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

6 months to
18 Jan 2026
Same period 2025 Same period 2024
Rank 82 95 179
Rank change year-on-year +13 +84 +41
Contract jobs citing Machine Learning 1,160 817 608
As % of all contract jobs in the UK 3.12% 2.57% 1.41%
As % of the Processes & Methodologies category 3.56% 2.89% 1.60%
Number of daily rates quoted 745 537 446
10th Percentile £402 £363 £409
25th Percentile £469 £463 £463
Median daily rate (50th Percentile) £570 £600 £570
Median % change year-on-year -5.00% +5.26% -8.80%
75th Percentile £700 £731 £700
90th Percentile £788 £830 £775
UK excluding London median daily rate £515 £516 £530
% change year-on-year -0.15% -2.69% -11.67%
Number of hourly rates quoted 35 20 28
10th Percentile £31.39 £17.06 £42.50
25th Percentile £42.79 £25.25 -
Median hourly rate £51.21 £36.75 £46.18
Median % change year-on-year +39.35% -20.42% -7.64%
75th Percentile £77.00 £48.07 £48.75
90th Percentile £103.10 £54.88 £66.40
UK excluding London median hourly rate £58.36 £45.00 £46.18
% change year-on-year +29.69% -2.56% -12.04%

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 32,565 28,230 37,893
As % of all contract IT jobs advertised in the UK 87.70% 88.92% 87.58%
Number of daily rates quoted 20,598 17,153 25,051
10th Percentile £304 £308 £304
25th Percentile £406 £413 £415
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £613 £638 £650
90th Percentile £723 £743 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,982 906 1,726
10th Percentile £14.50 £15.62 £14.15
25th Percentile £17.69 £20.80 £17.54
Median hourly rate £25.15 £32.50 £40.00
Median % change year-on-year -22.62% -18.75% +17.96%
75th Percentile £56.69 £62.50 £63.75
90th Percentile £68.75 £74.81 £75.46
UK excluding London median hourly rate £24.00 £30.78 £40.28
% change year-on-year -22.03% -23.58% +46.45%

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 18 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 18 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 18 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 +5 971 £575 -4.17% 2,020
London +10 649 £613 -5.77% 429
Work from Home +17 358 £550 +4.76% 798
UK excluding London +29 351 £515 -0.15% 1,855
North of England -31 78 £475 - 314
South East +2 67 £550 +3.53% 633
East of England +14 66 £538 -10.42% 287
Scotland +52 65 £514 +28.44% 68
North West -11 46 £470 +3.30% 121
Midlands -16 43 £507 +28.42% 212
West Midlands -14 30 £508 +16.00% 65
South West -12 28 £550 -17.60% 248
Yorkshire -35 28 £525 - 139
East Midlands -15 13 £450 +26.40% 142
Wales 0 11 £738 +28.26% 97
North East -24 5 £593 +51.92% 56
Northern Ireland - 2 £675 - 44

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 87 (7.50%) Apache Spark
2 66 (5.69%) Apache Airflow
