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

6 months to
19 May 2026
Same period 2025 Same period 2024
Rank 70 32 105
Rank change year-on-year -38 +73 -8
Permanent jobs citing Machine Learning 628 1,199 933
As % of all permanent jobs with remote/hybrid work options 3.35% 7.94% 2.86%
As % of the Processes & Methodologies category 4.05% 8.36% 3.15%
Number of salaries quoted 381 273 736
10th Percentile £46,250 £46,300 £43,750
25th Percentile £55,000 £56,250 £46,250
Median annual salary (50th Percentile) £80,000 £71,991 £65,000
Median % change year-on-year +11.13% +10.76% -6.40%
75th Percentile £97,500 £91,250 £87,500
90th Percentile £123,969 £138,000 £101,250
UK median annual salary £75,000 £75,000 £70,000
% change year-on-year - +7.14% -

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 15,505 14,349 29,620
As % of all permanent jobs with a WFH option 82.74% 95.06% 90.89%
Number of salaries quoted 11,008 8,690 23,384
10th Percentile £34,000 £31,250 £33,750
25th Percentile £45,000 £43,750 £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 £75,000
90th Percentile £100,000 £105,000 £95,000
UK median annual salary £60,000 £58,500 £55,000
% change year-on-year +2.56% +6.36% -10.10%

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 19 May 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 26 (4.14%) Apache Spark
2 25 (3.98%) SharePoint
3 17 (2.71%) Apache Airflow
4 6 (0.96%) SAS
5 5 (0.80%) Apache
5 5 (0.80%) CMS
6 3 (0.48%) Palantir Foundry
7 1 (0.16%) Apache Pulsar
7 1 (0.16%) Kinematics
Applications
1 6 (0.96%) Chatbot
2 1 (0.16%) Microsoft Office
2 1 (0.16%) Trello
Business Applications
1 10 (1.59%) NetSuite
2 3 (0.48%) SAP S/4HANA
3 1 (0.16%) HFM
3 1 (0.16%) Oracle Assets
3 1 (0.16%) SAP SCM
Cloud Services
1 286 (45.54%) Azure
2 204 (32.48%) AWS
3 132 (21.02%) GCP
4 115 (18.31%) Azure AI
5 100 (15.92%) Azure Machine Learning
6 76 (12.10%) Power Platform
7 73 (11.62%) Snowflake
8 60 (9.55%) Azure Synapse Analytics
9 36 (5.73%) Azure DevOps
10 31 (4.94%) SaaS
11 30 (4.78%) Azure Data Factory
11 30 (4.78%) GitHub
12 23 (3.66%) Azure Logic Apps
12 23 (3.66%) GitHub Copilot
12 23 (3.66%) Microsoft 365
13 21 (3.34%) Power Automate
14 19 (3.03%) Adobe Creative Cloud
14 19 (3.03%) OneDrive
14 19 (3.03%) PowerApps
14 19 (3.03%) Vertex AI
Communications & Networking
1 121 (19.27%) Broadband
2 10 (1.59%) Firewall
3 7 (1.11%) 5G
3 7 (1.11%) Internet
3 7 (1.11%) Network Security
4 6 (0.96%) Kerberos
5 2 (0.32%) DNS
5 2 (0.32%) VLAN
5 2 (0.32%) VPN
5 2 (0.32%) WireGuard
6 1 (0.16%) 4G
6 1 (0.16%) LTE
6 1 (0.16%) Modbus
6 1 (0.16%) Software-Defined Radio
6 1 (0.16%) Wi-Fi
6 1 (0.16%) Wireless
Database & Business Intelligence
1 77 (12.26%) Azure SQL Database
2 69 (10.99%) Power BI
3 68 (10.83%) MongoDB
4 65 (10.35%) SQL Server
5 33 (5.25%) PostgreSQL
