Period
to 12 December 2018

The following table provides summary statistics for permanent job vacancies advertised in West 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 12 December 2018 with a comparison to the same period in the previous 2 years.

Data Quality
Yorkshire > West Yorkshire
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 165 225 233
Rank change year-on-year +60 +8 -19
Permanent jobs citing Data Quality 68 40 49
As % of all permanent IT jobs advertised in West Yorkshire 1.32% 0.59% 0.65%
As % of the Quality Assurance & Compliance category 9.14% 5.33% 4.83%
Number of salaries quoted 55 34 44
West Yorkshire median annual salary £42,500 £36,371 £40,000
Median salary % change year-on-year +16.85% -9.07% -13.04%
10th Percentile £33,300 £26,767 £24,000
90th Percentile £66,000 £49,000 £52,500
Yorkshire median annual salary £42,500 £45,000 £37,500
% change year-on-year -5.56% +20.00% -16.67%

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 West Yorkshire with a requirement for quality assurance or compliance skills.

All Quality Assurance and Compliance Skills
West Yorkshire
Permanent vacancies with a requirement for quality assurance or compliance skills 744 751 1,015
As % of all permanent IT jobs advertised in West Yorkshire 14.44% 11.06% 13.39%
Number of salaries quoted 592 636 858
West Yorkshire median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £24,000 £25,000 £24,000
90th Percentile £62,500 £60,000 £63,001
Yorkshire median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Data Quality
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Data Quality in West Yorkshire

Data Quality
Salary Trend in West Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Quality in West Yorkshire.

Salary trend for Data Quality in West Yorkshire

Data Quality
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Data Quality in West Yorkshire over the 6 months to 12 December 2018.

Salary histogram for Data Quality in West Yorkshire

Data Quality
Job Locations in West 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 West Yorkshire region over the 6 months to 12 December 2018. 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
Leeds +31 36 £42,500 +18.06% 4
Halifax - 11 £42,500 -
Wakefield - 7 - - 1
Bradford +24 6 £35,000 -3.45% 2
Huddersfield - 6 £47,500 -
Data Quality
Yorkshire

For the 6 months to 12 December 2018, 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 West Yorkshire region with a requirement for Data Quality.

1 44 (64.71%) SQL
2 34 (50.00%) Business Intelligence
3 33 (48.53%) Data Modelling
4 29 (42.65%) Data Warehouse
5 26 (38.24%) Finance
5 26 (38.24%) SQL Server Integration Services
6 25 (36.76%) T-SQL
7 21 (30.88%) Microsoft
8 20 (29.41%) Analytics
9 18 (26.47%) Agile Software Development
9 18 (26.47%) SQL Server Analysis Services
10 17 (25.00%) Data Management
11 15 (22.06%) ETL
11 15 (22.06%) SQL Server
11 15 (22.06%) Data Transformation
12 14 (20.59%) Data Governance
12 14 (20.59%) Analytical Skills
12 14 (20.59%) SQL Server Reporting Services
12 14 (20.59%) Visualisation
13 13 (19.12%) Project Management
13 13 (19.12%) Quality Management
13 13 (19.12%) Migration
13 13 (19.12%) Power BI
13 13 (19.12%) Tableau
13 13 (19.12%) Data Analytics
14 12 (17.65%) Change Management
14 12 (17.65%) Data Migration
15 10 (14.71%) Management Information System
16 9 (13.24%) Microsoft Excel
16 9 (13.24%) ERP

