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 5 October 2026, with comparisons to the same periods in the previous two years.

6 months to
5 Oct 2026
Same period 2025 Same period 2024
Rank 93 88 107
Rank change year-on-year -5 +19 +93
Contract jobs citing Machine Learning 1,573 962 794
As % of all contract jobs in the UK 2.89% 2.91% 2.09%
As % of the Processes & Methodologies category 3.42% 3.22% 2.43%
Number of daily rates quoted 994 621 526
10th Percentile £409 £400 £389
25th Percentile £488 £463 £489
Median daily rate (50th Percentile) £575 £550 £600
Median % change year-on-year +4.55% -8.33% +4.35%
75th Percentile £688 £675 £731
90th Percentile £788 £775 £788
UK excluding London median daily rate £550 £525 £498
% change year-on-year +4.76% +5.53% -9.55%
Number of hourly rates quoted 43 24 19
10th Percentile £28.50 £26.62 £13.06
25th Percentile £39.91 £38.84 £25.93
Median hourly rate £77.00 £53.22 £46.18
Median % change year-on-year +44.68% +15.24% -
75th Percentile £85.13 £76.25 £53.75
90th Percentile £88.75 £86.75 -
UK excluding London median hourly rate £74.83 £61.23 £46.18
% change year-on-year +22.22% +32.58% -

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 45,930 29,887 32,659
As % of all contract IT jobs advertised in the UK 84.45% 90.55% 85.92%
Number of daily rates quoted 27,618 18,553 19,727
10th Percentile £325 £300 £308
25th Percentile £425 £404 £413
Median daily rate (50th Percentile) £525 £500 £525
Median % change year-on-year +5.00% -4.76% -2.78%
75th Percentile £635 £623 £638
90th Percentile £736 £725 £750
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 3,299 1,876 1,335
10th Percentile £13.65 £14.31 £15.00
25th Percentile £17.12 £17.30 £20.12
Median hourly rate £38.25 £25.15 £41.50
Median % change year-on-year +52.09% -39.40% -2.35%
75th Percentile £65.00 £43.22 £65.00
90th Percentile £77.60 £65.00 £74.26
UK excluding London median hourly rate £38.72 £22.32 £43.00
% change year-on-year +73.52% -48.10% +1.18%

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 5 October 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 5 October 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 5 October 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 -4 1,352 £583 +3.19% 5,851
London +15 895 £600 - 3,982
UK excluding London -23 518 £550 +4.76% 2,426
Work from Home -17 421 £575 +4.55% 2,485
North of England -10 154 £550 +14.58% 483
South East -15 138 £600 +9.09% 542
Scotland +4 94 £450 -10.45% 396
North West -22 69 £650 +36.84% 289
Yorkshire +2 66 £519 +0.92% 127
South West -15 50 £528 -6.22% 269
Midlands -34 50 £575 +9.52% 205
West Midlands -41 40 £538 +2.38% 113
East of England -39 32 £488 -11.36% 317
North East -25 20 £550 +29.41% 69
Wales -12 7 £530 -21.48% 101
East Midlands -11 6 £425 -8.11% 92
Northern Ireland +5 2 £467 -33.29% 130

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
1 100 (6.36%) Apache Spark
2 80 (5.09%) Apache Airflow
3 67 (4.26%) Apache
4 33 (2.10%) Jupyter
5 25 (1.59%) Confluence
