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

6 months to
18 Feb 2026
Same period 2025 Same period 2024
Rank 75 105 165
Rank change year-on-year +30 +60 +68
Contract jobs citing Machine Learning 1,328 757 636
As % of all contract jobs in the UK 3.27% 2.47% 1.43%
As % of the Processes & Methodologies category 3.77% 2.75% 1.65%
Number of daily rates quoted 815 478 471
10th Percentile £400 £360 £413
25th Percentile £464 £450 £463
Median daily rate (50th Percentile) £560 £575 £575
Median % change year-on-year -2.61% - -8.00%
75th Percentile £688 £725 £700
90th Percentile £778 £850 £775
UK excluding London median daily rate £525 £525 £540
% change year-on-year - -2.82% -9.96%
Number of hourly rates quoted 48 14 27
10th Percentile £40.54 £22.45 £41.19
25th Percentile £48.46 £25.28 £44.34
Median hourly rate £52.77 £35.75 £46.18
Median % change year-on-year +47.61% -22.59% +31.94%
75th Percentile £71.78 £51.56 £59.38
90th Percentile £95.00 £63.13 £66.45
UK excluding London median hourly rate £61.23 £45.00 £46.18
% change year-on-year +36.06% -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 35,252 27,502 38,622
As % of all contract IT jobs advertised in the UK 86.92% 89.66% 87.04%
Number of daily rates quoted 22,364 16,881 25,241
10th Percentile £310 £306 £300
25th Percentile £410 £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 £720 £738 £738
UK excluding London median daily rate £480 £490 £500
% change year-on-year -2.04% -2.00% -
Number of hourly rates quoted 2,119 838 2,150
10th Percentile £14.53 £15.62 £13.29
25th Percentile £17.87 £21.05 £16.25
Median hourly rate £25.15 £32.50 £35.00
Median % change year-on-year -22.62% -7.14% -
75th Percentile £60.00 £63.75 £60.75
90th Percentile £70.00 £75.08 £72.97
UK excluding London median hourly rate £25.15 £30.78 £35.00
% change year-on-year -18.29% -12.06% +6.22%

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 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 18 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 18 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 +17 1,110 £575 -4.17% 996
London +24 733 £603 -3.60% 483
UK excluding London +41 435 £525 - 715
Work from Home +27 417 £575 +9.52% 474
North of England -8 104 £520 +14.81% 160
Scotland +61 88 £503 +20.00% 44
South East +10 87 £550 +4.76% 251
East of England +11 71 £550 -8.33% 60
North West +5 61 £500 +11.11% 91
Midlands -10 58 £514 +31.79% 92
West Midlands -16 39 £514 +28.50% 38
South West -19 33 £560 -16.10% 95
Yorkshire -34 32 £520 -1.05% 43
East Midlands -11 18 £513 +43.96% 53
Wales -6 17 £738 +31.11% 22
North East -9 13 £563 +57.12% 26
Northern Ireland - 1 £650 - 7

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
1 121 (9.11%) Apache Spark
2 77 (5.80%) Apache Airflow
