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 26 March 2026, with comparisons to the same periods in the previous two years.

6 months to
26 Mar 2026
Same period 2025 Same period 2024
Rank 97 82 102
Rank change year-on-year -15 +20 -13
Permanent jobs citing Machine Learning 463 519 881
As % of all permanent jobs with remote/hybrid work options 2.75% 4.02% 2.87%
As % of the Processes & Methodologies category 3.25% 4.23% 3.12%
Number of salaries quoted 283 313 670
10th Percentile £45,000 £45,000 £43,750
25th Percentile £55,000 £56,250 £46,250
Median annual salary (50th Percentile) £80,000 £70,000 £65,000
Median % change year-on-year +14.29% +7.69% -7.14%
75th Percentile £97,500 £90,000 £87,500
90th Percentile £132,500 £119,810 £102,500
UK median annual salary £75,000 £76,500 £70,000
% change year-on-year -1.96% +9.29% -

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 14,237 12,283 28,237
As % of all permanent jobs with a WFH option 84.42% 95.05% 91.85%
Number of salaries quoted 9,595 8,796 23,110
10th Percentile £31,250 £32,500 £33,806
25th Percentile £42,500 £46,250 £42,500
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -8.00%
75th Percentile £80,000 £81,250 £75,750
90th Percentile £100,000 £103,750 £95,000
UK median annual salary £55,000 £60,000 £55,000
% change year-on-year -8.33% +9.09% -11.29%

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 26 March 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 29 (6.26%) Apache Spark
2 19 (4.10%) Apache Airflow
3 9 (1.94%) SharePoint
4 7 (1.51%) CMS
5 5 (1.08%) Apache Pulsar
6 4 (0.86%) Apache
6 4 (0.86%) Apache Solr
6 4 (0.86%) Confluence
7 3 (0.65%) Palantir Foundry
8 1 (0.22%) Kinematics
8 1 (0.22%) Microsoft Exchange
Applications
1 6 (1.30%) Chatbot
2 4 (0.86%) Microsoft Excel
3 3 (0.65%) Spreadsheet
3 3 (0.65%) Trello
4 2 (0.43%) Microsoft Office
4 2 (0.43%) Weka
5 1 (0.22%) Microsoft PowerPoint
Business Applications
1 10 (2.16%) NetSuite
2 4 (0.86%) SAP S/4HANA
3 2 (0.43%) Dynamics CRM
3 2 (0.43%) SAP SCM
4 1 (0.22%) Oracle Assets
Cloud Services
1 218 (47.08%) Azure
2 169 (36.50%) AWS
3 114 (24.62%) GCP
4 64 (13.82%) Azure Machine Learning
5 61 (13.17%) Power Platform
6 42 (9.07%) Azure AI
7 33 (7.13%) Snowflake
8 23 (4.97%) SaaS
9 20 (4.32%) Azure Synapse Analytics
10 18 (3.89%) Vertex AI
11 16 (3.46%) Azure DevOps
11 16 (3.46%) Microsoft 365
12 15 (3.24%) Azure Data Factory
13 13 (2.81%) Amazon S3
13 13 (2.81%) GitHub
13 13 (2.81%) Serverless
14 12 (2.59%) Amazon SageMaker
15 11 (2.38%) AWS Lambda
15 11 (2.38%) Dagster
16 10 (2.16%) dbt
Communications & Networking
1 78 (16.85%) Broadband
2 5 (1.08%) Kerberos
3 3 (0.65%) Network Security
4 2 (0.43%) Firewall
4 2 (0.43%) InfiniBand
5 1 (0.22%) LTE
5 1 (0.22%) Modbus
5 1 (0.22%) Software-Defined Radio
5 1 (0.22%) Wi-Fi
5 1 (0.22%) Wireless
Database & Business Intelligence
1 54 (11.66%) Power BI
2 34 (7.34%) Data Warehouse
