Period
to 11 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Management over the 6 months to 11 December 2018 with a comparison to the same period in the previous 2 years.

Data Management
Scotland > Glasgow
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 135 117 89
Rank change year-on-year -18 -28 +5
Permanent jobs citing Data Management 21 32 45
As % of all permanent IT jobs advertised in Glasgow 0.99% 1.39% 2.19%
As % of the Processes & Methodologies category 1.06% 1.49% 2.35%
Number of salaries quoted 16 17 32
Glasgow median annual salary £55,500 £50,000 £57,500
Median salary % change year-on-year +11.00% -13.04% +21.05%
10th Percentile £34,250 £39,450 £28,350
90th Percentile £75,000 £59,500 £60,000
Scotland median annual salary £55,000 £42,500 £60,000
% change year-on-year +29.41% -29.17% +26.32%

Data Management 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 1,988 2,141 1,912
As % of all permanent IT jobs advertised in Glasgow 94.08% 92.68% 93.13%
Number of salaries quoted 1,425 1,381 1,059
Glasgow median annual salary £46,500 £47,500 £42,500
Median salary % change year-on-year -2.11% +11.76% -
10th Percentile £31,100 £31,250 £28,750
90th Percentile £65,000 £67,500 £60,000
Scotland median annual salary £45,000 £44,603 £44,500
% change year-on-year +0.89% +0.23% +4.71%

Data Management
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Management in Glasgow

Data Management
Salary Trend in Glasgow

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

Salary trend for Data Management in Glasgow

Data Management
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Management in Glasgow over the 6 months to 11 December 2018.

Salary histogram for Data Management in Glasgow

For the 6 months to 11 December 2018, IT jobs citing Data Management 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 Management.

1 9 (42.86%) SQL
1 9 (42.86%) Data Warehouse
1 9 (42.86%) Analytics
2 8 (38.10%) Finance
3 7 (33.33%) Agile Software Development
3 7 (33.33%) Data Analysis
3 7 (33.33%) Tableau
4 6 (28.57%) QlikView
4 6 (28.57%) Stakeholder Management
4 6 (28.57%) Business Intelligence
5 5 (23.81%) Microsoft
5 5 (23.81%) Data Visualisation
5 5 (23.81%) Visualisation
5 5 (23.81%) Power BI
5 5 (23.81%) Data Quality
6 4 (19.05%) Big Data
6 4 (19.05%) Data Governance
6 4 (19.05%) Analytical Skills
6 4 (19.05%) Microsoft Azure
6 4 (19.05%) Data Architecture
6 4 (19.05%) Data Protection
6 4 (19.05%) Retail
6 4 (19.05%) Data Modelling
6 4 (19.05%) Microsoft Excel
6 4 (19.05%) MySQL
7 3 (14.29%) Oracle
7 3 (14.29%) SQL Server
7 3 (14.29%) T-SQL
7 3 (14.29%) VBA
7 3 (14.29%) Python

