Hybrid/Remote Machine Learning Job Trends

Machine Learning (ML)
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring Machine Learning skills. It covers permanent job vacancies from the 6 months leading up to 22 November 2025, with comparisons to the same periods in the previous two years.

6 months to
22 Nov 2025
Same period 2024 Same period 2023
Rank 117 73 88
Rank change year-on-year -44 +15 +2
Permanent jobs citing Machine Learning 353 773 743
As % of all permanent jobs with remote/hybrid work options 2.31% 3.83% 3.46%
As % of the Processes & Methodologies category 2.53% 4.30% 3.64%
Number of salaries quoted 254 434 487
10th Percentile £46,250 £42,875 £45,000
25th Percentile £56,250 £55,000 £53,723
Median annual salary (50th Percentile) £80,000 £72,500 £70,452
Median % change year-on-year +10.34% +2.91% -2.82%
75th Percentile £104,063 £86,250 £87,500
90th Percentile £132,500 £102,500 £100,000
UK median annual salary £80,000 £77,000 £75,000
% change year-on-year +3.90% +2.67% +7.14%

All Process and Methodology Skills
Work from Home

Machine Learning falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies with remote or hybrid options requiring process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 13,960 17,980 20,394
As % of all permanent jobs with a WFH option 91.28% 89.12% 94.99%
Number of salaries quoted 8,790 10,859 16,513
10th Percentile £29,500 £36,250 £36,644
25th Percentile £40,000 £46,250 £46,306
Median annual salary (50th Percentile) £57,500 £62,500 £62,500
Median % change year-on-year -8.00% - -
75th Percentile £77,500 £81,250 £80,070
90th Percentile £98,000 £100,000 £97,500
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -

Machine Learning
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing Machine Learning and offering remote or hybrid work options relative to all permanent IT jobs advertised.

Machine Learning job vacancy trend for remote/hybrid jobs

Machine Learning
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing Machine Learning.

Salary distribution trend for jobs with remote/hybrid work options citing Machine Learning

Machine Learning
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Machine Learning over the 6 months to 22 November 2025.

