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

6 months to
22 Feb 2026
Same period 2025 Same period 2024
Rank 78 105 169
Rank change year-on-year +27 +64 +59
Contract jobs citing Machine Learning 1,325 765 643
As % of all contract jobs in the UK 3.25% 2.49% 1.44%
As % of the Processes & Methodologies category 3.75% 2.77% 1.65%
Number of daily rates quoted 819 484 477
10th Percentile £400 £360 £413
25th Percentile £468 £450 £469
Median daily rate (50th Percentile) £570 £575 £575
Median % change year-on-year -0.87% - -8.00%
75th Percentile £688 £725 £700
90th Percentile £775 £850 £775
UK excluding London median daily rate £525 £525 £543
% change year-on-year - -3.31% -5.57%
Number of hourly rates quoted 47 16 25
10th Percentile £41.85 £23.25 £41.16
25th Percentile £50.00 £25.33 £42.50
Median hourly rate £57.77 £45.00 £46.18
Median % change year-on-year +28.37% -2.56% +31.94%
75th Percentile £79.50 £60.31 £65.00
90th Percentile £95.00 £73.01 £66.55
UK excluding London median hourly rate £64.00 £45.00 £46.18
% change year-on-year +42.22% -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 35,362 27,619 38,854
As % of all contract IT jobs advertised in the UK 86.73% 89.84% 87.06%
Number of daily rates quoted 22,416 17,059 25,415
10th Percentile £313 £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 £481 £493 £500
% change year-on-year -2.34% -1.50% -
Number of hourly rates quoted 2,120 859 2,186
10th Percentile £14.64 £15.62 £13.29
25th Percentile £17.96 £21.25 £16.25
Median hourly rate £25.77 £32.81 £35.00
Median % change year-on-year -21.46% -6.26% -
75th Percentile £60.75 £63.75 £60.00
90th Percentile £72.50 £75.30 £72.50
UK excluding London median hourly rate £25.15 £31.76 £35.00
% change year-on-year -20.81% -9.26% -

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 22 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 22 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 22 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 +20 1,111 £575 -4.17% 992
London +27 729 £600 -4.00% 483
UK excluding London +33 439 £525 - 724
Work from Home +27 422 £575 +9.52% 465
North of England -8 112 £525 +16.02% 160
South East +13 88 £550 +4.76% 252
Scotland +51 85 £503 +14.86% 46
East of England +9 71 £550 -8.33% 67
North West +14 68 £525 +16.67% 85
Midlands -8 56 £532 +39.08% 93
West Midlands -31 36 £514 +28.50% 38
South West -22 33 £560 -16.10% 89
Yorkshire -41 33 £525 - 48
East Midlands -15 19 £575 +61.52% 53
Wales -7 17 £738 +31.11% 24
North East -17 13 £563 +57.12% 27
Northern Ireland - 1 £650 - 8

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
1 122 (9.21%) Apache Spark
2 78 (5.89%) Apache Airflow
3 56 (4.23%) Apache
