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

6 months to
22 Jan 2026
Same period 2025 Same period 2024
Rank 80 96 172
Rank change year-on-year +16 +76 +50
Contract jobs citing Machine Learning 1,193 813 603
As % of all contract jobs in the UK 3.16% 2.56% 1.40%
As % of the Processes & Methodologies category 3.60% 2.88% 1.60%
Number of daily rates quoted 771 535 443
10th Percentile £402 £363 £413
25th Percentile £474 £463 £463
Median daily rate (50th Percentile) £570 £600 £573
Median % change year-on-year -5.00% +4.80% -8.40%
75th Percentile £697 £725 £700
90th Percentile £788 £825 £775
UK excluding London median daily rate £525 £513 £540
% change year-on-year +2.44% -5.14% -8.04%
Number of hourly rates quoted 35 18 27
10th Percentile £31.39 £20.13 £42.50
25th Percentile £42.79 £25.28 -
Median hourly rate £51.54 £36.75 £46.18
Median % change year-on-year +40.24% -20.42% +31.94%
75th Percentile £77.00 £51.86 £50.00
90th Percentile £103.10 £57.13 £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 33,128 28,199 37,720
As % of all contract IT jobs advertised in the UK 87.64% 88.95% 87.50%
Number of daily rates quoted 21,004 17,123 24,892
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 £645
90th Percentile £720 £743 £738
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 2,016 901 1,818
10th Percentile £14.50 £15.62 £14.00
25th Percentile £17.69 £21.00 £17.08
Median hourly rate £25.15 £32.50 £37.50
Median % change year-on-year -22.62% -13.33% +17.19%
75th Percentile £57.50 £62.50 £62.50
90th Percentile £69.65 £75.00 £75.00
UK excluding London median hourly rate £24.00 £30.78 £40.00
% change year-on-year -22.03% -23.05% +53.85%

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 22 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 22 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 22 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 +12 1,003 £575 -4.17% 1,670
London +11 668 £606 -6.73% 526
Work from Home +27 375 £550 +4.76% 802
UK excluding London +23 363 £525 +2.44% 1,416
North of England -32 85 £500 +5.26% 225
South East -6 70 £550 +4.76% 531
Scotland +44 65 £514 +17.43% 61
East of England +14 65 £529 -11.88% 200
North West -8 50 £475 +4.40% 98
Midlands -17 46 £508 +28.48% 155
West Midlands -19 32 £514 +17.49% 50
South West -18 30 £550 -17.60% 199
Yorkshire -35 30 £525 - 93
East Midlands -15 14 £449 +25.98% 101
Wales -7 11 £738 +31.11% 57
North East -19 8 £584 +49.68% 36
Northern Ireland - 2 £675 - 24

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 (8.21%) Apache Spark
2 69 (5.78%) Apache Airflow
3 45 (3.77%) Apache
4 26 (2.18%) Jupyter
5 11 (0.92%) Confluence
6 10 (0.84%) Appian
7 9 (0.75%) SAS
8 8 (0.67%) Apache Pig
9 6 (0.50%) GeoServer
9 6 (0.50%) 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
14 1 (0.084%) Red Hat Fuse
Applications
1 38 (3.19%) Chatbot
2 14 (1.17%) Microsoft Excel
3 11 (0.92%) Microsoft Office
3 11 (0.92%) Microsoft Project
4 7 (0.59%) Microsoft PowerPoint
5 6 (0.50%) 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 5 (0.42%) 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 (43.42%) Azure
2 415 (34.79%) AWS
3 228 (19.11%) GCP
4 113 (9.47%) Power Platform
5 103 (8.63%) GitHub
6 98 (8.21%) Serverless
7 90 (7.54%) Azure Machine Learning
8 71 (5.95%) Azure DevOps
9 68 (5.70%) Snowflake
10 65 (5.45%) Azure AI
11 63 (5.28%) Amazon S3
12 60 (5.03%) Vertex AI
13 57 (4.78%) Amazon SageMaker
14 51 (4.27%) GitHub Actions
