Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 16 September 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 16 September 2021 with a comparison to the same period in the previous 2 years.

Data Quality
England > Yorkshire
6 months to
16 Sep 2021		 Same period 2020 Same period 2019
Rank 147 140 242
Rank change year-on-year -7 +102 -16
Permanent jobs citing Data Quality 121 18 67
As % of all permanent jobs advertised in Yorkshire 1.89% 0.66% 0.90%
As % of the Quality Assurance & Compliance category 14.24% 5.06% 5.04%
Number of salaries quoted 99 10 57
10th Percentile £23,000 £26,538 £33,778
25th Percentile £34,500 £30,684 £36,250
Median annual salary (50th Percentile) £54,500 £46,250 £42,500
Median % change year-on-year +17.84% +8.82% -5.56%
75th Percentile £77,500 £57,188 £43,750
90th Percentile " £63,875 £50,600
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

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 Yorkshire with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
Yorkshire
Permanent vacancies with a requirement for quality assurance or compliance skills 850 356 1,330
As % of all permanent IT jobs advertised in Yorkshire 13.25% 13.01% 17.88%
Number of salaries quoted 660 291 848
10th Percentile £23,975 £26,250 £20,250
25th Percentile £32,999 £33,750 £27,500
Median annual salary (50th Percentile) £45,000 £45,000 £42,500
Median % change year-on-year - +5.88% -
75th Percentile £57,500 £55,000 £51,406
90th Percentile £68,775 £65,000 £62,500
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Data Quality
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Quality in Yorkshire

Data Quality
Salary Trend in Yorkshire

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

Salary trend for Data Quality in Yorkshire

Data Quality
Salary Histogram in Yorkshire

Salary distribution for jobs citing Data Quality in Yorkshire over the 6 months to 16 September 2021.

Salary histogram for Data Quality in Yorkshire

Data Quality
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the Yorkshire region over the 6 months to 16 September 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year		 Matching
Permanent
IT Job Ads		 Median Salary
Past 6 Months		 Median Salary
% Change
on Same Period
Last Year		 Live
Job
Vacancies
West Yorkshire -17 94 £64,000 +57.31% 8
South Yorkshire -32 17 £40,000 -11.11% 6
North Yorkshire +2 7 £45,000 -5.26% 3
East Yorkshire - 1 £54,500 - 1
Data Quality
England

For the 6 months to 16 September 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 Yorkshire region with a requirement for Data Quality.

1 57 (47.11%) SQL
2 56 (46.28%) Agile Software Development
3 35 (28.93%) Data Governance
4 33 (27.27%) Business Intelligence
4 33 (27.27%) Oracle
5 32 (26.45%) Data Modelling
6 31 (25.62%) AWS
6 31 (25.62%) Analytics
7 29 (23.97%) Public Sector
8 28 (23.14%) Workflow
8 28 (23.14%) Scrum
8 28 (23.14%) TDD
9 27 (22.31%) Biometrics
9 27 (22.31%) Test Automation
10 26 (21.49%) NHS
10 26 (21.49%) Java
10 26 (21.49%) Web Services
10 26 (21.49%) Migration
11 25 (20.66%) Identity Management
11 25 (20.66%) Oracle Workflow
11 25 (20.66%) XML
11 25 (20.66%) LDAP
11 25 (20.66%) SAML
11 25 (20.66%) Active Directory
11 25 (20.66%) NDS
11 25 (20.66%) NetIQ
11 25 (20.66%) NetIQ Identity Manager
11 25 (20.66%) OAuth
11 25 (20.66%) OpenID
11 25 (20.66%) SailPoint