3 37 (3.19%) Apache
4 27 (2.33%) Jupyter
5 11 (0.95%) Confluence
6 9 (0.78%) Appian
7 8 (0.69%) Apache Pig
8 7 (0.60%) SAS
9 6 (0.52%) GeoServer
9 6 (0.52%) Smallworld
10 4 (0.34%) IIS
10 4 (0.34%) SharePoint
11 3 (0.26%) CMS
12 2 (0.17%) Luigi
13 1 (0.086%) Apache Superset
13 1 (0.086%) Microsoft Exchange
13 1 (0.086%) nginx
13 1 (0.086%) Red Hat Fuse
Applications
1 40 (3.45%) Chatbot
2 13 (1.12%) Microsoft Excel
3 11 (0.95%) Microsoft Project
4 10 (0.86%) Microsoft Office
5 5 (0.43%) Microsoft PowerPoint
5 5 (0.43%) Simulink
6 3 (0.26%) LaTeX
7 1 (0.086%) Adobe XD
7 1 (0.086%) Sketch
7 1 (0.086%) Spreadsheet
7 1 (0.086%) Trello
Business Applications
1 5 (0.43%) SAP S/4HANA
2 2 (0.17%) Dynamics CRM
2 2 (0.17%) Teamcenter
3 1 (0.086%) Distributed Ledger
3 1 (0.086%) Shopify
3 1 (0.086%) Workday HCM
Cloud Services
1 501 (43.19%) Azure
2 397 (34.22%) AWS
3 218 (18.79%) GCP
4 108 (9.31%) Power Platform
5 101 (8.71%) GitHub
6 95 (8.19%) Serverless
7 86 (7.41%) Azure Machine Learning
8 67 (5.78%) Snowflake
9 65 (5.60%) Azure DevOps
10 62 (5.34%) Azure AI
11 60 (5.17%) Amazon S3
11 60 (5.17%) Vertex AI
12 55 (4.74%) Amazon SageMaker
13 49 (4.22%) GitHub Actions
14 46 (3.97%) AWS Lambda
14 46 (3.97%) Azure AKS
15 43 (3.71%) Azure Data Factory
15 43 (3.71%) Azure Synapse Analytics
16 35 (3.02%) AWS CloudFormation
17 33 (2.84%) Amazon Bedrock
Communications & Networking
1 16 (1.38%) Network Security
2 10 (0.86%) HTTP
3 9 (0.78%) DNS
4 8 (0.69%) SSL
5 7 (0.60%) FTP
5 7 (0.60%) SMTP
6 6 (0.52%) Ethernet
6 6 (0.52%) Internet
7 5 (0.43%) Firewall
8 4 (0.34%) InfiniBand
9 3 (0.26%) VPN
10 2 (0.17%) 2G
10 2 (0.17%) BGP
10 2 (0.17%) Bluetooth
10 2 (0.17%) Cisco IPT
10 2 (0.17%) Cisco Nexus
10 2 (0.17%) LTE
10 2 (0.17%) Modbus
10 2 (0.17%) OSPF
10 2 (0.17%) VoIP
Database & Business Intelligence
1 94 (8.10%) Power BI
2 74 (6.38%) Data Lake
3 68 (5.86%) Data Warehouse
4 49 (4.22%) Big Data
5 48 (4.14%) NoSQL
6 46 (3.97%) PostgreSQL
7 44 (3.79%) BigQuery
8 36 (3.10%) Metadata
9 34 (2.93%) Tableau
10 31 (2.67%) Pinecone
11 22 (1.90%) Hadoop
12 20 (1.72%) Weaviate
13 18 (1.55%) Data Mining
13 18 (1.55%) Relational Database
14 17 (1.47%) Amazon Redshift
14 17 (1.47%) Elasticsearch
15 16 (1.38%) Amazon Athena
16 15 (1.29%) Delta Lake
17 13 (1.12%) OLTP
18 11 (0.95%) SQL Server
Development Applications
1 82 (7.07%) Git
2 81 (6.98%) MLflow
3 42 (3.62%) Jenkins
4 29 (2.50%) GitLab
5 22 (1.90%) JIRA
6 16 (1.38%) JMeter
6 16 (1.38%) Selenium
7 13 (1.12%) Visual Studio
8 12 (1.03%) SonarQube
9 6 (0.52%) PyCharm
10 5 (0.43%) Cypress.io
10 5 (0.43%) 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 (0.26%) Snyk
General
1 316 (27.24%) Social Skills
2 241 (20.78%) Finance
3 130 (11.21%) Analytical Skills
