (1.11%) Electronics
18 11 (0.87%) Aerospace
18 11 (0.87%) Financial Institution
Job Titles
1 190 (15.08%) Artificial Intelligence Engineer
2 176 (13.97%) Data Scientist
3 164 (13.02%) Architect
4 151 (11.98%) Senior
5 132 (10.48%) Data Engineer
6 111 (8.81%) Developer
7 104 (8.25%) Lead
8 63 (5.00%) Artificial Intelligence Architect
9 61 (4.84%) Machine Learning Engineer
10 60 (4.76%) Python Engineer
11 55 (4.37%) Software Engineer
12 53 (4.21%) Analyst
13 45 (3.57%) Data Architect
14 38 (3.02%) Gen AI Engineer
15 36 (2.86%) Solutions Architect
16 33 (2.62%) Azure Engineer
16 33 (2.62%) Consultant
17 32 (2.54%) Senior Data Scientist
18 26 (2.06%) Artificial Intelligence Developer
18 26 (2.06%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 216 (17.14%) PyTorch
2 178 (14.13%) TensorFlow
3 118 (9.37%) scikit-learn
4 110 (8.73%) Pandas
5 83 (6.59%) LangChain
6 79 (6.27%) NumPy
7 74 (5.87%) FastAPI
7 74 (5.87%) React
8 61 (4.84%) Hugging Face
8 61 (4.84%) Model Context Protocol
9 55 (4.37%) .NET
9 55 (4.37%) PySpark
9 55 (4.37%) REST
10 53 (4.21%) Kafka
11 51 (4.05%) LangGraph
12 48 (3.81%) Node.js
13 44 (3.49%) RESTful
14 32 (2.54%) Flask
15 30 (2.38%) AngularJS
16 29 (2.30%) pytest
Miscellaneous
1 178 (14.13%) Algorithms
2 169 (13.41%) Cloud Native
3 104 (8.25%) AI Agents
4 48 (3.81%) Onboarding
5 46 (3.65%) Product Ownership
6 39 (3.10%) Distributed Systems
7 33 (2.62%) Data Protection Act
8 31 (2.46%) Legacy Systems
9 28 (2.22%) Distributed Computing
10 23 (1.83%) Data Structures
10 23 (1.83%) Life Science
11 22 (1.75%) Genomics
12 20 (1.59%) Hybrid Cloud
13 19 (1.51%) Analytical Mindset
13 19 (1.51%) Enterprise Software
14 16 (1.27%) Management Information System
15 14 (1.11%) Fixed Income
16 12 (0.95%) Derivative
16 12 (0.95%) Greenfield Project
17 10 (0.79%) IoT
Operating Systems
1 33 (2.62%) Linux
2 9 (0.71%) Red Hat Enterprise Linux
2 9 (0.71%) VMS
2 9 (0.71%) Windows
3 8 (0.63%) Ubuntu
4 7 (0.56%) Apple iOS
5 6 (0.48%) Android
6 4 (0.32%) Unix
7 1 (0.079%) CentOS
7 1 (0.079%) Robot Operating System
Processes & Methodologies
1 970 (76.98%) AI
2 498 (39.52%) Data Science
3 353 (28.02%) LLM
4 343 (27.22%) CI/CD
5 335 (26.59%) Analytics
6 280 (22.22%) DevOps
7 276 (21.90%) Agile
8 261 (20.71%) Data Pipeline
9 256 (20.32%) Generative AI
10 243 (19.29%) MLOps
11 229 (18.17%) Data Engineering
12 215 (17.06%) Problem-Solving
13 192 (15.24%) Natural Language Processing
14 170 (13.49%) Software Engineering
15 169 (13.41%) Retrieval-Augmented Generation
16 157 (12.46%) Containerisation
17 156 (12.38%) Use Case
18 153 (12.14%) Prompt Engineering
19 152 (12.06%) ETL
20 141 (11.19%) Data Governance
Programming Languages
