Machine Learning Job Trends in Scotland

Machine Learning (ML)
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Machine Learning skills. It covers permanent job vacancies from the 6 months leading up to 12 January 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Jan 2026
Same period 2025 Same period 2024
Rank 103 66 20
Rank change year-on-year -37 -46 +88
Permanent jobs citing Machine Learning 40 81 395
As % of all permanent jobs in Scotland 1.47% 3.14% 12.65%
As % of the Processes & Methodologies category 1.84% 3.38% 13.48%
Number of salaries quoted 5 33 76
10th Percentile £39,500 - £46,306
25th Percentile £50,000 £45,000 £47,500
Median annual salary (50th Percentile) £67,500 £62,500 £79,632
Median % change year-on-year +8.00% -21.51% +44.79%
75th Percentile £87,500 £77,000 £96,539
90th Percentile £92,000 £100,000 £96,914
UK median annual salary £80,000 £77,000 £72,500
% change year-on-year +3.90% +6.21% +3.57%

All Process & Methodology Skills
Scotland

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 requiring process or methodology skills in Scotland.

Permanent vacancies with a requirement for process or methodology skills 2,173 2,395 2,930
As % of all permanent jobs advertised in Scotland 79.89% 92.90% 93.85%
Number of salaries quoted 1,061 1,005 1,817
10th Percentile £26,250 £31,800 £25,000
25th Percentile £30,808 £41,250 £33,750
Median annual salary (50th Percentile) £42,000 £55,000 £52,500
Median % change year-on-year -23.64% +4.76% -8.70%
75th Percentile £65,000 £70,000 £68,750
90th Percentile £82,500 £87,950 £84,056
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -4.00%

Machine Learning
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing Machine Learning relative to all permanent IT jobs advertised in Scotland.

Machine Learning job vacancy trend in Scotland

Machine Learning
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Machine Learning.

Salary distribution trend for jobs in Scotland citing Machine Learning

Machine Learning
Salary Histogram in Scotland

Salary distribution for jobs citing Machine Learning in Scotland over the 6 months to 12 January 2026.

Salary histogram for Machine Learning in Scotland

Machine Learning
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Scotland region over the 6 months to 12 January 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh -27 32 £78,750 +21.15% 25
Glasgow +1 4 £55,000 -12.00% 11
Renfrewshire - 4 - - 3
Machine Learning
UK

