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

6 months to
8 Jul 2026
Same period 2025 Same period 2024
Rank 62 34 106
Rank change year-on-year -28 +72 -10
Permanent jobs citing Machine Learning 828 1,178 917
As % of all permanent jobs with remote/hybrid work options 3.92% 7.25% 2.80%
As % of the Processes & Methodologies category 4.74% 7.74% 3.15%
Number of salaries quoted 542 265 701
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 £144,780 £102,500
UK median annual salary £75,000 £80,000 £70,000
% change year-on-year -6.25% +14.29% -2.10%

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 17,480 15,224 29,144
As % of all permanent jobs with a WFH option 82.73% 93.65% 89.10%
Number of salaries quoted 12,756 9,023 22,315
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 £78,750 £75,772
90th Percentile £100,000 £102,500 £95,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -8.71%

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 8 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 (2.90%) SharePoint
2 22 (2.66%) Apache Spark
3 13 (1.57%) Apache Airflow
4 8 (0.97%) Apache
5 6 (0.72%) SAS
6 2 (0.24%) Confluence
6 2 (0.24%) Jupyter
6 2 (0.24%) Palantir Foundry
7 1 (0.12%) Apache Solr
7 1 (0.12%) CMS
Applications
1 6 (0.72%) Chatbot
2 3 (0.36%) Blender
2 3 (0.36%) Maya
3 1 (0.12%) Trello
Business Applications
1 4 (0.48%) NetSuite
2 3 (0.36%) SAP S/4HANA
3 1 (0.12%) HFM
3 1 (0.12%) Oracle Assets
Cloud Services
1 409 (49.40%) Azure
2 243 (29.35%) AWS
3 231 (27.90%) Azure AI
4 145 (17.51%) GCP
5 97 (11.71%) Azure Machine Learning
6 93 (11.23%) Azure DevOps
7 86 (10.39%) GitHub
8 81 (9.78%) Snowflake
9 77 (9.30%) GitHub Copilot
10 69 (8.33%) Azure Synapse Analytics
11 61 (7.37%) Power Platform
12 40 (4.83%) Azure Data Factory
12 40 (4.83%) SaaS
13 23 (2.78%) Azure Logic Apps
14 22 (2.66%) Microsoft 365
15 20 (2.42%) Power Automate
16 19 (2.29%) Adobe Creative Cloud
16 19 (2.29%) OneDrive
16 19 (2.29%) PowerApps
16 19 (2.29%) Vertex AI
Communications & Networking
1 134 (16.18%) Broadband
2 30 (3.62%) Internet
3 10 (1.21%) Firewall
4 7 (0.85%) 5G
5 6 (0.72%) Kerberos
5 6 (0.72%) Network Security
6 3 (0.36%) Wi-Fi
6 3 (0.36%) Wireless
7 2 (0.24%) ATM
7 2 (0.24%) Bluetooth
7 2 (0.24%) DNS
7 2 (0.24%) UWB
7 2 (0.24%) VLAN
7 2 (0.24%) VPN
7 2 (0.24%) WireGuard
8 1 (0.12%) 4G
8 1 (0.12%) LTE
8 1 (0.12%) Software-Defined Radio
Database & Business Intelligence
1 181 (21.86%) MongoDB
2 177 (21.38%) Azure SQL Database
3 61 (7.37%) SQL Server
4 57 (6.88%) Power BI
5 45 (5.43%) PostgreSQL
6 37 (4.47%) Metadata
7 36 (4.35%) Data Warehouse
8 18 (2.17%) Big Data
9 17 (2.05%) Delta Lake
10 16 (1.93%) BigQuery
11 15 (1.81%) Tableau
12 14 (1.69%) Data Lake
13 12 (1.45%) Looker
14 11 (1.33%) Elasticsearch
15 10 (1.21%) Amazon Redshift
16 8 (0.97%) Amazon Athena
