Machine Learning Contracts in England

Machine Learning (ML)
UK > England

The table below provides summary statistics for contract job vacancies advertised in England requiring Machine Learning skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Machine Learning over the 6 months leading up to 17 May 2025, comparing them to the same period in the previous two years.

6 months to
17 May 2025
Same period 2024 Same period 2023
Rank 96 139 205
Rank change year-on-year +43 +66 -7
Contract jobs citing Machine Learning 649 616 625
As % of all contract jobs advertised in England 2.65% 1.69% 1.30%
As % of the Processes & Methodologies category 2.91% 1.96% 1.44%
Number of daily rates quoted 429 464 450
10th Percentile £367 £414 £450
25th Percentile £450 £500 £513
Median daily rate (50th Percentile) £575 £588 £600
Median % change year-on-year -2.13% -2.08% -
75th Percentile £725 £750 £755
90th Percentile £875 £788 £914
UK median daily rate £575 £580 £590
% change year-on-year -0.86% -1.69% -1.67%
Number of hourly rates quoted 19 19 17
10th Percentile £25.25 £41.25 £21.30
25th Percentile £41.13 £46.22 £22.16
Median hourly rate £65.00 £52.50 £35.00
Median % change year-on-year +23.81% +50.00% -22.22%
75th Percentile £79.38 £66.25 £53.75
90th Percentile £82.41 £75.75 £78.75
UK median hourly rate £63.25 £52.50 £35.00
% change year-on-year +20.48% +50.00% -6.67%

All Process and Methodology Skills
England

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 in England.

Contract vacancies with a requirement for process or methodology skills 22,321 31,446 43,440
As % of all contract IT jobs advertised in England 91.20% 86.42% 90.15%
Number of daily rates quoted 14,602 20,588 30,513
10th Percentile £306 £300 £325
25th Percentile £413 £413 £448
Median daily rate (50th Percentile) £525 £525 £550
Median % change year-on-year - -4.55% +1.85%
75th Percentile £638 £650 £675
90th Percentile £750 £750 £766
UK median daily rate £515 £525 £550
% change year-on-year -1.90% -4.55% +3.77%
Number of hourly rates quoted 945 2,245 1,538
10th Percentile £14.20 £12.92 £10.63
25th Percentile £18.20 £15.92 £16.23
Median hourly rate £28.75 £36.50 £36.00
Median % change year-on-year -21.23% +1.39% +44.00%
75th Percentile £62.50 £60.25 £65.00
90th Percentile £75.00 £72.50 £75.00
UK median hourly rate £28.00 £36.27 £35.65
% change year-on-year -22.81% +1.75% +38.82%

Machine Learning
Job Vacancy Trend in England

Job postings citing Machine Learning as a proportion of all IT jobs advertised in England.

Job vacancy trend for Machine Learning in England

Machine Learning
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Machine Learning in England.

Daily rate trend for Machine Learning in England

Machine Learning
Daily Rate Histogram in England

Daily rate distribution for jobs citing Machine Learning in England over the 6 months to 17 May 2025.

Daily rate histogram for Machine Learning in England

Machine Learning
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing Machine Learning in England.

Hourly rate trend for Machine Learning in England

Machine Learning
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Machine Learning in England over the 6 months to 17 May 2025.

Hourly rate histogram for Machine Learning in England

Machine Learning
Contract Job Locations in England

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 England region over the 6 months to 17 May 2025. 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
London +10 421 £575 -7.63% 1,653
South East +77 58 £575 -4.17% 693
North of England +18 45 £508 -7.73% 232
South West +69 38 £630 +14.55% 136
East of England +45 37 £625 +61.29% 191
North West +25 31 £575 +9.52% 135
Midlands +16 24 £469 -19.18% 119
West Midlands +3 17 £500 -13.79% 70
North East -3 8 £358 - 29
East Midlands +12 6 £444 -34.26% 41
Yorkshire +3 6 - - 69
Machine Learning
UK

