Period
to 22 November 2017

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 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
Scotland > Glasgow
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 121 113 115
Rank change year-on-year -8 +2 +38
Permanent jobs citing Data Analytics 29 27 41
As % of all permanent IT jobs advertised in Glasgow 1.25% 1.25% 1.60%
As % of the Processes & Methodologies category 1.36% 1.34% 1.76%
Number of salaries quoted 16 18 38
Glasgow median annual salary £51,250 £50,000 £53,750
Median salary % change year-on-year +2.50% -6.98% +58.09%
10th Percentile £34,375 £31,500 £34,900
90th Percentile £62,000 £93,625 £65,250
Scotland median annual salary £42,500 £46,500 £56,500
% change year-on-year -8.60% -17.70% +13.00%

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 2126 2008 2330
As % of all permanent IT jobs advertised in Glasgow 91.96% 92.71% 91.12%
Number of salaries quoted 1368 1087 1484
Glasgow median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £31,500 £28,750 £28,750
90th Percentile £67,500 £60,000 £60,500
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

Data Analytics
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Analytics in Glasgow

Data Analytics
Salary Trend in Glasgow

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

Salary trend for Data Analytics in Glasgow

Data Analytics
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Analytics in Glasgow over the 6 months to 22 November 2017.

Salary histogram for Data Analytics in Glasgow

For the 6 months to 22 November 2017, IT jobs citing Data Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Glasgow region with a requirement for Data Analytics.

1 29 (100.00%) Analytics
2 20 (68.97%) Business Intelligence
3 18 (62.07%) Agile Software Development
4 11 (37.93%) SQL
5 10 (34.48%) Scrum
6 9 (31.03%) Big Data
6 9 (31.03%) Qlik Sense
7 8 (27.59%) User Stories
7 8 (27.59%) Microsoft Office
7 8 (27.59%) Microsoft
7 8 (27.59%) Use Case
8 7 (24.14%) User Acceptance Testing
8 7 (24.14%) QA
8 7 (24.14%) Data Warehouse
8 7 (24.14%) .NET
9 6 (20.69%) Finance
9 6 (20.69%) Java
9 6 (20.69%) Python
9 6 (20.69%) MS Visio
9 6 (20.69%) ETL
9 6 (20.69%) Degree
9 6 (20.69%) Time Management
9 6 (20.69%) Big Data Analytics
9 6 (20.69%) Robotic Process Automation
10 5 (17.24%) Microservices
10 5 (17.24%) R
10 5 (17.24%) Microsoft Azure
10 5 (17.24%) SOA
10 5 (17.24%) Oracle
11 4 (13.79%) Stakeholder Management