6 11 (0.70%) SAS
7 7 (0.45%) IIS
8 6 (0.38%) ArcGIS
9 5 (0.32%) SharePoint
10 4 (0.25%) Palantir Foundry
11 3 (0.19%) Microsoft Exchange
11 3 (0.19%) OpenStack
11 3 (0.19%) Oracle Workflow
12 2 (0.13%) Apache Pulsar
12 2 (0.13%) Apache Superset
12 2 (0.13%) Appian
12 2 (0.13%) CMS
12 2 (0.13%) Headless CMS
12 2 (0.13%) nginx
13 1 (0.064%) Luigi
Applications
1 30 (1.91%) Chatbot
2 7 (0.45%) Microsoft Excel
3 3 (0.19%) CPLEX
4 2 (0.13%) DaVinci Resolve
4 2 (0.13%) Notion
4 2 (0.13%) NUKE
5 1 (0.064%) Adobe XD
5 1 (0.064%) Microsoft PowerPoint
5 1 (0.064%) MS Visio
5 1 (0.064%) Simulink
5 1 (0.064%) Sketch
5 1 (0.064%) Trello
Business Applications
1 8 (0.51%) SAP S/4HANA
2 4 (0.25%) SAP IBP
3 3 (0.19%) Cloudability
3 3 (0.19%) Oracle Assets
4 2 (0.13%) SAP ERP
4 2 (0.13%) Sparx Enterprise Architect
5 1 (0.064%) Actimize
5 1 (0.064%) Dynamics CRM
5 1 (0.064%) Endur
5 1 (0.064%) NetSuite
5 1 (0.064%) OpenLink RightAngle
5 1 (0.064%) Oracle Cash Management
5 1 (0.064%) Oracle ERP
5 1 (0.064%) Oracle Payables
5 1 (0.064%) Oracle Receivables
5 1 (0.064%) Salesforce CRM
Cloud Services
1 518 (32.93%) Azure
2 505 (32.10%) AWS
3 301 (19.14%) GCP
4 109 (6.93%) Power Platform
5 104 (6.61%) GitHub
6 102 (6.48%) Serverless
7 93 (5.91%) Amazon S3
8 89 (5.66%) Snowflake
9 80 (5.09%) AWS Lambda
10 66 (4.20%) Amazon SageMaker
11 64 (4.07%) Amazon Bedrock
12 62 (3.94%) dbt
13 59 (3.75%) Azure Machine Learning
14 50 (3.18%) Azure DevOps
15 48 (3.05%) Azure AI
16 47 (2.99%) Azure Synapse Analytics
16 47 (2.99%) Vertex AI
17 45 (2.86%) SaaS
18 44 (2.80%) Azure Data Factory
19 39 (2.48%) GitHub Actions
Communications & Networking
1 22 (1.40%) Network Security
2 19 (1.21%) Broadband
2 19 (1.21%) Internet
3 14 (0.89%) DNS
4 13 (0.83%) Firewall
5 11 (0.70%) HTTP
6 9 (0.57%) DHCP
6 9 (0.57%) VPN
7 5 (0.32%) SMTP
7 5 (0.32%) TCP/IP
8 4 (0.25%) NAS
8 4 (0.25%) SAN
8 4 (0.25%) SMS
8 4 (0.25%) VLAN
9 3 (0.19%) CTI
9 3 (0.19%) MQTT
10 2 (0.13%) FTP
10 2 (0.13%) PCoIP
10 2 (0.13%) Remote Desktop
10 2 (0.13%) SSL
Database & Business Intelligence
1 100 (6.36%) Power BI
2 98 (6.23%) Data Warehouse
3 93 (5.91%) Data Lake
4 88 (5.59%) Metadata
5 76 (4.83%) BigQuery
6 63 (4.01%) Big Data
7 53 (3.37%) Amazon Redshift
8 51 (3.24%) Delta Lake
9 46 (2.92%) NoSQL
10 38 (2.42%) PostgreSQL
11 37 (2.35%) Tableau
12 33 (2.10%) Amazon Athena
13 28 (1.78%) Relational Database
14 25 (1.59%) Hadoop
15 24 (1.53%) Neo4j
16 20 (1.27%) Elasticsearch
16 20 (1.27%) MongoDB
17 18 (1.14%) Amazon RDS
18 17 (1.08%) DynamoDB
18 17 (1.08%) Looker
Development Applications
1 105 (6.68%) Git
2 56 (3.56%) GitLab
3 47 (2.99%) JIRA
4 39 (2.48%) MLflow
5 13 (0.83%) Claude Code
5 13 (0.83%) Jenkins
6 7 (0.45%) Vite
7 6 (0.38%) JMeter
8 5 (0.32%) Cypress.io
8 5 (0.32%) ERwin
8 5 (0.32%) Postman
8 5 (0.32%) RStudio
9 4 (0.25%) REST Assured
9 4 (0.25%) Selenium
10 3 (0.19%) ER Studio
10 3 (0.19%) Newman
10 3 (0.19%) Pylint
11 2 (0.13%) Applitools
11 2 (0.13%) Locust
11 2 (0.13%) Terragrunt
General
