Period
to 19 June 2019

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 19 June 2019 with a comparison to the same period in the previous 2 years.

Data Analysis
Scotland > Glasgow
6 months to
19 Jun 2019
Same period 2018 Same period 2017
Rank 87 85 89
Rank change year-on-year -2 +4 -2
Permanent jobs citing Data Analysis 50 86 52
As % of all permanent IT jobs advertised in Glasgow 2.70% 3.58% 2.46%
As % of the Processes & Methodologies category 2.87% 3.76% 2.63%
Number of salaries quoted 29 39 14
Glasgow median annual salary £46,500 £44,000 £43,000
Median salary % change year-on-year +5.68% +2.33% -21.82%
10th Percentile £31,250 £29,950 £31,000
90th Percentile £76,150 £70,000 £65,825
Scotland median annual salary £38,500 £42,500 £45,000
% change year-on-year -9.41% -5.56% -14.29%

Data Analysis 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 1,743 2,289 1,977
As % of all permanent IT jobs advertised in Glasgow 94.17% 95.22% 93.43%
Number of salaries quoted 1,228 1,670 1,226
Glasgow median annual salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.56% +5.88%
10th Percentile £31,250 £31,250 £29,750
90th Percentile £67,500 £70,000 £68,750
Scotland median annual salary £45,000 £45,000 £45,000

Data Analysis
Job Vacancy Trend in Glasgow

Job postings citing Data Analysis as a percentage of all IT jobs advertised in Glasgow.

Job vacancy trend for Data Analysis in Glasgow

Data Analysis
Salary Trend in Glasgow

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Analysis in Glasgow.

Salary trend for Data Analysis in Glasgow

Data Analysis
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Analysis in Glasgow over the 6 months to 19 June 2019.

Salary histogram for Data Analysis in Glasgow

For the 6 months to 19 June 2019, IT jobs citing Data Analysis 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 Analysis.

1 34 (68.00%) SQL
2 18 (36.00%) Problem-Solving
3 16 (32.00%) SQL Server
4 15 (30.00%) Analytics
5 13 (26.00%) ETL
6 12 (24.00%) Python
6 12 (24.00%) Data Modelling
6 12 (24.00%) Finance
6 12 (24.00%) Master Data Management
6 12 (24.00%) Analytical Skills
7 11 (22.00%) Microsoft Azure
7 11 (22.00%) SQL Server Integration Services
8 10 (20.00%) Big Data
9 9 (18.00%) Machine Learning
9 9 (18.00%) Performance Tuning
9 9 (18.00%) Azure SQL Database
9 9 (18.00%) SQL Server 2017
9 9 (18.00%) Business Intelligence
9 9 (18.00%) T-SQL
10 8 (16.00%) Algorithms
11 7 (14.00%) Data Science
11 7 (14.00%) R
11 7 (14.00%) Data Quality
11 7 (14.00%) Data Mining
12 6 (12.00%) Data Warehouse
12 6 (12.00%) Marketing
12 6 (12.00%) Data Transformation
12 6 (12.00%) Visualisation
12 6 (12.00%) User Experience
12 6 (12.00%) Anomaly Detection