3 31 (6.70%) SQL Server
4 26 (5.62%) Azure SQL Database
4 26 (5.62%) Tableau
5 20 (4.32%) Elasticsearch
5 20 (4.32%) Metadata
5 20 (4.32%) MongoDB
6 16 (3.46%) PostgreSQL
7 14 (3.02%) Amazon Redshift
7 14 (3.02%) BigQuery
8 13 (2.81%) Data Lake
9 12 (2.59%) Looker
10 11 (2.38%) Delta Lake
10 11 (2.38%) NoSQL
11 10 (2.16%) Apache Iceberg
11 10 (2.16%) Big Data
11 10 (2.16%) Pinecone
11 10 (2.16%) Weaviate
12 6 (1.30%) Data Mining
Development Applications
1 19 (4.10%) MLflow
2 15 (3.24%) Git
3 5 (1.08%) Claude Code
3 5 (1.08%) JIRA
4 4 (0.86%) GitLab
5 3 (0.65%) Selenium
5 3 (0.65%) Visual Studio
6 2 (0.43%) ERwin
6 2 (0.43%) SpecFlow
6 2 (0.43%) WebDriver
7 1 (0.22%) Appium
7 1 (0.22%) Cypress.io
General
1 128 (27.65%) Social Skills
2 101 (21.81%) Finance
3 75 (16.20%) Analytical Skills
4 29 (6.26%) Public Sector
5 27 (5.83%) Retail
6 26 (5.62%) Marketing
7 19 (4.10%) Telecoms
8 17 (3.67%) Inclusion and Diversity
9 16 (3.46%) Games
10 15 (3.24%) Legal
11 14 (3.02%) Organisational Skills
12 12 (2.59%) Law
13 11 (2.38%) Publishing
14 10 (2.16%) Manufacturing
15 9 (1.94%) Banking
16 8 (1.73%) Influencing Skills
17 7 (1.51%) Financial Institution
18 6 (1.30%) Pharmaceutical
19 5 (1.08%) Advertising
19 5 (1.08%) Back Office
Job Titles
1 99 (21.38%) Senior
2 67 (14.47%) Lead
3 62 (13.39%) Developer
4 46 (9.94%) Data Engineer
5 37 (7.99%) Software Engineer
6 33 (7.13%) Data Scientist
7 28 (6.05%) Architect
8 26 (5.62%) Consultant
9 25 (5.40%) Artificial Intelligence Engineer
10 24 (5.18%) Scala Engineer
11 20 (4.32%) Analyst
12 19 (4.10%) Engineering Manager
12 19 (4.10%) Operations Engineer
13 18 (3.89%) Data Manager
14 17 (3.67%) .NET Developer
15 16 (3.46%) Data Analyst
15 16 (3.46%) Machine Learning Engineer
16 14 (3.02%) Data Consultant
17 13 (2.81%) Data Architect
18 12 (2.59%) Senior Developer
Libraries, Frameworks & Software Standards
1 52 (11.23%) gRPC
2 49 (10.58%) PyTorch
3 44 (9.50%) TensorFlow
4 37 (7.99%) React
5 28 (6.05%) .NET
5 28 (6.05%) REST
6 27 (5.83%) Kafka
6 27 (5.83%) RESTful
7 21 (4.54%) Node.js
8 19 (4.10%) .NET Core
9 17 (3.67%) LangChain
10 16 (3.46%) CSS
10 16 (3.46%) HTML
11 15 (3.24%) OAuth
12 13 (2.81%) AngularJS
12 13 (2.81%) ASP.NET
12 13 (2.81%) ASP.NET Core
12 13 (2.81%) Blazor
12 13 (2.81%) ML.NET
13 11 (2.38%) PySpark
Miscellaneous
1 58 (12.53%) Distributed Systems
2 56 (12.10%) Video\Live Streaming
3 51 (11.02%) Cloud Native
4 49 (10.58%) Product Ownership
5 41 (8.86%) Algorithms
5 41 (8.86%) Over-the-Top Content
6 26 (5.62%) AI Agents
7 14 (3.02%) Low-Code
8 12 (2.59%) Greenfield Project
9 11 (2.38%) Data Structures
10 10 (2.16%) FMCG
10 10 (2.16%) Virtual Team
11 7 (1.51%) Enterprise Software
12 6 (1.30%) Educational Technology
12 6 (1.30%) Enterprise Cloud
12 6 (1.30%) Social Media
13 5 (1.08%) Blog
13 5 (1.08%) Legacy Systems
14 4 (0.86%) Robotics
14 4 (0.86%) Social Network
Operating Systems
1 15 (3.24%) Android
1 15 (3.24%) Linux