3 61 (4.59%) Apache
4 32 (2.41%) Jupyter
5 12 (0.90%) Appian
5 12 (0.90%) Confluence
6 9 (0.68%) SAS
7 7 (0.53%) Apache Pig
8 6 (0.45%) GeoServer
8 6 (0.45%) Palantir Foundry
8 6 (0.45%) SharePoint
8 6 (0.45%) Smallworld
9 4 (0.30%) CMS
9 4 (0.30%) IIS
10 2 (0.15%) Luigi
11 1 (0.075%) Apache Superset
11 1 (0.075%) Apache Synapse
11 1 (0.075%) Headless CMS
11 1 (0.075%) Microsoft Exchange
11 1 (0.075%) nginx
Applications
1 41 (3.09%) Chatbot
2 15 (1.13%) Microsoft Excel
2 15 (1.13%) Microsoft Project
3 12 (0.90%) Microsoft Office
4 9 (0.68%) Microsoft PowerPoint
5 5 (0.38%) Simulink
6 3 (0.23%) LaTeX
7 1 (0.075%) Adobe XD
7 1 (0.075%) Sketch
7 1 (0.075%) Spreadsheet
Business Applications
1 5 (0.38%) SAP S/4HANA
2 3 (0.23%) Dynamics CRM
3 1 (0.075%) Shopify
3 1 (0.075%) Teamcenter
Cloud Services
1 575 (43.30%) Azure
2 475 (35.77%) AWS
3 241 (18.15%) GCP
4 135 (10.17%) Power Platform
5 111 (8.36%) GitHub
6 110 (8.28%) Serverless
7 101 (7.61%) Azure Machine Learning
8 89 (6.70%) Azure AI
9 78 (5.87%) Azure DevOps
10 76 (5.72%) Amazon SageMaker
11 71 (5.35%) Snowflake
12 68 (5.12%) Amazon S3
13 61 (4.59%) Vertex AI
14 54 (4.07%) AWS Lambda
14 54 (4.07%) Azure Data Factory
15 53 (3.99%) Azure Synapse Analytics
16 51 (3.84%) GitHub Actions
17 45 (3.39%) Azure AKS
18 43 (3.24%) AWS CloudFormation
19 40 (3.01%) Amazon ECS
Communications & Networking
1 17 (1.28%) Network Security
2 9 (0.68%) HTTP
3 6 (0.45%) DNS
3 6 (0.45%) Ethernet
4 5 (0.38%) FTP
4 5 (0.38%) Internet
4 5 (0.38%) SMTP
4 5 (0.38%) SSL
5 4 (0.30%) 5G
5 4 (0.30%) Firewall
5 4 (0.30%) InfiniBand
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%) 4G
7 2 (0.15%) BGP
7 2 (0.15%) Bluetooth
7 2 (0.15%) OSPF
7 2 (0.15%) VoIP
Database & Business Intelligence
1 106 (7.98%) Power BI
2 93 (7.00%) Data Lake
3 77 (5.80%) Data Warehouse
4 64 (4.82%) Big Data
5 57 (4.29%) NoSQL
6 52 (3.92%) Metadata
7 50 (3.77%) PostgreSQL
8 49 (3.69%) BigQuery
9 36 (2.71%) Hadoop
9 36 (2.71%) Tableau
10 35 (2.64%) Pinecone
11 28 (2.11%) SQL Server
12 26 (1.96%) Weaviate
13 25 (1.88%) Relational Database
14 22 (1.66%) Delta Lake
15 21 (1.58%) Elasticsearch
15 21 (1.58%) Mixpanel
16 20 (1.51%) Amazon Athena
17 17 (1.28%) Amazon Redshift
17 17 (1.28%) Data Mining
Development Applications
1 105 (7.91%) Git
2 95 (7.15%) MLflow
3 40 (3.01%) Jenkins
4 28 (2.11%) GitLab
5 25 (1.88%) JIRA
6 15 (1.13%) Selenium
7 13 (0.98%) JMeter
8 12 (0.90%) Visual Studio
9 9 (0.68%) SonarQube
10 7 (0.53%) Gradle
11 6 (0.45%) PyCharm
12 5 (0.38%) Maven
12 5 (0.38%) MSTest
13 4 (0.30%) Android Studio
13 4 (0.30%) Bitbucket
13 4 (0.30%) Cypress.io
13 4 (0.30%) Oracle APEX
13 4 (0.30%) RStudio
14 3 (0.23%) Cucumber
14 3 (0.23%) Robot Framework
General
1 341 (25.68%) Social Skills
2 283 (21.31%) Finance
3 152 (11.45%) Analytical Skills