Machine Learning
Co-Occurring Skills & Capabilities in Scotland 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 8 (20.00%) Microsoft Exchange
1 8 (20.00%) SharePoint
2 2 (5.00%) Apache Airflow
2 2 (5.00%) Apache Spark
Applications
1 2 (5.00%) Weka
Cloud Services
1 34 (85.00%) Azure
2 26 (65.00%) Entra ID
2 26 (65.00%) Microsoft 365
3 11 (27.50%) Azure DevOps
4 10 (25.00%) Azure Monitor
5 8 (20.00%) Microsoft Purview
5 8 (20.00%) Mimecast
6 6 (15.00%) AWS
7 3 (7.50%) GCP
8 2 (5.00%) dbt
9 1 (2.50%) Azure AI
9 1 (2.50%) Azure Cosmos DB
9 1 (2.50%) GitHub
9 1 (2.50%) GitHub Copilot
9 1 (2.50%) SaaS
9 1 (2.50%) Serverless
Database & Business Intelligence
1 2 (5.00%) MongoDB
2 1 (2.50%) Apache Cassandra
2 1 (2.50%) Azure SQL Database
General
1 30 (75.00%) Finance
2 3 (7.50%) Social Skills
3 2 (5.00%) Banking
3 2 (5.00%) Pharmaceutical
4 1 (2.50%) Analytical Skills
4 1 (2.50%) Back Office
4 1 (2.50%) Inclusion and Diversity
4 1 (2.50%) Law
4 1 (2.50%) Legal
4 1 (2.50%) Private Banking
Job Titles
1 8 (20.00%) Microsoft 365 Engineer
2 6 (15.00%) Data Engineer
3 4 (10.00%) DataOps Engineer
3 4 (10.00%) Operations Engineer
4 3 (7.50%) Lead
5 2 (5.00%) Associate Director
5 2 (5.00%) IT Director
5 2 (5.00%) Lead Data Engineer
5 2 (5.00%) Software Engineer
6 1 (2.50%) .NET Developer
6 1 (2.50%) Analytics Manager
6 1 (2.50%) Data Analytics Manager
6 1 (2.50%) Data Manager
6 1 (2.50%) Developer
6 1 (2.50%) Project Leader
6 1 (2.50%) Technical Leader
6 1 (2.50%) Technical Manager
6 1 (2.50%) Technical Project Leader
Libraries, Frameworks & Software Standards
1 3 (7.50%) .NET
1 3 (7.50%) React
2 2 (5.00%) ASP.NET
2 2 (5.00%) Blazor
2 2 (5.00%) Kafka
3 1 (2.50%) .NET Core
3 1 (2.50%) .NET Framework
3 1 (2.50%) AngularJS
3 1 (2.50%) ASP.NET Core
3 1 (2.50%) ASP.NET MVC
3 1 (2.50%) Entity Framework
3 1 (2.50%) ML.NET
3 1 (2.50%) Node.js
3 1 (2.50%) REST
3 1 (2.50%) RESTful
3 1 (2.50%) Vue
Miscellaneous
1 27 (67.50%) Product Ownership
2 8 (20.00%) Security Posture
3 2 (5.00%) Cloud Native
4 1 (2.50%) AI Agents
4 1 (2.50%) BBC
4 1 (2.50%) Distributed Architecture
4 1 (2.50%) Distributed Computing
4 1 (2.50%) Legacy Systems
4 1 (2.50%) PMI
4 1 (2.50%) Social Media
Operating Systems
1 10 (25.00%) Windows
2 2 (5.00%) Linux
Processes & Methodologies
1 33 (82.50%) AI
2 32 (80.00%) Analytics
3 29 (72.50%) Agile
3 29 (72.50%) Continuous Improvement
4 28 (70.00%) ITIL
5 27 (67.50%) Asset Management
6 26 (65.00%) Coaching
6 26 (65.00%) FinOps
6 26 (65.00%) Roadmaps
6 26 (65.00%) Technology Roadmap
7 20 (50.00%) DevOps
8 18 (45.00%) Information Security
8 18 (45.00%) Infrastructure as Code
9 10 (25.00%) Business Strategy
9 10 (25.00%) Cost Management
9 10 (25.00%) Cybersecurity
9 10 (25.00%) Deployment Automation
9 10 (25.00%) Log Analytics
9 10 (25.00%) User Experience
10 8 (20.00%) Application Virtualisation
Programming Languages
1 26 (65.00%) PowerShell
2 23 (57.50%) Python
3 18 (45.00%) Bash
4 3 (7.50%) Java
5 2 (5.00%) C#
5 2 (5.00%) Scala
6 1 (2.50%) Bicep
6 1 (2.50%) JavaScript
6 1 (2.50%) SQL
6 1 (2.50%) TypeScript
Qualifications
1 3 (7.50%) AWS Certification
2 2 (5.00%) Azure Certification
2 2 (5.00%) CISM
2 2 (5.00%) CISSP
2 2 (5.00%) Computer Science Degree
2 2 (5.00%) Degree
2 2 (5.00%) ITIL Certification
3 1 (2.50%) PMI Certification
Quality Assurance & Compliance
1 2 (5.00%) GxP
2 1 (2.50%) Data Quality
System Software
1 18 (45.00%) Virtual Desktop
2 10 (25.00%) Virtual Machines
3 8 (20.00%) Active Directory
4 3 (7.50%) Docker
5 2 (5.00%) vSphere
Systems Management
1 19 (47.50%) Terraform
2 18 (45.00%) Microsoft Intune
3 8 (20.00%) SCCM
4 4 (10.00%) Kubernetes
Vendors
1 17 (42.50%) Microsoft
2 2 (5.00%) Databricks
3 1 (2.50%) Apple
3 1 (2.50%) Facebook
3 1 (2.50%) Google
3 1 (2.50%) Sony
3 1 (2.50%) Yahoo!