Period
to 21 August 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 21 August 2018 with a comparison to the same period in the previous 2 years.

Data Quality
Yorkshire > West Yorkshire
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 186 214 202
Rank change year-on-year +28 -12 +3
Permanent jobs citing Data Quality 61 56 93
As % of all permanent IT jobs advertised in West Yorkshire 0.99% 0.81% 1.16%
As % of the Quality Assurance & Compliance category 7.04% 7.21% 8.68%
Number of salaries quoted 46 49 66
West Yorkshire median annual salary £45,000 £36,000 £45,000
Median salary % change year-on-year +25.00% -20.00% +4.65%
10th Percentile £32,375 £28,054 £24,000
90th Percentile £65,000 £49,150 £60,625
Yorkshire median annual salary £45,000 £36,000 £42,500
% change year-on-year +25.00% -15.29% +3.66%

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 867 777 1,071
As % of all permanent IT jobs advertised in West Yorkshire 14.10% 11.23% 13.38%
Number of salaries quoted 707 658 878
West Yorkshire median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £25,150 £26,175 £24,175
90th Percentile £62,500 £61,250 £65,000
Yorkshire median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +2.56%

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 21 August 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 21 August 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 +8 38 £45,000 +25.00% 8
Bradford +31 15 £35,000 +6.06% 3
Halifax - 2 £75,000 -
Data Quality
Yorkshire

For the 6 months to 21 August 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 43 (70.49%) SQL
2 34 (55.74%) Data Modelling
3 26 (42.62%) Finance
4 23 (37.70%) Data Governance
5 22 (36.07%) Relational Database
6 21 (34.43%) Data Warehouse
6 21 (34.43%) Business Intelligence
7 19 (31.15%) Logical Data Model
7 19 (31.15%) Physical Data Model
8 18 (29.51%) SQL Server Integration Services
9 17 (27.87%) SQL Server Analysis Services
9 17 (27.87%) SQL Server
10 16 (26.23%) Data Management
10 16 (26.23%) Analytical Skills
11 15 (24.59%) Tableau
11 15 (24.59%) Analytics
11 15 (24.59%) Oracle
11 15 (24.59%) IBM
12 14 (22.95%) PowerDesigner
12 14 (22.95%) ERwin
12 14 (22.95%) Trillium
12 14 (22.95%) Data Cleansing
12 14 (22.95%) Oracle ODI
12 14 (22.95%) Oracle GoldenGate
13 13 (21.31%) SAP Data Services
13 13 (21.31%) Microsoft
13 13 (21.31%) ETL
14 12 (19.67%) SQL Server Reporting Services
15 11 (18.03%) Data Integration
15 11 (18.03%) Stakeholder Management

