Period
to 2 December 2021

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 2 December 2021 with a comparison to the same period in the previous 2 years.

Data Quality
Scotland > Glasgow
6 months to
2 Dec 2021
Same period 2020 Same period 2019
Rank 78 54 125
Rank change year-on-year -24 +71 +2
Permanent jobs citing Data Quality 38 33 9
As % of all permanent jobs advertised in Glasgow 2.46% 4.07% 0.51%
As % of the Quality Assurance & Compliance category 15.51% 26.61% 5.56%
Number of salaries quoted 20 17 4
10th Percentile £34,500 " "
25th Percentile £46,688 £42,500 £32,500
Median annual salary (50th Percentile) £53,000 £47,500 £45,838
Median % change year-on-year +11.58% +3.63% -8.33%
75th Percentile £70,000 £50,250 £64,603
90th Percentile £71,725 £55,650 £67,151
Scotland median annual salary £50,000 £47,500 £37,500
% change year-on-year +5.26% +26.67% -25.00%

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 245 124 162
As % of all permanent IT jobs advertised in Glasgow 15.85% 15.31% 9.10%
Number of salaries quoted 123 52 104
10th Percentile £29,000 £29,750 £29,650
25th Percentile £38,750 £36,188 £32,500
Median annual salary (50th Percentile) £47,500 £44,000 £45,000
Median % change year-on-year +7.95% -2.22% -3.23%
75th Percentile £56,250 £48,750 £56,412
90th Percentile £65,000 £52,275 £71,565
Scotland median annual salary £45,000 £47,500 £45,000
% change year-on-year -5.26% +5.56% -

Data Quality
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Quality in Glasgow

Data Quality
Salary Trend in Glasgow

3-month moving average salary quoted in jobs citing Data Quality in Glasgow.

Salary trend for Data Quality in Glasgow

Data Quality
Salary Histogram in Glasgow

Salary distribution for jobs citing Data Quality in Glasgow over the 6 months to 2 December 2021.

Salary histogram for Data Quality in Glasgow

For the 6 months to 2 December 2021, 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 25 (65.79%) Agile Software Development
2 19 (50.00%) Business Intelligence
3 18 (47.37%) Analytics
4 17 (44.74%) DevOps
5 15 (39.47%) SQL
5 15 (39.47%) Python
5 15 (39.47%) Data Management
6 14 (36.84%) Visualisation
6 14 (36.84%) Azure
6 14 (36.84%) Data Architecture
6 14 (36.84%) Power BI
6 14 (36.84%) Power Platform
7 13 (34.21%) Data Governance
7 13 (34.21%) Big Data
8 12 (31.58%) Data Engineering
8 12 (31.58%) Data Strategy
9 11 (28.95%) Data Analytics
9 11 (28.95%) Waterfall
10 10 (26.32%) Data Integration
10 10 (26.32%) Kafka
10 10 (26.32%) Strategic Roadmap
10 10 (26.32%) Project Delivery
11 9 (23.68%) Analytical Skills
11 9 (23.68%) Data Warehouse
12 8 (21.05%) Microsoft Excel
12 8 (21.05%) Quality Management
12 8 (21.05%) Finance
12 8 (21.05%) TOGAF
12 8 (21.05%) Enterprise Architecture
12 8 (21.05%) Mentoring

