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

6 months to
16 Jan 2026
Same period 2025 Same period 2024
Rank 81 96 171
Rank change year-on-year +15 +75 +47
Contract jobs citing Machine Learning 1,164 821 599
As % of all contract jobs in the UK 3.13% 2.58% 1.41%
As % of the Processes & Methodologies category 3.56% 2.90% 1.60%
Number of daily rates quoted 747 544 440
10th Percentile £402 £363 £413
25th Percentile £467 £463 £463
Median daily rate (50th Percentile) £570 £600 £573
Median % change year-on-year -5.00% +4.80% -8.40%
75th Percentile £700 £727 £700
90th Percentile £788 £809 £775
UK excluding London median daily rate £518 £519 £530
% change year-on-year -0.29% -2.08% -11.67%
Number of hourly rates quoted 34 19 27
10th Percentile £31.36 £16.61 £42.50
25th Percentile £42.79 £25.31 -
Median hourly rate £51.38 £45.00 £46.18
Median % change year-on-year +14.17% -2.56% -7.64%
75th Percentile £78.00 £49.97 £50.00
90th Percentile £105.70 £56.00 £66.45
UK excluding London median hourly rate £61.23 £45.00 £46.18
% change year-on-year +36.06% -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 32,654 28,287 37,362
As % of all contract IT jobs advertised in the UK 87.81% 88.79% 87.72%
Number of daily rates quoted 20,662 17,217 24,715
10th Percentile £304 £306 £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 £614 £638 £650
90th Percentile £723 £738 £743
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 1,980 898 1,602
10th Percentile £14.50 £15.62 £14.16
25th Percentile £17.50 £20.75 £18.00
Median hourly rate £25.15 £32.50 £40.50
Median % change year-on-year -22.62% -19.75% +16.41%
75th Percentile £56.06 £62.24 £65.00
90th Percentile £68.80 £74.91 £76.53
UK excluding London median hourly rate £23.83 £30.45 £43.83
% change year-on-year -21.76% -30.52% +51.12%

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 16 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 16 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 16 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 +3 973 £575 -4.17% 1,615
London +8 651 £614 -5.54% 439
Work from Home +16 358 £550 +4.76% 683
UK excluding London +31 351 £518 -0.29% 1,405
North of England -24 79 £475 - 239
Scotland +53 67 £525 +31.25% 57
East of England +13 66 £538 -10.42% 205
South East +1 65 £550 +3.53% 515
North West 0 47 £470 +3.87% 99
Midlands -17 43 £507 +26.81% 147
West Midlands -15 30 £508 +16.00% 52
Yorkshire -36 28 £525 - 96
South West -24 27 £550 -17.60% 177
East Midlands -21 13 £450 +26.40% 92
Wales 0 11 £738 +28.26% 68
North East -23 5 £593 +36.99% 46
Northern Ireland - 2 £675 - 30

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 (7.47%) Apache Spark
2 67 (5.76%) Apache Airflow
3 36 (3.09%) Apache
4 27 (2.32%) Jupyter
5 11 (0.95%) Confluence
6 9 (0.77%) 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 (3.44%) Chatbot
2 15 (1.29%) Microsoft Excel
3 11 (0.95%) Microsoft Project
4 10 (0.86%) Microsoft Office
5 6 (0.52%) Microsoft PowerPoint
6 5 (0.43%) Simulink
7 3 (0.26%) LaTeX
8 1 (0.086%) Adobe XD
8 1 (0.086%) Sketch
8 1 (0.086%) Spreadsheet
