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

6 months to
23 Jan 2026
Same period 2025 Same period 2024
Rank 80 99 171
Rank change year-on-year +19 +72 +48
Contract jobs citing Machine Learning 1,187 807 609
As % of all contract jobs in the UK 3.13% 2.55% 1.40%
As % of the Processes & Methodologies category 3.57% 2.86% 1.60%
Number of daily rates quoted 767 531 445
10th Percentile £402 £363 £413
25th Percentile £471 £463 £463
Median daily rate (50th Percentile) £565 £600 £573
Median % change year-on-year -5.83% +4.80% -8.40%
75th Percentile £700 £725 £700
90th Percentile £788 £825 £775
UK excluding London median daily rate £523 £513 £543
% change year-on-year +1.95% -5.62% -5.57%
Number of hourly rates quoted 35 17 28
10th Percentile £31.39 £19.75 £42.50
25th Percentile £42.79 £25.25 -
Median hourly rate £51.54 £45.00 £46.18
Median % change year-on-year +14.53% -2.56% +31.94%
75th Percentile £77.00 £53.75 £50.81
90th Percentile £103.10 £58.25 £66.25
UK excluding London median hourly rate £63.11 £45.00 £46.18
% change year-on-year +40.25% -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 33,213 28,195 38,072
As % of all contract IT jobs advertised in the UK 87.59% 88.98% 87.44%
Number of daily rates quoted 21,058 17,139 25,095
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 £644
90th Percentile £720 £738 £738
UK excluding London median daily rate £478 £500 £500
% change year-on-year -4.50% - -
Number of hourly rates quoted 2,026 893 1,862
10th Percentile £14.50 £15.62 £14.00
25th Percentile £17.50 £20.94 £17.00
Median hourly rate £25.15 £32.50 £37.01
Median % change year-on-year -22.62% -12.19% +15.66%
75th Percentile £57.50 £62.50 £62.50
90th Percentile £69.65 £75.00 £75.00
UK excluding London median hourly rate £24.00 £30.62 £39.55
% change year-on-year -21.61% -22.59% +52.12%

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 23 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 23 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 23 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 +7 1,002 £575 -4.17% 2,294
London +11 667 £603 -7.31% 531
Work from Home +20 370 £550 +4.76% 967
UK excluding London +32 361 £523 +1.95% 2,117
North of England -25 85 £500 +7.53% 346
South East +6 70 £550 +5.26% 701
East of England +12 65 £529 -11.88% 336
Scotland +50 63 £514 +17.43% 86
North West -7 50 £475 +4.97% 132
Midlands -17 46 £508 +28.48% 263
West Midlands -22 32 £514 +17.49% 77
South West -14 30 £550 -17.60% 296
Yorkshire -33 30 £525 - 156
East Midlands -20 14 £449 +25.98% 178
Wales -5 11 £738 +31.11% 98
North East -19 8 £584 +49.68% 60
Northern Ireland - 2 £675 - 46

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 98 (8.26%) Apache Spark
2 66 (5.56%) Apache Airflow
3 43 (3.62%) Apache
