Period
to 22 October 2018

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

Data Analytics
Scotland > Glasgow
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 138 134 123
Rank change year-on-year -4 -11 -10
Permanent jobs citing Data Analytics 18 17 25
As % of all permanent IT jobs advertised in Glasgow 0.82% 0.76% 1.11%
As % of the Processes & Methodologies category 0.87% 0.82% 1.18%
Number of salaries quoted 13 6 19
Glasgow median annual salary £47,500 £35,750 £52,500
Median salary % change year-on-year +32.87% -31.90% +10.53%
10th Percentile £33,250 £34,375 £32,000
90th Percentile £70,000 £51,250 £93,250
Scotland median annual salary £55,000 £40,000 £52,500
% change year-on-year +37.50% -23.81% -4.55%

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 2,068 2,074 2,126
As % of all permanent IT jobs advertised in Glasgow 94.34% 92.26% 94.32%
Number of salaries quoted 1,519 1,344 1,122
Glasgow median annual salary £47,500 £46,375 £42,500
Median salary % change year-on-year +2.43% +9.12% -
10th Percentile £31,250 £31,250 £27,750
90th Percentile £65,000 £67,500 £60,000
Scotland median annual salary £45,500 £44,000 £44,000
% change year-on-year +3.41% - +3.53%

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 October 2018.

Salary histogram for Data Analytics in Glasgow

For the 6 months to 22 October 2018, 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 18 (100.00%) Analytics
2 11 (61.11%) Agile Software Development
3 9 (50.00%) Java
4 8 (44.44%) Python
4 8 (44.44%) Apache Cassandra
5 7 (38.89%) Test Automation
5 7 (38.89%) Mentoring
5 7 (38.89%) Software Engineering
6 6 (33.33%) SQL
6 6 (33.33%) Business Intelligence
6 6 (33.33%) Apache Spark
7 5 (27.78%) SQL Server
8 4 (22.22%) Microsoft
9 3 (16.67%) T-SQL
9 3 (16.67%) SOA
9 3 (16.67%) Data Mining
9 3 (16.67%) Artificial Intelligence
9 3 (16.67%) SQL Server Integration Services
9 3 (16.67%) SQL Server Analysis Services
9 3 (16.67%) Waterfall
9 3 (16.67%) Machine Learning
9 3 (16.67%) Big Data
9 3 (16.67%) Statistical Modelling
9 3 (16.67%) Power BI
10 2 (11.11%) SQL Server 2014
10 2 (11.11%) Analytical Skills
10 2 (11.11%) Microservices
10 2 (11.11%) Data Engineering
10 2 (11.11%) Data Lake
10 2 (11.11%) Fraud Detection

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 6 (33.33%) Apache Spark
2 1 (5.56%) SAS
Applications
1 1 (5.56%) Microsoft Excel
1 1 (5.56%) Microsoft Office
1 1 (5.56%) MS Visio
Cloud Services
1 2 (11.11%) Amazon AWS
1 2 (11.11%) Azure Data Factory
1 2 (11.11%) Microsoft Azure
1 2 (11.11%) PaaS
Database & Business Intelligence
1 8 (44.44%) Apache Cassandra
2 5 (27.78%) SQL Server
3 3 (16.67%) Big Data
3 3 (16.67%) Data Mining
3 3 (16.67%) Power BI
3 3 (16.67%) SQL Server Analysis Services
3 3 (16.67%) SQL Server Integration Services
4 2 (11.11%) Azure SQL Data Warehouse
4 2 (11.11%) Azure SQL Database
4 2 (11.11%) BusinessObjects
4 2 (11.11%) Data Lake
4 2 (11.11%) MongoDB
4 2 (11.11%) Relational Database
4 2 (11.11%) SQL Server 2014
4 2 (11.11%) SQL Server Reporting Services
5 1 (5.56%) Data Warehouse
5 1 (5.56%) NoSQL
5 1 (5.56%) Qlik Sense
5 1 (5.56%) QlikView
5 1 (5.56%) RDBMS
General
1 2 (11.11%) Advertising
1 2 (11.11%) Banking
1 2 (11.11%) Investment Banking
1 2 (11.11%) Law
2 1 (5.56%) Back Office
2 1 (5.56%) Finance
2 1 (5.56%) Local Government
2 1 (5.56%) Marketing
Job Titles
1 7 (38.89%) Technical Leader
2 6 (33.33%) Development Manager
2 6 (33.33%) Technical Development Manager
2 6 (33.33%) Technical Manager
3 3 (16.67%) Analyst
4 2 (11.11%) Data Analyst
4 2 (11.11%) Data Engineer
4 2 (11.11%) Designer
4 2 (11.11%) Solutions Designer
5 1 (5.56%) Agile Business Analyst
5 1 (5.56%) Business Intelligence Data Analyst
5 1 (5.56%) Business Intelligence Lead
5 1 (5.56%) Consultant
5 1 (5.56%) Data Scientist
5 1 (5.56%) Problem Manager
5 1 (5.56%) Senior Analyst
5 1 (5.56%) Senior Data Analyst
5 1 (5.56%) Senior Manager
5 1 (5.56%) Senior Problem Manager
5 1 (5.56%) Solutions Architect
Libraries, Frameworks & Software Standards
1 2 (11.11%) .NET
1 2 (11.11%) .NET Framework
1 2 (11.11%) J2EE
2 1 (5.56%) CGI
2 1 (5.56%) Middleware
2 1 (5.56%) Natural Language Processing
2 1 (5.56%) NumPy
2 1 (5.56%) Pandas
2 1 (5.56%) scikit-learn
2 1 (5.56%) SciPy
Miscellaneous
1 2 (11.11%) Analytical Skills
2 1 (5.56%) Algorithms
2 1 (5.56%) Computer Science
2 1 (5.56%) Fintech
2 1 (5.56%) Management Information System
2 1 (5.56%) Virtual Team
Processes & Methodologies
1 18 (100.00%) Analytics
2 11 (61.11%) Agile Software Development
3 7 (38.89%) Mentoring
3 7 (38.89%) Software Engineering
3 7 (38.89%) Test Automation
4 6 (33.33%) Business Intelligence
5 3 (16.67%) Artificial Intelligence
5 3 (16.67%) Machine Learning
5 3 (16.67%) SOA
5 3 (16.67%) Statistical Modelling
5 3 (16.67%) Waterfall
6 2 (11.11%) Big Data Analytics
6 2 (11.11%) Biometrics
6 2 (11.11%) Data Analysis
6 2 (11.11%) Data Engineering
6 2 (11.11%) ETL
6 2 (11.11%) Microservices
6 2 (11.11%) Risk Management
6 2 (11.11%) Stakeholder Management
6 2 (11.11%) Wealth Management
Programming Languages
1 9 (50.00%) Java
2 8 (44.44%) Python
3 6 (33.33%) SQL
4 3 (16.67%) T-SQL
5 1 (5.56%) C
5 1 (5.56%) R
Qualifications
1 2 (11.11%) Degree
2 1 (5.56%) ITIL Certification
2 1 (5.56%) MCP
2 1 (5.56%) Microsoft Certification
2 1 (5.56%) PhD
Quality Assurance & Compliance
1 1 (5.56%) QA
Vendors
1 4 (22.22%) Microsoft
2 2 (11.11%) Oracle