Period
to 28 January 2022

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 28 January 2022 with a comparison to the same period in the previous 2 years.

Data Quality
England > Yorkshire
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 170 172 179
Rank change year-on-year +2 +7 +20
Permanent jobs citing Data Quality 106 22 63
As % of all permanent jobs advertised in Yorkshire 1.49% 0.57% 1.03%
As % of the Quality Assurance & Compliance category 11.26% 5.71% 7.86%
Number of salaries quoted 96 13 56
10th Percentile £6,000 £23,137 £28,875
25th Percentile £33,620 £33,250 £33,000
Median annual salary (50th Percentile) £54,750 £45,000 £37,989
Median % change year-on-year +21.67% +18.46% -10.61%
75th Percentile £64,063 £47,500 £47,500
90th Percentile £90,000 £74,750 £60,297
England median annual salary £60,025 £57,500 £57,500
% change year-on-year +4.39% - +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 941 385 802
As % of all permanent IT jobs advertised in Yorkshire 13.19% 9.92% 13.10%
Number of salaries quoted 642 294 680
10th Percentile £26,250 £22,325 £24,725
25th Percentile £35,000 £29,750 £32,000
Median annual salary (50th Percentile) £45,000 £42,500 £42,500
Median % change year-on-year +5.88% - -
75th Percentile £57,500 £53,063 £52,500
90th Percentile £69,950 £62,500 £65,000
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 28 January 2022.

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 28 January 2022. 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
Jobs
West Yorkshire -17 70 £57,500 +40.24% 7
North Yorkshire -2 19 £55,000 +15.79% 2
South Yorkshire -20 16 £40,000 -11.11% 4
East Yorkshire - 1 £54,500 -
Data Quality
England

For the 6 months to 28 January 2022, 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 (53.77%) SQL
2 48 (45.28%) Data Modelling
3 47 (44.34%) Data Governance
4 39 (36.79%) Metadata
5 36 (33.96%) Analytics
6 35 (33.02%) Social Skills
7 31 (29.25%) Metadata Management
7 31 (29.25%) Business Intelligence
8 30 (28.30%) Agile Software Development
9 29 (27.36%) Data Warehouse
10 27 (25.47%) Azure
11 24 (22.64%) Data Architecture
12 23 (21.70%) Finance
13 22 (20.75%) Python
14 21 (19.81%) Management Information System
14 21 (19.81%) Analytical Skills
15 20 (18.87%) Data Strategy
15 20 (18.87%) Informatica
15 20 (18.87%) Data Management
16 19 (17.92%) TOGAF
16 19 (17.92%) Retail
16 19 (17.92%) Migration
16 19 (17.92%) Databricks
16 19 (17.92%) DAMA
17 18 (16.98%) Data Pipeline
18 17 (16.04%) Stakeholder Management
18 17 (16.04%) Reference Data
18 17 (16.04%) Visualisation
19 16 (15.09%) Power BI
19 16 (15.09%) Logical Data Model

