Period
to

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 30 June 2022 with a comparison to the same period in the previous 2 years.

Data Quality
England > Yorkshire
6 months to
30 Jun 2022
Same period 2021 Same period 2020
Rank 219 153 165
Rank change year-on-year -66 +12 +76
Permanent jobs citing Data Quality 75 88 24
As % of all permanent jobs advertised in Yorkshire 0.98% 1.53% 0.59%
As % of the Quality Assurance & Compliance category 5.59% 12.98% 4.55%
Number of salaries quoted 52 71 21
10th Percentile £36,550 £31,250 -
25th Percentile £42,251 £41,250 £47,500
Median annual salary (50th Percentile) £52,750 £60,000 £55,000
Median % change year-on-year -12.08% +9.09% +29.41%
75th Percentile £63,813 £77,500 £63,750
90th Percentile £68,375 - £115,000
England median annual salary £60,000 £57,500 £62,500
% change year-on-year +4.35% -8.00% +8.70%

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 1,341 678 528
As % of all permanent IT jobs advertised in Yorkshire 17.48% 11.77% 13.03%
Number of salaries quoted 668 508 432
10th Percentile £26,175 £24,000 £27,500
25th Percentile £31,588 £32,500 £33,750
Median annual salary (50th Percentile) £45,000 £45,000 £45,000
Median % change year-on-year - - +6.51%
75th Percentile £62,500 £58,188 £57,000
90th Percentile £72,500 £68,825 £65,000
England median annual salary £55,000 £55,000 £55,000
% 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 30 June 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 30 June 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 -59 58 £52,500 -30.00% 12
North Yorkshire -14 13 £57,500 +14.14% 1
Humberside - 2 £40,500 - 1
South Yorkshire -18 1 £64,000 +27.52% 1
Data Quality
England

For the 6 months to 30 June 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 47 (62.67%) SQL
2 32 (42.67%) Azure
3 31 (41.33%) Microsoft
4 30 (40.00%) Python
4 30 (40.00%) Data Warehouse
5 29 (38.67%) Data Modelling
5 29 (38.67%) Agile
5 29 (38.67%) Analytics
6 26 (34.67%) ETL
7 25 (33.33%) Analytical Skills
8 22 (29.33%) SQL Server
9 21 (28.00%) Data Lake
9 21 (28.00%) CI/CD
10 18 (24.00%) Data Structures
11 17 (22.67%) Data Management
12 15 (20.00%) Business Intelligence
12 15 (20.00%) Metadata
13 14 (18.67%) Social Skills
13 14 (18.67%) Collaborative Working
13 14 (18.67%) Mentoring
13 14 (18.67%) Data Analytics
14 13 (17.33%) Big Data
14 13 (17.33%) AWS
14 13 (17.33%) Management Information System
14 13 (17.33%) SQL Server Integration Services
14 13 (17.33%) Requirements Gathering
15 12 (16.00%) Inclusion and Diversity
15 12 (16.00%) Problem-Solving
15 12 (16.00%) Data Integration
15 12 (16.00%) Validation