Machine Learning
Co-occurring Skills and Capabilities in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 90 (13.87%) Apache Spark
2 13 (2.00%) Apache
2 13 (2.00%) Jupyter
3 11 (1.69%) Apache Airflow
4 10 (1.54%) Confluence
5 9 (1.39%) Microsoft Exchange
6 4 (0.62%) CMS
7 2 (0.31%) Camunda
8 1 (0.15%) Adobe Experience Manager
8 1 (0.15%) ArcGIS
8 1 (0.15%) Headless CMS
8 1 (0.15%) Luigi
8 1 (0.15%) SAS
Applications
1 15 (2.31%) Chatbot
2 4 (0.62%) Simulink
3 3 (0.46%) Microsoft Excel
4 2 (0.31%) Adobe XD
4 2 (0.31%) MadCap Flare
4 2 (0.31%) Microsoft Office
4 2 (0.31%) Sketch
4 2 (0.31%) Weka
5 1 (0.15%) CPLEX
5 1 (0.15%) Siemens NX
5 1 (0.15%) SOLIDWORKS
Business Applications
1 5 (0.77%) SAP PM
1 5 (0.77%) SAP S/4HANA
2 2 (0.31%) Workday HCM
3 1 (0.15%) Distributed Ledger
3 1 (0.15%) Dynamics CRM
3 1 (0.15%) SAP QM
3 1 (0.15%) SAP SRM
3 1 (0.15%) Shopify
3 1 (0.15%) Sparx Enterprise Architect
3 1 (0.15%) Teamcenter
3 1 (0.15%) TrackWise
Cloud Services
1 243 (37.44%) Azure
2 206 (31.74%) AWS
3 100 (15.41%) GCP
4 71 (10.94%) Power Platform
5 61 (9.40%) Azure Data Factory
6 60 (9.24%) Azure Machine Learning
7 34 (5.24%) Serverless
8 32 (4.93%) GitHub
9 28 (4.31%) Amazon SageMaker
10 27 (4.16%) Snowflake
11 23 (3.54%) AWS Lambda
11 23 (3.54%) Azure Synapse Analytics
12 22 (3.39%) Azure DevOps
12 22 (3.39%) Cloud Computing
13 21 (3.24%) GitHub Actions
14 18 (2.77%) Amazon S3
15 15 (2.31%) Azure AI
15 15 (2.31%) dbt
15 15 (2.31%) PaaS
16 13 (2.00%) IaaS
Communications & Networking
1 16 (2.47%) DNS
1 16 (2.47%) SMTP
2 15 (2.31%) Firewall
3 13 (2.00%) Network Security
4 10 (1.54%) VPN
5 9 (1.39%) DHCP
6 7 (1.08%) Ethernet
6 7 (1.08%) FTP
6 7 (1.08%) HTTP
6 7 (1.08%) SSL
7 5 (0.77%) LTE
8 4 (0.62%) LAN
8 4 (0.62%) WAN
9 3 (0.46%) 4G
9 3 (0.46%) DOCSIS
9 3 (0.46%) GPON
9 3 (0.46%) Intrusion Detection
9 3 (0.46%) MPLS
9 3 (0.46%) VoIP
9 3 (0.46%) xDSL
Database & Business Intelligence
1 79 (12.17%) Big Data
2 69 (10.63%) Power BI
3 57 (8.78%) Data Lake
4 56 (8.63%) Tableau
5 44 (6.78%) Hadoop
6 35 (5.39%) Data Warehouse
7 24 (3.70%) Neo4j
8 20 (3.08%) Metadata
9 18 (2.77%) PostgreSQL
10 17 (2.62%) NoSQL
11 15 (2.31%) BigQuery
11 15 (2.31%) Data Mining
11 15 (2.31%) Delta Lake
12 13 (2.00%) Amazon RDS
13 12 (1.85%) Elasticsearch
14 11 (1.69%) GIS
15 9 (1.39%) Oracle Database
16 8 (1.23%) Amazon Athena
16 8 (1.23%) Data Vault
17 7 (1.08%) Amazon Redshift
Development Applications
1 35 (5.39%) Jenkins
2 29 (4.47%) Git
3 18 (2.77%) MLflow
4 16 (2.47%) JIRA
5 7 (1.08%) ERwin
6 4 (0.62%) GitLab
7 2 (0.31%) Bitbucket
7 2 (0.31%) Cypress.io
7 2 (0.31%) MagicDraw
7 2 (0.31%) Visual Studio Code
8 1 (0.15%) CMake
8 1 (0.15%) Eclipse
8 1 (0.15%) NetBeans
8 1 (0.15%) Qt Creator
8 1 (0.15%) SonarQube
8 1 (0.15%) Visual Studio
General
1 159 (24.50%) Social Skills
2 140 (21.57%) Analytical Skills
3 125 (19.26%) Finance