4 31 (2.34%) Jupyter
5 12 (0.91%) Confluence
6 11 (0.83%) Appian
7 9 (0.68%) SAS
8 6 (0.45%) GeoServer
8 6 (0.45%) Palantir Foundry
8 6 (0.45%) SharePoint
8 6 (0.45%) Smallworld
9 5 (0.38%) CMS
10 4 (0.30%) Apache Pig
11 2 (0.15%) Headless CMS
11 2 (0.15%) Luigi
12 1 (0.075%) Apache Superset
12 1 (0.075%) Apache Synapse
12 1 (0.075%) ArcGIS
12 1 (0.075%) Microsoft Exchange
12 1 (0.075%) NetWeaver
Applications
1 40 (3.02%) Chatbot
2 15 (1.13%) Microsoft Excel
2 15 (1.13%) Microsoft Project
3 12 (0.91%) 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 2 (0.15%) Dynamics CRM
3 1 (0.075%) SAP IBP
3 1 (0.075%) Shopify
3 1 (0.075%) Teamcenter
Cloud Services
1 586 (44.23%) Azure
2 485 (36.60%) AWS
3 244 (18.42%) GCP
4 136 (10.26%) Power Platform
5 111 (8.38%) GitHub
5 111 (8.38%) Serverless
6 103 (7.77%) Azure Machine Learning
7 92 (6.94%) Azure AI
8 81 (6.11%) Azure DevOps
9 78 (5.89%) Amazon SageMaker
10 73 (5.51%) Snowflake
11 69 (5.21%) Amazon S3
12 63 (4.75%) Vertex AI
13 54 (4.08%) AWS Lambda
13 54 (4.08%) Azure Data Factory
14 53 (4.00%) Azure Synapse Analytics
15 51 (3.85%) GitHub Actions
16 44 (3.32%) AWS CloudFormation
17 43 (3.25%) Azure AKS
18 42 (3.17%) Amazon ECS
Communications & Networking
1 17 (1.28%) Network Security
2 9 (0.68%) HTTP
3 7 (0.53%) Firewall
4 6 (0.45%) DNS
4 6 (0.45%) Ethernet
5 5 (0.38%) FTP
5 5 (0.38%) Internet
5 5 (0.38%) SMTP
5 5 (0.38%) SSL
6 4 (0.30%) 5G
6 4 (0.30%) InfiniBand
7 3 (0.23%) Cisco IPT
7 3 (0.23%) LTE
7 3 (0.23%) VPN
8 2 (0.15%) 2G
8 2 (0.15%) 4G
8 2 (0.15%) Bluetooth
8 2 (0.15%) Modbus
8 2 (0.15%) Radio Access Network
8 2 (0.15%) VoIP
Database & Business Intelligence
1 107 (8.08%) Power BI
2 92 (6.94%) Data Lake
3 81 (6.11%) Data Warehouse
4 63 (4.75%) Big Data
5 56 (4.23%) NoSQL
6 52 (3.92%) Metadata
7 48 (3.62%) BigQuery
8 47 (3.55%) PostgreSQL
9 40 (3.02%) Tableau
10 37 (2.79%) Hadoop
11 36 (2.72%) Pinecone
12 28 (2.11%) SQL Server
13 26 (1.96%) Delta Lake
13 26 (1.96%) Weaviate
14 25 (1.89%) Relational Database
15 22 (1.66%) Elasticsearch
15 22 (1.66%) Mixpanel
16 21 (1.58%) Amazon Athena
17 17 (1.28%) Amazon Redshift
17 17 (1.28%) MySQL
Development Applications
1 107 (8.08%) Git
2 97 (7.32%) MLflow
3 39 (2.94%) Jenkins
4 27 (2.04%) GitLab
5 25 (1.89%) JIRA
6 13 (0.98%) Selenium
7 12 (0.91%) JMeter
7 12 (0.91%) Visual Studio
8 7 (0.53%) Gradle
8 7 (0.53%) SonarQube
9 6 (0.45%) PyCharm
10 5 (0.38%) Maven
10 5 (0.38%) MSTest
11 4 (0.30%) Android Studio
11 4 (0.30%) Bitbucket
11 4 (0.30%) Cypress.io
11 4 (0.30%) Oracle APEX
11 4 (0.30%) RStudio
12 3 (0.23%) Postman
13 2 (0.15%) Visual Studio Code
General
1 340 (25.66%) Social Skills
2 283 (21.36%) Finance
3 149 (11.25%) Analytical Skills
