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

6 months to
2 Jul 2026
Same period 2025 Same period 2024
Rank 62 34 104
Rank change year-on-year -28 +70 -6
Permanent jobs citing Machine Learning 806 1,172 918
As % of all permanent jobs with remote/hybrid work options 3.87% 7.34% 2.74%
As % of the Processes & Methodologies category 4.70% 7.83% 3.08%
Number of salaries quoted 517 261 701
10th Percentile £46,250 £47,500 £43,750
25th Percentile £52,500 £56,250 £48,750
Median annual salary (50th Percentile) £75,000 £80,000 £70,000
Median % change year-on-year -6.25% +14.29% +1.71%
75th Percentile £95,000 £100,000 £87,500
90th Percentile £118,750 £146,300 £101,250
UK median annual salary £75,000 £80,000 £70,000
% change year-on-year -6.25% +14.29% -0.32%

All Process & 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 17,138 14,975 29,784
As % of all permanent jobs with a WFH option 82.33% 93.80% 89.02%
Number of salaries quoted 12,509 8,834 22,919
10th Percentile £35,000 £29,913 £33,750
25th Percentile £45,000 £41,250 £42,500
Median annual salary (50th Percentile) £60,000 £60,000 £57,500
Median % change year-on-year - +4.35% -8.00%
75th Percentile £80,000 £80,000 £75,662
90th Percentile £100,000 £103,750 £95,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -9.09%

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 2 July 2026.

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 24 (2.98%) SharePoint
2 23 (2.85%) Apache Spark
3 14 (1.74%) Apache Airflow
4 8 (0.99%) Apache
5 6 (0.74%) SAS
6 2 (0.25%) Jupyter
6 2 (0.25%) Palantir Foundry
7 1 (0.12%) Apache Solr
7 1 (0.12%) CMS
7 1 (0.12%) Confluence
Applications
1 6 (0.74%) Chatbot
2 3 (0.37%) Blender
2 3 (0.37%) Maya
3 1 (0.12%) Trello
Business Applications
1 6 (0.74%) NetSuite
2 3 (0.37%) SAP S/4HANA
3 1 (0.12%) HFM
3 1 (0.12%) Oracle Assets
Cloud Services
1 396 (49.13%) Azure
2 240 (29.78%) AWS
3 213 (26.43%) Azure AI
4 142 (17.62%) GCP
5 98 (12.16%) Azure Machine Learning
6 84 (10.42%) Azure DevOps
7 78 (9.68%) Snowflake
8 77 (9.55%) GitHub
9 68 (8.44%) Azure Synapse Analytics
9 68 (8.44%) GitHub Copilot
10 65 (8.06%) Power Platform
11 39 (4.84%) Azure Data Factory
11 39 (4.84%) SaaS
12 23 (2.85%) Azure Logic Apps
13 22 (2.73%) Microsoft 365
14 20 (2.48%) Power Automate
14 20 (2.48%) Vertex AI
15 19 (2.36%) Adobe Creative Cloud
15 19 (2.36%) OneDrive
15 19 (2.36%) PowerApps
Communications & Networking
1 134 (16.63%) Broadband
2 25 (3.10%) Internet
3 10 (1.24%) Firewall
4 7 (0.87%) 5G
5 6 (0.74%) Kerberos
5 6 (0.74%) Network Security
6 2 (0.25%) DNS
6 2 (0.25%) VLAN
6 2 (0.25%) VPN
6 2 (0.25%) WireGuard
7 1 (0.12%) 4G
7 1 (0.12%) LTE
7 1 (0.12%) Software-Defined Radio
7 1 (0.12%) Wi-Fi
7 1 (0.12%) Wireless
Database & Business Intelligence
1 164 (20.35%) MongoDB
2 161 (19.98%) Azure SQL Database
3 61 (7.57%) SQL Server
4 60 (7.44%) Power BI
5 45 (5.58%) PostgreSQL
