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

6 months to
14 Feb 2026
Same period 2025 Same period 2024
Rank 76 101 168
Rank change year-on-year +25 +67 +59
Contract jobs citing Machine Learning 1,308 781 651
As % of all contract jobs in the UK 3.26% 2.52% 1.45%
As % of the Processes & Methodologies category 3.75% 2.82% 1.67%
Number of daily rates quoted 801 498 478
10th Percentile £401 £362 £413
25th Percentile £473 £456 £466
Median daily rate (50th Percentile) £570 £588 £575
Median % change year-on-year -2.98% +2.17% -8.00%
75th Percentile £700 £730 £700
90th Percentile £780 £850 £775
UK excluding London median daily rate £525 £525 £547
% change year-on-year - -3.93% -8.92%
Number of hourly rates quoted 46 14 27
10th Percentile £41.75 £22.45 £41.19
25th Percentile £50.00 £25.28 £44.34
Median hourly rate £54.50 £35.75 £46.18
Median % change year-on-year +52.45% -22.59% +31.94%
75th Percentile £73.93 £51.56 £53.13
90th Percentile £95.00 £63.13 £66.25
UK excluding London median hourly rate £64.00 £45.00 £46.18
% change year-on-year +42.22% -2.56% +31.94%

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 34,907 27,716 39,026
As % of all contract IT jobs advertised in the UK 86.98% 89.51% 87.08%
Number of daily rates quoted 22,112 17,001 25,591
10th Percentile £310 £306 £300
25th Percentile £409 £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 £495 £500
% change year-on-year -3.03% -1.00% -
Number of hourly rates quoted 2,104 852 2,127
10th Percentile £14.61 £15.62 £13.25
25th Percentile £17.87 £21.00 £16.25
Median hourly rate £25.15 £32.50 £33.50
Median % change year-on-year -22.62% -2.99% +2.15%
75th Percentile £60.00 £63.75 £60.32
90th Percentile £70.00 £75.00 £73.69
UK excluding London median hourly rate £25.15 £30.62 £35.00
% change year-on-year -17.85% -12.53% +7.69%

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 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 14 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 14 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 +18 1,095 £575 -4.17% 891
London +21 724 £603 -3.98% 322
UK excluding London +43 423 £525 - 638
Work from Home +26 415 £575 +9.52% 429
North of England -9 100 £514 +13.59% 149
South East +16 87 £550 +4.76% 232
Scotland +58 84 £518 +23.58% 40
East of England +9 70 £550 -8.33% 49
North West +1 59 £500 +11.11% 86
Midlands -7 57 £514 +34.38% 80
West Midlands -15 39 £514 +28.50% 32
South West -15 33 £560 -16.10% 72
Yorkshire -40 31 £520 -1.05% 44
East Midlands -13 18 £513 +43.96% 47
Wales -9 15 £738 +31.11% 19
North East -11 12 £575 +60.61% 19
Northern Ireland - 1 £650 - 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
1 118 (9.02%) Apache Spark
2 75 (5.73%) Apache Airflow
3 59 (4.51%) Apache
4 33 (2.52%) Jupyter
5 13 (0.99%) Appian
6 12 (0.92%) Confluence
7 9 (0.69%) SAS
8 8 (0.61%) Apache Pig
