Period
to 17 December 2017

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 17 December 2017 with a comparison to the same period in the previous 2 years.

Data Quality
Scotland > Glasgow
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 134 110 92
Rank change year-on-year -24 -18 +43
Permanent jobs citing Data Quality 16 20 69
As % of all permanent IT jobs advertised in Glasgow 0.71% 1.00% 2.61%
As % of the Quality Assurance & Compliance category 7.69% 9.17% 23.71%
Number of salaries quoted 14 5 68
Glasgow median annual salary £50,000 £36,000 £47,500
Median salary % change year-on-year +38.89% -24.21% -
10th Percentile £38,175 £27,500 £41,775
90th Percentile £73,750 £49,250 £51,250
Scotland median annual salary £50,000 £40,000 £47,500
% change year-on-year +25.00% -15.79% +10.47%

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 208 218 291
As % of all permanent IT jobs advertised in Glasgow 9.22% 10.85% 11.02%
Number of salaries quoted 137 110 171
Glasgow median annual salary £42,500 £40,000 £38,500
Median salary % change year-on-year +6.25% +3.90% -3.75%
10th Percentile £28,750 £26,700 £28,000
90th Percentile £64,250 £56,375 £55,000
Scotland median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +2.56%

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 17 December 2017.

Salary histogram for Data Quality in Glasgow

For the 6 months to 17 December 2017, IT jobs citing Data Quality 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 Quality.

1 6 (37.50%) SQL
1 6 (37.50%) Data Warehouse
1 6 (37.50%) Finance
1 6 (37.50%) Data Management
2 5 (31.25%) Agile Software Development
2 5 (31.25%) Business Intelligence
2 5 (31.25%) Big Data
2 5 (31.25%) Analytical Skills
3 4 (25.00%) Machine Learning
3 4 (25.00%) Banking
3 4 (25.00%) MS Visio
3 4 (25.00%) Java
3 4 (25.00%) Microsoft Office
3 4 (25.00%) Migration
4 3 (18.75%) Microsoft
4 3 (18.75%) Project Management
4 3 (18.75%) Oracle
4 3 (18.75%) Data Modelling
4 3 (18.75%) ETL
4 3 (18.75%) Microsoft Excel
4 3 (18.75%) Data Migration
4 3 (18.75%) Hadoop
4 3 (18.75%) Apache Spark
4 3 (18.75%) Analytics
4 3 (18.75%) Master Data Management
5 2 (12.50%) Data Lake
5 2 (12.50%) Decision Tree
5 2 (12.50%) Scorecard
5 2 (12.50%) Reference Data Management
5 2 (12.50%) Scenario Testing

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 3 (18.75%) Apache Spark
2 1 (6.25%) SAS
Applications
1 4 (25.00%) Microsoft Office
1 4 (25.00%) MS Visio
2 3 (18.75%) Microsoft Excel
3 2 (12.50%) EngageOne
3 2 (12.50%) Microsoft PowerPoint
3 2 (12.50%) Microsoft Project
Cloud Services
1 2 (12.50%) Azure Data Factory
1 2 (12.50%) IBM Blueworks
1 2 (12.50%) Microsoft Azure
Database & Business Intelligence
1 6 (37.50%) Data Warehouse
2 5 (31.25%) Big Data
3 3 (18.75%) Hadoop
4 2 (12.50%) Apache Hive
4 2 (12.50%) Data Lake
4 2 (12.50%) Power BI
4 2 (12.50%) PowerCenter
4 2 (12.50%) Relational Database
5 1 (6.25%) BusinessObjects
5 1 (6.25%) SQL Server
5 1 (6.25%) SQL Server 2012
5 1 (6.25%) SQL Server Analysis Services
5 1 (6.25%) SQL Server Integration Services
5 1 (6.25%) SQL Server Reporting Services
Development Applications
1 2 (12.50%) Git (software)
1 2 (12.50%) PVCS
General
1 6 (37.50%) Finance
2 4 (25.00%) Banking
3 2 (12.50%) Advertising
3 2 (12.50%) Investment Banking
3 2 (12.50%) Marketing
4 1 (6.25%) Back Office
4 1 (6.25%) Retail Banking
Job Titles
1 4 (25.00%) Analyst
2 3 (18.75%) Business Analyst
2 3 (18.75%) Data Engineer
2 3 (18.75%) Developer
3 2 (12.50%) Senior Analyst
3 2 (12.50%) Senior Business Analyst
3 2 (12.50%) Technical Design Leader
3 2 (12.50%) Technical Leader
4 1 (6.25%) Business Developer
4 1 (6.25%) Business Intelligence Developer
4 1 (6.25%) Business Systems Analyst
4 1 (6.25%) Change Manager
4 1 (6.25%) Data Consultant
4 1 (6.25%) Data Manager
4 1 (6.25%) Data Warehouse Consultant
4 1 (6.25%) Data Warehouse Developer
4 1 (6.25%) ETL Consultant
4 1 (6.25%) ETL Developer
4 1 (6.25%) Informatica Developer
4 1 (6.25%) Systems Analyst
Libraries, Frameworks & Software Standards
1 1 (6.25%) MDX
Miscellaneous
1 5 (31.25%) Analytical Skills
2 2 (12.50%) Computer Science
2 2 (12.50%) Reference Data
Operating Systems
1 2 (12.50%) Linux
1 2 (12.50%) Unix
1 2 (12.50%) Windows
2 1 (6.25%) Mac OS
2 1 (6.25%) Mac OS X
Processes & Methodologies
1 6 (37.50%) Data Management
2 5 (31.25%) Agile Software Development
2 5 (31.25%) Business Intelligence
3 4 (25.00%) Machine Learning
3 4 (25.00%) Migration
4 3 (18.75%) Analytics
4 3 (18.75%) Data Migration
4 3 (18.75%) Data Modelling
4 3 (18.75%) ETL
4 3 (18.75%) Master Data Management
4 3 (18.75%) Project Management
5 2 (12.50%) Bayesian Methods
5 2 (12.50%) Change Management
5 2 (12.50%) Data Engineering
5 2 (12.50%) Decision Tree
5 2 (12.50%) Propensity Modelling
5 2 (12.50%) Quality Management
5 2 (12.50%) Scorecard
5 2 (12.50%) Scrum
5 2 (12.50%) SDLC
Programming Languages
1 6 (37.50%) SQL
2 4 (25.00%) Java
3 2 (12.50%) Clojure
3 2 (12.50%) JavaScript
3 2 (12.50%) Python
3 2 (12.50%) R
3 2 (12.50%) Ruby
4 1 (6.25%) Scala
Qualifications
1 2 (12.50%) PhD
Quality Assurance & Compliance
1 2 (12.50%) QA
2 1 (6.25%) SLA
Vendors
1 3 (18.75%) Microsoft
1 3 (18.75%) Oracle
2 2 (12.50%) Informatica
3 1 (6.25%) MicroStrategy
3 1 (6.25%) Netezza
3 1 (6.25%) Salesforce.com
3 1 (6.25%) Tableau
3 1 (6.25%) Teradata