Period
to 17 December 2018

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 17 December 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
Scotland > Glasgow
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 88 114 72
Rank change year-on-year +26 -42 +27
Permanent jobs citing Data Analysis 69 36 61
As % of all permanent IT jobs advertised in Glasgow 3.28% 1.60% 3.04%
As % of the Processes & Methodologies category 3.48% 1.72% 3.27%
Number of salaries quoted 46 21 32
Glasgow median annual salary £52,000 £42,500 £60,000
Median salary % change year-on-year +22.35% -29.17% +55.84%
Scotland median annual salary £40,000 £42,500 £47,500
% change year-on-year -5.88% -10.53% +18.75%

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 1,980 2,089 1,865
As % of all permanent IT jobs advertised in Glasgow 94.06% 92.64% 92.83%
Number of salaries quoted 1,415 1,360 1,042
Glasgow median annual salary £46,500 £47,500 £42,500
Median salary % change year-on-year -2.11% +11.76% -
10th Percentile £31,250 £31,363 £28,750
90th Percentile £65,000 £67,500 £60,000
Scotland median annual salary £45,000 £45,000 £44,500
% change year-on-year - +1.12% +4.71%

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 17 December 2018.

Salary histogram for Data Analysis in Glasgow

For the 6 months to 17 December 2018, 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 49 (71.01%) SQL
2 28 (40.58%) Data Warehouse
3 24 (34.78%) Analytical Skills
4 22 (31.88%) Microsoft Excel
5 21 (30.43%) Finance
6 19 (27.54%) Agile Software Development
7 18 (26.09%) Business Intelligence
8 17 (24.64%) Banking
8 17 (24.64%) SDLC
9 16 (23.19%) Stakeholder Management
10 15 (21.74%) Degree
10 15 (21.74%) Data Mining
10 15 (21.74%) Python
10 15 (21.74%) QA
10 15 (21.74%) Data Architecture
10 15 (21.74%) Analytics
10 15 (21.74%) Master Data Management
11 13 (18.84%) Technical Leadership
11 13 (18.84%) Risk Management
12 12 (17.39%) Windows
12 12 (17.39%) Big Data
13 11 (15.94%) Mentoring
13 11 (15.94%) ETL
13 11 (15.94%) Scrum
13 11 (15.94%) Investment Banking
14 10 (14.49%) Enterprise Architecture
14 10 (14.49%) Waterfall
15 9 (13.04%) Statistical Modelling
15 9 (13.04%) Test Automation
15 9 (13.04%) Algorithms