4 138 (10.39%) Public Sector
5 90 (6.78%) Banking
6 43 (3.24%) Pharmaceutical
7 41 (3.09%) Marketing
8 33 (2.48%) Retail
9 30 (2.26%) Investment Banking
9 30 (2.26%) Legal
10 27 (2.03%) Influencing Skills
11 25 (1.88%) Front Office
12 24 (1.81%) Manufacturing
13 23 (1.73%) Inclusion and Diversity
14 19 (1.43%) Documentation Skills
14 19 (1.43%) Presentation Skills
14 19 (1.43%) Telecoms
15 14 (1.05%) Electronics
15 14 (1.05%) Financial Institution
16 12 (0.90%) Law
Job Titles
1 193 (14.53%) Data Scientist
2 187 (14.08%) Artificial Intelligence Engineer
3 180 (13.55%) Architect
4 163 (12.27%) Senior
5 140 (10.54%) Data Engineer
6 117 (8.81%) Developer
7 110 (8.28%) Lead
8 69 (5.20%) Artificial Intelligence Architect
9 60 (4.52%) Software Engineer
10 59 (4.44%) Machine Learning Engineer
10 59 (4.44%) Python Engineer
11 58 (4.37%) Analyst
12 49 (3.69%) Data Architect
13 42 (3.16%) Solutions Architect
14 37 (2.79%) Gen AI Engineer
15 36 (2.71%) Senior Data Scientist
16 34 (2.56%) Azure Engineer
17 33 (2.48%) Consultant
18 27 (2.03%) Artificial Intelligence Developer
19 25 (1.88%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 228 (17.17%) PyTorch
2 189 (14.23%) TensorFlow
3 129 (9.71%) scikit-learn
4 117 (8.81%) Pandas
5 85 (6.40%) NumPy
6 83 (6.25%) LangChain
7 82 (6.17%) React
8 73 (5.50%) FastAPI
9 62 (4.67%) Hugging Face
10 61 (4.59%) Model Context Protocol
11 60 (4.52%) PySpark
12 59 (4.44%) Kafka
13 58 (4.37%) .NET
14 55 (4.14%) REST
15 53 (3.99%) LangGraph
16 48 (3.61%) Node.js
17 46 (3.46%) RESTful
18 36 (2.71%) AngularJS
19 33 (2.48%) Flask
20 32 (2.41%) Faiss
Miscellaneous
1 183 (13.78%) Algorithms
2 173 (13.03%) Cloud Native
3 104 (7.83%) AI Agents
4 48 (3.61%) Onboarding
5 47 (3.54%) Product Ownership
6 39 (2.94%) Distributed Systems
7 35 (2.64%) Data Protection Act
8 31 (2.33%) Legacy Systems
9 27 (2.03%) Distributed Computing
10 23 (1.73%) Life Science
11 22 (1.66%) Data Structures
11 22 (1.66%) Hybrid Cloud
12 21 (1.58%) Genomics
13 19 (1.43%) Analytical Mindset
13 19 (1.43%) Enterprise Software
14 16 (1.20%) Fixed Income
14 16 (1.20%) Management Information System
15 12 (0.90%) Derivative
15 12 (0.90%) Taxonomies
16 11 (0.83%) Greenfield Project
Operating Systems
1 36 (2.71%) Linux
2 12 (0.90%) Windows
3 9 (0.68%) Apple iOS
3 9 (0.68%) Red Hat Enterprise Linux
3 9 (0.68%) VMS
4 8 (0.60%) Android
4 8 (0.60%) Ubuntu
5 4 (0.30%) Unix
6 1 (0.075%) CentOS
6 1 (0.075%) Robot Operating System
Processes & Methodologies
1 1,025 (77.18%) AI
2 519 (39.08%) Data Science
3 365 (27.48%) CI/CD
4 359 (27.03%) Analytics
4 359 (27.03%) LLM
5 294 (22.14%) DevOps
6 286 (21.54%) Data Pipeline
7 283 (21.31%) Agile
8 263 (19.80%) Generative AI
9 252 (18.98%) MLOps
10 244 (18.37%) Data Engineering
