Period
to 17 October 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 17 October 2018 with a comparison to the same period in the previous 2 years.

Data Quality
Yorkshire > West Yorkshire
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 155 207 221
Rank change year-on-year +52 +14 -13
Permanent jobs citing Data Quality 65 48 67
As % of all permanent IT jobs advertised in West Yorkshire 1.19% 0.74% 0.86%
As % of the Quality Assurance & Compliance category 8.02% 6.65% 6.49%
Number of salaries quoted 50 42 58
West Yorkshire median annual salary £45,000 £36,871 £40,000
Median salary % change year-on-year +22.05% -7.82% -13.98%
10th Percentile £32,500 £27,783 £24,000
90th Percentile £67,821 £49,675 £60,000
Yorkshire median annual salary £45,000 £38,500 £36,000
% change year-on-year +16.88% +6.94% -20.00%

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 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 810 722 1,033
As % of all permanent IT jobs advertised in West Yorkshire 14.87% 11.06% 13.33%
Number of salaries quoted 649 608 866
West Yorkshire median annual salary £44,000 £41,500 £41,500
Median salary % change year-on-year +6.02% - +3.75%
10th Percentile £26,650 £25,000 £24,250
90th Percentile £63,750 £61,625 £62,500
Yorkshire median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

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 17 October 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 17 October 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 +32 40 £46,500 +29.17% 6
Bradford +27 9 £35,000 -6.67% 1
Halifax - 5 £75,000 - 2
Wakefield - 5 - -
Huddersfield - 2 £45,000 -
Data Quality
Yorkshire

For the 6 months to 17 October 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 47 (72.31%) SQL
2 35 (53.85%) Data Modelling
3 30 (46.15%) Finance
4 25 (38.46%) Business Intelligence
4 25 (38.46%) Data Warehouse
5 19 (29.23%) SQL Server Integration Services
6 18 (27.69%) Analytics
7 17 (26.15%) Oracle
7 17 (26.15%) SQL Server Analysis Services
8 16 (24.62%) T-SQL
8 16 (24.62%) Data Transformation
8 16 (24.62%) Relational Database
9 15 (23.08%) Analytical Skills
9 15 (23.08%) Logical Data Model
9 15 (23.08%) Physical Data Model
9 15 (23.08%) Data Governance
9 15 (23.08%) Data Cleansing
10 14 (21.54%) Data Management
10 14 (21.54%) Trillium
10 14 (21.54%) IBM
10 14 (21.54%) PowerDesigner
10 14 (21.54%) ERwin
10 14 (21.54%) Quality Management
10 14 (21.54%) Oracle ODI
10 14 (21.54%) Tableau
10 14 (21.54%) Oracle GoldenGate
11 13 (20.00%) Visualisation
11 13 (20.00%) SAP Data Services
11 13 (20.00%) SQL Server
12 12 (18.46%) Migration