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 14 (13.21%) Confluence
2 9 (8.49%) SAS
3 4 (3.77%) Apache
3 4 (3.77%) Oracle HTTP Server
3 4 (3.77%) Tomcat
3 4 (3.77%) WebLogic
4 3 (2.83%) Apache Spark
5 1 (0.94%) Apache Pig
5 1 (0.94%) SharePoint
Applications
1 15 (14.15%) MS Visio
2 8 (7.55%) Microsoft Excel
3 7 (6.60%) SPSS
4 3 (2.83%) Microsoft Office
Business Applications
1 1 (0.94%) SAP ERP
1 1 (0.94%) SAP MDG
1 1 (0.94%) Unit4 Business World
Cloud Services
1 27 (25.47%) Azure
2 16 (15.09%) Power Platform
3 4 (3.77%) Collibra
3 4 (3.77%) Snowflake
4 3 (2.83%) AWS
4 3 (2.83%) GCP
5 2 (1.89%) Azure Cosmos DB
5 2 (1.89%) Azure Data Factory
5 2 (1.89%) Azure Functions
5 2 (1.89%) Azure Logic Apps
5 2 (1.89%) Azure Pipelines
5 2 (1.89%) Azure Service Bus
5 2 (1.89%) Azure Stack
5 2 (1.89%) Azure Synapse Analytics
5 2 (1.89%) Boomi
5 2 (1.89%) Matillion
5 2 (1.89%) SaaS
5 2 (1.89%) Serverless
Communications & Networking
1 7 (6.60%) Broadband
2 4 (3.77%) HTTP
Database & Business Intelligence
1 39 (36.79%) Metadata
2 29 (27.36%) Data Warehouse
3 16 (15.09%) Power BI
4 14 (13.21%) Tableau
5 8 (7.55%) SQL Server
5 8 (7.55%) SQL Server Integration Services
6 7 (6.60%) Hadoop
7 5 (4.72%) Data Lake
8 4 (3.77%) Data Mining
8 4 (3.77%) Oracle Reports
8 4 (3.77%) QlikView
9 3 (2.83%) Big Data
9 3 (2.83%) Enterprise Data Warehouse
9 3 (2.83%) NoSQL
9 3 (2.83%) Relational Database
9 3 (2.83%) SQL Server Reporting Services
10 2 (1.89%) BusinessObjects
10 2 (1.89%) BusinessObjects Web Intelligence
10 2 (1.89%) SAP Data Services
10 2 (1.89%) SQL Server Analysis Services
Development Applications
1 15 (14.15%) JIRA
2 4 (3.77%) Oracle Forms
3 2 (1.89%) Jenkins
4 1 (0.94%) Atlassian Bamboo
4 1 (0.94%) Flyway
General
1 35 (33.02%) Social Skills
2 23 (21.70%) Finance
3 21 (19.81%) Analytical Skills
4 19 (17.92%) Retail
5 16 (15.09%) Marketing
6 4 (3.77%) Public Sector
7 3 (2.83%) Banking
8 2 (1.89%) Local Government
9 1 (0.94%) Inclusion and Diversity
9 1 (0.94%) Manufacturing
9 1 (0.94%) Retail Banking
9 1 (0.94%) Telecoms
Job Titles
1 23 (21.70%) Analyst
2 20 (18.87%) Architect
3 18 (16.98%) Data Manager
4 17 (16.04%) Data Analyst
4 17 (16.04%) Data Architect
5 13 (12.26%) Azure Architect
6 12 (11.32%) Data Modeller
6 12 (11.32%) Project Manager
7 9 (8.49%) Data Engineer
8 8 (7.55%) Developer
9 6 (5.66%) Business Analyst
10 4 (3.77%) Solutions Architect
11 3 (2.83%) Data Business Analyst
11 3 (2.83%) Data Quality Manager
11 3 (2.83%) Engineering Specialist
11 3 (2.83%) Quality Manager
11 3 (2.83%) Senior Analyst
11 3 (2.83%) Senior Data Engineer
12 2 (1.89%) Business Intelligence Developer
12 2 (1.89%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 3 (2.83%) .NET
2 2 (1.89%) JSON
2 2 (1.89%) Kafka
2 2 (1.89%) XML
3 1 (0.94%) Apache Avro
3 1 (0.94%) RESTful
3 1 (0.94%) Web Services
Miscellaneous
1 21 (19.81%) Management Information System
2 17 (16.04%) Reference Data
3 6 (5.66%) Data Structures
4 4 (3.77%) Self-Motivation
4 4 (3.77%) Taxonomies
5 3 (2.83%) Algorithms
5 3 (2.83%) Virtual Team
6 2 (1.89%) Cloud Native
6 2 (1.89%) Data Protection Act
6 2 (1.89%) Enterprise Software
6 2 (1.89%) Greenfield Project
7 1 (0.94%) Data Centre
7 1 (0.94%) Freedom of Information
7 1 (0.94%) Freedom of Information Act
7 1 (0.94%) NHS
Operating Systems
1 5 (4.72%) Linux
2 1 (0.94%) Windows
Processes & Methodologies
1 48 (45.28%) Data Modelling
2 47 (44.34%) Data Governance
3 36 (33.96%) Analytics
4 31 (29.25%) Business Intelligence
4 31 (29.25%) Metadata Management
5 30 (28.30%) Agile Software Development
6 24 (22.64%) Data Architecture
7 20 (18.87%) Data Management
7 20 (18.87%) Data Strategy
8 19 (17.92%) DAMA
8 19 (17.92%) Migration
8 19 (17.92%) TOGAF
9 18 (16.98%) Data Pipeline
10 17 (16.04%) Stakeholder Management
10 17 (16.04%) Visualisation
11 16 (15.09%) Logical Data Model
11 16 (15.09%) Physical Data Model
12 15 (14.15%) ETL
13 14 (13.21%) Data Migration
13 14 (13.21%) Matrix Organization
Programming Languages
1 57 (53.77%) SQL
2 22 (20.75%) Python
3 9 (8.49%) R
4 5 (4.72%) Java
5 4 (3.77%) PL/SQL
5 4 (3.77%) T-SQL
6 3 (2.83%) C#
6 3 (2.83%) PowerShell
6 3 (2.83%) Scala
7 2 (1.89%) HiveQL
8 1 (0.94%) JavaScript
8 1 (0.94%) X++
Qualifications
1 14 (13.21%) Degree
2 3 (2.83%) Computer Science Degree
2 3 (2.83%) ISEB
3 1 (0.94%) Master's Degree
Quality Assurance & Compliance
1 5 (4.72%) GDPR
1 5 (4.72%) QA
2 2 (1.89%) GMP
2 2 (1.89%) ISO 9001
3 1 (0.94%) GRC
System Software
1 5 (4.72%) Docker
2 1 (0.94%) Apache Flume
2 1 (0.94%) Apache ZooKeeper
Systems Management
1 3 (2.83%) Kubernetes
1 3 (2.83%) Terraform
2 2 (1.89%) Puppet
3 1 (0.94%) Rancher
Vendors
1 20 (18.87%) Informatica
2 19 (17.92%) Databricks
3 15 (14.15%) Microsoft
4 9 (8.49%) Oracle
5 5 (4.72%) Alteryx
5 5 (4.72%) SAP
6 4 (3.77%) Hyperion
7 3 (2.83%) Google
7 3 (2.83%) StreamSets
8 2 (1.89%) Dataiku
8 2 (1.89%) Dell
9 1 (0.94%) Hortonworks
9 1 (0.94%) IBM