Period
to 18 July 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 July 2018 with a comparison to the same period in the previous 2 years.

Data Quality
Scotland > Glasgow
6 months to
18 Jul 2018
Same period 2017 Same period 2016
Rank 143 111 144
Rank change year-on-year -32 +33 -28
Permanent jobs citing Data Quality 19 36 23
As % of all permanent IT jobs advertised in Glasgow 0.78% 1.63% 0.88%
As % of the Quality Assurance & Compliance category 10.00% 17.91% 8.27%
Number of salaries quoted 17 5 22
Glasgow median annual salary £45,000 £65,000 £47,500
Median salary % change year-on-year -30.77% +36.84% +11.76%
10th Percentile £34,800 £44,250 £31,650
90th Percentile £70,050 £72,500 £51,250
Scotland median annual salary £45,000 £65,000 £47,500
% change year-on-year -30.77% +36.84% +5.56%

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 190 201 278
As % of all permanent IT jobs advertised in Glasgow 7.81% 9.12% 10.67%
Number of salaries quoted 110 92 125
Glasgow median annual salary £43,125 £37,500 £39,000
Median salary % change year-on-year +15.00% -3.85% -8.24%
10th Percentile £27,500 £26,300 £22,450
90th Percentile £65,350 £63,750 £55,000
Scotland median annual salary £45,000 £40,000 £44,000
% change year-on-year +12.50% -9.09% -

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 July 2018.

Salary histogram for Data Quality in Glasgow

For the 6 months to 18 July 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 10 (52.63%) SQL
1 10 (52.63%) Data Warehouse
2 9 (47.37%) Data Modelling
2 9 (47.37%) ETL
3 8 (42.11%) Business Analysis
4 7 (36.84%) SQL Server Analysis Services
4 7 (36.84%) SQL Server
4 7 (36.84%) SQL Server Integration Services
5 6 (31.58%) Information Management
5 6 (31.58%) Snowflake Schema
5 6 (31.58%) Star Schema
5 6 (31.58%) Finance
5 6 (31.58%) Reference Data
6 5 (26.32%) Data Mapping
6 5 (26.32%) Dimensional Modelling
6 5 (26.32%) SQL Server 2012
6 5 (26.32%) Relational Database
6 5 (26.32%) RDBMS
6 5 (26.32%) T-SQL
7 4 (21.05%) Business Intelligence
7 4 (21.05%) Data Management
7 4 (21.05%) Banking
7 4 (21.05%) Migration
7 4 (21.05%) Data Cleansing
7 4 (21.05%) Analytical Skills
7 4 (21.05%) Analytics
8 3 (15.79%) Big Data
8 3 (15.79%) Microsoft Azure
8 3 (15.79%) Data Governance
8 3 (15.79%) Investment Banking

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 2 (10.53%) SharePoint
2 1 (5.26%) Smallworld
Applications
1 1 (5.26%) Microsoft Excel
1 1 (5.26%) Microsoft Office
1 1 (5.26%) Microsoft Project
1 1 (5.26%) MS Visio
Cloud Services
1 3 (15.79%) Microsoft Azure
2 1 (5.26%) Azure Data Factory
2 1 (5.26%) Cloud Computing
2 1 (5.26%) IBM Blueworks
Database & Business Intelligence
1 10 (52.63%) Data Warehouse
2 7 (36.84%) SQL Server
2 7 (36.84%) SQL Server Analysis Services
2 7 (36.84%) SQL Server Integration Services
3 6 (31.58%) Snowflake Schema
3 6 (31.58%) Star Schema
4 5 (26.32%) RDBMS
4 5 (26.32%) Relational Database
4 5 (26.32%) SQL Server 2012
5 3 (15.79%) Big Data
6 2 (10.53%) SQL Server Reporting Services
7 1 (5.26%) Azure SQL Data Warehouse
7 1 (5.26%) BusinessObjects
7 1 (5.26%) Data Lake
7 1 (5.26%) Power BI
Development Applications
1 1 (5.26%) JIRA
1 1 (5.26%) Team Foundation Server
General
1 6 (31.58%) Finance
2 4 (21.05%) Banking
3 3 (15.79%) Investment Banking
4 2 (10.53%) Back Office
4 2 (10.53%) Retail
5 1 (5.26%) Advertising
5 1 (5.26%) Law
5 1 (5.26%) Legal
5 1 (5.26%) Manufacturing
5 1 (5.26%) Retail Finance
5 1 (5.26%) Telecoms
Job Titles
1 7 (36.84%) Developer
1 7 (36.84%) ETL Developer
2 4 (21.05%) Analyst
3 3 (15.79%) Business Analyst
4 2 (10.53%) Architect
4 2 (10.53%) Data Architect
4 2 (10.53%) Senior Analyst
4 2 (10.53%) Senior Business Analyst
5 1 (5.26%) Business Intelligence Lead
5 1 (5.26%) Data Analyst
5 1 (5.26%) Head of Analytics
5 1 (5.26%) Network Planner
5 1 (5.26%) SQL Developer
5 1 (5.26%) SQL Server Developer
5 1 (5.26%) SSAS Developer
5 1 (5.26%) SSIS Developer
5 1 (5.26%) SSRS Developer
5 1 (5.26%) Team Leader
5 1 (5.26%) Technical Analyst
5 1 (5.26%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 2 (10.53%) XML
Miscellaneous
1 6 (31.58%) Reference Data
2 4 (21.05%) Analytical Skills
3 1 (5.26%) Driving Licence
3 1 (5.26%) Equities
3 1 (5.26%) FMCG
3 1 (5.26%) Management Information System
3 1 (5.26%) Taxonomies
Operating Systems
1 1 (5.26%) Unix
Processes & Methodologies
1 9 (47.37%) Data Modelling
1 9 (47.37%) ETL
2 8 (42.11%) Business Analysis
3 6 (31.58%) Information Management
4 5 (26.32%) Data Mapping
4 5 (26.32%) Dimensional Modelling
5 4 (21.05%) Analytics
5 4 (21.05%) Business Intelligence
5 4 (21.05%) Data Cleansing
5 4 (21.05%) Data Management
5 4 (21.05%) Migration
6 3 (15.79%) Data Governance
7 2 (10.53%) Artificial Intelligence
7 2 (10.53%) Data Analytics
7 2 (10.53%) Data Engineering
7 2 (10.53%) Data Migration
7 2 (10.53%) Data Protection
7 2 (10.53%) Information Governance
7 2 (10.53%) Line Management
7 2 (10.53%) Machine Learning
Programming Languages
1 10 (52.63%) SQL
2 5 (26.32%) T-SQL
3 1 (5.26%) C#
3 1 (5.26%) Python
Qualifications
1 2 (10.53%) Degree
Quality Assurance & Compliance
1 2 (10.53%) GDPR
1 2 (10.53%) ISO/IEC 27001
1 2 (10.53%) PCI DSS
1 2 (10.53%) QA
Vendors
1 3 (15.79%) Microsoft
1 3 (15.79%) SAP
2 1 (5.26%) Ab Initio