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 7 (18.42%) Apache Spark
2 5 (13.16%) SAS
3 2 (5.26%) Apache Airflow
3 2 (5.26%) Apache Pig
Applications
1 8 (21.05%) Microsoft Excel
2 5 (13.16%) Microsoft Office
3 2 (5.26%) Stata
Business Applications
1 1 (2.63%) Oracle Receivables
Cloud Services
1 14 (36.84%) Azure
1 14 (36.84%) Power Platform
2 7 (18.42%) Snowflake
3 6 (15.79%) Azure Synapse Analytics
4 3 (7.89%) AWS
5 2 (5.26%) Azure Data Factory
6 1 (2.63%) GitHub
6 1 (2.63%) IaaS
6 1 (2.63%) PaaS
6 1 (2.63%) SaaS
Communications & Networking
1 1 (2.63%) DHCP
1 1 (2.63%) DMZ
1 1 (2.63%) DNS
1 1 (2.63%) VPN
Database & Business Intelligence
1 14 (36.84%) Power BI
2 13 (34.21%) Big Data
3 9 (23.68%) Data Warehouse
4 8 (21.05%) Tableau
5 6 (15.79%) Data Mining
6 4 (10.53%) BusinessObjects
7 3 (7.89%) Amazon Redshift
7 3 (7.89%) SAS Enterprise Guide
7 3 (7.89%) SQL Server
8 2 (5.26%) Azure SQL Database
8 2 (5.26%) Data Lake
8 2 (5.26%) DataStage
8 2 (5.26%) Enterprise Data Warehouse
8 2 (5.26%) Hadoop
8 2 (5.26%) Looker
8 2 (5.26%) Metadata
8 2 (5.26%) Microsoft Analysis Services
8 2 (5.26%) Qlik Sense
8 2 (5.26%) RDBMS
8 2 (5.26%) Relational Database
Development Applications
1 1 (2.63%) Jenkins
1 1 (2.63%) Maven
1 1 (2.63%) Oracle Forms
1 1 (2.63%) SonarQube
General
1 9 (23.68%) Analytical Skills
2 8 (21.05%) Finance
3 7 (18.42%) Social Skills
4 3 (7.89%) Advertising
5 2 (5.26%) Legal
5 2 (5.26%) Presentation Skills
Job Titles
1 12 (31.58%) Data Engineer
2 11 (28.95%) Architect
3 10 (26.32%) Data Architect
4 9 (23.68%) Analyst
4 9 (23.68%) Data Analyst
5 3 (7.89%) Consultant
5 3 (7.89%) SAS Consultant
6 2 (5.26%) Head of Business Intelligence
6 2 (5.26%) QA Engineer
6 2 (5.26%) Senior Data Engineer
7 1 (2.63%) Azure Engineer
7 1 (2.63%) Data Manager
7 1 (2.63%) Solutions Architect
Libraries, Frameworks & Software Standards
1 10 (26.32%) Kafka
2 1 (2.63%) Middleware
Miscellaneous
1 8 (21.05%) Smart City
2 4 (10.53%) Management Information System
3 3 (7.89%) Enterprise Software
4 1 (2.63%) Data Centre
4 1 (2.63%) PKI
Operating Systems
1 1 (2.63%) Linux
1 1 (2.63%) Windows
Processes & Methodologies
1 25 (65.79%) Agile Software Development
2 19 (50.00%) Business Intelligence
3 18 (47.37%) Analytics
4 17 (44.74%) DevOps
5 15 (39.47%) Data Management
6 14 (36.84%) Data Architecture
6 14 (36.84%) Visualisation
7 13 (34.21%) Data Governance
8 12 (31.58%) Data Engineering
8 12 (31.58%) Data Strategy
9 11 (28.95%) Data Analytics
9 11 (28.95%) Waterfall
10 10 (26.32%) Data Integration
10 10 (26.32%) Project Delivery
10 10 (26.32%) Strategic Roadmap
11 8 (21.05%) Enterprise Architecture
11 8 (21.05%) Mentoring
11 8 (21.05%) Quality Management
11 8 (21.05%) TOGAF
12 7 (18.42%) Data Modelling
Programming Languages
1 15 (39.47%) Python
1 15 (39.47%) SQL
2 3 (7.89%) Java
3 2 (5.26%) PL/SQL
3 2 (5.26%) R
3 2 (5.26%) T-SQL
Quality Assurance & Compliance
1 3 (7.89%) QA
Vendors
1 3 (7.89%) Databricks
1 3 (7.89%) Microsoft
1 3 (7.89%) Salesforce.com
1 3 (7.89%) SAP
1 3 (7.89%) StreamSets
2 2 (5.26%) Informatica
2 2 (5.26%) Talend
3 1 (2.63%) MicroStrategy
3 1 (2.63%) Oracle