4 69 (10.63%) Public Sector
5 56 (8.63%) Banking
6 38 (5.86%) Investment Banking
7 26 (4.01%) Front Office
8 25 (3.85%) Marketing
9 22 (3.39%) Organisational Skills
10 21 (3.24%) Telecoms
11 20 (3.08%) Legal
12 17 (2.62%) Financial Institution
12 17 (2.62%) Influencing Skills
12 17 (2.62%) Retail
13 14 (2.16%) Presentation Skills
14 12 (1.85%) Pharmaceutical
15 11 (1.69%) Inclusion and Diversity
16 8 (1.23%) Manufacturing
17 6 (0.92%) Electronics
17 6 (0.92%) Games
Job Titles
1 99 (15.25%) Data Scientist
2 94 (14.48%) Architect
3 90 (13.87%) Developer
4 81 (12.48%) Senior
5 64 (9.86%) Data Engineer
6 50 (7.70%) Lead
7 47 (7.24%) Analyst
8 37 (5.70%) Python Developer
9 34 (5.24%) Artificial Intelligence Developer
10 33 (5.08%) Machine Learning Engineer
11 31 (4.78%) Artificial Intelligence Engineer
12 27 (4.16%) Data Architect
12 27 (4.16%) Solutions Architect
13 26 (4.01%) Senior Data Scientist
14 24 (3.70%) Gen AI Developer
15 20 (3.08%) Business Analyst
16 19 (2.93%) Data Analyst
17 18 (2.77%) Consultant
17 18 (2.77%) Python Engineer
18 15 (2.31%) Data Science Developer
Libraries, Frameworks & Software Standards
1 76 (11.71%) TensorFlow
2 71 (10.94%) PyTorch
3 60 (9.24%) React
4 55 (8.47%) Pandas
5 52 (8.01%) scikit-learn
6 38 (5.86%) NumPy
7 36 (5.55%) PySpark
8 33 (5.08%) FastAPI
9 28 (4.31%) Django
10 23 (3.54%) .NET
10 23 (3.54%) Kafka
10 23 (3.54%) Plotly
11 21 (3.24%) Matplotlib
12 20 (3.08%) LangChain
13 16 (2.47%) Seaborn
14 14 (2.16%) Hugging Face
15 13 (2.00%) HTML
15 13 (2.00%) REST
16 12 (1.85%) CSS
16 12 (1.85%) RESTful
Miscellaneous
1 103 (15.87%) Algorithms
2 25 (3.85%) Product Ownership
3 24 (3.70%) Distributed Computing
4 23 (3.54%) Cloud Native
5 22 (3.39%) IoT
6 16 (2.47%) Data Structures
6 16 (2.47%) Distributed Systems
6 16 (2.47%) Management Information System
7 13 (2.00%) Data Centre
7 13 (2.00%) Data Protection Act
7 13 (2.00%) Foreign Exchange (FX)
7 13 (2.00%) Public Cloud
8 12 (1.85%) Hedge funds
8 12 (1.85%) Multi-touch
9 11 (1.69%) Analytical Mindset
9 11 (1.69%) Fixed Income
9 11 (1.69%) Legacy Systems
9 11 (1.69%) PKI
10 10 (1.54%) Derivative
10 10 (1.54%) Equities
Operating Systems
1 20 (3.08%) Linux
2 16 (2.47%) Windows
3 10 (1.54%) Apple iOS
4 9 (1.39%) Windows Server
5 4 (0.62%) Unix
5 4 (0.62%) Windows Server 2003
6 2 (0.31%) Android
Processes & Methodologies
1 441 (67.95%) Artificial Intelligence
2 253 (38.98%) Data Science
3 197 (30.35%) Analytics
4 151 (23.27%) Agile
5 139 (21.42%) LLM
6 133 (20.49%) Generative AI
7 118 (18.18%) CI/CD
7 118 (18.18%) Problem-Solving
8 104 (16.02%) Visualisation
9 102 (15.72%) DevOps
10 96 (14.79%) Data Analysis
11 88 (13.56%) Data Pipeline
12 85 (13.10%) Data Engineering
13 84 (12.94%) Computer Science
14 79 (12.17%) Data Modelling
14 79 (12.17%) Decision-Making
15 73 (11.25%) Business Intelligence