4 118 (10.17%) Public Sector
5 74 (6.38%) Banking
6 43 (3.71%) Marketing
6 43 (3.71%) Pharmaceutical
7 36 (3.10%) Retail
8 32 (2.76%) Legal
9 27 (2.33%) Investment Banking
10 24 (2.07%) Manufacturing
11 23 (1.98%) Front Office
12 20 (1.72%) Influencing Skills
12 20 (1.72%) Telecoms
13 19 (1.64%) Documentation Skills
14 17 (1.47%) Inclusion and Diversity
15 15 (1.29%) Presentation Skills
16 14 (1.21%) Electronics
17 11 (0.95%) Aerospace
17 11 (0.95%) Financial Institution
Job Titles
1 185 (15.95%) Artificial Intelligence Engineer
2 159 (13.71%) Data Scientist
3 143 (12.33%) Architect
4 129 (11.12%) Data Engineer
4 129 (11.12%) Senior
5 99 (8.53%) Developer
6 88 (7.59%) Lead
7 66 (5.69%) Machine Learning Engineer
8 57 (4.91%) Artificial Intelligence Architect
9 56 (4.83%) Python Engineer
10 53 (4.57%) Analyst
11 46 (3.97%) Software Engineer
12 39 (3.36%) Gen AI Engineer
13 38 (3.28%) Data Architect
14 29 (2.50%) Consultant
14 29 (2.50%) Solutions Architect
15 25 (2.16%) Product Manager
15 25 (2.16%) Senior Data Scientist
16 24 (2.07%) Azure Engineer
16 24 (2.07%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 203 (17.50%) PyTorch
2 175 (15.09%) TensorFlow
3 115 (9.91%) scikit-learn
4 101 (8.71%) Pandas
5 87 (7.50%) LangChain
6 77 (6.64%) FastAPI
7 68 (5.86%) NumPy
7 68 (5.86%) React
8 59 (5.09%) Hugging Face
9 55 (4.74%) LangGraph
9 55 (4.74%) PySpark
10 49 (4.22%) .NET
11 48 (4.14%) REST
12 46 (3.97%) Kafka
13 45 (3.88%) RESTful
14 41 (3.53%) Node.js
15 31 (2.67%) Faiss
16 29 (2.50%) pytest
17 28 (2.41%) Flask
18 26 (2.24%) AngularJS
Miscellaneous
1 162 (13.97%) Algorithms
2 157 (13.53%) Cloud Native
3 100 (8.62%) AI Agents
4 44 (3.79%) Product Ownership
5 37 (3.19%) Onboarding
6 36 (3.10%) Distributed Systems
7 32 (2.76%) Data Protection Act
8 29 (2.50%) Legacy Systems
9 25 (2.16%) Genomics
10 24 (2.07%) Distributed Computing
11 23 (1.98%) Life Science
12 22 (1.90%) Analytical Mindset
12 22 (1.90%) Data Structures
13 17 (1.47%) Hybrid Cloud
14 16 (1.38%) Enterprise Software
15 15 (1.29%) Management Information System
16 12 (1.03%) Derivative
16 12 (1.03%) Fixed Income
16 12 (1.03%) Greenfield Project
17 10 (0.86%) IoT
Operating Systems
1 26 (2.24%) Linux
2 10 (0.86%) Red Hat Enterprise Linux
3 9 (0.78%) Ubuntu
4 7 (0.60%) Unix
4 7 (0.60%) VMS
5 6 (0.52%) Apple iOS
5 6 (0.52%) Windows
6 5 (0.43%) Android
7 1 (0.086%) CentOS
7 1 (0.086%) Robot Operating System
Processes & Methodologies
1 883 (76.12%) AI
2 464 (40.00%) Data Science
3 334 (28.79%) LLM
4 306 (26.38%) CI/CD
5 300 (25.86%) Analytics
6 266 (22.93%) Agile
7 253 (21.81%) DevOps
8 232 (20.00%) Generative AI
9 226 (19.48%) Data Pipeline
10 221 (19.05%) MLOps
11 198 (17.07%) Data Engineering
11 198 (17.07%) Problem-Solving
12 177 (15.26%) Natural Language Processing