4 141 (10.64%) Public Sector
5 93 (7.02%) Banking
6 43 (3.25%) Pharmaceutical
7 40 (3.02%) Marketing
8 34 (2.57%) Retail
9 31 (2.34%) Investment Banking
10 29 (2.19%) Legal
11 27 (2.04%) Influencing Skills
12 25 (1.89%) Front Office
13 24 (1.81%) Inclusion and Diversity
13 24 (1.81%) Manufacturing
14 19 (1.43%) Presentation Skills
15 18 (1.36%) Documentation Skills
15 18 (1.36%) Telecoms
16 14 (1.06%) Electronics
16 14 (1.06%) Financial Institution
17 12 (0.91%) Law
Job Titles
1 189 (14.26%) Artificial Intelligence Engineer
1 189 (14.26%) Data Scientist
2 179 (13.51%) Architect
3 166 (12.53%) Senior
4 134 (10.11%) Data Engineer
5 119 (8.98%) Developer
6 113 (8.53%) Lead
7 68 (5.13%) Artificial Intelligence Architect
8 62 (4.68%) Analyst
9 58 (4.38%) Machine Learning Engineer
10 57 (4.30%) Python Engineer
11 55 (4.15%) Software Engineer
12 48 (3.62%) Data Architect
13 41 (3.09%) Solutions Architect
14 38 (2.87%) Gen AI Engineer
15 37 (2.79%) Senior Data Scientist
16 35 (2.64%) Azure Engineer
17 33 (2.49%) Consultant
18 29 (2.19%) Artificial Intelligence Developer
19 23 (1.74%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 231 (17.43%) PyTorch
2 189 (14.26%) TensorFlow
3 136 (10.26%) scikit-learn
4 116 (8.75%) Pandas
5 87 (6.57%) LangChain
6 85 (6.42%) NumPy
7 81 (6.11%) React
8 70 (5.28%) FastAPI
9 61 (4.60%) Hugging Face
10 60 (4.53%) PySpark
11 58 (4.38%) .NET
11 58 (4.38%) Model Context Protocol
12 57 (4.30%) REST
13 56 (4.23%) Kafka
14 54 (4.08%) LangGraph
15 49 (3.70%) Node.js
16 45 (3.40%) RESTful
17 36 (2.72%) AngularJS
18 33 (2.49%) Faiss
19 31 (2.34%) Flask
Miscellaneous
1 181 (13.66%) Cloud Native
2 179 (13.51%) Algorithms
3 106 (8.00%) AI Agents
4 48 (3.62%) Onboarding
4 48 (3.62%) Product Ownership
5 37 (2.79%) Distributed Systems
6 36 (2.72%) Data Protection Act
7 29 (2.19%) Legacy Systems
8 27 (2.04%) Distributed Computing
9 23 (1.74%) Data Structures
9 23 (1.74%) Life Science
10 22 (1.66%) Hybrid Cloud
11 20 (1.51%) Genomics
12 18 (1.36%) Analytical Mindset
12 18 (1.36%) Enterprise Software
13 16 (1.21%) Fixed Income
14 15 (1.13%) Management Information System
15 13 (0.98%) Taxonomies
16 12 (0.91%) Derivative
17 11 (0.83%) Security Posture
Operating Systems
1 36 (2.72%) Linux
2 12 (0.91%) 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 3 (0.23%) Unix
6 1 (0.075%) CentOS
6 1 (0.075%) Robot Operating System
Processes & Methodologies
1 1,032 (77.89%) AI
2 520 (39.25%) Data Science
3 373 (28.15%) CI/CD
4 366 (27.62%) LLM
5 360 (27.17%) Analytics
6 296 (22.34%) DevOps
7 286 (21.58%) Data Pipeline
8 284 (21.43%) Agile
9 269 (20.30%) Generative AI
10 250 (18.87%) Data Engineering
11 249 (18.79%) MLOps
12 223 (16.83%) Problem-Solving