Machine Learning salary histogram for jobs with remote/hybrid work options

Machine Learning
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs 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 16 (4.53%) Apache Spark
2 13 (3.68%) Apache Airflow
3 8 (2.27%) Microsoft Exchange
3 8 (2.27%) SharePoint
4 7 (1.98%) Apache Solr
5 5 (1.42%) CMS
6 4 (1.13%) Apache Pulsar
6 4 (1.13%) Confluence
7 3 (0.85%) Apache
8 2 (0.57%) Luigi
8 2 (0.57%) SAS
9 1 (0.28%) ArcGIS
Applications
1 11 (3.12%) Microsoft Excel
2 6 (1.70%) Chatbot
3 4 (1.13%) Microsoft Office
4 3 (0.85%) Spreadsheet
4 3 (0.85%) Trello
5 2 (0.57%) Adobe XD
5 2 (0.57%) Microsoft PowerPoint
5 2 (0.57%) Sketch
5 2 (0.57%) Weka
6 1 (0.28%) 3ds Max
6 1 (0.28%) Blender
Business Applications
1 8 (2.27%) Adaptiv
2 6 (1.70%) Dynamics CRM
3 4 (1.13%) SAP S/4HANA
4 3 (0.85%) SAP SCM
5 1 (0.28%) NetSuite
5 1 (0.28%) SAP APO
5 1 (0.28%) SAP EWM
5 1 (0.28%) SAP IBP
5 1 (0.28%) SAP LE
5 1 (0.28%) SAP MM
5 1 (0.28%) SAP PP
5 1 (0.28%) SAP QM
5 1 (0.28%) SAP SD
Cloud Services
1 158 (44.76%) Azure
2 109 (30.88%) AWS
3 54 (15.30%) GCP
4 35 (9.92%) Power Platform
5 30 (8.50%) Microsoft 365
6 26 (7.37%) Entra ID
7 25 (7.08%) SaaS
8 18 (5.10%) Azure DevOps
8 18 (5.10%) Serverless
9 16 (4.53%) Azure Machine Learning
10 14 (3.97%) Amazon S3
10 14 (3.97%) AWS Lambda
10 14 (3.97%) GitHub
11 12 (3.40%) Microsoft Purview
12 11 (3.12%) Azure Data Factory
12 11 (3.12%) PaaS
13 10 (2.83%) Azure Monitor
14 9 (2.55%) Amazon ECS
14 9 (2.55%) Azure Synapse Analytics
15 8 (2.27%) dbt
Communications & Networking
1 4 (1.13%) Broadband
2 3 (0.85%) Kerberos
3 2 (0.57%) InfiniBand
4 1 (0.28%) SAN
Database & Business Intelligence
1 32 (9.07%) Power BI
2 27 (7.65%) Data Warehouse
3 16 (4.53%) NoSQL
4 13 (3.68%) PostgreSQL
4 13 (3.68%) SQL Server
4 13 (3.68%) Tableau
5 11 (3.12%) Big Data
5 11 (3.12%) Data Lake
5 11 (3.12%) Elasticsearch
6 10 (2.83%) MySQL
7 9 (2.55%) MongoDB
8 8 (2.27%) Amazon Redshift
8 8 (2.27%) Metadata
9 7 (1.98%) Relational Database
10 6 (1.70%) Data Mining
10 6 (1.70%) Hadoop
10 6 (1.70%) Redis
11 5 (1.42%) Azure SQL Database
11 5 (1.42%) Looker
12 4 (1.13%) Apache Hive
Development Applications
1 20 (5.67%) Git
2 8 (2.27%) JIRA
3 6 (1.70%) MLflow
4 4 (1.13%) Jenkins
5 3 (0.85%) GitLab
5 3 (0.85%) RStudio
5 3 (0.85%) Visual Studio
6 2 (0.57%) ER Studio
6 2 (0.57%) ERwin
6 2 (0.57%) SonarQube
6 2 (0.57%) Sonatype Nexus
7 1 (0.28%) Cypress.io
7 1 (0.28%) PHPUnit
7 1 (0.28%) Vite
General
1 108 (30.59%) Social Skills
2 107 (30.31%) Finance
3 45 (12.75%) Analytical Skills
4 29 (8.22%) Marketing
5 25 (7.08%) Public Sector
5 25 (7.08%) Retail
6 19 (5.38%) Banking
7 18 (5.10%) Telecoms
8 17 (4.82%) Games
9 13 (3.68%) Law
10 11 (3.12%) Inclusion and Diversity
10 11 (3.12%) Manufacturing
11 7 (1.98%) Automotive
11 7 (1.98%) Pharmaceutical
12 6 (1.70%) Legal
13 5 (1.42%) Presentation Skills
14 4 (1.13%) Aerospace
14 4 (1.13%) Billing
14 4 (1.13%) Financial Institution
15 3 (0.85%) Organisational Skills
Job Titles
1 44 (12.46%) Lead
2 42 (11.90%) Senior
3 34 (9.63%) Data Engineer
4 30 (8.50%) Developer
5 26 (7.37%) Architect
6 24 (6.80%) Data Scientist
7 23 (6.52%) Analyst
8 19 (5.38%) Software Engineer
9 15 (4.25%) Artificial Intelligence Engineer
9 15 (4.25%) Consultant
10 10 (2.83%) Business Analyst
11 9 (2.55%) Azure Engineer
11 9 (2.55%) Product Owner
12 8 (2.27%) Full-Stack Engineer
12 8 (2.27%) Full-Stack Software Engineer
12 8 (2.27%) Head of IT
12 8 (2.27%) Microsoft 365 Engineer
12 8 (2.27%) Python Engineer
12 8 (2.27%) Technical Manager
13 7 (1.98%) Risk Analyst
Libraries, Frameworks & Software Standards
1 23 (6.52%) Kafka
1 23 (6.52%) React
1 23 (6.52%) TensorFlow
2 22 (6.23%) Node.js
3 21 (5.95%) PyTorch
3 21 (5.95%) RESTful
3 21 (5.95%) scikit-learn
4 16 (4.53%) gRPC
4 16 (4.53%) Pandas
4 16 (4.53%) REST
5 14 (3.97%) Spring
6 13 (3.68%) RabbitMQ
