Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 6 months to 7 August 2022 with a comparison to the same period in the previous 2 years.

Machine Learning
Scotland > Glasgow
6 months to
7 Aug 2022
Same period 2021 Same period 2020
Rank 57 86 66
Rank change year-on-year +29 -20 +19
Permanent jobs citing Machine Learning 69 18 19
As % of all permanent jobs advertised in Glasgow 4.39% 1.32% 2.17%
As % of the Processes & Methodologies category 4.69% 1.43% 2.30%
Number of salaries quoted 7 6 8
10th Percentile £47,200 £40,000 £48,750
25th Percentile £56,250 £44,375 £52,500
Median annual salary (50th Percentile) £60,000 £52,500 £55,000
Median % change year-on-year +14.29% -4.55% +7.32%
75th Percentile - £60,625 £60,000
90th Percentile £66,000 £73,125 £69,000
Scotland median annual salary £61,750 £52,500 £55,000
% change year-on-year +17.62% -4.55% +22.22%

Machine Learning is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Permanent vacancies with a requirement for process or methodology skills 1,472 1,255 827
As % of all permanent IT jobs advertised in Glasgow 93.76% 91.81% 94.30%
Number of salaries quoted 815 854 572
10th Percentile £31,250 £33,000 £32,500
25th Percentile £38,750 £37,500 £37,750
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% -
75th Percentile £65,000 £60,000 £56,250
90th Percentile £77,500 £73,750 £65,000
Scotland median annual salary £55,000 £48,000 £47,500
% change year-on-year +14.58% +1.05% +5.56%

Machine Learning
Job Vacancy Trend in Glasgow

Job postings citing Machine Learning as a proportion of all IT jobs advertised in Glasgow.

Job vacancy trend for Machine Learning in Glasgow

Machine Learning
Salary Trend in Glasgow

3-month moving average salary quoted in jobs citing Machine Learning in Glasgow.

Salary trend for Machine Learning in Glasgow

Machine Learning
Salary Histogram in Glasgow

Salary distribution for jobs citing Machine Learning in Glasgow over the 6 months to 7 August 2022.

Salary histogram for Machine Learning in Glasgow

For the 6 months to 7 August 2022, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Glasgow region with a requirement for Machine Learning.

1 65 (94.20%) AWS
2 59 (85.51%) Azure
3 57 (82.61%) Agile
4 55 (79.71%) GCP
5 49 (71.01%) Mentoring
5 49 (71.01%) Microsoft
6 44 (63.77%) DevOps
7 40 (57.97%) Python
7 40 (57.97%) Java
8 39 (56.52%) Analytics
9 38 (55.07%) Big Data
9 38 (55.07%) Data Analytics
9 38 (55.07%) Data Science
9 38 (55.07%) Spring
10 37 (53.62%) Information Security
10 37 (53.62%) QA
10 37 (53.62%) Data Architecture
10 37 (53.62%) Security Management
10 37 (53.62%) Games
10 37 (53.62%) SFIA
10 37 (53.62%) Cybersecurity
10 37 (53.62%) Algorithms
10 37 (53.62%) Data Engineering
10 37 (53.62%) Threat Analysis
11 29 (42.03%) Artificial Intelligence
12 18 (26.09%) Logistics
12 18 (26.09%) Google
13 15 (21.74%) Software Engineering
13 15 (21.74%) .NET
13 15 (21.74%) React

Machine Learning
Co-occurring IT Skills in Glasgow by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (2.90%) Umbraco
2 1 (1.45%) Apache Airflow
2 1 (1.45%) Apache Spark
Cloud Services
1 65 (94.20%) AWS
2 59 (85.51%) Azure
3 55 (79.71%) GCP
4 12 (17.39%) Cloud Computing
5 1 (1.45%) Azure DevOps
Database & Business Intelligence
1 38 (55.07%) Big Data
2 12 (17.39%) Elasticsearch
2 12 (17.39%) MongoDB
2 12 (17.39%) MySQL
2 12 (17.39%) Redis
3 1 (1.45%) Data Mining
3 1 (1.45%) Data Warehouse
3 1 (1.45%) Hadoop
3 1 (1.45%) NoSQL
3 1 (1.45%) PostgreSQL
General
1 37 (53.62%) Games
2 10 (14.49%) Social Skills
3 2 (2.90%) Analytical Skills
3 2 (2.90%) Public Sector
4 1 (1.45%) Finance
Job Titles
1 37 (53.62%) Trainee
2 15 (21.74%) Software Engineer
3 12 (17.39%) Lead Software Engineer
4 8 (11.59%) Developer
4 8 (11.59%) Senior Developer
5 7 (10.14%) Analyst
6 6 (8.70%) Architect
6 6 (8.70%) PHP Developer
6 6 (8.70%) Senior Analyst
6 6 (8.70%) Senior Architect
6 6 (8.70%) Senior PHP Developer
6 6 (8.70%) Senior Software Engineer
6 6 (8.70%) Senior Technical Analyst
6 6 (8.70%) Senior Technical Architect
6 6 (8.70%) Technical Analyst
6 6 (8.70%) Technical Architect
6 6 (8.70%) Technical Leader
7 1 (1.45%) Data Analyst
7 1 (1.45%) Java Developer
7 1 (1.45%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 38 (55.07%) Spring
2 15 (21.74%) .NET
2 15 (21.74%) React
3 12 (17.39%) ASP.NET
3 12 (17.39%) ASP.NET Core
3 12 (17.39%) Redux
3 12 (17.39%) RxJS
4 2 (2.90%) AngularJS
4 2 (2.90%) CSS
4 2 (2.90%) HTML
4 2 (2.90%) Sass
4 2 (2.90%) Semantic HTML
5 1 (1.45%) .NET Core
5 1 (1.45%) Apache Beam
5 1 (1.45%) Express
5 1 (1.45%) Spring Boot
Miscellaneous
1 37 (53.62%) Algorithms
2 12 (17.39%) Cloud Native
3 6 (8.70%) Augmented Reality
4 1 (1.45%) Enterprise Software
4 1 (1.45%) IoT
4 1 (1.45%) NHS
Processes & Methodologies
1 57 (82.61%) Agile
2 49 (71.01%) Mentoring
3 44 (63.77%) DevOps
4 39 (56.52%) Analytics
5 38 (55.07%) Data Analytics
5 38 (55.07%) Data Science
6 37 (53.62%) Cybersecurity
6 37 (53.62%) Data Architecture
6 37 (53.62%) Data Engineering
6 37 (53.62%) Information Security
6 37 (53.62%) Security Management
6 37 (53.62%) SFIA
6 37 (53.62%) Threat Analysis
7 29 (42.03%) Artificial Intelligence
8 18 (26.09%) Logistics
9 15 (21.74%) Software Engineering
10 13 (18.84%) Architectural Design
11 12 (17.39%) Line Management
11 12 (17.39%) Refactoring
11 12 (17.39%) Translating Business Requirements
Programming Languages
1 40 (57.97%) Java
1 40 (57.97%) Python
2 13 (18.84%) C#
3 12 (17.39%) JavaScript
3 12 (17.39%) TypeScript
4 6 (8.70%) PHP
5 1 (1.45%) R
5 1 (1.45%) Scala
Qualifications
1 2 (2.90%) Degree
2 1 (1.45%) Computer Science Degree
2 1 (1.45%) Master's Degree
Quality Assurance & Compliance
1 37 (53.62%) QA
System Software
1 13 (18.84%) Docker
Systems Management
1 1 (1.45%) Kubernetes
Vendors
1 49 (71.01%) Microsoft
2 18 (26.09%) Google