1 786 (62.38%) Python
2 312 (24.76%) SQL
3 85 (6.75%) Java
4 70 (5.56%) R
5 69 (5.48%) C#
6 59 (4.68%) JavaScript
7 52 (4.13%) TypeScript
8 33 (2.62%) C++
9 32 (2.54%) Scala
10 27 (2.14%) PowerShell
11 18 (1.43%) Bash
12 15 (1.19%) Bicep
13 13 (1.03%) MATLAB
14 12 (0.95%) Go
15 7 (0.56%) Rust
16 6 (0.48%) C
17 5 (0.40%) Kotlin
17 5 (0.40%) SystemVerilog
17 5 (0.40%) Tcl
18 4 (0.32%) SPARQL
Qualifications
1 198 (15.71%) Security Cleared
2 171 (13.57%) Degree
3 144 (11.43%) SC Cleared
4 74 (5.87%) Master's Degree
5 42 (3.33%) Computer Science Degree
5 42 (3.33%) PhD
6 35 (2.78%) DV Cleared
7 25 (1.98%) BPSS Clearance
8 22 (1.75%) Azure Certification
8 22 (1.75%) Microsoft Certified Professional
9 16 (1.27%) AWS Certification
10 7 (0.56%) ISTQB
10 7 (0.56%) Microsoft Certification
11 6 (0.48%) CISSP
12 5 (0.40%) AWS Certified Solutions Architect
12 5 (0.40%) HNC
12 5 (0.40%) HND
12 5 (0.40%) TOGAF Certification
13 4 (0.32%) CISM
13 4 (0.32%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 104 (8.25%) Data Quality
2 54 (4.29%) GDPR
3 52 (4.13%) QA
4 37 (2.94%) NIST
5 29 (2.30%) EU AI Act
6 18 (1.43%) Accessibility
7 15 (1.19%) ISO/IEC 27001
8 7 (0.56%) GRC
8 7 (0.56%) HIPAA
9 6 (0.48%) ISO/IEC 42001
9 6 (0.48%) NCSC
10 5 (0.40%) Actionable Recommendations
10 5 (0.40%) DO-254
10 5 (0.40%) HMG Security Policy Framework
11 4 (0.32%) California Consumer Privacy Act
11 4 (0.32%) Disclosure Scotland
11 4 (0.32%) PCI DSS
11 4 (0.32%) SOC 2
12 2 (0.16%) EMIR
12 2 (0.16%) NIST 800
System Software
1 207 (16.43%) Docker
2 11 (0.87%) Active Directory
3 8 (0.63%) Slurm Workload Manager
3 8 (0.63%) Virtual Machines
4 7 (0.56%) Firmware
5 3 (0.24%) Lustre
6 2 (0.16%) Ceph
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
7 1 (0.079%) GPFS
Systems Management
1 209 (16.59%) Kubernetes
2 125 (9.92%) Terraform
3 26 (2.06%) Grafana
4 22 (1.75%) Ansible
5 14 (1.11%) Prometheus
6 12 (0.95%) Kubeflow
7 9 (0.71%) Kibana
8 7 (0.56%) Podman
8 7 (0.56%) SCOM
9 6 (0.48%) Argo
9 6 (0.48%) logstash
10 5 (0.40%) ITRS Geneos
11 2 (0.16%) Istio
11 2 (0.16%) Knative
11 2 (0.16%) Single Sign-On
11 2 (0.16%) Systems Management Server (SMS)
12 1 (0.079%) HP ALM
12 1 (0.079%) Kustomize
12 1 (0.079%) Opsgenie
12 1 (0.079%) Rancher
Vendors
1 186 (14.76%) Microsoft
2 184 (14.60%) Databricks
3 110 (8.73%) Google
4 94 (7.46%) OpenAI
5 65 (5.16%) Foundry
6 37 (2.94%) SAP
7 24 (1.90%) Oracle
8 19 (1.51%) ServiceNow
9 16 (1.27%) Splunk
10 15 (1.19%) Salesforce
11 12 (0.95%) Informatica
12 11 (0.87%) NVIDIA
12 11 (0.87%) UiPath
13 9 (0.71%) Automation Anywhere
13 9 (0.71%) Greenplum
14 7 (0.56%) Cisco
14 7 (0.56%) Pega
14 7 (0.56%) TIBCO
15 6 (0.48%) ESRI
15 6 (0.48%) Intergraph