15 47 (3.94%) AWS Lambda
15 47 (3.94%) Azure Data Factory
16 46 (3.86%) Azure Synapse Analytics
17 45 (3.77%) Azure AKS
18 37 (3.10%) AWS CloudFormation
19 32 (2.68%) Amazon Bedrock
Communications & Networking
1 14 (1.17%) Network Security
2 8 (0.67%) HTTP
3 7 (0.59%) DNS
3 7 (0.59%) Ethernet
4 6 (0.50%) Internet
4 6 (0.50%) SSL
5 5 (0.42%) Firewall
5 5 (0.42%) FTP
5 5 (0.42%) SMTP
6 4 (0.34%) InfiniBand
7 3 (0.25%) Cisco IPT
7 3 (0.25%) VPN
8 2 (0.17%) 2G
8 2 (0.17%) BGP
8 2 (0.17%) Bluetooth
8 2 (0.17%) Cisco Nexus
8 2 (0.17%) LTE
8 2 (0.17%) OSPF
8 2 (0.17%) VoIP
8 2 (0.17%) VXLAN
Database & Business Intelligence
1 97 (8.13%) Power BI
2 80 (6.71%) Data Lake
3 73 (6.12%) Data Warehouse
4 52 (4.36%) Big Data
5 51 (4.27%) NoSQL
6 45 (3.77%) BigQuery
7 44 (3.69%) PostgreSQL
8 39 (3.27%) Metadata
9 33 (2.77%) Tableau
10 32 (2.68%) Pinecone
11 25 (2.10%) Hadoop
12 22 (1.84%) Weaviate
13 19 (1.59%) Relational Database
14 18 (1.51%) Amazon Redshift
14 18 (1.51%) Data Mining
15 17 (1.42%) Amazon Athena
15 17 (1.42%) Elasticsearch
16 16 (1.34%) Delta Lake
17 14 (1.17%) OLTP
18 13 (1.09%) SQL Server
Development Applications
1 90 (7.54%) Git
2 84 (7.04%) MLflow
3 42 (3.52%) Jenkins
4 29 (2.43%) GitLab
5 23 (1.93%) JIRA
6 16 (1.34%) JMeter
6 16 (1.34%) Selenium
7 13 (1.09%) Visual Studio
8 12 (1.01%) SonarQube
9 6 (0.50%) PyCharm
10 5 (0.42%) Cypress.io
10 5 (0.42%) MSTest
11 4 (0.34%) Android Studio
11 4 (0.34%) Cucumber
11 4 (0.34%) Gradle
11 4 (0.34%) Oracle APEX
11 4 (0.34%) Postman
11 4 (0.34%) Robot Framework
11 4 (0.34%) RStudio
12 3 (0.25%) Bitbucket
General
1 322 (26.99%) Social Skills
2 251 (21.04%) Finance
3 138 (11.57%) Analytical Skills
4 126 (10.56%) Public Sector
5 79 (6.62%) Banking
6 45 (3.77%) Marketing
7 42 (3.52%) Pharmaceutical
8 36 (3.02%) Retail
9 32 (2.68%) Legal
10 28 (2.35%) Investment Banking
11 24 (2.01%) Front Office
11 24 (2.01%) Manufacturing
12 20 (1.68%) Influencing Skills
13 19 (1.59%) Documentation Skills
13 19 (1.59%) Inclusion and Diversity
13 19 (1.59%) Telecoms
14 15 (1.26%) Electronics
14 15 (1.26%) Presentation Skills
15 11 (0.92%) Aerospace
15 11 (0.92%) Financial Institution
Job Titles
1 189 (15.84%) Artificial Intelligence Engineer
2 165 (13.83%) Data Scientist
3 149 (12.49%) Architect
4 131 (10.98%) Data Engineer
5 129 (10.81%) Senior
6 103 (8.63%) Developer
7 94 (7.88%) Lead
8 66 (5.53%) Machine Learning Engineer
9 59 (4.95%) Artificial Intelligence Architect
10 56 (4.69%) Python Engineer
11 53 (4.44%) Analyst
12 48 (4.02%) Software Engineer
13 40 (3.35%) Data Architect
14 39 (3.27%) Gen AI Engineer
15 30 (2.51%) Solutions Architect
16 29 (2.43%) Consultant
17 28 (2.35%) Azure Engineer
18 27 (2.26%) Senior Data Scientist
19 25 (2.10%) Product Manager
20 24 (2.01%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 208 (17.44%) PyTorch
2 178 (14.92%) TensorFlow
3 119 (9.97%) scikit-learn
4 104 (8.72%) Pandas
5 89 (7.46%) LangChain
6 78 (6.54%) FastAPI
7 71 (5.95%) NumPy
8 70 (5.87%) React
9 61 (5.11%) Hugging Face
10 55 (4.61%) LangGraph
10 55 (4.61%) PySpark
11 51 (4.27%) .NET
12 48 (4.02%) Kafka
12 48 (4.02%) REST
13 45 (3.77%) RESTful
14 42 (3.52%) Node.js
15 31 (2.60%) Faiss
16 30 (2.51%) Flask
16 30 (2.51%) pytest
17 27 (2.26%) AngularJS
Miscellaneous
1 164 (13.75%) Algorithms
2 159 (13.33%) Cloud Native
3 104 (8.72%) AI Agents
4 43 (3.60%) Product Ownership
5 38 (3.19%) Onboarding
6 36 (3.02%) Distributed Systems
7 32 (2.68%) Data Protection Act
8 30 (2.51%) Legacy Systems