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 2 (6.90%) Confluence
1 2 (6.90%) Oracle SOA Suite
1 2 (6.90%) SAS
2 1 (3.45%) Apache Spark
2 1 (3.45%) JBoss
Applications
1 8 (27.59%) Microsoft Office
2 6 (20.69%) MS Visio
3 2 (6.90%) Microsoft Excel
4 1 (3.45%) Microsoft PowerPoint
Cloud Services
1 5 (17.24%) Microsoft Azure
2 4 (13.79%) Amazon AWS
3 2 (6.90%) Amazon SQS
3 2 (6.90%) Azure Data Factory
3 2 (6.90%) Google Cloud Platform
3 2 (6.90%) PaaS
4 1 (3.45%) Cloud Computing
4 1 (3.45%) Office 365
Communications & Networking
1 2 (6.90%) HTTP
2 1 (3.45%) Internet
Database & Business Intelligence
1 9 (31.03%) Big Data
1 9 (31.03%) Qlik Sense
2 7 (24.14%) Data Warehouse
3 4 (13.79%) Apache Cassandra
3 4 (13.79%) QlikView
4 3 (10.34%) GIS
4 3 (10.34%) MongoDB
4 3 (10.34%) Power BI
4 3 (10.34%) Relational Database
4 3 (10.34%) Snowflake Schema
4 3 (10.34%) Star Schema
5 2 (6.90%) CouchDB
5 2 (6.90%) Data Lake
5 2 (6.90%) DocumentDB
5 2 (6.90%) Hadoop
5 2 (6.90%) NoSQL
5 2 (6.90%) SQL Server
6 1 (3.45%) PostgreSQL
6 1 (3.45%) Spotfire
6 1 (3.45%) SQL Server Integration Services
Development Applications
1 3 (10.34%) JIRA
2 2 (6.90%) Git (software)
2 2 (6.90%) Team Foundation Server
General
1 6 (20.69%) Finance
2 4 (13.79%) Banking
3 2 (6.90%) Advertising
4 1 (3.45%) Front Office
4 1 (3.45%) Games
Job Titles
1 7 (24.14%) Analyst
2 6 (20.69%) Agile Business Analyst
2 6 (20.69%) Business Analyst
3 5 (17.24%) Developer
4 3 (10.34%) Architect
4 3 (10.34%) Data Architect
4 3 (10.34%) Data Engineer
4 3 (10.34%) Designer
4 3 (10.34%) Solutions Designer
5 2 (6.90%) .NET Software Developer
5 2 (6.90%) Data Scientist
5 2 (6.90%) Finance Business Analyst
5 2 (6.90%) Financial Analyst
5 2 (6.90%) Financial Business Analyst
5 2 (6.90%) Financial Services Business Analyst
5 2 (6.90%) Product Owner
5 2 (6.90%) Senior .NET Developer
5 2 (6.90%) Senior .NET Software Developer
5 2 (6.90%) Senior Developer
5 2 (6.90%) Software Analyst
Libraries, Frameworks & Software Standards
1 7 (24.14%) .NET
2 4 (13.79%) J2EE
3 3 (10.34%) Web Services
4 2 (6.90%) .NET Framework
4 2 (6.90%) Akka
4 2 (6.90%) ASP.NET
4 2 (6.90%) ASP.NET Web API
4 2 (6.90%) Entity Framework
4 2 (6.90%) RabbitMQ
4 2 (6.90%) REST
4 2 (6.90%) WCF
5 1 (3.45%) AngularJS
5 1 (3.45%) Hibernate
5 1 (3.45%) HTML
5 1 (3.45%) Middleware
5 1 (3.45%) Node.js
5 1 (3.45%) Spring
Miscellaneous
1 4 (13.79%) Analytical Skills
1 4 (13.79%) Greenfield Project
2 2 (6.90%) Algorithms
2 2 (6.90%) Computer Science
2 2 (6.90%) Management Information System
3 1 (3.45%) Data Structures
3 1 (3.45%) e-Learning
3 1 (3.45%) FMCG
3 1 (3.45%) Internet of Things
3 1 (3.45%) SCORM
Operating Systems
1 1 (3.45%) Windows
1 1 (3.45%) Windows 10
1 1 (3.45%) Windows 7
1 1 (3.45%) Windows Server
1 1 (3.45%) Windows Server 2008
Processes & Methodologies
1 29 (100.00%) Analytics
2 20 (68.97%) Business Intelligence
3 18 (62.07%) Agile Software Development
4 10 (34.48%) Scrum
5 8 (27.59%) Use Case
5 8 (27.59%) User Stories
6 7 (24.14%) User Acceptance Testing
7 6 (20.69%) Big Data Analytics
7 6 (20.69%) ETL
7 6 (20.69%) Robotic Process Automation
7 6 (20.69%) Time Management
8 5 (17.24%) Microservices
8 5 (17.24%) SOA
9 4 (13.79%) Data Modelling
9 4 (13.79%) Information Security
9 4 (13.79%) Stakeholder Management
10 3 (10.34%) Continuous Integration
10 3 (10.34%) Data Architecture
10 3 (10.34%) Data Integration
10 3 (10.34%) Visualisation
Programming Languages
1 11 (37.93%) SQL
2 6 (20.69%) Java
2 6 (20.69%) Python
3 5 (17.24%) R
4 2 (6.90%) C#
5 1 (3.45%) Jython
5 1 (3.45%) MATLAB
5 1 (3.45%) PL/SQL
Qualifications
1 6 (20.69%) Degree
2 1 (3.45%) PhD
Quality Assurance & Compliance
1 7 (24.14%) QA
2 2 (6.90%) Data Quality
System Software
1 1 (3.45%) Active Directory
1 1 (3.45%) HDFS
Vendors
1 8 (27.59%) Microsoft
2 5 (17.24%) Oracle
3 2 (6.90%) Google
4 1 (3.45%) Cognos
4 1 (3.45%) Tableau
4 1 (3.45%) TIBCO