8 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
1 503 (43.21%) Azure
2 398 (34.19%) AWS
3 217 (18.64%) GCP
4 111 (9.54%) Power Platform
5 102 (8.76%) GitHub
6 96 (8.25%) Serverless
7 87 (7.47%) Azure Machine Learning
8 67 (5.76%) Snowflake
9 64 (5.50%) Azure DevOps
10 61 (5.24%) Amazon S3
10 61 (5.24%) Azure AI
11 60 (5.15%) Vertex AI
12 56 (4.81%) Amazon SageMaker
13 49 (4.21%) GitHub Actions
14 47 (4.04%) AWS Lambda
14 47 (4.04%) Azure AKS
15 45 (3.87%) Azure Data Factory
15 45 (3.87%) Azure Synapse Analytics
16 35 (3.01%) AWS CloudFormation
17 33 (2.84%) Amazon Bedrock
Communications & Networking
1 16 (1.37%) Network Security
2 10 (0.86%) HTTP
3 9 (0.77%) 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%) OSPF
10 2 (0.17%) VoIP
10 2 (0.17%) VXLAN
Database & Business Intelligence
1 97 (8.33%) Power BI
2 77 (6.62%) Data Lake
3 69 (5.93%) Data Warehouse
4 49 (4.21%) Big Data
5 48 (4.12%) NoSQL
6 47 (4.04%) PostgreSQL
7 45 (3.87%) BigQuery
8 36 (3.09%) Metadata
9 34 (2.92%) Tableau
10 29 (2.49%) Pinecone
11 22 (1.89%) Hadoop
12 18 (1.55%) Amazon Redshift
12 18 (1.55%) Data Mining
12 18 (1.55%) Relational Database
12 18 (1.55%) Weaviate
13 17 (1.46%) Amazon Athena
13 17 (1.46%) Elasticsearch
14 15 (1.29%) Delta Lake
15 13 (1.12%) OLTP
16 11 (0.95%) SQL Server
Development Applications
1 82 (7.04%) Git
2 81 (6.96%) MLflow
3 42 (3.61%) Jenkins
4 29 (2.49%) GitLab
5 22 (1.89%) JIRA
6 16 (1.37%) JMeter
6 16 (1.37%) Selenium
7 13 (1.12%) Visual Studio
8 12 (1.03%) SonarQube
9 6 (0.52%) Cypress.io
9 6 (0.52%) PyCharm
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%) Bitbucket
General
1 315 (27.06%) Social Skills
2 239 (20.53%) Finance
3 128 (11.00%) Analytical Skills
4 120 (10.31%) Public Sector
5 74 (6.36%) Banking
6 43 (3.69%) Marketing
6 43 (3.69%) Pharmaceutical
7 36 (3.09%) Retail
8 32 (2.75%) Legal
9 27 (2.32%) Investment Banking
10 24 (2.06%) Manufacturing
11 23 (1.98%) Front Office
12 20 (1.72%) Influencing Skills
12 20 (1.72%) Telecoms
13 19 (1.63%) Documentation Skills
14 17 (1.46%) Inclusion and Diversity
15 15 (1.29%) Presentation Skills
16 14 (1.20%) Electronics
17 11 (0.95%) Aerospace
18 10 (0.86%) Financial Institution
Job Titles
1 187 (16.07%) Artificial Intelligence Engineer
2 162 (13.92%) Data Scientist
3 140 (12.03%) Architect
4 132 (11.34%) Data Engineer
5 129 (11.08%) Senior
6 98 (8.42%) Developer
7 90 (7.73%) Lead
8 66 (5.67%) Machine Learning Engineer
9 56 (4.81%) Python Engineer
10 54 (4.64%) Artificial Intelligence Architect
11 53 (4.55%) Analyst
12 46 (3.95%) Software Engineer
13 39 (3.35%) Gen AI Engineer
14 38 (3.26%) Data Architect
15 29 (2.49%) Consultant
15 29 (2.49%) Solutions Architect
16 26 (2.23%) Azure Engineer
17 25 (2.15%) Product Manager
17 25 (2.15%) Senior Data Scientist
18 24 (2.06%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 201 (17.27%) PyTorch
2 173 (14.86%) TensorFlow
3 115 (9.88%) scikit-learn
4 101 (8.68%) Pandas
5 85 (7.30%) LangChain
6 78 (6.70%) FastAPI
7 69 (5.93%) React
8 67 (5.76%) NumPy
9 56 (4.81%) Hugging Face
10 55 (4.73%) LangGraph
10 55 (4.73%) PySpark
11 49 (4.21%) .NET