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 4 (5.33%) Confluence
2 3 (4.00%) Apache Spark
3 2 (2.67%) Apache
3 2 (2.67%) Apache Pig
3 2 (2.67%) Oracle HTTP Server
3 2 (2.67%) SAS
3 2 (2.67%) SharePoint
3 2 (2.67%) Tomcat
3 2 (2.67%) WebLogic
4 1 (1.33%) WordPress
Applications
1 6 (8.00%) Microsoft Excel
2 5 (6.67%) MS Visio
3 2 (2.67%) SPSS
4 1 (1.33%) AutoCAD
Business Applications
1 4 (5.33%) SAP MDM
Cloud Services
1 32 (42.67%) Azure
2 13 (17.33%) AWS
3 7 (9.33%) PaaS
4 5 (6.67%) Azure DevOps
4 5 (6.67%) Power Platform
4 5 (6.67%) SaaS
4 5 (6.67%) Snowflake
5 4 (5.33%) Azure Cosmos DB
5 4 (5.33%) Matillion
6 3 (4.00%) Azure Data Factory
7 2 (2.67%) Amazon S3
7 2 (2.67%) AWS Lambda
7 2 (2.67%) GCP
7 2 (2.67%) GitHub
7 2 (2.67%) IaaS
7 2 (2.67%) OpenShift
7 2 (2.67%) Serverless
8 1 (1.33%) Amazon SageMaker
8 1 (1.33%) Slack
8 1 (1.33%) SuccessFactors
Communications & Networking
1 2 (2.67%) AMQP
1 2 (2.67%) HTTP
Database & Business Intelligence
1 30 (40.00%) Data Warehouse
2 22 (29.33%) SQL Server
3 21 (28.00%) Data Lake
4 15 (20.00%) Metadata
5 13 (17.33%) Big Data
5 13 (17.33%) SQL Server Integration Services
6 9 (12.00%) SQL Server Analysis Services
7 7 (9.33%) MongoDB
8 5 (6.67%) Data Mining
8 5 (6.67%) NoSQL
8 5 (6.67%) Power BI
9 3 (4.00%) Elasticsearch
9 3 (4.00%) Relational Database
9 3 (4.00%) Star Schema
10 2 (2.67%) Amazon Redshift
10 2 (2.67%) Apache Cassandra
10 2 (2.67%) Enterprise Data Warehouse
10 2 (2.67%) HBase
10 2 (2.67%) Redis
10 2 (2.67%) Tableau
Development Applications
1 12 (16.00%) Jenkins
2 8 (10.67%) JIRA
3 5 (6.67%) Git (software)
4 3 (4.00%) GitLab
5 2 (2.67%) Atlassian Bamboo
5 2 (2.67%) Oracle Forms
6 1 (1.33%) SQL Server Management Studio (SSMS)
General
1 25 (33.33%) Analytical Skills
2 14 (18.67%) Social Skills
3 12 (16.00%) Inclusion and Diversity
4 8 (10.67%) Marketing
5 6 (8.00%) Finance
6 5 (6.67%) Retail
7 4 (5.33%) Public Sector
8 3 (4.00%) Automotive
8 3 (4.00%) Legal
8 3 (4.00%) Presentation Skills
9 1 (1.33%) Advertising
9 1 (1.33%) Law
9 1 (1.33%) Manufacturing
9 1 (1.33%) Telecoms
Job Titles
1 21 (28.00%) Analyst
2 20 (26.67%) Data Engineer
3 9 (12.00%) Data Analyst
3 9 (12.00%) Senior Data Engineer
4 6 (8.00%) Information Analyst
5 5 (6.67%) Architect
5 5 (6.67%) Big Data Engineer
5 5 (6.67%) Database Engineer
5 5 (6.67%) Quality Engineer
6 4 (5.33%) Data Architect
6 4 (5.33%) Data Quality Analyst
6 4 (5.33%) Quality Analyst
6 4 (5.33%) Technical Leader
7 3 (4.00%) Administrator
7 3 (4.00%) Business Analyst
8 2 (2.67%) Development Engineer
8 2 (2.67%) Lead Architect
8 2 (2.67%) Salesforce Administrator
8 2 (2.67%) Test Development Engineer
8 2 (2.67%) Test Engineer
Libraries, Frameworks & Software Standards
1 12 (16.00%) Kafka
2 8 (10.67%) Apache Avro
3 7 (9.33%) NumPy
3 7 (9.33%) Pandas
4 2 (2.67%) .NET
4 2 (2.67%) .NET Core
4 2 (2.67%) .NET Framework
4 2 (2.67%) Matplotlib
4 2 (2.67%) PyTorch
4 2 (2.67%) REST
4 2 (2.67%) RESTful
4 2 (2.67%) scikit-learn
4 2 (2.67%) SciPy
4 2 (2.67%) Spring
4 2 (2.67%) Spring Boot
4 2 (2.67%) TensorFlow
5 1 (1.33%) Web Services
Miscellaneous
1 18 (24.00%) Data Structures
2 13 (17.33%) Management Information System
3 11 (14.67%) NHS
4 10 (13.33%) Algorithms
5 6 (8.00%) Life Science
6 5 (6.67%) Cyber Defence
7 4 (5.33%) Cloud Native
7 4 (5.33%) Reference Data
7 4 (5.33%) Self-Motivation
8 2 (2.67%) Greenfield Project
8 2 (2.67%) Private Cloud
8 2 (2.67%) Renewable Energy
9 1 (1.33%) PMI
9 1 (1.33%) Sports Betting
9 1 (1.33%) User Experience
Operating Systems
1 9 (12.00%) Linux
Processes & Methodologies
1 29 (38.67%) Agile
1 29 (38.67%) Analytics
1 29 (38.67%) Data Modelling
2 26 (34.67%) ETL
3 21 (28.00%) CI/CD
4 17 (22.67%) Data Management
5 15 (20.00%) Business Intelligence
6 14 (18.67%) Collaborative Working
6 14 (18.67%) Data Analytics
6 14 (18.67%) Mentoring
7 13 (17.33%) Requirements Gathering
8 12 (16.00%) Data Governance
8 12 (16.00%) Data Integration
8 12 (16.00%) Problem-Solving
8 12 (16.00%) Scrum
8 12 (16.00%) Validation
9 11 (14.67%) Data Strategy
9 11 (14.67%) DevOps
10 10 (13.33%) Artificial Intelligence
10 10 (13.33%) Microservices
Programming Languages
1 47 (62.67%) SQL
2 30 (40.00%) Python
3 12 (16.00%) Java
4 10 (13.33%) T-SQL
5 7 (9.33%) Scala
6 5 (6.67%) PL/SQL
6 5 (6.67%) R
7 3 (4.00%) VBA
8 2 (2.67%) JavaScript
8 2 (2.67%) MATLAB
Qualifications
1 7 (9.33%) Degree
2 6 (8.00%) DBS Check
3 3 (4.00%) ISEB
4 1 (1.33%) Computer Science Degree
4 1 (1.33%) Master's Degree
4 1 (1.33%) PMI Certification
Quality Assurance & Compliance
1 7 (9.33%) Accessibility
2 4 (5.33%) GDPR
3 3 (4.00%) QA
System Software
1 12 (16.00%) Docker
2 2 (2.67%) Apache Flume
2 2 (2.67%) Apache ZooKeeper
Systems Management
1 10 (13.33%) Kubernetes
2 9 (12.00%) Terraform
3 8 (10.67%) Rancher
4 1 (1.33%) Puppet
Vendors
1 31 (41.33%) Microsoft
2 6 (8.00%) Oracle
3 5 (6.67%) SAP
4 3 (4.00%) Databricks
5 2 (2.67%) Hortonworks
5 2 (2.67%) Hyperion
5 2 (2.67%) Informatica
5 2 (2.67%) Salesforce.com
6 1 (1.33%) Dataiku
6 1 (1.33%) Spotify