16 8 (0.97%) Data Vault
16 8 (0.97%) Relational Database
17 7 (0.85%) Apache Iceberg
18 6 (0.72%) Pinecone
Development Applications
1 18 (2.17%) Git
2 16 (1.93%) MLflow
3 10 (1.21%) GitLab
4 9 (1.09%) Claude Code
4 9 (1.09%) JIRA
5 3 (0.36%) Jenkins
6 2 (0.24%) Cypress.io
6 2 (0.24%) Selenium
7 1 (0.12%) Appium
7 1 (0.12%) Gemini Tracker
7 1 (0.12%) Jaeger
7 1 (0.12%) Mocha
7 1 (0.12%) Visual Studio
General
1 182 (21.98%) Finance
2 165 (19.93%) Social Skills
3 95 (11.47%) Analytical Skills
4 53 (6.40%) Banking
5 51 (6.16%) Marketing
6 36 (4.35%) Advertising
6 36 (4.35%) Games
7 34 (4.11%) Public Sector
8 29 (3.50%) Law
9 28 (3.38%) Inclusion and Diversity
10 27 (3.26%) Retail
11 21 (2.54%) Legal
12 14 (1.69%) Organisational Skills
13 9 (1.09%) Influencing Skills
14 8 (0.97%) Financial Institution
15 6 (0.72%) Documentation Skills
15 6 (0.72%) Presentation Skills
16 5 (0.60%) Legal Technology
16 5 (0.60%) Manufacturing
16 5 (0.60%) Telecoms
Job Titles
1 256 (30.92%) Developer
2 162 (19.57%) .NET Developer
3 134 (16.18%) Senior
4 103 (12.44%) Lead
5 85 (10.27%) Data Scientist
6 74 (8.94%) Architect
7 56 (6.76%) Software Engineer
8 53 (6.40%) Data Engineer
9 44 (5.31%) Artificial Intelligence Engineer
9 44 (5.31%) Senior Data Scientist
10 43 (5.19%) Engineering Manager
11 42 (5.07%) Data Manager
12 36 (4.35%) Finance Manager
13 35 (4.23%) Data Architect
14 34 (4.11%) Lead Data Scientist
15 32 (3.86%) Senior Developer
16 31 (3.74%) Consultant
16 31 (3.74%) Scala Engineer
17 27 (3.26%) Lead Developer
17 27 (3.26%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 192 (23.19%) .NET
2 167 (20.17%) .NET Core
3 159 (19.20%) ASP.NET
3 159 (19.20%) ASP.NET Core
3 159 (19.20%) ML.NET
4 120 (14.49%) React
5 119 (14.37%) RESTful
6 107 (12.92%) Blazor
7 105 (12.68%) CSS
8 102 (12.32%) HTML
9 88 (10.63%) PyTorch
10 79 (9.54%) TensorFlow
11 49 (5.92%) LangChain
12 46 (5.56%) gRPC
13 30 (3.62%) Node.js
14 27 (3.26%) Hugging Face
15 24 (2.90%) LangGraph
16 23 (2.78%) JSON
17 22 (2.66%) PySpark
17 22 (2.66%) REST
Miscellaneous
1 101 (12.20%) Video\Live Streaming
2 100 (12.08%) Cloud Native
3 90 (10.87%) Distributed Systems
4 53 (6.40%) Over-the-Top Content
5 48 (5.80%) Product Ownership
6 41 (4.95%) Algorithms
7 40 (4.83%) AI Agents
8 34 (4.11%) Low-Code
9 33 (3.99%) Greenfield Project
10 29 (3.50%) Social Media
11 25 (3.02%) Mobile App
12 21 (2.54%) Digital TV
13 19 (2.29%) BBC
14 18 (2.17%) iPhone
15 15 (1.81%) Enterprise Software
16 14 (1.69%) Social Network
17 13 (1.57%) Blog
18 12 (1.45%) Data Structures
18 12 (1.45%) Life Science
19 10 (1.21%) Cyberattack
Operating Systems
1 18 (2.17%) Android
2 13 (1.57%) Linux
3 5 (0.60%) Windows
4 2 (0.24%) Mac OS
4 2 (0.24%) Robot Operating System
4 2 (0.24%) Ubuntu
Processes & Methodologies
1 661 (79.83%) AI