4 26 (2.19%) Jupyter
5 11 (0.93%) Confluence
6 10 (0.84%) Appian
7 9 (0.76%) SAS
8 8 (0.67%) Apache Pig
9 6 (0.51%) GeoServer
9 6 (0.51%) Smallworld
10 5 (0.42%) SharePoint
11 4 (0.34%) IIS
12 3 (0.25%) CMS
13 2 (0.17%) Luigi
14 1 (0.084%) Apache Superset
14 1 (0.084%) Microsoft Exchange
14 1 (0.084%) nginx
Applications
1 38 (3.20%) Chatbot
2 14 (1.18%) Microsoft Excel
3 11 (0.93%) Microsoft Office
3 11 (0.93%) Microsoft Project
4 7 (0.59%) Microsoft PowerPoint
5 6 (0.51%) Simulink
6 3 (0.25%) LaTeX
7 1 (0.084%) Adobe XD
7 1 (0.084%) Sketch
7 1 (0.084%) Spreadsheet
7 1 (0.084%) Trello
Business Applications
1 6 (0.51%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) Teamcenter
3 1 (0.084%) Distributed Ledger
3 1 (0.084%) Shopify
3 1 (0.084%) Workday HCM
Cloud Services
1 518 (43.64%) Azure
2 410 (34.54%) AWS
3 228 (19.21%) GCP
4 114 (9.60%) Power Platform
5 104 (8.76%) GitHub
6 97 (8.17%) Serverless
7 89 (7.50%) Azure Machine Learning
8 71 (5.98%) Azure DevOps
9 68 (5.73%) Snowflake
10 65 (5.48%) Azure AI
11 61 (5.14%) Amazon S3
12 60 (5.05%) Vertex AI
13 57 (4.80%) Amazon SageMaker
14 50 (4.21%) GitHub Actions
15 48 (4.04%) Azure Data Factory
16 47 (3.96%) Azure Synapse Analytics
17 46 (3.88%) AWS Lambda
18 44 (3.71%) Azure AKS
19 36 (3.03%) AWS CloudFormation
20 33 (2.78%) Amazon Bedrock
Communications & Networking
1 14 (1.18%) Network Security
2 7 (0.59%) DNS
2 7 (0.59%) Ethernet
2 7 (0.59%) HTTP
3 6 (0.51%) Internet
3 6 (0.51%) SSL
4 5 (0.42%) Firewall
4 5 (0.42%) FTP
4 5 (0.42%) SMTP
5 4 (0.34%) InfiniBand
6 3 (0.25%) Cisco IPT
6 3 (0.25%) VPN
7 2 (0.17%) 2G
7 2 (0.17%) BGP
7 2 (0.17%) Bluetooth
7 2 (0.17%) Cisco Nexus
7 2 (0.17%) LTE
7 2 (0.17%) OSPF
7 2 (0.17%) VoIP
7 2 (0.17%) VXLAN
Database & Business Intelligence
1 98 (8.26%) Power BI
2 80 (6.74%) Data Lake
3 73 (6.15%) Data Warehouse
4 52 (4.38%) Big Data
5 51 (4.30%) NoSQL
6 46 (3.88%) BigQuery
7 43 (3.62%) PostgreSQL
8 39 (3.29%) Metadata
9 33 (2.78%) Tableau
10 31 (2.61%) Pinecone
11 26 (2.19%) Hadoop
12 21 (1.77%) Weaviate
13 19 (1.60%) Relational Database
14 18 (1.52%) Data Mining
15 17 (1.43%) Amazon Athena
15 17 (1.43%) Amazon Redshift
15 17 (1.43%) Elasticsearch
16 16 (1.35%) Delta Lake
17 14 (1.18%) OLTP
17 14 (1.18%) SQL Server
Development Applications
1 89 (7.50%) Git
2 82 (6.91%) MLflow
3 40 (3.37%) Jenkins
4 27 (2.27%) GitLab
5 22 (1.85%) JIRA
6 16 (1.35%) Selenium
7 15 (1.26%) JMeter
8 13 (1.10%) Visual Studio
9 10 (0.84%) SonarQube
10 6 (0.51%) PyCharm
11 5 (0.42%) Cypress.io
11 5 (0.42%) MSTest
12 4 (0.34%) Android Studio
12 4 (0.34%) Cucumber
12 4 (0.34%) Gradle
12 4 (0.34%) Oracle APEX
12 4 (0.34%) Postman
12 4 (0.34%) Robot Framework
12 4 (0.34%) RStudio
13 3 (0.25%) Bitbucket
General
1 320 (26.96%) Social Skills
2 251 (21.15%) Finance