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 3 (4.62%) SAS
2 1 (1.54%) Smallworld
Applications
1 9 (13.85%) Microsoft Excel
2 4 (6.15%) Microsoft PowerPoint
2 4 (6.15%) MS Visio
3 3 (4.62%) Microsoft Office
4 1 (1.54%) SPSS
Cloud Services
1 6 (9.23%) Amazon AWS
2 5 (7.69%) Microsoft Azure
3 2 (3.08%) Amazon Kinesis
3 2 (3.08%) Amazon SageMaker
Database & Business Intelligence
1 25 (38.46%) Data Warehouse
2 19 (29.23%) SQL Server Integration Services
3 17 (26.15%) SQL Server Analysis Services
4 16 (24.62%) Relational Database
5 14 (21.54%) Oracle ODI
6 13 (20.00%) SAP Data Services
6 13 (20.00%) SQL Server
7 12 (18.46%) SQL Server Reporting Services
8 11 (16.92%) Oracle Database
9 10 (15.38%) RDBMS
10 7 (10.77%) Power BI
11 6 (9.23%) Data Mining
12 4 (6.15%) BusinessObjects
13 3 (4.62%) Big Data
13 3 (4.62%) MongoDB
14 2 (3.08%) Amazon Aurora
14 2 (3.08%) Amazon RDS
14 2 (3.08%) Amazon Redshift
14 2 (3.08%) Data Lake
14 2 (3.08%) Pentaho
Development Applications
1 14 (21.54%) ERwin
1 14 (21.54%) PowerDesigner
2 1 (1.54%) Oracle Forms
2 1 (1.54%) Team Foundation Server
General
1 30 (46.15%) Finance
2 5 (7.69%) Banking
3 4 (6.15%) Financial Institution
4 3 (4.62%) Marketing
4 3 (4.62%) Retail
5 1 (1.54%) Manufacturing
5 1 (1.54%) Pharmaceutical
Job Titles
1 18 (27.69%) Analyst
2 16 (24.62%) Developer
3 15 (23.08%) Data Modeller
4 14 (21.54%) Data Analyst
5 10 (15.38%) Data Manager
6 9 (13.85%) Business Intelligence Developer
7 6 (9.23%) Consultant
8 5 (7.69%) Architect
8 5 (7.69%) Data Warehouse Manager
8 5 (7.69%) SQL Developer
9 4 (6.15%) Business Architect
9 4 (6.15%) ERP Consultant
9 4 (6.15%) Senior Business Intelligence Developer
9 4 (6.15%) Senior Developer
10 3 (4.62%) Data Consultant
10 3 (4.62%) Junior
10 3 (4.62%) Junior Business Intelligence Developer
10 3 (4.62%) Junior Developer
10 3 (4.62%) Master Data Manager
10 3 (4.62%) Senior Manager
Libraries, Frameworks & Software Standards
1 14 (21.54%) Oracle GoldenGate
2 3 (4.62%) Web Services
3 1 (1.54%) JSON
3 1 (1.54%) REST
3 1 (1.54%) XML
Miscellaneous
1 15 (23.08%) Analytical Skills
2 6 (9.23%) Management Information System
3 4 (6.15%) Market Risk
4 3 (4.62%) Algorithms
5 1 (1.54%) CMDB
5 1 (1.54%) Driving Licence
5 1 (1.54%) PMI
Operating Systems
1 1 (1.54%) Unix
Processes & Methodologies
1 35 (53.85%) Data Modelling
2 25 (38.46%) Business Intelligence
3 18 (27.69%) Analytics
4 16 (24.62%) Data Transformation
5 15 (23.08%) Data Cleansing
5 15 (23.08%) Data Governance
5 15 (23.08%) Logical Data Model
5 15 (23.08%) Physical Data Model
6 14 (21.54%) Data Management
6 14 (21.54%) Quality Management
7 13 (20.00%) Visualisation
8 12 (18.46%) Migration
9 11 (16.92%) Agile Software Development
9 11 (16.92%) ETL
10 10 (15.38%) Data Analytics
10 10 (15.38%) Data Integration
10 10 (15.38%) Data Migration
10 10 (15.38%) Data Visualisation
11 7 (10.77%) Data Architecture
11 7 (10.77%) Data Strategy
Programming Languages
1 47 (72.31%) SQL
2 16 (24.62%) T-SQL
3 5 (7.69%) Python
4 3 (4.62%) R
5 2 (3.08%) C#
5 2 (3.08%) Java
5 2 (3.08%) JavaScript
5 2 (3.08%) Ruby
5 2 (3.08%) Scala
5 2 (3.08%) VBA
6 1 (1.54%) PL/SQL
6 1 (1.54%) VBScript
Qualifications
1 4 (6.15%) SC Cleared
1 4 (6.15%) Security Cleared
2 2 (3.08%) AWS Certification
2 2 (3.08%) Degree
2 2 (3.08%) TOGAF Certification
3 1 (1.54%) PMI Certification
Quality Assurance & Compliance
1 2 (3.08%) Sarbanes-Oxley
2 1 (1.54%) QA
2 1 (1.54%) SLA
Vendors
1 17 (26.15%) Oracle
2 14 (21.54%) IBM
2 14 (21.54%) Tableau
2 14 (21.54%) Trillium
3 11 (16.92%) Microsoft
4 3 (4.62%) Cognos
4 3 (4.62%) SAP
5 1 (1.54%) Cloudera
5 1 (1.54%) JD Edwards
5 1 (1.54%) SmartCo
5 1 (1.54%) Talend