9 25 (2.10%) Distributed Computing
9 25 (2.10%) Genomics
10 23 (1.93%) Life Science
11 22 (1.84%) Data Structures
12 20 (1.68%) Analytical Mindset
13 17 (1.42%) Enterprise Software
13 17 (1.42%) Hybrid Cloud
14 15 (1.26%) Management Information System
15 13 (1.09%) Fixed Income
16 12 (1.01%) Derivative
16 12 (1.01%) Greenfield Project
17 11 (0.92%) Replication
Operating Systems
1 26 (2.18%) Linux
2 10 (0.84%) Red Hat Enterprise Linux
3 9 (0.75%) Ubuntu
4 8 (0.67%) VMS
5 7 (0.59%) Windows
6 6 (0.50%) Apple iOS
6 6 (0.50%) Unix
7 5 (0.42%) Android
8 1 (0.084%) CentOS
8 1 (0.084%) Robot Operating System
Processes & Methodologies
1 909 (76.19%) AI
2 470 (39.40%) Data Science
3 343 (28.75%) LLM
4 323 (27.07%) CI/CD
5 311 (26.07%) Analytics
6 271 (22.72%) Agile
7 264 (22.13%) DevOps
8 239 (20.03%) Generative AI
9 236 (19.78%) MLOps
10 235 (19.70%) Data Pipeline
11 209 (17.52%) Problem-Solving
12 208 (17.44%) Data Engineering
13 187 (15.67%) Natural Language Processing
14 164 (13.75%) Retrieval-Augmented Generation
15 162 (13.58%) Containerisation
16 160 (13.41%) Software Engineering
17 142 (11.90%) Use Case
18 141 (11.82%) Prompt Engineering
19 136 (11.40%) ETL
20 132 (11.06%) Data Modelling
Programming Languages
1 759 (63.62%) Python
2 292 (24.48%) SQL
3 69 (5.78%) R
4 68 (5.70%) Java
5 62 (5.20%) C#
6 58 (4.86%) JavaScript
7 55 (4.61%) TypeScript
8 33 (2.77%) C++
9 32 (2.68%) Scala
10 27 (2.26%) PowerShell
11 19 (1.59%) Bash
12 17 (1.42%) MATLAB
13 14 (1.17%) Bicep
14 13 (1.09%) Go
15 6 (0.50%) SystemVerilog
15 6 (0.50%) Tcl
16 5 (0.42%) C
17 4 (0.34%) Rust
18 3 (0.25%) SPARQL
18 3 (0.25%) Swift
Qualifications
1 179 (15.00%) Security Cleared
2 164 (13.75%) Degree
3 136 (11.40%) SC Cleared
4 63 (5.28%) Master's Degree
5 55 (4.61%) MCP
6 45 (3.77%) Computer Science Degree
7 37 (3.10%) PhD
8 27 (2.26%) DV Cleared
9 19 (1.59%) Azure Certification
10 17 (1.42%) BPSS Clearance
11 12 (1.01%) AWS Certification
12 7 (0.59%) ISTQB
13 6 (0.50%) CISSP
13 6 (0.50%) HNC
13 6 (0.50%) HND
13 6 (0.50%) Microsoft Certification
14 5 (0.42%) TOGAF Certification
15 4 (0.34%) CISM
15 4 (0.34%) ISTQB Foundation Certification
16 3 (0.25%) PMP
Quality Assurance & Compliance
1 89 (7.46%) Data Quality
2 52 (4.36%) GDPR
3 44 (3.69%) QA
4 34 (2.85%) NIST
5 29 (2.43%) EU AI Act
6 16 (1.34%) Accessibility
6 16 (1.34%) ISO/IEC 27001
7 7 (0.59%) HIPAA
8 6 (0.50%) California Consumer Privacy Act
8 6 (0.50%) DO-254
8 6 (0.50%) 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
1 206 (17.27%) Docker
2 11 (0.92%) 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
1 197 (16.51%) Kubernetes
2 122 (10.23%) Terraform
3 26 (2.18%) Grafana
4 25 (2.10%) Ansible
5 16 (1.34%) Kubeflow
6 14 (1.17%) Prometheus
7 9 (0.75%) Argo
7 9 (0.75%) Kibana
7 9 (0.75%) SCOM
8 6 (0.50%) logstash
9 5 (0.42%) ITRS Geneos
10 4 (0.34%) Podman
11 2 (0.17%) Cilium
11 2 (0.17%) Istio
11 2 (0.17%) Knative
11 2 (0.17%) Progress Chef
11 2 (0.17%) Rsyslog
11 2 (0.17%) Single Sign-On
11 2 (0.17%) Systems Management Server (SMS)
12 1 (0.084%) SCCM
Vendors
1 172 (14.42%) Databricks
2 169 (14.17%) Microsoft
3 107 (8.97%) Google
4 86 (7.21%) OpenAI
5 53 (4.44%) Foundry
6 33 (2.77%) SAP
7 16 (1.34%) Splunk
8 15 (1.26%) ServiceNow
9 13 (1.09%) Salesforce
10 12 (1.01%) NVIDIA
10 12 (1.01%) Oracle
11 9 (0.75%) Greenplum
11 9 (0.75%) UiPath
12 8 (0.67%) TIBCO
13 7 (0.59%) Cisco
13 7 (0.59%) Intel
13 7 (0.59%) Pega
14 6 (0.50%) Actel
14 6 (0.50%) Altera
14 6 (0.50%) Palantir