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 2 (2.90%) SAS
Applications
1 22 (31.88%) Microsoft Excel
2 7 (10.14%) Microsoft PowerPoint
3 6 (8.70%) Microsoft Office
Cloud Services
1 1 (1.45%) Amazon AWS
1 1 (1.45%) Amazon EC2
1 1 (1.45%) Cloud Computing
1 1 (1.45%) Google Cloud Platform
Database & Business Intelligence
1 28 (40.58%) Data Warehouse
2 15 (21.74%) Data Mining
3 12 (17.39%) Big Data
4 6 (8.70%) QlikView
4 6 (8.70%) SQL Server
5 5 (7.25%) Relational Database
6 4 (5.80%) DB2
6 4 (5.80%) Oracle Database
6 4 (5.80%) RDBMS
7 3 (4.35%) BusinessObjects
7 3 (4.35%) Oracle Database 10g
7 3 (4.35%) Oracle Database 11g
7 3 (4.35%) Power BI
7 3 (4.35%) SQL Server Integration Services
8 2 (2.90%) MySQL
8 2 (2.90%) Qlik Sense
8 2 (2.90%) SQL Server Analysis Services
8 2 (2.90%) SQL Server Reporting Services
9 1 (1.45%) Amazon Redshift
9 1 (1.45%) Enterprise Data Warehouse
Development Applications
1 5 (7.25%) JIRA
2 4 (5.80%) Eclipse
2 4 (5.80%) Subversion
3 3 (4.35%) ClearCase
3 3 (4.35%) Hudson
3 3 (4.35%) MagicDraw
3 3 (4.35%) Oracle Forms
4 2 (2.90%) Git (software)
5 1 (1.45%) IntelliJ
5 1 (1.45%) Maven
General
1 21 (30.43%) Finance
2 17 (24.64%) Banking
3 11 (15.94%) Investment Banking
4 8 (11.59%) Law
5 5 (7.25%) Corporate Banking
6 2 (2.90%) Billing
7 1 (1.45%) Legal
7 1 (1.45%) Marketing
7 1 (1.45%) Multimedia
Job Titles
1 31 (44.93%) Analyst
2 19 (27.54%) Data Analyst
3 10 (14.49%) Architect
3 10 (14.49%) Data Architect
3 10 (14.49%) Solutions Architect
4 8 (11.59%) Data Scientist
5 6 (8.70%) Test Analyst
6 5 (7.25%) SQL Analyst
7 4 (5.80%) Team Leader
8 3 (4.35%) Business Analyst
8 3 (4.35%) Java Engineer
8 3 (4.35%) Java Software Engineer
8 3 (4.35%) Senior Analyst
8 3 (4.35%) Software Engineer
9 2 (2.90%) Automation Test Analyst
9 2 (2.90%) Consultant
9 2 (2.90%) Data Business Analyst
9 2 (2.90%) Developer
9 2 (2.90%) IT Manager
9 2 (2.90%) Strategy Analyst
Libraries, Frameworks & Software Standards
1 5 (7.25%) Spring
2 4 (5.80%) Hibernate
2 4 (5.80%) J2EE
3 3 (4.35%) Web Services
4 2 (2.90%) XML
5 1 (1.45%) .NET
5 1 (1.45%) .NET Framework
5 1 (1.45%) Ajax
5 1 (1.45%) ASP.NET
5 1 (1.45%) CSS
5 1 (1.45%) CSS3
5 1 (1.45%) EJB
5 1 (1.45%) HTML
5 1 (1.45%) Java EE
5 1 (1.45%) JSON
5 1 (1.45%) JSP
5 1 (1.45%) Middleware
5 1 (1.45%) REST
5 1 (1.45%) Servlets
5 1 (1.45%) XSL
Miscellaneous
1 24 (34.78%) Analytical Skills
2 9 (13.04%) Algorithms
3 4 (5.80%) Greenfield Project
4 3 (4.35%) Data Centre
5 2 (2.90%) Management Information System
6 1 (1.45%) Client/Server
6 1 (1.45%) Fintech
6 1 (1.45%) Mobile App
6 1 (1.45%) User Experience
6 1 (1.45%) Video\Live Streaming
Operating Systems
1 12 (17.39%) Windows
2 1 (1.45%) Apple iOS
2 1 (1.45%) Linux
2 1 (1.45%) Unix
Processes & Methodologies
1 19 (27.54%) Agile Software Development
2 18 (26.09%) Business Intelligence
3 17 (24.64%) SDLC
4 16 (23.19%) Stakeholder Management
5 15 (21.74%) Analytics
5 15 (21.74%) Data Architecture
5 15 (21.74%) Master Data Management
6 13 (18.84%) Risk Management
6 13 (18.84%) Technical Leadership
7 11 (15.94%) ETL
7 11 (15.94%) Mentoring
7 11 (15.94%) Scrum
8 10 (14.49%) Enterprise Architecture
8 10 (14.49%) Waterfall
9 9 (13.04%) Change Management
9 9 (13.04%) Data Transformation
9 9 (13.04%) Problem-Solving
9 9 (13.04%) Statistical Modelling
9 9 (13.04%) System Integration Testing
9 9 (13.04%) Test Automation
Programming Languages
1 49 (71.01%) SQL
2 15 (21.74%) Python
3 7 (10.14%) Java
3 7 (10.14%) R
4 5 (7.25%) PL/SQL
5 3 (4.35%) VBA
6 2 (2.90%) C#
6 2 (2.90%) JavaScript
7 1 (1.45%) Apple Swift
7 1 (1.45%) Objective-C
7 1 (1.45%) Scala
7 1 (1.45%) SOQL
7 1 (1.45%) T-SQL
7 1 (1.45%) VB
Qualifications
1 15 (21.74%) Degree
2 4 (5.80%) ISTQB
2 4 (5.80%) ISTQB Foundation Certification
3 2 (2.90%) ITIL Certification
3 2 (2.90%) ITIL Foundation Certificate
4 1 (1.45%) PhD
Quality Assurance & Compliance
1 15 (21.74%) QA
2 6 (8.70%) Data Quality
Vendors
1 8 (11.59%) Microsoft
2 7 (10.14%) Oracle
2 7 (10.14%) Tableau
3 6 (8.70%) Cognizant
4 5 (7.25%) CA
4 5 (7.25%) CA Agile Central
4 5 (7.25%) SAP
5 3 (4.35%) Teradata
6 2 (2.90%) Alteryx
6 2 (2.90%) MicroStrategy
7 1 (1.45%) Apple
7 1 (1.45%) Salesforce.com
7 1 (1.45%) Verint