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

6 months to
15 Feb 2026
Same period 2025 Same period 2024
Rank 75 101 166
Rank change year-on-year +26 +65 +61
Contract jobs citing Machine Learning 1,304 770 648
As % of all contract jobs in the UK 3.26% 2.49% 1.44%
As % of the Processes & Methodologies category 3.76% 2.78% 1.66%
Number of daily rates quoted 796 488 479
10th Percentile £401 £360 £413
25th Percentile £469 £453 £467
Median daily rate (50th Percentile) £563 £575 £575
Median % change year-on-year -2.17% - -8.00%
75th Percentile £695 £725 £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 47 14 27
10th Percentile £40.96 £22.45 £41.19
25th Percentile £50.00 £25.28 £44.34
Median hourly rate £54.00 £35.75 £46.18
Median % change year-on-year +51.05% -22.59% +31.94%
75th Percentile £72.86 £51.56 £53.13
90th Percentile £95.00 £63.13 £66.25
UK excluding London median hourly rate £62.61 £45.00 £46.18
% change year-on-year +39.14% -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 34,716 27,671 39,074
As % of all contract IT jobs advertised in the UK 86.89% 89.53% 87.12%
Number of daily rates quoted 21,993 16,979 25,588
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 £721 £738 £738
UK excluding London median daily rate £478 £495 £500
% change year-on-year -3.43% -1.00% -
Number of hourly rates quoted 2,102 844 2,136
10th Percentile £14.55 £15.62 £13.25
25th Percentile £17.87 £21.00 £16.25
Median hourly rate £25.15 £32.50 £33.28
Median % change year-on-year -22.62% -2.35% -1.12%
75th Percentile £60.00 £63.75 £60.29
90th Percentile £70.00 £75.00 £73.27
UK excluding London median hourly rate £25.15 £30.45 £35.00
% change year-on-year -17.41% -13.00% +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 15 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 15 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 15 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 +19 1,090 £575 -4.17% 848
London +29 721 £603 -3.60% 317
UK excluding London +33 422 £525 - 598
Work from Home +32 414 £575 +9.52% 387
North of England -17 100 £514 +13.59% 141
South East +7 86 £550 +4.76% 219
Scotland +58 84 £518 +23.58% 40
East of England +13 70 £550 -8.33% 42
North West 0 59 £500 +11.11% 82
Midlands -10 56 £514 +34.38% 77
West Midlands -13 38 £514 +28.50% 30
South West -24 33 £560 -16.10% 66
Yorkshire -47 31 £520 -1.05% 41
East Midlands -13 18 £513 +43.96% 46
Wales -4 16 £738 +31.11% 16
North East -10 12 £575 +60.61% 18
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 (9.05%) Apache Spark
2 75 (5.75%) Apache Airflow
3 59 (4.52%) Apache
4 33 (2.53%) Jupyter
5 12 (0.92%) Appian
5 12 (0.92%) Confluence
6 9 (0.69%) SAS
7 8 (0.61%) Apache Pig
8 6 (0.46%) GeoServer
8 6 (0.46%) Palantir Foundry
8 6 (0.46%) SharePoint
8 6 (0.46%) Smallworld
9 4 (0.31%) CMS
9 4 (0.31%) IIS
10 2 (0.15%) Luigi
11 1 (0.077%) Apache Superset
11 1 (0.077%) Apache Synapse
11 1 (0.077%) Headless CMS
11 1 (0.077%) Microsoft Exchange
11 1 (0.077%) nginx
Applications
1 41 (3.14%) 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 (0.077%) Adobe XD
7 1 (0.077%) Sketch
7 1 (0.077%) Spreadsheet
Business Applications
1 5 (0.38%) SAP S/4HANA
2 3 (0.23%) Dynamics CRM
3 1 (0.077%) Shopify
3 1 (0.077%) Teamcenter