12 48 (4.12%) REST
13 46 (3.95%) Kafka
14 45 (3.87%) RESTful
15 42 (3.61%) Node.js
16 30 (2.58%) pytest
17 29 (2.49%) Faiss
18 28 (2.41%) Flask
19 26 (2.23%) AngularJS
Miscellaneous
1 161 (13.83%) Algorithms
2 158 (13.57%) Cloud Native
3 101 (8.68%) AI Agents
4 44 (3.78%) Product Ownership
5 37 (3.18%) Distributed Systems
5 37 (3.18%) Onboarding
6 32 (2.75%) Data Protection Act
7 29 (2.49%) Legacy Systems
8 25 (2.15%) Genomics
9 24 (2.06%) Distributed Computing
10 23 (1.98%) Life Science
11 22 (1.89%) Analytical Mindset
11 22 (1.89%) Data Structures
12 17 (1.46%) Hybrid Cloud
13 16 (1.37%) Enterprise Software
14 15 (1.29%) Management Information System
15 12 (1.03%) Derivative
15 12 (1.03%) Greenfield Project
16 11 (0.95%) Fixed Income
17 10 (0.86%) Replication
Operating Systems
1 26 (2.23%) Linux
2 10 (0.86%) Red Hat Enterprise Linux
3 9 (0.77%) 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
1 885 (76.03%) AI
2 465 (39.95%) Data Science
3 333 (28.61%) LLM
4 309 (26.55%) CI/CD
5 303 (26.03%) Analytics
6 268 (23.02%) Agile
7 255 (21.91%) DevOps
8 230 (19.76%) Generative AI
9 227 (19.50%) Data Pipeline
10 219 (18.81%) MLOps
11 199 (17.10%) Data Engineering
12 197 (16.92%) Problem-Solving
13 175 (15.03%) Natural Language Processing
14 159 (13.66%) Containerisation
14 159 (13.66%) Retrieval-Augmented Generation
15 156 (13.40%) Software Engineering
16 139 (11.94%) Use Case
17 134 (11.51%) Prompt Engineering
18 129 (11.08%) Data Modelling
19 124 (10.65%) ETL
Programming Languages
1 741 (63.66%) Python
2 279 (23.97%) SQL
3 66 (5.67%) R
4 63 (5.41%) Java
5 59 (5.07%) C#
6 55 (4.73%) JavaScript
7 51 (4.38%) TypeScript
8 33 (2.84%) C++
9 29 (2.49%) PowerShell
10 24 (2.06%) Scala
11 19 (1.63%) Bash
12 16 (1.37%) MATLAB
13 15 (1.29%) 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
1 171 (14.69%) Security Cleared
2 160 (13.75%) Degree
3 131 (11.25%) SC Cleared
4 62 (5.33%) Master's Degree
5 58 (4.98%) MCP
6 44 (3.78%) Computer Science Degree
7 37 (3.18%) PhD
8 30 (2.58%) DV Cleared
9 17 (1.46%) Azure Certification
10 12 (1.03%) BPSS Clearance
11 9 (0.77%) 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%) PMP
Quality Assurance & Compliance
1 87 (7.47%) Data Quality
2 47 (4.04%) GDPR
3 44 (3.78%) QA
4 34 (2.92%) NIST
5 29 (2.49%) EU AI Act
6 16 (1.37%) Accessibility
6 16 (1.37%) 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
1 204 (17.53%) 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
1 191 (16.41%) Kubernetes
2 122 (10.48%) Terraform
3 26 (2.23%) Grafana
4 24 (2.06%) Ansible
5 15 (1.29%) Kubeflow
6 14 (1.20%) Prometheus
7 9 (0.77%) Argo
7 9 (0.77%) Kibana
7 9 (0.77%) 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 (14.35%) Databricks
1 167 (14.35%) Microsoft
2 105 (9.02%) Google
3 81 (6.96%) OpenAI
4 50 (4.30%) Foundry
5 33 (2.84%) SAP
6 16 (1.37%) Splunk
7 15 (1.29%) ServiceNow
8 13 (1.12%) NVIDIA
8 13 (1.12%) Salesforce
9 9 (0.77%) Greenplum
9 9 (0.77%) Oracle
10 8 (0.69%) TIBCO
10 8 (0.69%) UiPath
11 7 (0.60%) Cisco
11 7 (0.60%) Pega
12 6 (0.52%) ESRI
12 6 (0.52%) Intel
12 6 (0.52%) Intergraph
12 6 (0.52%) Palantir