Data Analysis
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 4 (8.00%) Apache Spark
2 1 (2.00%) CMS
Applications
1 3 (6.00%) Microsoft Excel
1 3 (6.00%) Microsoft PowerPoint
1 3 (6.00%) MS Visio
2 2 (4.00%) Microsoft Office
Business Applications
1 1 (2.00%) Actimize
Cloud Services
1 11 (22.00%) Microsoft Azure
2 4 (8.00%) Amazon AWS
3 3 (6.00%) Amazon EC2
3 3 (6.00%) Amazon S3
3 3 (6.00%) AWS Lambda
3 3 (6.00%) Serverless
4 1 (2.00%) AdWords
4 1 (2.00%) Cloud Computing
4 1 (2.00%) GitHub
4 1 (2.00%) Google Analytics
Database & Business Intelligence
1 16 (32.00%) SQL Server
2 11 (22.00%) SQL Server Integration Services
3 10 (20.00%) Big Data
4 9 (18.00%) Azure SQL Database
4 9 (18.00%) SQL Server 2017
5 7 (14.00%) Data Mining
6 6 (12.00%) Data Warehouse
7 4 (8.00%) Hadoop
7 4 (8.00%) NoSQL
8 3 (6.00%) Amazon RDS
8 3 (6.00%) MongoDB
8 3 (6.00%) QlikView
9 2 (4.00%) MySQL
9 2 (4.00%) OLAP
9 2 (4.00%) OLTP
9 2 (4.00%) Oracle Database
9 2 (4.00%) Oracle OLAP
9 2 (4.00%) Relational Database
9 2 (4.00%) SQL Server Analysis Services
9 2 (4.00%) SQL Server Reporting Services
Development Applications
1 5 (10.00%) Git (software)
2 2 (4.00%) Sourcetree
2 2 (4.00%) Team Foundation Server
3 1 (2.00%) Eclipse
3 1 (2.00%) IntelliJ
3 1 (2.00%) Jenkins
3 1 (2.00%) JIRA
3 1 (2.00%) NUnit
3 1 (2.00%) Subversion
General
1 12 (24.00%) Finance
2 6 (12.00%) Marketing
3 5 (10.00%) Banking
4 2 (4.00%) Multimedia
5 1 (2.00%) Corporate Banking
Job Titles
1 16 (32.00%) Analyst
2 12 (24.00%) Data Engineer
3 8 (16.00%) Business Analyst
3 8 (16.00%) Developer
4 6 (12.00%) Senior Analyst
5 5 (10.00%) Data Analyst
5 5 (10.00%) Data Scientist
6 4 (8.00%) Senior Business Analyst
7 3 (6.00%) Data Quality Analyst
7 3 (6.00%) Quality Analyst
8 2 (4.00%) Consultant
8 2 (4.00%) iOS Developer
8 2 (4.00%) Oracle Developer
9 1 (2.00%) Data Manager
9 1 (2.00%) Designer
9 1 (2.00%) Digital Marketing Executive
9 1 (2.00%) ETL Developer
9 1 (2.00%) Infrastructure Architect
9 1 (2.00%) IT Support
9 1 (2.00%) Marketing Executive
Libraries, Frameworks & Software Standards
1 4 (8.00%) REST
2 3 (6.00%) Middleware
2 3 (6.00%) PySpark
3 2 (4.00%) Apache Cordova
3 2 (4.00%) Core Data
3 2 (4.00%) JSON
3 2 (4.00%) Kafka
3 2 (4.00%) SOAP
3 2 (4.00%) Web Services
4 1 (2.00%) AngularJS
4 1 (2.00%) ASP.NET MVC
4 1 (2.00%) CSS3
4 1 (2.00%) Hibernate
4 1 (2.00%) HTML5
4 1 (2.00%) Natural Language Processing
4 1 (2.00%) Pandas
4 1 (2.00%) React
4 1 (2.00%) Redux
4 1 (2.00%) Spring
4 1 (2.00%) XML
Miscellaneous
1 12 (24.00%) Analytical Skills
2 8 (16.00%) Algorithms
3 6 (12.00%) User Experience
4 3 (6.00%) Digital Media
5 2 (4.00%) Data Centre
5 2 (4.00%) Management Information System
5 2 (4.00%) Mobile App
5 2 (4.00%) Video\Live Streaming
6 1 (2.00%) Data Structures
6 1 (2.00%) Freedom of Information
6 1 (2.00%) Hybrid Cloud
6 1 (2.00%) Renewable Energy
6 1 (2.00%) SCADA
6 1 (2.00%) Virtual Team
Operating Systems
1 5 (10.00%) Apple iOS
2 3 (6.00%) Android
3 2 (4.00%) Unix
4 1 (2.00%) Linux
4 1 (2.00%) Windows
Processes & Methodologies
1 18 (36.00%) Problem-Solving
2 15 (30.00%) Analytics
3 13 (26.00%) ETL
4 12 (24.00%) Data Modelling
4 12 (24.00%) Master Data Management
5 9 (18.00%) Business Intelligence
5 9 (18.00%) Machine Learning
5 9 (18.00%) Performance Tuning
6 7 (14.00%) Data Science
7 6 (12.00%) Anomaly Detection
7 6 (12.00%) Data Transformation
7 6 (12.00%) Visualisation
8 5 (10.00%) Collaborative Working
8 5 (10.00%) Predictive Modelling
8 5 (10.00%) Quantitative Analysis
8 5 (10.00%) Statistical Modelling
9 4 (8.00%) Anti-Money Laundering
9 4 (8.00%) Continuous Integration
9 4 (8.00%) Data Privacy
9 4 (8.00%) Decision-Making
Programming Languages
1 34 (68.00%) SQL
2 12 (24.00%) Python
3 9 (18.00%) T-SQL
4 7 (14.00%) R
5 5 (10.00%) PL/SQL
6 4 (8.00%) C#
6 4 (8.00%) Java
6 4 (8.00%) JavaScript
7 3 (6.00%) Bash Shell
7 3 (6.00%) Scala
7 3 (6.00%) Shell Script
8 2 (4.00%) Apple Swift
8 2 (4.00%) Objective-C
9 1 (2.00%) C
9 1 (2.00%) HiveQL
9 1 (2.00%) TypeScript
9 1 (2.00%) VBA
Qualifications
1 5 (10.00%) Degree
2 3 (6.00%) Computer Science Degree
2 3 (6.00%) HND
3 2 (4.00%) MCAD
3 2 (4.00%) MCSD
3 2 (4.00%) MCTS
3 2 (4.00%) Microsoft Certification
4 1 (2.00%) MBA
Quality Assurance & Compliance
1 7 (14.00%) Data Quality
2 5 (10.00%) QA
Vendors
1 5 (10.00%) Microsoft
1 5 (10.00%) Oracle
2 4 (8.00%) Tableau
3 3 (6.00%) Roku
3 3 (6.00%) Virgin Media
4 2 (4.00%) Apple
4 2 (4.00%) Informatica
5 1 (2.00%) Facebook
5 1 (2.00%) Google