2 10 (2.16%) Windows
3 5 (1.08%) Apple iOS
4 4 (0.86%) Windows Server
5 3 (0.65%) Robot Operating System
5 3 (0.65%) Unix
6 2 (0.43%) Mac OS
Processes & Methodologies
1 349 (75.38%) AI
2 156 (33.69%) Data Science
3 149 (32.18%) CI/CD
4 142 (30.67%) Analytics
5 124 (26.78%) Agile
6 110 (23.76%) Software Engineering
7 103 (22.25%) Roadmaps
8 93 (20.09%) DevOps
9 87 (18.79%) Problem-Solving
10 81 (17.49%) Decision-Making
11 75 (16.20%) Containerisation
11 75 (16.20%) Data Engineering
12 74 (15.98%) Continuous Improvement
12 74 (15.98%) Microservices
13 72 (15.55%) Generative AI
13 72 (15.55%) LLM
13 72 (15.55%) Mentoring
14 71 (15.33%) Clean Code
15 66 (14.25%) Coaching
16 65 (14.04%) Business Intelligence
Programming Languages
1 243 (52.48%) Python
2 126 (27.21%) SQL
3 79 (17.06%) Go
4 54 (11.66%) Scala
5 48 (10.37%) Java
6 34 (7.34%) C#
7 33 (7.13%) JavaScript
8 24 (5.18%) TypeScript
9 17 (3.67%) Bash
10 16 (3.46%) PHP
10 16 (3.46%) R
11 14 (3.02%) C++
12 13 (2.81%) PowerShell
13 7 (1.51%) Kotlin
14 6 (1.30%) Rust
15 5 (1.08%) Bicep
16 4 (0.86%) Data Analysis Expressions
16 4 (0.86%) T-SQL
17 2 (0.43%) Kusto Query Language
18 1 (0.22%) PL/SQL
Qualifications
1 90 (19.44%) Degree
2 28 (6.05%) Computer Science Degree
3 27 (5.83%) Security Cleared
4 21 (4.54%) PhD
5 20 (4.32%) Master's Degree
6 19 (4.10%) SC Cleared
7 14 (3.02%) Azure Certification
8 10 (2.16%) ACCA
8 10 (2.16%) CIMA
8 10 (2.16%) DBS Check
9 5 (1.08%) DV Cleared
10 4 (0.86%) AWS Certification
10 4 (0.86%) CISA
10 4 (0.86%) Microsoft Certification
11 2 (0.43%) CISSP
11 2 (0.43%) CREST Certified
11 2 (0.43%) Microsoft Certified Professional
11 2 (0.43%) OSCE
11 2 (0.43%) OSCP
11 2 (0.43%) SnowPro
Quality Assurance & Compliance
1 31 (6.70%) Data Quality
2 22 (4.75%) GDPR
3 16 (3.46%) QA
4 5 (1.08%) Accessibility
5 4 (0.86%) EU AI Act
6 2 (0.43%) Actionable Recommendations
6 2 (0.43%) ISO 26262
6 2 (0.43%) ISO/IEC 27001
7 1 (0.22%) IFRS
7 1 (0.22%) IFRS 17
7 1 (0.22%) ISO 13485
7 1 (0.22%) ISO 9001
7 1 (0.22%) ISO/IEC 42001
7 1 (0.22%) SLA
7 1 (0.22%) Solvency II
System Software
1 91 (19.65%) Docker
2 20 (4.32%) Virtual Machines
3 6 (1.30%) Active Directory
4 4 (0.86%) Virtual Desktop
5 2 (0.43%) Ceph
5 2 (0.43%) Lustre
5 2 (0.43%) Slurm Workload Manager
6 1 (0.22%) VMware Infrastructure
Systems Management
1 52 (11.23%) Kubernetes
2 23 (4.97%) Terraform
3 9 (1.94%) Ansible
4 5 (1.08%) Kubeflow
5 4 (0.86%) Microsoft Intune
6 2 (0.43%) Single Sign-On
7 1 (0.22%) Grafana
7 1 (0.22%) SCCM
Vendors
1 87 (18.79%) Microsoft
2 56 (12.10%) Databricks
3 36 (7.78%) Typelevel
4 27 (5.83%) Google
5 12 (2.59%) Palantir
5 12 (2.59%) Salesforce
6 11 (2.38%) OpenAI
7 10 (2.16%) Foundry
8 8 (1.73%) Adobe
9 5 (1.08%) Ericsson
9 5 (1.08%) Mavenir
9 5 (1.08%) Nokia
10 4 (0.86%) Facebook
10 4 (0.86%) SAP
11 3 (0.65%) Dell
11 3 (0.65%) Mercator
12 2 (0.43%) Apple
12 2 (0.43%) Informatica
12 2 (0.43%) Oracle
12 2 (0.43%) Sony