Period
to

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 27 June 2022 with a comparison to the same period in the previous 2 years.

Data Analytics
Scotland > Glasgow
6 months to
27 Jun 2022
Same period 2021 Same period 2020
Rank 34 85 80
Rank change year-on-year +51 -5 +23
Permanent jobs citing Data Analytics 116 23 16
As % of all permanent jobs advertised in Glasgow 6.64% 1.64% 1.57%
As % of the Processes & Methodologies category 7.07% 1.79% 1.66%
Number of salaries quoted 29 10 6
10th Percentile £26,500 - £28,250
25th Percentile £31,000 £36,250 £38,000
Median annual salary (50th Percentile) £55,000 £51,250 £55,000
Median % change year-on-year +7.32% -6.82% -12.00%
75th Percentile £67,500 £61,250 £73,125
90th Percentile £82,250 £70,875 £75,000
Scotland median annual salary £57,500 £50,000 £50,000
% change year-on-year +15.00% - -

Data Analytics 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 1,641 1,283 962
As % of all permanent IT jobs advertised in Glasgow 93.99% 91.64% 94.59%
Number of salaries quoted 809 861 667
10th Percentile £31,000 £32,500 £31,250
25th Percentile £38,386 £37,500 £37,500
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 £54,875
90th Percentile £77,500 £72,500 £62,500
Scotland median annual salary £55,000 £48,000 £47,500
% change year-on-year +14.58% +1.05% +5.56%

Data Analytics
Job Vacancy Trend in Glasgow

Job postings citing Data Analytics as a proportion of all IT jobs advertised in Glasgow.

Job vacancy trend for Data Analytics in Glasgow

Data Analytics
Salary Trend in Glasgow

3-month moving average salary quoted in jobs citing Data Analytics in Glasgow.

Salary trend for Data Analytics in Glasgow

Data Analytics
Salary Histogram in Glasgow

Salary distribution for jobs citing Data Analytics in Glasgow over the 6 months to 27 June 2022.

Salary histogram for Data Analytics in Glasgow

For the 6 months to 27 June 2022, IT jobs citing Data Analytics 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 Data Analytics.

1 116 (100.00%) Analytics
2 83 (71.55%) AWS
3 82 (70.69%) Azure
4 74 (63.79%) Microsoft
5 70 (60.34%) Python
6 69 (59.48%) Agile
7 65 (56.03%) Big Data
8 58 (50.00%) Data Architecture
9 53 (45.69%) Data Science
10 51 (43.97%) GCP
11 49 (42.24%) DevOps
12 46 (39.66%) Java
13 45 (38.79%) QA
14 44 (37.93%) Cybersecurity
15 43 (37.07%) Mentoring
16 41 (35.34%) Social Skills
17 40 (34.48%) Data Engineering
17 40 (34.48%) Machine Learning
17 40 (34.48%) Spring
18 37 (31.90%) Security Management
18 37 (31.90%) Games
18 37 (31.90%) Information Security
18 37 (31.90%) Threat Analysis
18 37 (31.90%) Algorithms
18 37 (31.90%) SFIA
19 33 (28.45%) Visualisation
20 32 (27.59%) Power Platform
21 30 (25.86%) Security Cleared
21 30 (25.86%) SQL
22 28 (24.14%) Apache Spark