6 27 (4.30%) Data Warehouse
7 25 (3.98%) Tableau
8 24 (3.82%) Metadata
9 17 (2.71%) Looker
10 16 (2.55%) Elasticsearch
11 15 (2.39%) BigQuery
12 13 (2.07%) Amazon Redshift
12 13 (2.07%) Delta Lake
13 11 (1.75%) NoSQL
13 11 (1.75%) Pinecone
14 10 (1.59%) Apache Iceberg
14 10 (1.59%) Big Data
14 10 (1.59%) Weaviate
15 9 (1.43%) Data Lake
16 7 (1.11%) Relational Database
Development Applications
1 22 (3.50%) MLflow
2 15 (2.39%) Git
3 6 (0.96%) GitLab
4 5 (0.80%) Claude Code
5 4 (0.64%) JIRA
6 3 (0.48%) Selenium
7 2 (0.32%) SpecFlow
7 2 (0.32%) WebDriver
8 1 (0.16%) Appium
8 1 (0.16%) Cypress.io
8 1 (0.16%) Jenkins
General
1 151 (24.04%) Finance
2 143 (22.77%) Social Skills
3 86 (13.69%) Analytical Skills
4 34 (5.41%) Retail
5 30 (4.78%) Banking
6 27 (4.30%) Inclusion and Diversity
7 26 (4.14%) Marketing
8 24 (3.82%) Law
9 23 (3.66%) Games
9 23 (3.66%) Public Sector
10 22 (3.50%) Legal
11 14 (2.23%) Organisational Skills
12 11 (1.75%) Publishing
13 10 (1.59%) Advertising
13 10 (1.59%) Influencing Skills
13 10 (1.59%) Telecoms
14 7 (1.11%) Manufacturing
15 6 (0.96%) Documentation Skills
16 5 (0.80%) Financial Institution
17 4 (0.64%) Back Office
Job Titles
1 125 (19.90%) Senior
2 119 (18.95%) Developer
3 79 (12.58%) Lead
4 65 (10.35%) Data Scientist
5 52 (8.28%) .NET Developer
6 49 (7.80%) Software Engineer
7 48 (7.64%) Architect
8 44 (7.01%) Data Engineer
9 43 (6.85%) Data Manager
10 41 (6.53%) Engineering Manager
11 33 (5.25%) Finance Manager
12 32 (5.10%) Artificial Intelligence Engineer
12 32 (5.10%) Consultant
13 30 (4.78%) Scala Engineer
14 27 (4.30%) Senior Developer
15 23 (3.66%) Data Architect
15 23 (3.66%) Machine Learning Engineer
15 23 (3.66%) Senior Data Scientist
16 20 (3.18%) Python Engineer
17 17 (2.71%) Analyst
Libraries, Frameworks & Software Standards
1 82 (13.06%) .NET
2 66 (10.51%) .NET Core
3 63 (10.03%) PyTorch
4 56 (8.92%) React
4 56 (8.92%) TensorFlow
5 52 (8.28%) gRPC
5 52 (8.28%) RESTful
6 49 (7.80%) ASP.NET
6 49 (7.80%) ASP.NET Core
6 49 (7.80%) ML.NET
7 48 (7.64%) CSS
7 48 (7.64%) HTML
8 33 (5.25%) Blazor
9 26 (4.14%) LangChain
9 26 (4.14%) REST
10 23 (3.66%) Node.js
11 22 (3.50%) JSON
12 20 (3.18%) Kafka
13 19 (3.03%) HTML5 Canvas
13 19 (3.03%) SPFx
Miscellaneous
1 87 (13.85%) Video\Live Streaming
2 74 (11.78%) Distributed Systems
3 58 (9.24%) Cloud Native
4 52 (8.28%) Over-the-Top Content
5 46 (7.32%) Product Ownership
6 42 (6.69%) Algorithms
7 30 (4.78%) AI Agents
8 29 (4.62%) Low-Code
9 17 (2.71%) Greenfield Project
9 17 (2.71%) Social Media
10 15 (2.39%) Enterprise Software
11 11 (1.75%) Data Structures
11 11 (1.75%) Mobile App
12 10 (1.59%) Blog
12 10 (1.59%) Cyberattack
12 10 (1.59%) FMCG
12 10 (1.59%) Virtual Team
13 9 (1.43%) Digital TV
13 9 (1.43%) Legacy Applications
14 8 (1.27%) Life Science
Operating Systems