6 13 (3.68%) Spring Boot
7 12 (3.40%) .NET
7 12 (3.40%) Hugging Face
8 9 (2.55%) FastAPI
8 9 (2.55%) NumPy
8 9 (2.55%) WebSockets
9 8 (2.27%) AngularJS
9 8 (2.27%) HTML
Miscellaneous
1 46 (13.03%) Product Ownership
2 38 (10.76%) Cloud Native
3 23 (6.52%) Distributed Systems
4 18 (5.10%) Algorithms
5 16 (4.53%) AI Agents
6 11 (3.12%) Credit Risk
6 11 (3.12%) Reinsurance
7 9 (2.55%) Market Risk
8 8 (2.27%) Augmented Reality
8 8 (2.27%) Driving Licence
8 8 (2.27%) Security Posture
9 7 (1.98%) Onboarding
10 6 (1.70%) CUDA
10 6 (1.70%) Legacy Systems
10 6 (1.70%) Mobile Games
10 6 (1.70%) Sports Betting
11 5 (1.42%) Data Structures
11 5 (1.42%) Distributed Computing
11 5 (1.42%) Educational Technology
11 5 (1.42%) Management Information System
Operating Systems
1 19 (5.38%) Windows
2 14 (3.97%) Linux
3 12 (3.40%) Android
4 7 (1.98%) Apple iOS
4 7 (1.98%) Windows Server
5 3 (0.85%) Unix
6 2 (0.57%) Mac OS
Processes & Methodologies
1 269 (76.20%) AI
2 148 (41.93%) Analytics
3 94 (26.63%) Agile
3 94 (26.63%) Data Science
4 88 (24.93%) DevOps
5 77 (21.81%) Roadmaps
6 70 (19.83%) CI/CD
7 69 (19.55%) Continuous Improvement
8 68 (19.26%) Problem-Solving
9 53 (15.01%) Decision-Making
10 52 (14.73%) Software Engineering
11 51 (14.45%) LLM
12 48 (13.60%) Business Intelligence
13 46 (13.03%) ITIL
14 42 (11.90%) Natural Language Processing
15 40 (11.33%) Coaching
15 40 (11.33%) Computer Science
16 39 (11.05%) Data Engineering
16 39 (11.05%) Data Pipeline
17 36 (10.20%) User Experience
Programming Languages
1 162 (45.89%) Python
2 84 (23.80%) SQL
3 42 (11.90%) Java
4 28 (7.93%) R
5 27 (7.65%) PowerShell
6 23 (6.52%) Bash
7 21 (5.95%) JavaScript
8 17 (4.82%) TypeScript
9 16 (4.53%) PHP
10 15 (4.25%) C++
11 11 (3.12%) C#
12 9 (2.55%) Go
12 9 (2.55%) Scala
12 9 (2.55%) T-SQL
13 8 (2.27%) Kotlin
14 4 (1.13%) Data Analysis Expressions
14 4 (1.13%) MATLAB
15 2 (0.57%) Bicep
15 2 (0.57%) C
16 1 (0.28%) SystemVerilog
Qualifications
1 70 (19.83%) Degree
2 24 (6.80%) Security Cleared
3 22 (6.23%) Computer Science Degree
3 22 (6.23%) SC Cleared
4 16 (4.53%) Master's Degree
5 15 (4.25%) PMP
6 14 (3.97%) CFA
6 14 (3.97%) PMI Certification
7 8 (2.27%) ITIL Certification
8 7 (1.98%) AWS Certification
8 7 (1.98%) PhD
9 6 (1.70%) Postgraduate
10 5 (1.42%) BPSS Clearance
11 4 (1.13%) Numerate Degree
12 3 (0.85%) Azure Certification
12 3 (0.85%) DBS Check
13 2 (0.57%) AWS Certified Developer
13 2 (0.57%) CREST Certified
13 2 (0.57%) Microsoft Certification
13 2 (0.57%) SnowPro
Quality Assurance & Compliance
1 24 (6.80%) Data Quality
2 13 (3.68%) GDPR
3 6 (1.70%) QA
4 5 (1.42%) Accessibility
4 5 (1.42%) Sarbanes-Oxley
5 4 (1.13%) EU AI Act
5 4 (1.13%) ISO/IEC 27001
6 3 (0.85%) Actionable Recommendations
7 2 (0.57%) ISO 26262
7 2 (0.57%) ISO 9001
7 2 (0.57%) PCI DSS
7 2 (0.57%) SOC 2
8 1 (0.28%) Cyber Essentials
8 1 (0.28%) Cyber Essentials PLUS
8 1 (0.28%) HL7
8 1 (0.28%) ISO 13485
8 1 (0.28%) ISO/IEC 42001
8 1 (0.28%) PMO
System Software
1 45 (12.75%) Docker
2 18 (5.10%) Virtual Desktop
3 11 (3.12%) Active Directory
4 10 (2.83%) Virtual Machines
5 2 (0.57%) Ceph
5 2 (0.57%) Lustre
5 2 (0.57%) Slurm Workload Manager
6 1 (0.28%) Firmware
6 1 (0.28%) VMware Infrastructure
Systems Management
1 48 (13.60%) Kubernetes
2 33 (9.35%) Terraform
3 18 (5.10%) Microsoft Intune
4 16 (4.53%) Ansible
5 8 (2.27%) SCCM
6 2 (0.57%) Argo
6 2 (0.57%) Kubeflow
6 2 (0.57%) Progress Chef
6 2 (0.57%) Puppet
7 1 (0.28%) Grafana
7 1 (0.28%) Istio
7 1 (0.28%) Kustomize
Vendors
1 54 (15.30%) Microsoft
2 32 (9.07%) Databricks
3 20 (5.67%) Google
4 14 (3.97%) Murex
5 12 (3.40%) OpenAI
6 8 (2.27%) FIS
6 8 (2.27%) Salesforce
7 7 (1.98%) SAP
8 5 (1.42%) ServiceNow
9 4 (1.13%) Alteryx
9 4 (1.13%) Ericsson
9 4 (1.13%) Genesys
9 4 (1.13%) HubSpot
9 4 (1.13%) Mavenir
9 4 (1.13%) Nokia
9 4 (1.13%) Talend
9 4 (1.13%) Zoho
10 3 (0.85%) Dell
10 3 (0.85%) Mercator
11 2 (0.57%) Adobe