Data Analytics
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 28 (24.14%) Apache Spark
2 24 (20.69%) SharePoint
3 23 (19.83%) SharePoint 2013
4 15 (12.93%) Apache Airflow
4 15 (12.93%) Luigi
5 10 (8.62%) Apache Pig
Applications
1 1 (0.86%) Chatbot
Cloud Services
1 83 (71.55%) AWS
2 82 (70.69%) Azure
3 51 (43.97%) GCP
4 32 (27.59%) Power Platform
5 24 (20.69%) Microsoft 365
6 23 (19.83%) OneDrive
6 23 (19.83%) Yammer
7 15 (12.93%) Amazon Kinesis
7 15 (12.93%) Snowflake
8 12 (10.34%) Azure DevOps
9 5 (4.31%) dbt
10 2 (1.72%) Salesforce Einstein
11 1 (0.86%) GitHub
11 1 (0.86%) GitHub Actions
Communications & Networking
1 8 (6.90%) Peer-to-Peer Networking
2 1 (0.86%) Internet
2 1 (0.86%) Intranet
Database & Business Intelligence
1 65 (56.03%) Big Data
2 12 (10.34%) Relational Database
3 11 (9.48%) Data Lake
3 11 (9.48%) Hadoop
3 11 (9.48%) SQL Server
4 10 (8.62%) Tableau
5 9 (7.76%) Power BI
6 6 (5.17%) Data Warehouse
7 2 (1.72%) PostgreSQL
7 2 (1.72%) QlikView
8 1 (0.86%) Data Mining
8 1 (0.86%) GIS
8 1 (0.86%) Metadata
8 1 (0.86%) MSDE
8 1 (0.86%) Spatial Data
Development Applications
1 12 (10.34%) JIRA
2 11 (9.48%) ER Studio
2 11 (9.48%) ERwin
3 6 (5.17%) Jenkins
4 1 (0.86%) Bitbucket
General
1 41 (35.34%) Social Skills
2 37 (31.90%) Games
3 19 (16.38%) Presentation Skills
4 15 (12.93%) Advertising
5 12 (10.34%) Finance
6 10 (8.62%) Analytical Skills
7 8 (6.90%) Retail
8 7 (6.03%) Local Government
9 1 (0.86%) Law
9 1 (0.86%) Organisational Skills
Job Titles
1 37 (31.90%) Trainee
2 25 (21.55%) Developer
3 24 (20.69%) Senior Developer
4 23 (19.83%) Senior SharePoint Developer
4 23 (19.83%) SharePoint Developer
5 15 (12.93%) Data Engineer
5 15 (12.93%) Graduate
6 12 (10.34%) Consultant
6 12 (10.34%) Data Consultant
7 11 (9.48%) Analytics Consultant
7 11 (9.48%) Business Intelligence Consultant
7 11 (9.48%) Data Analytics Consultant
8 10 (8.62%) Senior Data Engineer
9 5 (4.31%) Analyst
10 4 (3.45%) Junior
10 4 (3.45%) Junior Consultant
11 3 (2.59%) Senior Consultant
12 2 (1.72%) Data Scientist
12 2 (1.72%) Senior Business Intelligence Consultant
12 2 (1.72%) Software Engineer
Libraries, Frameworks & Software Standards
1 40 (34.48%) Spring
2 26 (22.41%) React
3 15 (12.93%) Kafka
3 15 (12.93%) OLE
4 11 (9.48%) COM
5 3 (2.59%) Spring Boot
6 2 (1.72%) Express
7 1 (0.86%) AngularJS
7 1 (0.86%) Django
7 1 (0.86%) Flask
7 1 (0.86%) Pandas
7 1 (0.86%) REST
7 1 (0.86%) Vue.js
Miscellaneous
1 37 (31.90%) Algorithms
2 12 (10.34%) IoT
3 8 (6.90%) Driving Licence
3 8 (6.90%) Self-Motivation
4 7 (6.03%) e-Learning
5 1 (0.86%) Data Centre
5 1 (0.86%) NHS
5 1 (0.86%) PMI
5 1 (0.86%) Renewable Energy
5 1 (0.86%) Virtual Team
Operating Systems
1 1 (0.86%) Linux
Processes & Methodologies
1 116 (100.00%) Analytics
2 69 (59.48%) Agile
3 58 (50.00%) Data Architecture
4 53 (45.69%) Data Science
5 49 (42.24%) DevOps
6 44 (37.93%) Cybersecurity
7 43 (37.07%) Mentoring
8 40 (34.48%) Data Engineering
8 40 (34.48%) Machine Learning
9 37 (31.90%) Information Security
9 37 (31.90%) Security Management
9 37 (31.90%) SFIA
9 37 (31.90%) Threat Analysis
10 33 (28.45%) Visualisation
11 26 (22.41%) Data Pipeline
11 26 (22.41%) ETL
12 23 (19.83%) Change Control
12 23 (19.83%) DataOps
12 23 (19.83%) Migration
12 23 (19.83%) Problem-Solving
Programming Languages
1 70 (60.34%) Python
2 46 (39.66%) Java
3 30 (25.86%) SQL
4 26 (22.41%) R
5 23 (19.83%) PowerShell
5 23 (19.83%) TypeScript
6 1 (0.86%) Scala
Qualifications
1 30 (25.86%) Security Cleared
2 23 (19.83%) SC Cleared
3 19 (16.38%) Degree
4 2 (1.72%) Computer Science Degree
4 2 (1.72%) Master's Degree
5 1 (0.86%) PMI Certification
Quality Assurance & Compliance
1 45 (38.79%) QA
2 8 (6.90%) ISO 14001
2 8 (6.90%) ISO 9001
3 2 (1.72%) Data Quality
System Software
1 6 (5.17%) Docker
Systems Management
1 6 (5.17%) Kubernetes
Vendors
1 74 (63.79%) Microsoft
2 16 (13.79%) Databricks
3 8 (6.90%) Google
4 6 (5.17%) Oracle
5 2 (1.72%) Adobe
5 2 (1.72%) Salesforce.com
6 1 (0.86%) Apple
6 1 (0.86%) Splunk