13 160 (13.79%) Retrieval-Augmented Generation
14 157 (13.53%) Containerisation
15 156 (13.45%) Software Engineering
16 141 (12.16%) Use Case
17 136 (11.72%) Prompt Engineering
18 127 (10.95%) Data Modelling
19 124 (10.69%) ETL
Programming Languages
1 737 (63.53%) Python
2 278 (23.97%) SQL
3 66 (5.69%) R
4 65 (5.60%) Java
5 59 (5.09%) C#
6 55 (4.74%) JavaScript
7 51 (4.40%) TypeScript
8 33 (2.84%) C++
9 29 (2.50%) PowerShell
10 25 (2.16%) Scala
11 19 (1.64%) Bash
12 16 (1.38%) MATLAB
13 14 (1.21%) Bicep
14 13 (1.12%) Go
15 5 (0.43%) C
15 5 (0.43%) SystemVerilog
15 5 (0.43%) Tcl
16 4 (0.34%) Rust
17 3 (0.26%) SPARQL
17 3 (0.26%) Swift
Qualifications
1 167 (14.40%) Security Cleared
2 159 (13.71%) Degree
3 126 (10.86%) SC Cleared
4 62 (5.34%) Master's Degree
5 58 (5.00%) MCP
6 43 (3.71%) Computer Science Degree
7 37 (3.19%) PhD
8 28 (2.41%) DV Cleared
9 17 (1.47%) Azure Certification
10 12 (1.03%) BPSS Clearance
11 9 (0.78%) AWS Certification
12 7 (0.60%) ISTQB
13 6 (0.52%) CISSP
13 6 (0.52%) Microsoft Certification
14 5 (0.43%) HNC
14 5 (0.43%) HND
14 5 (0.43%) TOGAF Certification
15 4 (0.34%) CISM
15 4 (0.34%) ISTQB Foundation Certification
16 3 (0.26%) CCNP
Quality Assurance & Compliance
1 86 (7.41%) Data Quality
2 47 (4.05%) GDPR
3 44 (3.79%) QA
4 34 (2.93%) NIST
5 29 (2.50%) EU AI Act
6 16 (1.38%) Accessibility
6 16 (1.38%) ISO/IEC 27001
7 6 (0.52%) California Consumer Privacy Act
7 6 (0.52%) NCSC
8 5 (0.43%) DO-254
8 5 (0.43%) HMG Security Policy Framework
8 5 (0.43%) ISO/IEC 42001
9 4 (0.34%) HIPAA
9 4 (0.34%) PCI DSS
9 4 (0.34%) SOC 2
10 3 (0.26%) Disclosure Scotland
10 3 (0.26%) GRC
11 2 (0.17%) EMIR
11 2 (0.17%) GxP
11 2 (0.17%) JSP 440
System Software
1 200 (17.24%) Docker
2 12 (1.03%) Active Directory
3 7 (0.60%) Firmware
3 7 (0.60%) Virtual Machines
4 5 (0.43%) Slurm Workload Manager
5 4 (0.34%) Lustre
6 2 (0.17%) Ceph
6 2 (0.17%) GPFS
6 2 (0.17%) HDFS
6 2 (0.17%) Hyper-V
6 2 (0.17%) KVM
6 2 (0.17%) VMware Infrastructure
6 2 (0.17%) VMware NSX
Systems Management
1 192 (16.55%) Kubernetes
2 119 (10.26%) Terraform
3 26 (2.24%) Grafana
4 24 (2.07%) Ansible
5 15 (1.29%) Kubeflow
6 14 (1.21%) Prometheus
7 9 (0.78%) Argo
7 9 (0.78%) Kibana
7 9 (0.78%) SCOM
8 6 (0.52%) logstash
9 5 (0.43%) 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 (0.086%) SCCM
Vendors
1 167 (14.40%) Microsoft
2 166 (14.31%) Databricks
3 105 (9.05%) Google
4 84 (7.24%) OpenAI
5 50 (4.31%) Foundry
6 33 (2.84%) SAP
7 16 (1.38%) Splunk
8 15 (1.29%) ServiceNow
9 13 (1.12%) Salesforce
10 12 (1.03%) NVIDIA
11 9 (0.78%) Greenplum
11 9 (0.78%) Oracle
12 8 (0.69%) TIBCO
12 8 (0.69%) UiPath
13 7 (0.60%) Cisco
13 7 (0.60%) Pega
14 6 (0.52%) ESRI
14 6 (0.52%) Intel
14 6 (0.52%) Intergraph
14 6 (0.52%) Palantir