3 138 (11.63%) Analytical Skills
4 124 (10.45%) Public Sector
5 79 (6.66%) Banking
6 44 (3.71%) Marketing
7 40 (3.37%) Pharmaceutical
8 36 (3.03%) Retail
9 32 (2.70%) Legal
10 28 (2.36%) Investment Banking
11 24 (2.02%) Front Office
11 24 (2.02%) Manufacturing
12 20 (1.68%) Influencing Skills
13 19 (1.60%) Documentation Skills
13 19 (1.60%) Inclusion and Diversity
13 19 (1.60%) Telecoms
14 15 (1.26%) Electronics
14 15 (1.26%) Presentation Skills
15 11 (0.93%) Aerospace
15 11 (0.93%) Financial Institution
Job Titles
1 185 (15.59%) Artificial Intelligence Engineer
2 166 (13.98%) Data Scientist
3 150 (12.64%) Architect
4 131 (11.04%) Senior
5 129 (10.87%) Data Engineer
6 103 (8.68%) Developer
7 94 (7.92%) Lead
8 64 (5.39%) Machine Learning Engineer
9 59 (4.97%) Artificial Intelligence Architect
10 55 (4.63%) Python Engineer
11 53 (4.47%) Analyst
12 48 (4.04%) Software Engineer
13 40 (3.37%) Data Architect
14 39 (3.29%) Gen AI Engineer
15 30 (2.53%) Solutions Architect
16 29 (2.44%) Consultant
17 28 (2.36%) Azure Engineer
18 27 (2.27%) Senior Data Scientist
19 25 (2.11%) Product Manager
20 24 (2.02%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 206 (17.35%) PyTorch
2 177 (14.91%) TensorFlow
3 118 (9.94%) scikit-learn
4 103 (8.68%) Pandas
5 88 (7.41%) LangChain
6 77 (6.49%) FastAPI
7 71 (5.98%) NumPy
8 70 (5.90%) React
9 59 (4.97%) Hugging Face
10 54 (4.55%) LangGraph
10 54 (4.55%) PySpark
11 51 (4.30%) .NET
12 46 (3.88%) Kafka
12 46 (3.88%) REST
13 44 (3.71%) RESTful
14 42 (3.54%) Node.js
15 30 (2.53%) Faiss
15 30 (2.53%) Flask
15 30 (2.53%) pytest
16 27 (2.27%) AngularJS
Miscellaneous
1 164 (13.82%) Algorithms
2 160 (13.48%) Cloud Native
3 104 (8.76%) AI Agents
4 43 (3.62%) Product Ownership
5 38 (3.20%) Onboarding
6 36 (3.03%) Distributed Systems
7 32 (2.70%) Data Protection Act
8 30 (2.53%) Legacy Systems
9 25 (2.11%) Distributed Computing
10 24 (2.02%) Genomics
11 22 (1.85%) Life Science
12 21 (1.77%) Data Structures
13 20 (1.68%) Analytical Mindset
14 17 (1.43%) Enterprise Software
14 17 (1.43%) Hybrid Cloud
15 15 (1.26%) Management Information System
16 13 (1.10%) Fixed Income
17 12 (1.01%) Derivative
17 12 (1.01%) Greenfield Project
18 11 (0.93%) Replication
Operating Systems
1 27 (2.27%) Linux
2 10 (0.84%) Red Hat Enterprise Linux
3 9 (0.76%) Ubuntu
4 8 (0.67%) VMS
5 7 (0.59%) Windows
6 6 (0.51%) Apple iOS
6 6 (0.51%) Unix
7 5 (0.42%) Android
8 1 (0.084%) CentOS
8 1 (0.084%) Robot Operating System
Processes & Methodologies
1 907 (76.41%) AI
2 468 (39.43%) Data Science
3 342 (28.81%) LLM
4 322 (27.13%) CI/CD
5 312 (26.28%) Analytics
6 268 (22.58%) Agile
7 261 (21.99%) DevOps
8 240 (20.22%) Generative AI
9 235 (19.80%) MLOps
10 234 (19.71%) Data Pipeline
11 209 (17.61%) Problem-Solving