1 359 (22.82%) Social Skills
2 316 (20.09%) Finance
3 232 (14.75%) Analytical Skills
4 145 (9.22%) Public Sector
5 123 (7.82%) Banking
6 39 (2.48%) Marketing
7 37 (2.35%) Inclusion and Diversity
8 30 (1.91%) Retail
9 29 (1.84%) Pharmaceutical
10 28 (1.78%) Telecoms
11 24 (1.53%) Manufacturing
12 23 (1.46%) Aerospace
13 22 (1.40%) Legal
14 21 (1.34%) Influencing Skills
15 20 (1.27%) Financial Institution
16 19 (1.21%) Front Office
17 17 (1.08%) Documentation Skills
17 17 (1.08%) Investment Banking
18 16 (1.02%) Billing
19 15 (0.95%) Law
Job Titles
1 285 (18.12%) Senior
2 254 (16.15%) Architect
3 190 (12.08%) Data Engineer
3 190 (12.08%) Data Scientist
4 172 (10.93%) Lead
5 144 (9.15%) Artificial Intelligence Engineer
6 105 (6.68%) Machine Learning Engineer
7 71 (4.51%) Artificial Intelligence Architect
7 71 (4.51%) Solutions Architect
8 69 (4.39%) Developer
9 67 (4.26%) Python Engineer
10 65 (4.13%) Data Architect
11 59 (3.75%) Analyst
12 58 (3.69%) Platform Engineer
12 58 (3.69%) Senior Data Engineer
13 51 (3.24%) Senior Data Scientist
14 49 (3.12%) Software Engineer
15 47 (2.99%) Security Architect
16 41 (2.61%) DevOps Engineer
17 37 (2.35%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 203 (12.91%) Terraform
2 107 (6.80%) Kafka
3 105 (6.68%) PyTorch
4 92 (5.85%) PySpark
5 80 (5.09%) TensorFlow
6 73 (4.64%) LangChain
7 72 (4.58%) REST
8 63 (4.01%) scikit-learn
9 59 (3.75%) React
10 52 (3.31%) Pandas
11 51 (3.24%) pytest
12 41 (2.61%) NumPy
13 39 (2.48%) LangGraph
14 36 (2.29%) FastAPI
15 32 (2.03%) .NET
16 28 (1.78%) JSON
17 27 (1.72%) Hugging Face
17 27 (1.72%) Model Context Protocol
18 21 (1.34%) RESTful
19 20 (1.27%) vLLM
Miscellaneous
1 206 (13.10%) Cloud Native
2 177 (11.25%) AI Agents
3 105 (6.68%) Algorithms
4 74 (4.70%) Onboarding
5 68 (4.32%) Distributed Systems
6 64 (4.07%) Product Ownership
7 38 (2.42%) Data Structures
8 37 (2.35%) Enterprise Software
9 30 (1.91%) Life Science
10 27 (1.72%) Data Protection Act
11 22 (1.40%) Management Information System
12 21 (1.34%) Hybrid Cloud
13 18 (1.14%) CMDB
13 18 (1.14%) Social Media
14 17 (1.08%) Taxonomies
15 16 (1.02%) Clustering
15 16 (1.02%) Credit Risk
16 15 (0.95%) Analytical Mindset
16 15 (0.95%) Virtual Team
17 14 (0.89%) Legacy Systems
Operating Systems
1 46 (2.92%) Linux
2 20 (1.27%) Windows
3 16 (1.02%) Unix
4 4 (0.25%) Android
4 4 (0.25%) Ubuntu
4 4 (0.25%) Windows Server
5 3 (0.19%) Apple iOS
6 1 (0.064%) Mac OS
6 1 (0.064%) Robot Operating System
6 1 (0.064%) Windows Server 2003
Processes & Methodologies
1 1,303 (82.84%) AI
2 573 (36.43%) Data Science
3 503 (31.98%) CI/CD
4 470 (29.88%) Analytics
5 425 (27.02%) LLM
6 389 (24.73%) Generative AI
7 361 (22.95%) Data Pipeline
8 330 (20.98%) DevOps
9 325 (20.66%) Agile
10 304 (19.33%) MLOps
11 285 (18.12%) Data Engineering
12 264 (16.78%) Software Engineering
13 244 (15.51%) Stakeholder Management
14 239 (15.19%) Decision-Making
14 239 (15.19%) Roadmaps
15 238 (15.13%) Use Case
16 213 (13.54%) Infrastructure as Code