9 6 (0.46%) GeoServer
9 6 (0.46%) Palantir Foundry
9 6 (0.46%) SharePoint
9 6 (0.46%) Smallworld
10 4 (0.31%) CMS
10 4 (0.31%) IIS
11 2 (0.15%) Luigi
12 1 (0.076%) Apache Superset
12 1 (0.076%) Apache Synapse
12 1 (0.076%) Headless CMS
12 1 (0.076%) Microsoft Exchange
12 1 (0.076%) nginx
Applications
1 41 (3.13%) Chatbot
2 15 (1.15%) Microsoft Excel
2 15 (1.15%) Microsoft Project
3 12 (0.92%) Microsoft Office
4 9 (0.69%) Microsoft PowerPoint
5 5 (0.38%) Simulink
6 3 (0.23%) LaTeX
7 1 (0.076%) Adobe XD
7 1 (0.076%) Sketch
7 1 (0.076%) Spreadsheet
Business Applications
1 5 (0.38%) SAP S/4HANA
2 3 (0.23%) Dynamics CRM
3 1 (0.076%) Shopify
3 1 (0.076%) Teamcenter
3 1 (0.076%) Workday HCM
Cloud Services
1 569 (43.50%) Azure
2 463 (35.40%) AWS
3 236 (18.04%) GCP
4 133 (10.17%) Power Platform
5 110 (8.41%) GitHub
6 107 (8.18%) Serverless
7 99 (7.57%) Azure Machine Learning
8 89 (6.80%) Azure AI
9 78 (5.96%) Azure DevOps
10 74 (5.66%) Amazon SageMaker
11 69 (5.28%) Snowflake
12 67 (5.12%) Amazon S3
13 61 (4.66%) Vertex AI
14 54 (4.13%) Azure Synapse Analytics
15 53 (4.05%) AWS Lambda
15 53 (4.05%) Azure Data Factory
16 51 (3.90%) GitHub Actions
17 45 (3.44%) Azure AKS
18 42 (3.21%) AWS CloudFormation
19 40 (3.06%) Amazon ECS
Communications & Networking
1 17 (1.30%) Network Security
2 9 (0.69%) HTTP
3 6 (0.46%) DNS
3 6 (0.46%) Ethernet
4 5 (0.38%) FTP
4 5 (0.38%) Internet
4 5 (0.38%) SMTP
4 5 (0.38%) SSL
5 4 (0.31%) Firewall
5 4 (0.31%) InfiniBand
6 3 (0.23%) 5G
6 3 (0.23%) Cisco IPT
6 3 (0.23%) LTE
6 3 (0.23%) VPN
7 2 (0.15%) 2G
7 2 (0.15%) BGP
7 2 (0.15%) Bluetooth
7 2 (0.15%) Hyperconnected
7 2 (0.15%) OSPF
7 2 (0.15%) VoIP
Database & Business Intelligence
1 106 (8.10%) Power BI
2 92 (7.03%) Data Lake
3 75 (5.73%) Data Warehouse
4 63 (4.82%) Big Data
5 56 (4.28%) NoSQL
6 51 (3.90%) Metadata
7 49 (3.75%) PostgreSQL
8 48 (3.67%) BigQuery
9 37 (2.83%) Hadoop
10 35 (2.68%) Pinecone
10 35 (2.68%) Tableau
11 27 (2.06%) SQL Server
12 26 (1.99%) Weaviate
13 25 (1.91%) Relational Database
14 20 (1.53%) Delta Lake
14 20 (1.53%) Mixpanel
15 19 (1.45%) Elasticsearch
16 18 (1.38%) Amazon Athena
17 17 (1.30%) Data Mining
17 17 (1.30%) OLTP
Development Applications
1 103 (7.87%) Git
2 93 (7.11%) MLflow
3 39 (2.98%) Jenkins
4 29 (2.22%) GitLab
5 25 (1.91%) JIRA
6 16 (1.22%) Selenium
7 13 (0.99%) JMeter
8 12 (0.92%) Visual Studio
9 10 (0.76%) SonarQube
10 7 (0.54%) Gradle
11 6 (0.46%) PyCharm
12 5 (0.38%) Maven
12 5 (0.38%) MSTest
13 4 (0.31%) Android Studio
13 4 (0.31%) Bitbucket
13 4 (0.31%) Cucumber
13 4 (0.31%) Cypress.io
13 4 (0.31%) Oracle APEX
13 4 (0.31%) Robot Framework
13 4 (0.31%) RStudio
General
1 338 (25.84%) Social Skills
2 283 (21.64%) Finance
3 147 (11.24%) Analytical Skills
4 135 (10.32%) Public Sector
5 90 (6.88%) Banking
6 43 (3.29%) Pharmaceutical
7 41 (3.13%) Marketing
8 35 (2.68%) Retail