Data Quality
Co-occurring IT Skills in Yorkshire 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 25 (20.66%) Oracle Workflow
2 6 (4.96%) SAS
3 3 (2.48%) Confluence
4 2 (1.65%) Apache
4 2 (1.65%) Apache Spark
4 2 (1.65%) Apache Synapse
5 1 (0.83%) SharePoint
Applications
1 11 (9.09%) Microsoft Excel
2 10 (8.26%) Microsoft Office
3 4 (3.31%) MS Visio
4 2 (1.65%) Oracle Smart View
4 2 (1.65%) Spreadsheet
Business Applications
1 2 (1.65%) Oracle Applications
1 2 (1.65%) Oracle Assets
1 2 (1.65%) Oracle ERP
1 2 (1.65%) Oracle General Ledger
1 2 (1.65%) Oracle Payables
1 2 (1.65%) Oracle Subledger Accounting
2 1 (0.83%) Unit4 Business World
Cloud Services
1 31 (25.62%) AWS
2 20 (16.53%) Power Platform
3 15 (12.40%) Azure
4 3 (2.48%) Azure Data Factory
4 3 (2.48%) GCP
5 2 (1.65%) Azure Functions
5 2 (1.65%) Azure Synapse Analytics
5 2 (1.65%) Serverless
6 1 (0.83%) Boomi
6 1 (0.83%) Collibra
6 1 (0.83%) SaaS
Communications & Networking
1 8 (6.61%) Broadband
Database & Business Intelligence
1 20 (16.53%) Power BI
2 17 (14.05%) Metadata
3 14 (11.57%) Data Warehouse
4 13 (10.74%) Tableau
5 9 (7.44%) SQL Server
6 7 (5.79%) Relational Database
7 6 (4.96%) Data Lake
7 6 (4.96%) Hadoop
7 6 (4.96%) SQL Server Integration Services
8 5 (4.13%) Big Data
9 4 (3.31%) SQL Server Analysis Services
9 4 (3.31%) SQL Server Reporting Services
10 3 (2.48%) BusinessObjects
10 3 (2.48%) Data Mining
10 3 (2.48%) MS Access
11 2 (1.65%) Informix
11 2 (1.65%) Microsoft Analysis Services
11 2 (1.65%) Oracle Reports
11 2 (1.65%) PostgreSQL
11 2 (1.65%) RDBMS
Development Applications
1 25 (20.66%) GitLab
2 4 (3.31%) JIRA
3 3 (2.48%) SQL Server Management Studio (SSMS)
General
1 29 (23.97%) Public Sector
2 20 (16.53%) Social Skills
3 19 (15.70%) Finance
3 19 (15.70%) Marketing
4 16 (13.22%) Analytical Skills
5 15 (12.40%) Retail
6 4 (3.31%) Banking
7 2 (1.65%) General Ledger
7 2 (1.65%) Inclusion and Diversity
7 2 (1.65%) Legal
7 2 (1.65%) Presentation Skills
7 2 (1.65%) Retail Finance
Job Titles
1 43 (35.54%) Analyst
2 30 (24.79%) Data Analyst
3 28 (23.14%) Developer
4 25 (20.66%) Access Developer
4 25 (20.66%) IAM Developer
4 25 (20.66%) Identity Management Developer
4 25 (20.66%) Software Developer
5 16 (13.22%) Architect
6 14 (11.57%) Data Manager
7 12 (9.92%) Data Architect
7 12 (9.92%) Data Engineer
8 10 (8.26%) Business Analyst
9 9 (7.44%) Project Manager
10 7 (5.79%) Governance Analyst
11 5 (4.13%) Azure Architect
11 5 (4.13%) Data Migration Analyst
11 5 (4.13%) Data Quality Analyst
11 5 (4.13%) Migration Analyst
11 5 (4.13%) Quality Analyst
11 5 (4.13%) Solutions Architect
Libraries, Frameworks & Software Standards
1 26 (21.49%) Web Services
2 25 (20.66%) LDAP
2 25 (20.66%) OAuth
2 25 (20.66%) OpenID
2 25 (20.66%) SailPoint
2 25 (20.66%) SAML
2 25 (20.66%) XML
3 2 (1.65%) PySpark
4 1 (0.83%) .NET
Miscellaneous
1 26 (21.49%) NHS
2 12 (9.92%) Management Information System
3 8 (6.61%) Self-Motivation
4 7 (5.79%) Reference Data
5 6 (4.96%) Data Structures
6 5 (4.13%) Taxonomies
7 3 (2.48%) Algorithms
7 3 (2.48%) Data Protection Act
7 3 (2.48%) Freedom of Information
7 3 (2.48%) Virtual Team
8 2 (1.65%) Greenfield Project
8 2 (1.65%) Market Risk
8 2 (1.65%) User Experience
8 2 (1.65%) Video Conferencing
9 1 (0.83%) Enterprise Software
9 1 (0.83%) Freedom of Information Act
9 1 (0.83%) Legacy Applications
Operating Systems
1 1 (0.83%) Windows
Processes & Methodologies
1 56 (46.28%) Agile Software Development
2 35 (28.93%) Data Governance
3 33 (27.27%) Business Intelligence
4 32 (26.45%) Data Modelling
5 31 (25.62%) Analytics
6 28 (23.14%) Scrum
6 28 (23.14%) TDD
6 28 (23.14%) Workflow
7 27 (22.31%) Biometrics
7 27 (22.31%) Test Automation
8 26 (21.49%) Migration
9 25 (20.66%) BDD
9 25 (20.66%) Identity Access Management
9 25 (20.66%) Identity Management
9 25 (20.66%) Kanban
9 25 (20.66%) Re-Platforming
9 25 (20.66%) Workflow Analysis
10 24 (19.83%) Data Architecture
11 23 (19.01%) Visualisation
12 22 (18.18%) Data Migration
Programming Languages
1 57 (47.11%) SQL
2 26 (21.49%) Java
3 11 (9.09%) Python
4 6 (4.96%) PL/SQL
5 5 (4.13%) Scala
6 3 (2.48%) C#
6 3 (2.48%) T-SQL
7 2 (1.65%) C
7 2 (1.65%) C++
7 2 (1.65%) HiveQL
7 2 (1.65%) R
8 1 (0.83%) PowerShell
8 1 (0.83%) X++
Qualifications
1 19 (15.70%) Degree
2 3 (2.48%) ISEB
2 3 (2.48%) Security Cleared
3 2 (1.65%) Computer Science Degree
3 2 (1.65%) CTC Cleared
4 1 (0.83%) SC Cleared
Quality Assurance & Compliance
1 5 (4.13%) GDPR
2 3 (2.48%) QA
3 1 (0.83%) GMP
3 1 (0.83%) GRC
3 1 (0.83%) ISO 9001
System Software
1 25 (20.66%) Active Directory
1 25 (20.66%) NDS
1 25 (20.66%) NetIQ eDirectory
2 2 (1.65%) Docker
Systems Management
1 25 (20.66%) NetIQ Identity Manager
2 2 (1.65%) Kubernetes
Vendors
1 33 (27.27%) Oracle
2 25 (20.66%) ForgeRock
2 25 (20.66%) NetIQ
3 14 (11.57%) Microsoft
4 11 (9.09%) Alteryx
4 11 (9.09%) Informatica
5 10 (8.26%) SAP
6 9 (7.44%) Databricks
7 3 (2.48%) Google
7 3 (2.48%) StreamSets
8 2 (1.65%) Cloudera
8 2 (1.65%) Hyperion
8 2 (1.65%) IBM
8 2 (1.65%) Talend
8 2 (1.65%) Teradata
9 1 (0.83%) Anaplan
9 1 (0.83%) Dell
9 1 (0.83%) Salesforce.com