3 1 (0.077%) Workday HCM
Cloud Services
1 567 (43.48%) Azure
2 463 (35.51%) AWS
3 236 (18.10%) GCP
4 132 (10.12%) Power Platform
5 110 (8.44%) GitHub
6 107 (8.21%) Serverless
7 98 (7.52%) Azure Machine Learning
8 89 (6.83%) Azure AI
9 78 (5.98%) Azure DevOps
10 74 (5.67%) Amazon SageMaker
11 69 (5.29%) Snowflake
12 67 (5.14%) Amazon S3
13 61 (4.68%) Vertex AI
14 53 (4.06%) AWS Lambda
14 53 (4.06%) Azure Synapse Analytics
15 52 (3.99%) Azure Data Factory
16 51 (3.91%) GitHub Actions
17 45 (3.45%) Azure AKS
18 42 (3.22%) AWS CloudFormation
19 40 (3.07%) 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
1 105 (8.05%) Power BI
2 92 (7.06%) Data Lake
3 75 (5.75%) Data Warehouse
4 63 (4.83%) Big Data
5 56 (4.29%) NoSQL
6 51 (3.91%) Metadata
7 49 (3.76%) PostgreSQL
8 48 (3.68%) BigQuery
9 37 (2.84%) Hadoop
10 35 (2.68%) Pinecone
10 35 (2.68%) Tableau
11 27 (2.07%) SQL Server
12 26 (1.99%) Weaviate
13 25 (1.92%) Relational Database
14 20 (1.53%) Delta Lake
14 20 (1.53%) Mixpanel
15 19 (1.46%) Elasticsearch
16 18 (1.38%) Amazon Athena
17 17 (1.30%) Data Mining
17 17 (1.30%) OLTP
Development Applications
1 103 (7.90%) Git
2 93 (7.13%) MLflow
3 39 (2.99%) Jenkins
4 28 (2.15%) GitLab
5 25 (1.92%) JIRA
6 15 (1.15%) Selenium
7 13 (1.00%) JMeter
8 12 (0.92%) Visual Studio
9 9 (0.69%) 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%) Cypress.io
13 4 (0.31%) Oracle APEX
13 4 (0.31%) RStudio
14 3 (0.23%) Cucumber
14 3 (0.23%) Robot Framework
General
1 336 (25.77%) Social Skills
2 282 (21.63%) Finance
3 146 (11.20%) Analytical Skills
4 134 (10.28%) Public Sector
5 90 (6.90%) Banking
6 43 (3.30%) Pharmaceutical
7 41 (3.14%) Marketing
8 34 (2.61%) Retail
9 30 (2.30%) Investment Banking
9 30 (2.30%) Legal
10 27 (2.07%) Influencing Skills
11 25 (1.92%) Front Office
12 24 (1.84%) Manufacturing
13 23 (1.76%) Inclusion and Diversity
14 19 (1.46%) Documentation Skills
14 19 (1.46%) Presentation Skills
15 18 (1.38%) Telecoms
16 14 (1.07%) Electronics
16 14 (1.07%) Financial Institution
17 11 (0.84%) Law
Job Titles
1 193 (14.80%) Data Scientist
2 185 (14.19%) Artificial Intelligence Engineer
3 178 (13.65%) Architect
4 160 (12.27%) Senior
5 136 (10.43%) Data Engineer
6 116 (8.90%) Developer
7 108 (8.28%) Lead
8 69 (5.29%) Artificial Intelligence Architect
9 60 (4.60%) Machine Learning Engineer
10 58 (4.45%) Python Engineer
11 56 (4.29%) Software Engineer
12 54 (4.14%) Analyst
13 47 (3.60%) Data Architect
14 42 (3.22%) Solutions Architect
15 37 (2.84%) Gen AI Engineer
16 36 (2.76%) Senior Data Scientist
17 34 (2.61%) Azure Engineer
18 33 (2.53%) Consultant
19 27 (2.07%) Artificial Intelligence Developer
20 24 (1.84%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 225 (17.25%) PyTorch
2 185 (14.19%) TensorFlow
3 129 (9.89%) scikit-learn
4 117 (8.97%) Pandas
5 85 (6.52%) NumPy
6 82 (6.29%) LangChain
7 80 (6.13%) React
8 72 (5.52%) FastAPI
9 62 (4.75%) Hugging Face
10 61 (4.68%) Model Context Protocol
11 59 (4.52%) PySpark
12 58 (4.45%) .NET
13 57 (4.37%) Kafka
14 54 (4.14%) REST
15 53 (4.06%) LangGraph
16 47 (3.60%) Node.js
17 46 (3.53%) RESTful
18 35 (2.68%) AngularJS
19 32 (2.45%) Faiss
19 32 (2.45%) Flask
Miscellaneous
1 183 (14.03%) Algorithms
2 172 (13.19%) Cloud Native