17 207 (13.16%) Problem-Solving
18 205 (13.03%) Data Modelling
19 203 (12.91%) Retrieval-Augmented Generation
Programming Languages
1 832 (52.89%) Python
2 404 (25.68%) SQL
3 109 (6.93%) Java
4 76 (4.83%) JavaScript
5 63 (4.01%) TypeScript
6 43 (2.73%) Bash
7 34 (2.16%) C#
7 34 (2.16%) R
8 30 (1.91%) PowerShell
9 26 (1.65%) Scala
10 20 (1.27%) Go
11 19 (1.21%) C++
12 16 (1.02%) Bicep
13 14 (0.89%) Shell Script
14 11 (0.70%) Cypher
14 11 (0.70%) PL/SQL
15 7 (0.45%) Gremlin
15 7 (0.45%) SPARQL
16 5 (0.32%) Kotlin
16 5 (0.32%) Perl
Qualifications
1 308 (19.58%) Security Cleared
2 239 (15.19%) SC Cleared
3 131 (8.33%) Degree
4 58 (3.69%) Computer Science Degree
5 56 (3.56%) DV Cleared
6 51 (3.24%) AWS Certification
7 40 (2.54%) Master's Degree
8 39 (2.48%) BPSS Clearance
9 30 (1.91%) CISSP
10 29 (1.84%) Azure Certification
11 27 (1.72%) PhD
12 19 (1.21%) AWS Certified Solutions Architect
13 15 (0.95%) TOGAF Certification
14 13 (0.83%) CISM
15 10 (0.64%) AWS Certified Cloud Practitioner
15 10 (0.64%) Cisco Certification
15 10 (0.64%) ITIL Certification
16 9 (0.57%) Microsoft Certified Professional
17 8 (0.51%) DBS Check
18 5 (0.32%) (ISC)2 CCSP
Quality Assurance & Compliance
1 224 (14.24%) Data Quality
2 55 (3.50%) QA
3 54 (3.43%) GDPR
4 30 (1.91%) NIST
5 19 (1.21%) ISO/IEC 27001
6 18 (1.14%) Accessibility
7 14 (0.89%) EU AI Act
8 10 (0.64%) ISO/IEC 42001
8 10 (0.64%) SLA
9 9 (0.57%) GRC
9 9 (0.57%) NCSC
10 8 (0.51%) GxP
11 7 (0.45%) PCI DSS
11 7 (0.45%) Sarbanes-Oxley
12 6 (0.38%) Actionable Recommendations
12 6 (0.38%) HIPAA
13 5 (0.32%) Basel III
13 5 (0.32%) Solvency II
14 4 (0.25%) SOC 2
15 3 (0.19%) Disclosure Scotland
System Software
1 213 (13.54%) Docker
2 16 (1.02%) Active Directory
3 13 (0.83%) VMware Infrastructure
4 10 (0.64%) Hyper-V
4 10 (0.64%) IAG
5 8 (0.51%) Virtual Machines
6 7 (0.45%) NFS
7 5 (0.32%) Microsoft App-V
8 3 (0.19%) BitLocker
8 3 (0.19%) Terminal Services
8 3 (0.19%) VMware ESXi
9 2 (0.13%) Apache ZooKeeper
9 2 (0.13%) Slurm Workload Manager
9 2 (0.13%) Virtual Desktop
9 2 (0.13%) VMware Workstation
10 1 (0.064%) Firmware
10 1 (0.064%) zsh
Systems Management
1 285 (18.12%) Kubernetes
2 47 (2.99%) Ansible
3 28 (1.78%) Kubeflow
4 27 (1.72%) Grafana
5 22 (1.40%) Prometheus
6 6 (0.38%) Istio
6 6 (0.38%) systemd
7 5 (0.32%) Podman
8 3 (0.19%) Argo
8 3 (0.19%) Kibana
8 3 (0.19%) Nagios
8 3 (0.19%) NetBackup
8 3 (0.19%) Puppet
8 3 (0.19%) vCenter Server
8 3 (0.19%) vMotion
9 2 (0.13%) Active Directory Federation Services
9 2 (0.13%) Packer
9 2 (0.13%) SCCM
9 2 (0.13%) Single Sign-On
10 1 (0.064%) Kustomize
Vendors
1 201 (12.78%) Databricks
2 154 (9.79%) Microsoft
3 106 (6.74%) Google
4 62 (3.94%) OpenAI
5 36 (2.29%) SAP
6 34 (2.16%) ServiceNow
7 31 (1.97%) Oracle
8 26 (1.65%) Foundry
9 22 (1.40%) Informatica
10 17 (1.08%) Dynatrace
11 14 (0.89%) VMware
12 11 (0.70%) Salesforce
13 10 (0.64%) IBM
13 10 (0.64%) Nexthink
13 10 (0.64%) Splunk
14 9 (0.57%) UiPath
15 7 (0.45%) Cisco
16 6 (0.38%) Pega
17 5 (0.32%) New Relic
17 5 (0.32%) Sybase