11 226 (17.02%) Problem-Solving
12 201 (15.14%) Natural Language Processing
13 184 (13.86%) Software Engineering
14 172 (12.95%) Retrieval-Augmented Generation
15 171 (12.88%) Use Case
16 168 (12.65%) Containerisation
17 160 (12.05%) ETL
18 159 (11.97%) Prompt Engineering
19 149 (11.22%) Data Modelling
Programming Languages
1 836 (62.95%) Python
2 336 (25.30%) SQL
3 90 (6.78%) Java
4 74 (5.57%) R
5 73 (5.50%) C#
6 63 (4.74%) JavaScript
7 58 (4.37%) TypeScript
8 30 (2.26%) C++
8 30 (2.26%) Scala
9 25 (1.88%) PowerShell
10 17 (1.28%) Bash
11 15 (1.13%) Bicep
12 12 (0.90%) MATLAB
13 11 (0.83%) Go
14 9 (0.68%) Rust
15 6 (0.45%) Kotlin
16 5 (0.38%) C
16 5 (0.38%) SystemVerilog
16 5 (0.38%) Tcl
17 4 (0.30%) SPARQL
Qualifications
1 214 (16.11%) Security Cleared
2 179 (13.48%) Degree
3 153 (11.52%) SC Cleared
4 77 (5.80%) Master's Degree
5 46 (3.46%) PhD
6 43 (3.24%) Computer Science Degree
7 34 (2.56%) DV Cleared
8 30 (2.26%) BPSS Clearance
9 23 (1.73%) Microsoft Certified Professional
10 22 (1.66%) Azure Certification
11 19 (1.43%) AWS Certification
12 7 (0.53%) ISTQB
12 7 (0.53%) Microsoft Certification
13 6 (0.45%) AWS Certified Solutions Architect
13 6 (0.45%) CISSP
14 5 (0.38%) HNC
14 5 (0.38%) HND
14 5 (0.38%) TOGAF Certification
15 4 (0.30%) CISM
15 4 (0.30%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 118 (8.89%) Data Quality
2 54 (4.07%) GDPR
3 52 (3.92%) QA
4 36 (2.71%) NIST
5 28 (2.11%) EU AI Act
6 19 (1.43%) Accessibility
7 15 (1.13%) ISO/IEC 27001
8 7 (0.53%) GRC
9 6 (0.45%) 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 (0.30%) Disclosure Scotland
11 4 (0.30%) PCI DSS
11 4 (0.30%) SOC 2
12 3 (0.23%) California Consumer Privacy Act
12 3 (0.23%) Sarbanes-Oxley
13 2 (0.15%) JSP 440
System Software
1 211 (15.89%) Docker
2 11 (0.83%) Active Directory
3 10 (0.75%) Slurm Workload Manager
4 8 (0.60%) Virtual Machines
5 7 (0.53%) 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 (0.075%) GPFS
Systems Management
1 215 (16.19%) Kubernetes
2 136 (10.24%) Terraform
3 25 (1.88%) Grafana
4 23 (1.73%) Ansible
5 14 (1.05%) Kubeflow
6 13 (0.98%) Prometheus
7 9 (0.68%) Podman
8 7 (0.53%) Kibana
8 7 (0.53%) SCOM
9 5 (0.38%) Argo
10 4 (0.30%) 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 (0.075%) Cilium
13 1 (0.075%) HP ALM
13 1 (0.075%) Kustomize
13 1 (0.075%) Opsgenie
Vendors
1 194 (14.61%) Databricks
2 188 (14.16%) Microsoft
3 110 (8.28%) Google
4 99 (7.45%) OpenAI
5 68 (5.12%) Foundry
6 37 (2.79%) SAP
7 24 (1.81%) Oracle
8 19 (1.43%) ServiceNow
9 15 (1.13%) Splunk
10 14 (1.05%) Salesforce
11 12 (0.90%) Informatica
12 11 (0.83%) Automation Anywhere
12 11 (0.83%) NVIDIA
12 11 (0.83%) UiPath
13 9 (0.68%) Greenplum
14 7 (0.53%) Amplitude
14 7 (0.53%) Palantir
14 7 (0.53%) Pega
15 6 (0.45%) Dynatrace
15 6 (0.45%) Talend