9 30 (2.29%) Investment Banking
9 30 (2.29%) Legal
10 27 (2.06%) Influencing Skills
11 25 (1.91%) Front Office
12 24 (1.83%) Manufacturing
13 23 (1.76%) Inclusion and Diversity
14 19 (1.45%) Documentation Skills
14 19 (1.45%) Presentation Skills
14 19 (1.45%) Telecoms
15 14 (1.07%) Electronics
15 14 (1.07%) Financial Institution
16 11 (0.84%) Law
Job Titles
1 194 (14.83%) Data Scientist
2 185 (14.14%) Artificial Intelligence Engineer
3 178 (13.61%) Architect
4 160 (12.23%) Senior
5 136 (10.40%) Data Engineer
6 116 (8.87%) Developer
7 108 (8.26%) Lead
8 69 (5.28%) Artificial Intelligence Architect
9 60 (4.59%) Machine Learning Engineer
10 59 (4.51%) Python Engineer
11 57 (4.36%) Software Engineer
12 55 (4.20%) Analyst
13 47 (3.59%) Data Architect
14 42 (3.21%) Solutions Architect
15 37 (2.83%) Gen AI Engineer
16 36 (2.75%) Senior Data Scientist
17 34 (2.60%) Azure Engineer
18 33 (2.52%) Consultant
19 27 (2.06%) Artificial Intelligence Developer
20 24 (1.83%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 225 (17.20%) PyTorch
2 185 (14.14%) TensorFlow
3 129 (9.86%) scikit-learn
4 117 (8.94%) Pandas
5 85 (6.50%) NumPy
6 83 (6.35%) LangChain
7 80 (6.12%) React
8 72 (5.50%) FastAPI
9 62 (4.74%) Hugging Face
10 61 (4.66%) Model Context Protocol
11 59 (4.51%) PySpark
12 58 (4.43%) .NET
12 58 (4.43%) Kafka
13 54 (4.13%) REST
14 53 (4.05%) LangGraph
15 47 (3.59%) Node.js
16 46 (3.52%) RESTful
17 35 (2.68%) AngularJS
18 32 (2.45%) Faiss
18 32 (2.45%) Flask
Miscellaneous
1 184 (14.07%) Algorithms
2 172 (13.15%) Cloud Native
3 102 (7.80%) AI Agents
4 47 (3.59%) Onboarding
4 47 (3.59%) Product Ownership
5 39 (2.98%) Distributed Systems
6 34 (2.60%) Data Protection Act
7 32 (2.45%) Legacy Systems
8 27 (2.06%) Distributed Computing
9 23 (1.76%) Data Structures
9 23 (1.76%) Life Science
10 22 (1.68%) Hybrid Cloud
11 21 (1.61%) Genomics
12 20 (1.53%) Enterprise Software
13 19 (1.45%) Analytical Mindset
14 17 (1.30%) Management Information System
15 16 (1.22%) Fixed Income
16 12 (0.92%) Derivative
16 12 (0.92%) Taxonomies
17 11 (0.84%) Greenfield Project
Operating Systems
1 34 (2.60%) Linux
2 12 (0.92%) Windows
3 9 (0.69%) Apple iOS
3 9 (0.69%) Red Hat Enterprise Linux
3 9 (0.69%) VMS
4 8 (0.61%) Android
4 8 (0.61%) Ubuntu
5 4 (0.31%) Unix
6 1 (0.076%) CentOS
6 1 (0.076%) Robot Operating System
Processes & Methodologies
1 1,007 (76.99%) AI
2 518 (39.60%) Data Science
3 358 (27.37%) LLM
4 357 (27.29%) CI/CD
5 354 (27.06%) Analytics
6 286 (21.87%) DevOps
7 282 (21.56%) Agile
8 275 (21.02%) Data Pipeline
9 261 (19.95%) Generative AI
10 250 (19.11%) MLOps
11 241 (18.43%) Data Engineering
12 223 (17.05%) Problem-Solving
13 199 (15.21%) Natural Language Processing
14 180 (13.76%) Software Engineering
15 173 (13.23%) Retrieval-Augmented Generation
16 171 (13.07%) Use Case
17 165 (12.61%) Containerisation