Data Quality
Co-occurring IT Skills in West 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 2 (2.94%) SAS
1 2 (2.94%) Smallworld
Applications
1 9 (13.24%) Microsoft Excel
2 5 (7.35%) Microsoft PowerPoint
2 5 (7.35%) MS Visio
3 1 (1.47%) Microsoft Project
3 1 (1.47%) SPSS
Business Applications
1 4 (5.88%) SAP MDG
Cloud Services
1 9 (13.24%) Amazon AWS
2 5 (7.35%) Amazon Kinesis
2 5 (7.35%) Amazon SageMaker
3 4 (5.88%) Microsoft Azure
Database & Business Intelligence
1 29 (42.65%) Data Warehouse
2 26 (38.24%) SQL Server Integration Services
3 18 (26.47%) SQL Server Analysis Services
4 15 (22.06%) SQL Server
5 14 (20.59%) SQL Server Reporting Services
6 13 (19.12%) Power BI
7 8 (11.76%) Relational Database
7 8 (11.76%) Star Schema
8 6 (8.82%) MongoDB
8 6 (8.82%) Oracle Database
8 6 (8.82%) Oracle ODI
8 6 (8.82%) RDBMS
8 6 (8.82%) SAP Data Services
9 5 (7.35%) Amazon Aurora
9 5 (7.35%) Amazon RDS
9 5 (7.35%) Amazon Redshift
9 5 (7.35%) Data Lake
9 5 (7.35%) Data Mining
9 5 (7.35%) Pentaho
9 5 (7.35%) Snowflake Schema
Development Applications
1 6 (8.82%) ERwin
1 6 (8.82%) PowerDesigner
2 3 (4.41%) Team Foundation Server
General
1 26 (38.24%) Finance
2 5 (7.35%) Banking
3 4 (5.88%) Manufacturing
3 4 (5.88%) Marketing
4 2 (2.94%) Retail
Job Titles
1 24 (35.29%) Developer
2 13 (19.12%) Business Intelligence Developer
3 11 (16.18%) Data Manager
4 9 (13.24%) Analyst
5 8 (11.76%) Consultant
6 7 (10.29%) Data Analyst
7 6 (8.82%) ERP Consultant
7 6 (8.82%) SQL Developer
8 5 (7.35%) Architect
8 5 (7.35%) Data Modeller
8 5 (7.35%) Data Warehouse Manager
8 5 (7.35%) ETL Developer
9 4 (5.88%) Business Architect
9 4 (5.88%) Data Consultant
9 4 (5.88%) Data Quality Manager
9 4 (5.88%) Quality Manager
10 3 (4.41%) Junior Business Intelligence Developer
10 3 (4.41%) Master Data Manager
10 3 (4.41%) Senior Business Intelligence Developer
10 3 (4.41%) SSRS Developer
Libraries, Frameworks & Software Standards
1 6 (8.82%) Oracle GoldenGate
2 5 (7.35%) Web Services
3 1 (1.47%) COM
Miscellaneous
1 14 (20.59%) Analytical Skills
2 10 (14.71%) Management Information System
3 4 (5.88%) Market Risk
4 3 (4.41%) Algorithms
5 2 (2.94%) Driving Licence
6 1 (1.47%) CMDB
6 1 (1.47%) PMI
6 1 (1.47%) Replication
Processes & Methodologies
1 34 (50.00%) Business Intelligence
2 33 (48.53%) Data Modelling
3 20 (29.41%) Analytics
4 18 (26.47%) Agile Software Development
5 17 (25.00%) Data Management
6 15 (22.06%) Data Transformation
6 15 (22.06%) ETL
7 14 (20.59%) Data Governance
7 14 (20.59%) Visualisation
8 13 (19.12%) Data Analytics
8 13 (19.12%) Migration
8 13 (19.12%) Project Management
8 13 (19.12%) Quality Management
9 12 (17.65%) Change Management
9 12 (17.65%) Data Migration
10 9 (13.24%) Data Integration
10 9 (13.24%) Data Visualisation
10 9 (13.24%) ERP
11 8 (11.76%) Data Science
12 7 (10.29%) Data Architecture
Programming Languages
1 44 (64.71%) SQL
2 25 (36.76%) T-SQL
3 8 (11.76%) Python
4 5 (7.35%) C#
4 5 (7.35%) Java
4 5 (7.35%) JavaScript
4 5 (7.35%) Ruby
4 5 (7.35%) Scala
5 3 (4.41%) R
6 2 (2.94%) VBA
7 1 (1.47%) VBScript
Qualifications
1 5 (7.35%) AWS Certification
1 5 (7.35%) SC Cleared
1 5 (7.35%) Security Cleared
2 2 (2.94%) Degree
2 2 (2.94%) TOGAF Certification
3 1 (1.47%) PMI Certification
Quality Assurance & Compliance
1 2 (2.94%) QA
1 2 (2.94%) Sarbanes-Oxley
2 1 (1.47%) SLA
Vendors
1 21 (30.88%) Microsoft
2 13 (19.12%) Tableau
3 8 (11.76%) Oracle
4 7 (10.29%) SAP
5 6 (8.82%) IBM
5 6 (8.82%) Trillium
6 1 (1.47%) Cloudera
6 1 (1.47%) JD Edwards
6 1 (1.47%) SmartCo
6 1 (1.47%) Talend