6 36 (4.47%) Data Warehouse
7 35 (4.34%) Metadata
8 18 (2.23%) Big Data
8 18 (2.23%) Tableau
9 17 (2.11%) BigQuery
9 17 (2.11%) Delta Lake
10 13 (1.61%) Data Lake
10 13 (1.61%) Looker
11 12 (1.49%) Elasticsearch
12 11 (1.36%) Amazon Redshift
13 8 (0.99%) Amazon Athena
13 8 (0.99%) Apache Iceberg
13 8 (0.99%) Relational Database
14 7 (0.87%) Data Vault
14 7 (0.87%) Pinecone
Development Applications
1 18 (2.23%) MLflow
2 16 (1.99%) Git
3 10 (1.24%) GitLab
4 7 (0.87%) JIRA
5 6 (0.74%) Claude Code
6 3 (0.37%) Jenkins
7 2 (0.25%) Cypress.io
7 2 (0.25%) Selenium
8 1 (0.12%) Appium
8 1 (0.12%) Gemini Tracker
8 1 (0.12%) Mocha
General
1 185 (22.95%) Finance
2 165 (20.47%) Social Skills
3 94 (11.66%) Analytical Skills
4 50 (6.20%) Banking
5 46 (5.71%) Marketing
6 36 (4.47%) Games
7 34 (4.22%) Public Sector
8 31 (3.85%) Advertising
9 29 (3.60%) Retail
10 28 (3.47%) Inclusion and Diversity
11 25 (3.10%) Law
12 21 (2.61%) Legal
13 13 (1.61%) Organisational Skills
14 10 (1.24%) Influencing Skills
15 8 (0.99%) Financial Institution
16 7 (0.87%) Publishing
17 6 (0.74%) Documentation Skills
17 6 (0.74%) Presentation Skills
18 5 (0.62%) Legal Technology
18 5 (0.62%) Telecoms
Job Titles
1 236 (29.28%) Developer
2 144 (17.87%) .NET Developer
3 135 (16.75%) Senior
4 103 (12.78%) Lead
5 87 (10.79%) Data Scientist
6 67 (8.31%) Architect
7 54 (6.70%) Software Engineer
8 53 (6.58%) Data Engineer
9 44 (5.46%) Artificial Intelligence Engineer
10 43 (5.33%) Engineering Manager
11 42 (5.21%) Data Manager
11 42 (5.21%) Senior Data Scientist
12 34 (4.22%) Data Architect
13 33 (4.09%) Finance Manager
13 33 (4.09%) Lead Data Scientist
14 32 (3.97%) Consultant
15 31 (3.85%) Scala Engineer
16 30 (3.72%) Senior Developer
17 27 (3.35%) Lead Developer
17 27 (3.35%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 174 (21.59%) .NET
2 151 (18.73%) .NET Core
3 141 (17.49%) ASP.NET
3 141 (17.49%) ASP.NET Core
3 141 (17.49%) ML.NET
4 110 (13.65%) React
4 110 (13.65%) RESTful
5 96 (11.91%) CSS
6 95 (11.79%) Blazor
7 93 (11.54%) HTML
8 89 (11.04%) PyTorch
9 80 (9.93%) TensorFlow
10 46 (5.71%) gRPC
11 45 (5.58%) LangChain
12 30 (3.72%) Node.js
13 26 (3.23%) Hugging Face
14 23 (2.85%) JSON
15 22 (2.73%) REST
15 22 (2.73%) scikit-learn
16 21 (2.61%) LangGraph
Miscellaneous
1 101 (12.53%) Video\Live Streaming
2 98 (12.16%) Cloud Native
3 90 (11.17%) Distributed Systems
4 53 (6.58%) Over-the-Top Content
5 49 (6.08%) Product Ownership
6 41 (5.09%) Algorithms
7 37 (4.59%) AI Agents
8 35 (4.34%) Low-Code
9 30 (3.72%) Greenfield Project
10 27 (3.35%) Social Media
11 24 (2.98%) Mobile App
12 20 (2.48%) Digital TV
13 17 (2.11%) BBC
13 17 (2.11%) iPhone
14 15 (1.86%) Enterprise Software
15 14 (1.74%) Social Network
16 13 (1.61%) Blog
16 13 (1.61%) Data Structures
17 12 (1.49%) Life Science
18 10 (1.24%) Virtual Team
Operating Systems
1 17 (2.11%) Android
2 9 (1.12%) Linux
3 3 (0.37%) Windows