18 159 (12.16%) Prompt Engineering
19 156 (11.93%) ETL
20 147 (11.24%) Decision-Making
Programming Languages
1 824 (63.00%) Python
2 331 (25.31%) SQL
3 88 (6.73%) Java
4 74 (5.66%) R
5 72 (5.50%) C#
6 60 (4.59%) JavaScript
7 53 (4.05%) TypeScript
8 32 (2.45%) C++
9 31 (2.37%) Scala
10 25 (1.91%) PowerShell
11 17 (1.30%) Bash
12 15 (1.15%) Bicep
13 12 (0.92%) MATLAB
14 11 (0.84%) Go
15 7 (0.54%) Rust
16 6 (0.46%) Kotlin
17 5 (0.38%) C
17 5 (0.38%) SystemVerilog
17 5 (0.38%) Tcl
18 4 (0.31%) SPARQL
Qualifications
1 208 (15.90%) Security Cleared
2 178 (13.61%) Degree
3 151 (11.54%) SC Cleared
4 77 (5.89%) Master's Degree
5 45 (3.44%) PhD
6 44 (3.36%) Computer Science Degree
7 33 (2.52%) DV Cleared
8 28 (2.14%) BPSS Clearance
9 23 (1.76%) Azure Certification
9 23 (1.76%) Microsoft Certified Professional
10 17 (1.30%) AWS Certification
11 7 (0.54%) ISTQB
11 7 (0.54%) Microsoft Certification
12 6 (0.46%) CISSP
13 5 (0.38%) HNC
13 5 (0.38%) HND
13 5 (0.38%) TOGAF Certification
14 4 (0.31%) AWS Certified Solutions Architect
14 4 (0.31%) CISM
14 4 (0.31%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 111 (8.49%) Data Quality
2 53 (4.05%) GDPR
3 51 (3.90%) QA
4 36 (2.75%) NIST
5 28 (2.14%) EU AI Act
6 19 (1.45%) Accessibility
7 15 (1.15%) ISO/IEC 27001
8 7 (0.54%) GRC
9 6 (0.46%) NCSC
10 5 (0.38%) Actionable Recommendations
10 5 (0.38%) DO-254
10 5 (0.38%) HIPAA
10 5 (0.38%) HMG Security Policy Framework
10 5 (0.38%) ISO/IEC 42001
11 4 (0.31%) Disclosure Scotland
11 4 (0.31%) PCI DSS
11 4 (0.31%) SOC 2
12 3 (0.23%) California Consumer Privacy Act
13 2 (0.15%) JSP 440
13 2 (0.15%) Sarbanes-Oxley
System Software
1 208 (15.90%) Docker
2 11 (0.84%) Active Directory
3 10 (0.76%) Slurm Workload Manager
4 8 (0.61%) Virtual Machines
5 7 (0.54%) Firmware
6 3 (0.23%) Lustre
7 2 (0.15%) Ceph
7 2 (0.15%) HDFS
7 2 (0.15%) Hyper-V
7 2 (0.15%) KVM
7 2 (0.15%) VMware Infrastructure
7 2 (0.15%) VMware NSX
8 1 (0.076%) GPFS
Systems Management
1 211 (16.13%) Kubernetes
2 130 (9.94%) Terraform
3 25 (1.91%) Grafana
4 23 (1.76%) Ansible
5 14 (1.07%) Kubeflow
6 13 (0.99%) Prometheus
7 9 (0.69%) Podman
8 7 (0.54%) Kibana
8 7 (0.54%) SCOM
9 5 (0.38%) Argo
10 4 (0.31%) logstash
11 3 (0.23%) ITRS Geneos
12 2 (0.15%) Istio
12 2 (0.15%) Knative
12 2 (0.15%) Single Sign-On
12 2 (0.15%) Systems Management Server (SMS)
13 1 (0.076%) Cilium
13 1 (0.076%) HP ALM
13 1 (0.076%) Opsgenie
13 1 (0.076%) Rancher
Vendors
1 190 (14.53%) Databricks
2 187 (14.30%) Microsoft
3 110 (8.41%) Google
4 98 (7.49%) OpenAI
5 68 (5.20%) Foundry
6 37 (2.83%) SAP
7 24 (1.83%) Oracle
8 19 (1.45%) ServiceNow
9 16 (1.22%) Splunk
10 15 (1.15%) Salesforce
11 12 (0.92%) Informatica
12 11 (0.84%) Automation Anywhere
12 11 (0.84%) NVIDIA
12 11 (0.84%) UiPath
13 9 (0.69%) Greenplum
14 7 (0.54%) Cisco
14 7 (0.54%) Palantir
14 7 (0.54%) Pega
15 6 (0.46%) ESRI
15 6 (0.46%) Intel