13 198 (14.94%) Natural Language Processing
14 178 (13.43%) Software Engineering
15 176 (13.28%) Retrieval-Augmented Generation
16 170 (12.83%) Use Case
17 167 (12.60%) Containerisation
18 157 (11.85%) Prompt Engineering
19 154 (11.62%) Data Modelling
19 154 (11.62%) ETL
Programming Languages
1 827 (62.42%) Python
2 334 (25.21%) SQL
3 85 (6.42%) Java
4 75 (5.66%) C#
5 73 (5.51%) R
6 61 (4.60%) JavaScript
7 55 (4.15%) TypeScript
8 28 (2.11%) C++
9 25 (1.89%) PowerShell
10 23 (1.74%) Scala
11 17 (1.28%) Bash
12 16 (1.21%) Bicep
13 12 (0.91%) MATLAB
14 11 (0.83%) Go
15 9 (0.68%) Rust
16 6 (0.45%) Kotlin
17 5 (0.38%) C
17 5 (0.38%) SPARQL
17 5 (0.38%) SystemVerilog
17 5 (0.38%) Tcl
Qualifications
1 222 (16.75%) Security Cleared
2 180 (13.58%) Degree
3 160 (12.08%) SC Cleared
4 78 (5.89%) Master's Degree
5 46 (3.47%) PhD
6 41 (3.09%) Computer Science Degree
7 33 (2.49%) DV Cleared
8 30 (2.26%) BPSS Clearance
9 23 (1.74%) Microsoft Certified Professional
10 20 (1.51%) Azure Certification
11 18 (1.36%) 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
1 121 (9.13%) Data Quality
2 52 (3.92%) GDPR
2 52 (3.92%) QA
3 35 (2.64%) NIST
4 26 (1.96%) EU AI Act
5 18 (1.36%) Accessibility
6 14 (1.06%) ISO/IEC 27001
7 7 (0.53%) GRC
8 6 (0.45%) Actionable Recommendations
8 6 (0.45%) NCSC
9 5 (0.38%) DO-254
9 5 (0.38%) HIPAA
9 5 (0.38%) HMG Security Policy Framework
10 4 (0.30%) Disclosure Scotland
10 4 (0.30%) ISO/IEC 42001
10 4 (0.30%) PCI DSS
11 3 (0.23%) Sarbanes-Oxley
11 3 (0.23%) SOC 2
12 2 (0.15%) California Consumer Privacy Act
12 2 (0.15%) JSP 440
System Software
1 205 (15.47%) Docker
2 12 (0.91%) Active Directory
3 11 (0.83%) Slurm Workload Manager
4 7 (0.53%) Firmware
5 4 (0.30%) Virtual Machines
6 3 (0.23%) Lustre
7 2 (0.15%) Ceph
7 2 (0.15%) HDFS
8 1 (0.075%) GPFS
Systems Management
1 206 (15.55%) Kubernetes
2 138 (10.42%) Terraform
3 21 (1.58%) Grafana
4 20 (1.51%) Ansible
5 13 (0.98%) Kubeflow
6 11 (0.83%) Prometheus
7 10 (0.75%) Podman
8 7 (0.53%) Kibana
8 7 (0.53%) SCOM
9 4 (0.30%) Argo
9 4 (0.30%) logstash
10 3 (0.23%) ITRS Geneos
11 2 (0.15%) Istio
11 2 (0.15%) Knative
11 2 (0.15%) Single Sign-On
12 1 (0.075%) Cilium
12 1 (0.075%) HP Fortify
12 1 (0.075%) Opsgenie
12 1 (0.075%) Rancher
12 1 (0.075%) SELinux
Vendors
1 201 (15.17%) Databricks
2 185 (13.96%) Microsoft
3 110 (8.30%) Google
4 96 (7.25%) OpenAI
5 71 (5.36%) Foundry
6 37 (2.79%) SAP
7 24 (1.81%) Oracle
8 19 (1.43%) ServiceNow
9 12 (0.91%) Informatica
9 12 (0.91%) Salesforce
10 11 (0.83%) Automation Anywhere
10 11 (0.83%) UiPath
11 10 (0.75%) NVIDIA
11 10 (0.75%) Splunk
12 9 (0.68%) Greenplum
13 8 (0.60%) IBM
14 7 (0.53%) Amplitude
14 7 (0.53%) Palantir
14 7 (0.53%) Pega
15 6 (0.45%) Dynatrace