4 2 (0.25%) Mac OS
4 2 (0.25%) Robot Operating System
4 2 (0.25%) Ubuntu
Processes & Methodologies
1 636 (78.91%) AI
2 268 (33.25%) CI/CD
3 258 (32.01%) Agile
4 223 (27.67%) Data Science
5 202 (25.06%) Full-Stack Development
6 199 (24.69%) Roadmaps
7 198 (24.57%) Software Engineering
8 159 (19.73%) Analytics
9 153 (18.98%) DevOps
10 136 (16.87%) Mentoring
11 125 (15.51%) Data Engineering
12 124 (15.38%) Generative AI
13 119 (14.76%) Problem-Solving
14 114 (14.14%) LLM
15 99 (12.28%) Decision-Making
16 98 (12.16%) Data Governance
17 97 (12.03%) Technical Leadership
18 90 (11.17%) Continuous Improvement
19 89 (11.04%) Infrastructure as Code
20 88 (10.92%) Data Architecture
Programming Languages
1 365 (45.29%) Python
2 314 (38.96%) SQL
3 179 (22.21%) C#
4 128 (15.88%) JavaScript
5 94 (11.66%) Go
6 65 (8.06%) Scala
7 57 (7.07%) TypeScript
8 46 (5.71%) Java
9 27 (3.35%) PowerShell
10 11 (1.36%) Bicep
11 10 (1.24%) Bash
11 10 (1.24%) R
12 9 (1.12%) C++
12 9 (1.12%) PHP
13 7 (0.87%) Rust
14 5 (0.62%) Data Analysis Expressions
15 4 (0.50%) Kusto Query Language
16 3 (0.37%) C
17 2 (0.25%) T-SQL
18 1 (0.12%) PL/SQL
Qualifications
1 81 (10.05%) Degree
2 42 (5.21%) Security Cleared
3 28 (3.47%) SC Cleared
4 20 (2.48%) PhD
5 17 (2.11%) Azure Certification
6 16 (1.99%) Master's Degree
7 13 (1.61%) DBS Check
8 12 (1.49%) DV Cleared
9 10 (1.24%) Computer Science Degree
10 8 (0.99%) CISSP
10 8 (0.99%) Microsoft Certification
11 6 (0.74%) ACCA
11 6 (0.74%) CIMA
11 6 (0.74%) SnowPro
12 4 (0.50%) CISA
13 3 (0.37%) AWS Certification
13 3 (0.37%) Numerate Degree
14 2 (0.25%) CompTIA Security+
14 2 (0.25%) GIAC
14 2 (0.25%) SANS
Quality Assurance & Compliance
1 57 (7.07%) Data Quality
2 22 (2.73%) GDPR
3 19 (2.36%) QA
4 17 (2.11%) Accessibility
5 3 (0.37%) IFRS
5 3 (0.37%) IFRS 17
5 3 (0.37%) Solvency II
6 2 (0.25%) ISO/IEC 27001
7 1 (0.12%) Cyber Essentials
7 1 (0.12%) HMG Security Policy Framework
7 1 (0.12%) SLA
System Software
1 146 (18.11%) Docker
2 55 (6.82%) Virtual Machines
3 6 (0.74%) Active Directory
4 4 (0.50%) Firmware
5 2 (0.25%) Embedded Firmware
Systems Management
1 94 (11.66%) Kubernetes
2 39 (4.84%) Terraform
3 8 (0.99%) Kubeflow
4 6 (0.74%) Single Sign-On
5 4 (0.50%) Grafana
6 3 (0.37%) Prometheus
7 2 (0.25%) Computer Emergency Response Teams
7 2 (0.25%) Computer Incident Response Team
7 2 (0.25%) Istio
7 2 (0.25%) linkerd
7 2 (0.25%) Podman
7 2 (0.25%) Progress Chef
7 2 (0.25%) Puppet
8 1 (0.12%) Ansible
Vendors
1 280 (34.74%) Microsoft
2 109 (13.52%) Databricks
3 58 (7.20%) Google
4 45 (5.58%) Typelevel
5 33 (4.09%) Facebook
6 20 (2.48%) Adobe
7 19 (2.36%) Foundry
8 16 (1.99%) Apple
8 16 (1.99%) Sony
8 16 (1.99%) Yahoo!
9 14 (1.74%) OpenAI
10 8 (0.99%) Palantir
10 8 (0.99%) Salesforce
11 7 (0.87%) SAP
12 6 (0.74%) Oracle
13 4 (0.50%) HighQ
13 4 (0.50%) Legatics
13 4 (0.50%) ServiceNow
14 2 (0.25%) IBM
14 2 (0.25%) Informatica