3 102 (7.82%) AI Agents
4 47 (3.60%) Onboarding
4 47 (3.60%) Product Ownership
5 39 (2.99%) Distributed Systems
6 34 (2.61%) Data Protection Act
7 31 (2.38%) Legacy Systems
8 27 (2.07%) Distributed Computing
9 23 (1.76%) Data Structures
9 23 (1.76%) Life Science
10 22 (1.69%) Hybrid Cloud
11 21 (1.61%) Genomics
12 19 (1.46%) Analytical Mindset
12 19 (1.46%) Enterprise Software
13 16 (1.23%) Fixed Income
13 16 (1.23%) Management Information System
14 12 (0.92%) Derivative
14 12 (0.92%) Taxonomies
15 11 (0.84%) Greenfield Project
Operating Systems
1 34 (2.61%) 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 (0.077%) CentOS
6 1 (0.077%) Robot Operating System
Processes & Methodologies
1 1,005 (77.07%) AI
2 515 (39.49%) Data Science
3 357 (27.38%) LLM
4 356 (27.30%) CI/CD
5 353 (27.07%) Analytics
6 286 (21.93%) DevOps
7 281 (21.55%) Agile
8 274 (21.01%) Data Pipeline
9 260 (19.94%) Generative AI
10 249 (19.10%) MLOps
11 241 (18.48%) Data Engineering
12 222 (17.02%) Problem-Solving
13 199 (15.26%) Natural Language Processing
14 179 (13.73%) Software Engineering
15 172 (13.19%) Retrieval-Augmented Generation
16 170 (13.04%) Use Case
17 165 (12.65%) Containerisation
18 158 (12.12%) Prompt Engineering
19 156 (11.96%) ETL
20 145 (11.12%) Decision-Making
Programming Languages
1 821 (62.96%) Python
2 330 (25.31%) SQL
3 87 (6.67%) Java
4 73 (5.60%) R
5 72 (5.52%) C#
6 59 (4.52%) JavaScript
7 53 (4.06%) TypeScript
8 30 (2.30%) C++
8 30 (2.30%) Scala
9 25 (1.92%) PowerShell
10 17 (1.30%) Bash
11 15 (1.15%) Bicep
12 12 (0.92%) MATLAB
13 11 (0.84%) Go
14 7 (0.54%) Rust
15 6 (0.46%) Kotlin
16 5 (0.38%) C
16 5 (0.38%) SystemVerilog
16 5 (0.38%) Tcl
17 4 (0.31%) SPARQL
Qualifications
1 208 (15.95%) Security Cleared
2 176 (13.50%) Degree
3 151 (11.58%) SC Cleared
4 77 (5.90%) Master's Degree
5 45 (3.45%) PhD
6 42 (3.22%) Computer Science Degree
7 33 (2.53%) DV Cleared
8 29 (2.22%) BPSS Clearance
9 23 (1.76%) Microsoft Certified Professional
10 22 (1.69%) Azure Certification
11 17 (1.30%) AWS Certification
12 7 (0.54%) ISTQB
12 7 (0.54%) Microsoft Certification
13 6 (0.46%) CISSP
14 5 (0.38%) HNC
14 5 (0.38%) HND
14 5 (0.38%) TOGAF Certification
15 4 (0.31%) AWS Certified Solutions Architect
15 4 (0.31%) CISM
15 4 (0.31%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 111 (8.51%) Data Quality
2 53 (4.06%) GDPR
3 51 (3.91%) QA
4 36 (2.76%) NIST
5 28 (2.15%) EU AI Act
6 19 (1.46%) 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
1 207 (15.87%) Docker
2 11 (0.84%) Active Directory
3 10 (0.77%) 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 (0.077%) GPFS
Systems Management
1 211 (16.18%) Kubernetes
2 130 (9.97%) Terraform
3 25 (1.92%) Grafana
4 22 (1.69%) Ansible
5 14 (1.07%) Kubeflow
6 13 (1.00%) 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 (0.077%) HP ALM
13 1 (0.077%) HP Fortify
13 1 (0.077%) Opsgenie
13 1 (0.077%) Rancher
Vendors
1 189 (14.49%) Databricks
2 185 (14.19%) Microsoft
3 110 (8.44%) Google
4 98 (7.52%) OpenAI
5 68 (5.21%) Foundry
6 37 (2.84%) SAP
7 24 (1.84%) Oracle
8 19 (1.46%) ServiceNow
9 16 (1.23%) Splunk
10 14 (1.07%) 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%) Palantir
14 7 (0.54%) Pega
15 6 (0.46%) ESRI
15 6 (0.46%) Intel
15 6 (0.46%) Talend