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 (4.92%) SAS
2 2 (3.28%) Apache Spark
3 1 (1.64%) SharePoint
Applications
1 7 (11.48%) Microsoft Office
2 6 (9.84%) Microsoft Excel
3 1 (1.64%) SPSS
Cloud Services
1 8 (13.11%) Microsoft Azure
2 5 (8.20%) Amazon AWS
Database & Business Intelligence
1 22 (36.07%) Relational Database
2 21 (34.43%) Data Warehouse
3 18 (29.51%) SQL Server Integration Services
4 17 (27.87%) SQL Server
4 17 (27.87%) SQL Server Analysis Services
5 14 (22.95%) Oracle ODI
6 13 (21.31%) SAP Data Services
7 12 (19.67%) SQL Server Reporting Services
8 11 (18.03%) Oracle Database
9 10 (16.39%) RDBMS
10 5 (8.20%) Power BI
11 4 (6.56%) Big Data
11 4 (6.56%) Data Mining
12 2 (3.28%) Apache Hive
12 2 (3.28%) Base SAS
12 2 (3.28%) Hadoop
12 2 (3.28%) SAS Enterprise Guide
13 1 (1.64%) Oracle Database 11g
13 1 (1.64%) QlikView
13 1 (1.64%) Spotfire
Development Applications
1 14 (22.95%) ERwin
1 14 (22.95%) PowerDesigner
2 1 (1.64%) ER Studio
2 1 (1.64%) JIRA
2 1 (1.64%) Oracle Forms
General
1 26 (42.62%) Finance
2 4 (6.56%) Financial Institution
3 3 (4.92%) Retail
4 2 (3.28%) Marketing
4 2 (3.28%) Pharmaceutical
5 1 (1.64%) Banking
5 1 (1.64%) Manufacturing
Job Titles
1 19 (31.15%) Analyst
2 18 (29.51%) Data Modeller
3 13 (21.31%) Data Analyst
4 11 (18.03%) Data Manager
5 10 (16.39%) Developer
6 6 (9.84%) Business Intelligence Developer
6 6 (9.84%) Senior Manager
7 5 (8.20%) Architect
8 4 (6.56%) Data Governance Analyst
8 4 (6.56%) Data Governance Manager
8 4 (6.56%) Data Quality Specialist
8 4 (6.56%) Governance Manager
8 4 (6.56%) Senior Business Intelligence Developer
8 4 (6.56%) Senior Developer
8 4 (6.56%) SQL Developer
9 3 (4.92%) Data Architect
9 3 (4.92%) Junior Business Intelligence Developer
9 3 (4.92%) Junior Developer
9 3 (4.92%) Master Data Manager
9 3 (4.92%) SQL Analyst
Libraries, Frameworks & Software Standards
1 14 (22.95%) Oracle GoldenGate
2 2 (3.28%) JSON
2 2 (3.28%) Web Services
2 2 (3.28%) XML
3 1 (1.64%) REST
Miscellaneous
1 16 (26.23%) Analytical Skills
2 2 (3.28%) Algorithms
2 2 (3.28%) Management Information System
3 1 (1.64%) NHS
3 1 (1.64%) PMI
3 1 (1.64%) Self-Motivation
3 1 (1.64%) Virtual Team
Operating Systems
1 2 (3.28%) Linux
1 2 (3.28%) Red Hat Enterprise Linux
2 1 (1.64%) Unix
Processes & Methodologies
1 34 (55.74%) Data Modelling
2 23 (37.70%) Data Governance
3 21 (34.43%) Business Intelligence
4 19 (31.15%) Logical Data Model
4 19 (31.15%) Physical Data Model
5 16 (26.23%) Data Management
6 15 (24.59%) Analytics
7 14 (22.95%) Data Cleansing
8 13 (21.31%) ETL
9 11 (18.03%) Data Integration
9 11 (18.03%) Quality Management
9 11 (18.03%) Stakeholder Management
10 10 (16.39%) Data Transformation
10 10 (16.39%) Master Data Management
11 9 (14.75%) Data Analytics
11 9 (14.75%) Visualisation
12 8 (13.11%) Change Management
13 7 (11.48%) Data Security
13 7 (11.48%) Data Visualisation
13 7 (11.48%) Migration
Programming Languages
1 43 (70.49%) SQL
2 9 (14.75%) T-SQL
3 2 (3.28%) Java
3 2 (3.28%) Python
3 2 (3.28%) R
4 1 (1.64%) PL/SQL
4 1 (1.64%) VBA
Qualifications
1 2 (3.28%) Degree
1 2 (3.28%) TOGAF Certification
2 1 (1.64%) PMI Certification
Quality Assurance & Compliance
1 2 (3.28%) Sarbanes-Oxley
2 1 (1.64%) GDPR
2 1 (1.64%) SLA
Vendors
1 15 (24.59%) IBM
1 15 (24.59%) Oracle
1 15 (24.59%) Tableau
2 14 (22.95%) Trillium
3 13 (21.31%) Microsoft
4 6 (9.84%) Cognos
5 3 (4.92%) SAP
6 2 (3.28%) Red Hat
7 1 (1.64%) Capita
7 1 (1.64%) SmartCo
7 1 (1.64%) Talend