12 206 (17.35%) Data Engineering
13 188 (15.84%) Natural Language Processing
14 163 (13.73%) Retrieval-Augmented Generation
15 158 (13.31%) Containerisation
15 158 (13.31%) Software Engineering
16 141 (11.88%) Use Case
17 140 (11.79%) Prompt Engineering
18 134 (11.29%) ETL
19 133 (11.20%) Data Modelling
Programming Languages
1 753 (63.44%) Python
2 291 (24.52%) SQL
3 68 (5.73%) R
4 67 (5.64%) Java
5 62 (5.22%) C#
6 58 (4.89%) JavaScript
7 53 (4.47%) TypeScript
8 33 (2.78%) C++
9 32 (2.70%) Scala
10 27 (2.27%) PowerShell
11 19 (1.60%) Bash
12 17 (1.43%) MATLAB
13 14 (1.18%) Bicep
14 13 (1.10%) Go
15 6 (0.51%) SystemVerilog
15 6 (0.51%) Tcl
16 5 (0.42%) C
17 4 (0.34%) Rust
18 3 (0.25%) SPARQL
18 3 (0.25%) Swift
Qualifications
1 177 (14.91%) Security Cleared
2 164 (13.82%) Degree
3 132 (11.12%) SC Cleared
4 63 (5.31%) Master's Degree
5 55 (4.63%) MCP
6 45 (3.79%) Computer Science Degree
7 37 (3.12%) PhD
8 28 (2.36%) DV Cleared
9 19 (1.60%) Azure Certification
10 16 (1.35%) BPSS Clearance
11 12 (1.01%) AWS Certification
12 7 (0.59%) ISTQB
13 6 (0.51%) CISSP
13 6 (0.51%) HNC
13 6 (0.51%) HND
13 6 (0.51%) Microsoft Certification
14 5 (0.42%) TOGAF Certification
15 4 (0.34%) CISM
15 4 (0.34%) ISTQB Foundation Certification
16 3 (0.25%) Cisco Certification
Quality Assurance & Compliance
1 88 (7.41%) Data Quality
2 51 (4.30%) GDPR
3 43 (3.62%) QA
4 34 (2.86%) NIST
5 29 (2.44%) EU AI Act
6 15 (1.26%) Accessibility
6 15 (1.26%) ISO/IEC 27001
7 7 (0.59%) HIPAA
8 6 (0.51%) California Consumer Privacy Act
8 6 (0.51%) DO-254
8 6 (0.51%) NCSC
9 5 (0.42%) HMG Security Policy Framework
9 5 (0.42%) ISO/IEC 42001
10 4 (0.34%) PCI DSS
10 4 (0.34%) SOC 2
11 3 (0.25%) Actionable Recommendations
11 3 (0.25%) Disclosure Scotland
11 3 (0.25%) GRC
12 2 (0.17%) EMIR
12 2 (0.17%) JSP 440
System Software
1 204 (17.19%) Docker
2 11 (0.93%) Active Directory
3 8 (0.67%) Firmware
4 7 (0.59%) Virtual Machines
5 5 (0.42%) 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
1 194 (16.34%) Kubernetes
2 121 (10.19%) Terraform
3 24 (2.02%) Ansible
3 24 (2.02%) Grafana
4 16 (1.35%) Kubeflow
5 14 (1.18%) Prometheus
6 9 (0.76%) Argo
6 9 (0.76%) Kibana
7 8 (0.67%) SCOM
8 6 (0.51%) logstash
9 5 (0.42%) ITRS Geneos
10 4 (0.34%) 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 (0.084%) Microsoft Intune
12 1 (0.084%) Puppet
12 1 (0.084%) SCCM
Vendors
1 171 (14.41%) Databricks
2 170 (14.32%) Microsoft
3 108 (9.10%) Google
4 84 (7.08%) OpenAI
5 53 (4.47%) Foundry
6 34 (2.86%) SAP
7 16 (1.35%) Splunk
8 15 (1.26%) ServiceNow
9 13 (1.10%) Salesforce
10 12 (1.01%) Oracle
11 11 (0.93%) NVIDIA
12 9 (0.76%) Greenplum
12 9 (0.76%) UiPath
13 8 (0.67%) TIBCO
14 7 (0.59%) Cisco
14 7 (0.59%) Intel
14 7 (0.59%) Pega
15 6 (0.51%) Actel
15 6 (0.51%) Altera
15 6 (0.51%) Palantir