Period
to 18 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Glasgow with a requirement for Data Quality skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Quality over the 6 months to 18 October 2018 with a comparison to the same period in the previous 2 years.

Data Quality
Scotland > Glasgow
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 133 118 122
Rank change year-on-year -15 +4 -19
Permanent jobs citing Data Quality 22 30 20
As % of all permanent IT jobs advertised in Glasgow 1.00% 1.34% 0.88%
As % of the Quality Assurance & Compliance category 10.33% 15.71% 8.30%
Number of salaries quoted 22 12 9
Glasgow median annual salary £50,000 £55,000 £40,000
Median salary % change year-on-year -9.09% +37.50% -15.79%
10th Percentile £42,000 £39,900 £27,500
90th Percentile £67,675 £72,500 £54,000
Scotland median annual salary £45,000 £50,000 £41,802
% change year-on-year -10.00% +19.61% -12.00%

Data Quality is in the Quality Assurance and Compliance 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 quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
Glasgow
Permanent vacancies with a requirement for quality assurance or compliance skills 213 191 241
As % of all permanent IT jobs advertised in Glasgow 9.68% 8.50% 10.60%
Number of salaries quoted 141 120 120
Glasgow median annual salary £42,500 £43,750 £36,000
Median salary % change year-on-year -2.86% +21.53% -4.00%
10th Percentile £25,340 £28,975 £25,000
90th Percentile £60,000 £68,750 £55,000
Scotland median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

Data Quality
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Quality in Glasgow

Data Quality
Salary Trend in Glasgow

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

Salary trend for Data Quality in Glasgow

Data Quality
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Quality in Glasgow over the 6 months to 18 October 2018.

Salary histogram for Data Quality in Glasgow

For the 6 months to 18 October 2018, IT jobs citing Data Quality 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 Quality.

1 14 (63.64%) SQL
2 13 (59.09%) Data Warehouse
3 12 (54.55%) SQL Server
3 12 (54.55%) Business Intelligence
3 12 (54.55%) Data Modelling
4 11 (50.00%) ETL
4 11 (50.00%) Relational Database
5 10 (45.45%) Power BI
5 10 (45.45%) Visualisation
5 10 (45.45%) Microsoft Azure
5 10 (45.45%) Data Visualisation
5 10 (45.45%) Tableau
5 10 (45.45%) Cognos
6 9 (40.91%) Oracle
6 9 (40.91%) Python
6 9 (40.91%) Amazon AWS
6 9 (40.91%) Bash Shell
6 9 (40.91%) Scala
6 9 (40.91%) Data Extraction
6 9 (40.91%) Database Theory
6 9 (40.91%) Relational Database Theory
6 9 (40.91%) Procedural Programming
6 9 (40.91%) Data Engineering
7 6 (27.27%) Agile Software Development
8 5 (22.73%) Waterfall
8 5 (22.73%) Data Architecture
9 4 (18.18%) Capacity Management
9 4 (18.18%) Enterprise Architecture
9 4 (18.18%) Matrix Management
9 4 (18.18%) Master Data Management

Data Quality
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 1 (4.55%) SAS
Applications
1 1 (4.55%) Microsoft Excel
1 1 (4.55%) Microsoft Office
1 1 (4.55%) Microsoft PowerPoint
Cloud Services
1 10 (45.45%) Microsoft Azure
2 9 (40.91%) Amazon AWS
Database & Business Intelligence
1 13 (59.09%) Data Warehouse
2 12 (54.55%) SQL Server
3 11 (50.00%) Relational Database
4 10 (45.45%) Power BI
5 2 (9.09%) RDBMS
5 2 (9.09%) Snowflake Schema
5 2 (9.09%) SQL Server 2012
5 2 (9.09%) SQL Server Analysis Services
5 2 (9.09%) SQL Server Integration Services
5 2 (9.09%) Star Schema
6 1 (4.55%) Azure SQL Data Warehouse
6 1 (4.55%) Big Data
6 1 (4.55%) BusinessObjects
6 1 (4.55%) DataStage
6 1 (4.55%) DB2
6 1 (4.55%) MySQL
6 1 (4.55%) QlikView
General
1 3 (13.64%) Finance
2 1 (4.55%) Advertising
2 1 (4.55%) Banking
2 1 (4.55%) Legal
2 1 (4.55%) Retail
Job Titles
1 9 (40.91%) Business Consultant
1 9 (40.91%) Business Intelligence Consultant
1 9 (40.91%) Consultant
2 5 (22.73%) Architect
2 5 (22.73%) Data Architect
3 2 (9.09%) Developer
3 2 (9.09%) ETL Developer
3 2 (9.09%) Team Leader
4 1 (4.55%) Analyst
4 1 (4.55%) Business Analyst
4 1 (4.55%) Data Manager
4 1 (4.55%) Data Quality Manager
4 1 (4.55%) Head of Analytics
4 1 (4.55%) Head of Data Analytics
4 1 (4.55%) Quality Manager
4 1 (4.55%) Technical Leader
4 1 (4.55%) Technical Team Leader
Libraries, Frameworks & Software Standards
1 1 (4.55%) .NET
1 1 (4.55%) .NET Framework
1 1 (4.55%) AngularJS
1 1 (4.55%) ASP.NET
1 1 (4.55%) Ext JS
Miscellaneous
1 4 (18.18%) Data Structures
2 3 (13.64%) Reference Data
3 2 (9.09%) Analytical Skills
4 1 (4.55%) Client/Server
4 1 (4.55%) Computer Science
4 1 (4.55%) Greenfield Project
4 1 (4.55%) Taxonomies
Operating Systems
1 1 (4.55%) Unix
1 1 (4.55%) Windows
Processes & Methodologies
1 12 (54.55%) Business Intelligence
1 12 (54.55%) Data Modelling
2 11 (50.00%) ETL
3 10 (45.45%) Data Visualisation
3 10 (45.45%) Visualisation
4 9 (40.91%) Data Engineering
4 9 (40.91%) Data Extraction
4 9 (40.91%) Database Theory
4 9 (40.91%) Procedural Programming
4 9 (40.91%) Relational Database Theory
5 6 (27.27%) Agile Software Development
6 5 (22.73%) Data Architecture
6 5 (22.73%) Waterfall
7 4 (18.18%) Capacity Management
7 4 (18.18%) Data Management
7 4 (18.18%) Enterprise Architecture
7 4 (18.18%) Master Data Management
7 4 (18.18%) Matrix Management
7 4 (18.18%) Technical Architecture
8 3 (13.64%) Information Management
Programming Languages
1 14 (63.64%) SQL
2 9 (40.91%) Bash Shell
2 9 (40.91%) Python
2 9 (40.91%) Scala
3 3 (13.64%) T-SQL
4 1 (4.55%) C#
4 1 (4.55%) Java
Quality Assurance & Compliance
1 2 (9.09%) GDPR
1 2 (9.09%) ISO/IEC 27001
1 2 (9.09%) PCI DSS
2 1 (4.55%) QA
Vendors
1 10 (45.45%) Cognos
1 10 (45.45%) Tableau
2 9 (40.91%) Oracle
3 1 (4.55%) IBM
3 1 (4.55%) Microsoft
3 1 (4.55%) MicroStrategy
3 1 (4.55%) Trillium