16 70 (10.79%) Data Visualisation
17 67 (10.32%) Natural Language Processing
18 61 (9.40%) Data Governance
Programming Languages
1 365 (56.24%) Python
2 186 (28.66%) SQL
3 62 (9.55%) R
4 50 (7.70%) JavaScript
5 47 (7.24%) Java
6 42 (6.47%) TypeScript
7 24 (3.70%) C#
8 22 (3.39%) Scala
9 20 (3.08%) C++
10 12 (1.85%) C
10 12 (1.85%) PowerShell
11 10 (1.54%) Rust
12 9 (1.39%) Shell Script
13 7 (1.08%) Clojure
13 7 (1.08%) Elixir
13 7 (1.08%) Kusto Query Language
13 7 (1.08%) SystemVerilog
13 7 (1.08%) Tcl
14 6 (0.92%) Go
14 6 (0.92%) T-SQL
Qualifications
1 113 (17.41%) Degree
2 112 (17.26%) Security Cleared
3 86 (13.25%) SC Cleared
4 45 (6.93%) Master's Degree
5 38 (5.86%) PhD
6 28 (4.31%) Computer Science Degree
7 23 (3.54%) DV Cleared
8 13 (2.00%) AWS Certification
9 7 (1.08%) CISSP
10 6 (0.92%) Azure Certification
11 5 (0.77%) CISM
11 5 (0.77%) TOGAF Certification
12 4 (0.62%) BPSS Clearance
12 4 (0.62%) HNC
12 4 (0.62%) HND
12 4 (0.62%) Numerate Degree
13 2 (0.31%) AWS Certified Solutions Architect
13 2 (0.31%) CompTIA Security+
13 2 (0.31%) ITIL Foundation Certificate
13 2 (0.31%) PMP
Quality Assurance & Compliance
1 87 (13.41%) Data Quality
2 35 (5.39%) GDPR
3 29 (4.47%) QA
4 14 (2.16%) ISO/IEC 27001
5 9 (1.39%) Accessibility
5 9 (1.39%) California Consumer Privacy Act
5 9 (1.39%) NIST
6 8 (1.23%) EU AI Act
7 4 (0.62%) Actionable Recommendations
7 4 (0.62%) DO-254
8 3 (0.46%) HIPAA
9 2 (0.31%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 2 (0.31%) NCSC
9 2 (0.31%) OASIS TOSCA
9 2 (0.31%) PCI DSS
9 2 (0.31%) SOC 2
10 1 (0.15%) ISO 13485
10 1 (0.15%) MISRA C
10 1 (0.15%) NIST 800
10 1 (0.15%) Software Quality Assurance
System Software
1 81 (12.48%) Docker
2 9 (1.39%) Active Directory
2 9 (1.39%) BitLocker
2 9 (1.39%) Hyper-V
2 9 (1.39%) Microsoft App-V
2 9 (1.39%) Terminal Services
2 9 (1.39%) VMware ESXi
2 9 (1.39%) VMware Infrastructure
3 4 (0.62%) Firmware
4 2 (0.31%) Slurm Workload Manager
5 1 (0.15%) Apache Flume
5 1 (0.15%) Virtual Machines
Systems Management
1 98 (15.10%) Kubernetes
2 46 (7.09%) Terraform
3 40 (6.16%) Ansible
4 9 (1.39%) Nagios
4 9 (1.39%) Puppet
4 9 (1.39%) vCenter Server
4 9 (1.39%) vMotion
5 7 (1.08%) Grafana
5 7 (1.08%) Kubeflow
6 5 (0.77%) Kibana
6 5 (0.77%) Prometheus
7 2 (0.31%) Amdocs OSS
7 2 (0.31%) logstash
7 2 (0.31%) Proxmox
8 1 (0.15%) Apache Ranger
8 1 (0.15%) ITRS Geneos
8 1 (0.15%) QRadar
8 1 (0.15%) Systems Management Server (SMS)
Vendors
1 99 (15.25%) Databricks
2 69 (10.63%) Microsoft
3 51 (7.86%) Google
4 18 (2.77%) SAP
5 16 (2.47%) OpenAI
6 14 (2.16%) Oracle
7 12 (1.85%) ServiceNow
7 12 (1.85%) VMware
8 11 (1.69%) Dataiku
9 9 (1.39%) Citrix
9 9 (1.39%) HP
9 9 (1.39%) Symantec
10 7 (1.08%) Foundry
10 7 (1.08%) Intel
10 7 (1.08%) Xilinx
11 6 (0.92%) Informatica
11 6 (0.92%) Palantir
12 5 (0.77%) DataRobot
13 4 (0.62%) Adobe
13 4 (0.62%) Sage