2 277 (33.45%) CI/CD
3 270 (32.61%) Agile
4 227 (27.42%) Data Science
5 219 (26.45%) Full-Stack Development
6 202 (24.40%) Roadmaps
7 201 (24.28%) Software Engineering
8 162 (19.57%) DevOps
9 157 (18.96%) Analytics
10 138 (16.67%) Mentoring
11 126 (15.22%) Data Engineering
12 124 (14.98%) Generative AI
13 122 (14.73%) Problem-Solving
14 118 (14.25%) LLM
15 100 (12.08%) Decision-Making
16 98 (11.84%) Technical Leadership
17 93 (11.23%) Data Governance
18 90 (10.87%) Infrastructure as Code
19 88 (10.63%) Continuous Improvement
19 88 (10.63%) Data Architecture
Programming Languages
1 370 (44.69%) Python
2 331 (39.98%) SQL
3 199 (24.03%) C#
4 138 (16.67%) JavaScript
5 93 (11.23%) Go
6 65 (7.85%) Scala
7 56 (6.76%) TypeScript
8 47 (5.68%) Java
9 27 (3.26%) PowerShell
10 12 (1.45%) Bicep
11 10 (1.21%) Bash
12 9 (1.09%) C++
12 9 (1.09%) PHP
12 9 (1.09%) R
12 9 (1.09%) Rust
13 7 (0.85%) C
14 5 (0.60%) Data Analysis Expressions
15 4 (0.48%) Kusto Query Language
16 2 (0.24%) Ada
16 2 (0.24%) T-SQL
Qualifications
1 77 (9.30%) Degree
2 45 (5.43%) Security Cleared
3 31 (3.74%) SC Cleared
4 20 (2.42%) PhD
5 17 (2.05%) Azure Certification
6 16 (1.93%) Master's Degree
7 14 (1.69%) DV Cleared
8 13 (1.57%) DBS Check
9 10 (1.21%) Computer Science Degree
10 9 (1.09%) Microsoft Certification
11 8 (0.97%) CISSP
12 7 (0.85%) SnowPro
13 4 (0.48%) ACCA
13 4 (0.48%) CIMA
14 3 (0.36%) AWS Certification
14 3 (0.36%) Numerate Degree
15 2 (0.24%) CompTIA Security+
15 2 (0.24%) GIAC
15 2 (0.24%) Oracle Certification
15 2 (0.24%) SANS
Quality Assurance & Compliance
1 55 (6.64%) Data Quality
2 19 (2.29%) GDPR
2 19 (2.29%) QA
3 17 (2.05%) Accessibility
4 3 (0.36%) IFRS
4 3 (0.36%) IFRS 17
4 3 (0.36%) Solvency II
5 2 (0.24%) ISO/IEC 27001
5 2 (0.24%) JTAG
6 1 (0.12%) Cyber Essentials
6 1 (0.12%) HMG Security Policy Framework
6 1 (0.12%) SLA
System Software
1 155 (18.72%) Docker
2 55 (6.64%) Virtual Machines
3 6 (0.72%) Active Directory
4 4 (0.48%) Firmware
5 2 (0.24%) Embedded Firmware
Systems Management
1 105 (12.68%) Kubernetes
2 40 (4.83%) Terraform
3 8 (0.97%) Kubeflow
4 6 (0.72%) Single Sign-On
5 4 (0.48%) Grafana
6 3 (0.36%) Prometheus
7 2 (0.24%) Computer Emergency Response Teams
7 2 (0.24%) Computer Incident Response Team
7 2 (0.24%) Istio
7 2 (0.24%) linkerd
7 2 (0.24%) Podman
7 2 (0.24%) Progress Chef
7 2 (0.24%) Puppet
8 1 (0.12%) Ansible
8 1 (0.12%) Zipkin
Vendors
1 300 (36.23%) Microsoft
2 111 (13.41%) Databricks
3 64 (7.73%) Google
4 45 (5.43%) Typelevel
5 38 (4.59%) Facebook
6 22 (2.66%) Yahoo!
7 20 (2.42%) Adobe
8 19 (2.29%) Foundry
9 18 (2.17%) Apple
9 18 (2.17%) Sony
10 14 (1.69%) OpenAI
11 7 (0.85%) Palantir
11 7 (0.85%) SAP
12 6 (0.72%) Oracle
12 6 (0.72%) Salesforce
13 5 (0.60%) ServiceNow
14 4 (0.48%) HighQ
14 4 (0.48%) Legatics
15 2 (0.24%) Atlassian
15 2 (0.24%) New Relic