1 12 (1.91%) Android
2 9 (1.43%) Linux
3 4 (0.64%) Windows
4 3 (0.48%) Robot Operating System
5 2 (0.32%) Mac OS
5 2 (0.32%) Ubuntu
6 1 (0.16%) Apple iOS
Processes & Methodologies
1 460 (73.25%) AI
2 196 (31.21%) Data Science
3 193 (30.73%) Agile
4 192 (30.57%) CI/CD
5 152 (24.20%) Roadmaps
5 152 (24.20%) Software Engineering
6 146 (23.25%) Analytics
7 124 (19.75%) Data Engineering
8 107 (17.04%) DevOps
9 101 (16.08%) Problem-Solving
10 95 (15.13%) Full-Stack Development
11 94 (14.97%) Mentoring
12 93 (14.81%) Generative AI
13 91 (14.49%) Data Governance
14 88 (14.01%) Clean Code
15 82 (13.06%) Microservices
16 81 (12.90%) Continuous Improvement
17 80 (12.74%) LLM
18 77 (12.26%) Data Architecture
19 74 (11.78%) Migration
Programming Languages
1 301 (47.93%) Python
2 220 (35.03%) SQL
3 99 (15.76%) Go
4 86 (13.69%) C#
5 72 (11.46%) JavaScript
6 63 (10.03%) Scala
7 48 (7.64%) Java
8 41 (6.53%) TypeScript
9 27 (4.30%) PowerShell
10 17 (2.71%) R
11 13 (2.07%) Bash
12 12 (1.91%) C++
13 10 (1.59%) Rust
14 8 (1.27%) PHP
15 6 (0.96%) Bicep
15 6 (0.96%) Data Analysis Expressions
16 4 (0.64%) Kusto Query Language
17 3 (0.48%) C
17 3 (0.48%) T-SQL
18 1 (0.16%) PL/SQL
Qualifications
1 89 (14.17%) Degree
2 30 (4.78%) Security Cleared
3 21 (3.34%) PhD
4 18 (2.87%) SC Cleared
5 16 (2.55%) Master's Degree
6 15 (2.39%) Computer Science Degree
7 14 (2.23%) DBS Check
8 12 (1.91%) Azure Certification
9 11 (1.75%) DV Cleared
10 10 (1.59%) ACCA
10 10 (1.59%) CIMA
11 8 (1.27%) CISSP
12 4 (0.64%) CISA
13 3 (0.48%) Microsoft Certification
14 2 (0.32%) CompTIA Security+
14 2 (0.32%) GIAC
14 2 (0.32%) Microsoft Certified Professional
14 2 (0.32%) Oracle Certification
14 2 (0.32%) SANS
15 1 (0.16%) Numerate Degree
Quality Assurance & Compliance
1 35 (5.57%) Data Quality
2 21 (3.34%) GDPR
2 21 (3.34%) QA
3 13 (2.07%) Accessibility
4 3 (0.48%) IFRS
4 3 (0.48%) IFRS 17
4 3 (0.48%) Solvency II
5 1 (0.16%) HMG Security Policy Framework
5 1 (0.16%) ISO/IEC 27001
5 1 (0.16%) SLA
System Software
1 106 (16.88%) Docker
2 55 (8.76%) Virtual Machines
3 6 (0.96%) Active Directory
4 1 (0.16%) Firmware
Systems Management
1 56 (8.92%) Kubernetes
2 25 (3.98%) Terraform
3 7 (1.11%) Kubeflow
4 6 (0.96%) Single Sign-On
5 2 (0.32%) Computer Emergency Response Teams
5 2 (0.32%) Computer Incident Response Team
5 2 (0.32%) Grafana
5 2 (0.32%) Podman
6 1 (0.16%) Ansible
6 1 (0.16%) Prometheus
Vendors
1 179 (28.50%) Microsoft
2 98 (15.61%) Databricks
3 45 (7.17%) Typelevel
4 35 (5.57%) Google
5 21 (3.34%) Adobe
6 12 (1.91%) Palantir
6 12 (1.91%) Salesforce
7 11 (1.75%) Foundry
7 11 (1.75%) OpenAI
8 10 (1.59%) Facebook
9 7 (1.11%) SAP
10 6 (0.96%) Apple
10 6 (0.96%) Sony
10 6 (0.96%) Yahoo!
11 4 (0.64%) Oracle
12 3 (0.48%) ServiceNow
13 2 (0.32%) Civica
13 2 (0.32%) IBM
13 2 (0.32%) Informatica
13 2 (0.32%) Northgate