Data Management
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 (9.52%) SAS
2 1 (4.76%) Apache Solr
2 1 (4.76%) Apache Spark
Applications
1 4 (19.05%) Microsoft Excel
2 1 (4.76%) Microsoft Office
2 1 (4.76%) Microsoft PowerPoint
Cloud Services
1 4 (19.05%) Microsoft Azure
2 1 (4.76%) Amazon AWS
2 1 (4.76%) AWS Lambda
2 1 (4.76%) FinancialForce
2 1 (4.76%) Google Cloud Platform
2 1 (4.76%) Serverless
Communications & Networking
1 1 (4.76%) SMS
Database & Business Intelligence
1 9 (42.86%) Data Warehouse
2 6 (28.57%) QlikView
3 5 (23.81%) Power BI
4 4 (19.05%) Big Data
4 4 (19.05%) MySQL
5 3 (14.29%) Azure SQL Data Warehouse
5 3 (14.29%) BusinessObjects
5 3 (14.29%) Data Mining
5 3 (14.29%) SQL Server
6 2 (9.52%) Enterprise Data Warehouse
6 2 (9.52%) SQL Server Analysis Services
7 1 (4.76%) Apache Cassandra
7 1 (4.76%) Apache Hive
7 1 (4.76%) Hadoop
7 1 (4.76%) HBase
7 1 (4.76%) Impala
7 1 (4.76%) MongoDB
7 1 (4.76%) Oracle Database
7 1 (4.76%) PostgreSQL
Development Applications
1 2 (9.52%) ERwin
1 2 (9.52%) Oracle Forms
General
1 8 (38.10%) Finance
2 4 (19.05%) Retail
3 3 (14.29%) Banking
3 3 (14.29%) Investment Banking
3 3 (14.29%) Law
4 1 (4.76%) Advertising
4 1 (4.76%) Billing
Job Titles
1 5 (23.81%) Analyst
1 5 (23.81%) Data Analyst
2 3 (14.29%) Architect
2 3 (14.29%) Data Architect
2 3 (14.29%) Head of Analytics
2 3 (14.29%) Head of Data Analytics
3 2 (9.52%) Data Manager
4 1 (4.76%) Administrator
4 1 (4.76%) Big Data Engineer
4 1 (4.76%) Data Engineer
4 1 (4.76%) Data Quality Manager
4 1 (4.76%) Data Scientist
4 1 (4.76%) Designer
4 1 (4.76%) Performance Engineer
4 1 (4.76%) Performance Test Engineer
4 1 (4.76%) PMO Administrator
4 1 (4.76%) Quality Manager
4 1 (4.76%) SAS Consultant
4 1 (4.76%) Senior Analyst
4 1 (4.76%) Solutions Designer
Libraries, Frameworks & Software Standards
1 1 (4.76%) Node.js
1 1 (4.76%) Swagger
Miscellaneous
1 4 (19.05%) Analytical Skills
2 3 (14.29%) Greenfield Project
3 1 (4.76%) Data Structures
3 1 (4.76%) Enterprise Software
3 1 (4.76%) Management Information System
3 1 (4.76%) Reference Data
3 1 (4.76%) Self-Motivation
3 1 (4.76%) Taxonomies
3 1 (4.76%) Virtual Team
Operating Systems
1 1 (4.76%) Unix
Processes & Methodologies
1 9 (42.86%) Analytics
2 7 (33.33%) Agile Software Development
2 7 (33.33%) Data Analysis
3 6 (28.57%) Business Intelligence
3 6 (28.57%) Stakeholder Management
4 5 (23.81%) Data Visualisation
4 5 (23.81%) Visualisation
5 4 (19.05%) Data Architecture
5 4 (19.05%) Data Governance
5 4 (19.05%) Data Modelling
5 4 (19.05%) Data Protection
6 3 (14.29%) Data Security
6 3 (14.29%) Master Data Management
6 3 (14.29%) Migration
6 3 (14.29%) Performance Management
6 3 (14.29%) Risk Management
6 3 (14.29%) Stakeholder Engagement
6 3 (14.29%) Wealth Management
6 3 (14.29%) Workshop Facilitation
7 2 (9.52%) Collaborative Working
Programming Languages
1 9 (42.86%) SQL
2 3 (14.29%) Python
2 3 (14.29%) T-SQL
2 3 (14.29%) VBA
3 2 (9.52%) Java
3 2 (9.52%) PL/SQL
3 2 (9.52%) SOQL
4 1 (4.76%) JavaScript
4 1 (4.76%) R
4 1 (4.76%) Scala
4 1 (4.76%) Shell Script
Qualifications
1 2 (9.52%) Degree
Quality Assurance & Compliance
1 5 (23.81%) Data Quality
2 3 (14.29%) QA
3 1 (4.76%) GDPR
3 1 (4.76%) ISO/IEC 27001
3 1 (4.76%) PCI DSS
3 1 (4.76%) PMO
System Software
1 1 (4.76%) Docker
1 1 (4.76%) HDFS
Vendors
1 7 (33.33%) Tableau
2 5 (23.81%) Microsoft
3 3 (14.29%) Oracle
3 3 (14.29%) Salesforce.com
3 3 (14.29%) SAP
3 3 (14.29%) Teradata
4 2 (9.52%) Cloudera
5 1 (4.76%) Informatica
5 1 (4.76%) TIBCO
5 1 (4.76%) Vertica