Period
to 19 December 2018

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 19 December 2018 with a comparison to the same period in the previous 2 years.

Data Quality
England > Yorkshire
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 189 243 277
Rank change year-on-year +54 +34 -30
Permanent jobs citing Data Quality 89 70 52
As % of all permanent IT jobs advertised in Yorkshire 1.13% 0.71% 0.47%
As % of the Quality Assurance & Compliance category 7.63% 7.01% 3.60%
Number of salaries quoted 71 64 46
Yorkshire median annual salary £42,500 £45,000 £37,000
Median salary % change year-on-year -5.56% +21.62% -17.78%
10th Percentile £32,750 £29,075 £24,000
90th Percentile £65,000 £56,250 £52,500
England median annual salary £55,000 £52,500 £51,250
% change year-on-year +4.76% +2.44% +2.50%

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 1,167 999 1,443
As % of all permanent IT jobs advertised in Yorkshire 14.85% 10.15% 13.07%
Number of salaries quoted 882 836 1,148
Yorkshire median annual salary £42,000 £41,500 £40,000
Median salary % change year-on-year +1.20% +3.75% -
10th Percentile £21,250 £25,000 £21,250
90th Percentile £63,750 £60,000 £62,554
England median annual salary £50,000 £50,000 £49,500
% change year-on-year - +1.01% +4.21%

Data Quality
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Quality in Yorkshire

Data Quality
Salary Trend in Yorkshire

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

Salary trend for Data Quality in Yorkshire

Data Quality
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Quality in Yorkshire over the 6 months to 19 December 2018.

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 19 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
West Yorkshire +66 71 £42,500 +16.85% 11
South Yorkshire +5 12 £42,500 -19.05% 1
North Yorkshire -6 5 £28,250 -
Data Quality
England

For the 6 months to 19 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 Yorkshire region with a requirement for Data Quality.

1 49 (55.06%) SQL
2 44 (49.44%) Business Intelligence
3 41 (46.07%) Data Modelling
4 30 (33.71%) Data Warehouse
4 30 (33.71%) SQL Server Integration Services
5 28 (31.46%) Finance
5 28 (31.46%) T-SQL
6 26 (29.21%) Microsoft
6 26 (29.21%) Analytics
7 24 (26.97%) Agile Software Development
7 24 (26.97%) Data Management
8 21 (23.60%) SQL Server Analysis Services
9 18 (20.22%) SQL Server Reporting Services
10 17 (19.10%) ETL
10 17 (19.10%) Visualisation
10 17 (19.10%) Analytical Skills
11 16 (17.98%) Data Analytics
12 15 (16.85%) Project Management
12 15 (16.85%) SQL Server
12 15 (16.85%) Data Transformation
12 15 (16.85%) Data Governance
13 14 (15.73%) Power BI
13 14 (15.73%) Quality Management
13 14 (15.73%) Migration
14 13 (14.61%) Change Management
14 13 (14.61%) Data Migration
15 12 (13.48%) Data Architecture
15 12 (13.48%) Data Visualisation
15 12 (13.48%) Tableau
16 11 (12.36%) Management Information System

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 3 (3.37%) SAS
1 3 (3.37%) Smallworld
2 2 (2.25%) ArcGIS
Applications
1 10 (11.24%) Microsoft Excel
2 6 (6.74%) Microsoft PowerPoint
2 6 (6.74%) MS Visio
3 1 (1.12%) Microsoft Project
3 1 (1.12%) SPSS
Business Applications
1 5 (5.62%) SAP MDG
2 1 (1.12%) Dynamics CRM
Cloud Services
1 8 (8.99%) Amazon AWS
2 5 (5.62%) Amazon Kinesis
2 5 (5.62%) Amazon SageMaker
3 3 (3.37%) Microsoft Azure
Database & Business Intelligence
1 30 (33.71%) Data Warehouse
1 30 (33.71%) SQL Server Integration Services
2 21 (23.60%) SQL Server Analysis Services
3 18 (20.22%) SQL Server Reporting Services
4 15 (16.85%) SQL Server
5 14 (15.73%) Power BI
6 9 (10.11%) Data Mining
6 9 (10.11%) Relational Database
6 9 (10.11%) Star Schema
7 7 (7.87%) Oracle Database
8 6 (6.74%) MongoDB
8 6 (6.74%) Oracle ODI
8 6 (6.74%) RDBMS
8 6 (6.74%) SAP Data Services
9 5 (5.62%) Amazon RDS
9 5 (5.62%) Amazon Redshift
9 5 (5.62%) Data Lake
9 5 (5.62%) Pentaho
9 5 (5.62%) QlikView
9 5 (5.62%) Snowflake Schema
Development Applications
1 6 (6.74%) ERwin
1 6 (6.74%) PowerDesigner
2 3 (3.37%) Team Foundation Server
General
1 28 (31.46%) Finance
2 5 (5.62%) Banking
2 5 (5.62%) Manufacturing
2 5 (5.62%) Marketing
3 2 (2.25%) Retail
Job Titles
1 27 (30.34%) Developer
2 17 (19.10%) Business Intelligence Developer
3 16 (17.98%) Analyst
4 14 (15.73%) Data Analyst
5 12 (13.48%) Data Manager
6 11 (12.36%) Architect
7 9 (10.11%) Consultant
8 7 (7.87%) ERP Consultant
9 5 (5.62%) Data Consultant
9 5 (5.62%) Data Modeller
9 5 (5.62%) Data Quality Manager
9 5 (5.62%) Data Warehouse Manager
9 5 (5.62%) ETL Developer
9 5 (5.62%) Quality Manager
9 5 (5.62%) SQL Developer
10 4 (4.49%) Business Architect
10 4 (4.49%) Data Architect
10 4 (4.49%) Senior Business Intelligence Developer
10 4 (4.49%) Senior Developer
11 3 (3.37%) Master Data Manager
Libraries, Frameworks & Software Standards
1 6 (6.74%) Oracle GoldenGate
2 5 (5.62%) Web Services
3 1 (1.12%) COM
Miscellaneous
1 17 (19.10%) Analytical Skills
2 11 (12.36%) Management Information System
3 5 (5.62%) Data Structures
4 4 (4.49%) Market Risk
5 3 (3.37%) Algorithms
5 3 (3.37%) Driving Licence
6 2 (2.25%) Mobile App
7 1 (1.12%) Clustering
7 1 (1.12%) CMDB
7 1 (1.12%) PMI
7 1 (1.12%) Replication
7 1 (1.12%) Self-Motivation
Operating Systems
1 1 (1.12%) Linux
1 1 (1.12%) Unix
Processes & Methodologies
1 44 (49.44%) Business Intelligence
2 41 (46.07%) Data Modelling
3 26 (29.21%) Analytics
4 24 (26.97%) Agile Software Development
4 24 (26.97%) Data Management
5 17 (19.10%) ETL
5 17 (19.10%) Visualisation
6 16 (17.98%) Data Analytics
7 15 (16.85%) Data Governance
7 15 (16.85%) Data Transformation
7 15 (16.85%) Project Management
8 14 (15.73%) Migration
8 14 (15.73%) Quality Management
9 13 (14.61%) Change Management
9 13 (14.61%) Data Migration
10 12 (13.48%) Data Architecture
10 12 (13.48%) Data Visualisation
11 10 (11.24%) ERP
12 9 (10.11%) Data Integration
12 9 (10.11%) TOGAF
Programming Languages
1 49 (55.06%) SQL
2 28 (31.46%) T-SQL
3 9 (10.11%) Python
4 5 (5.62%) C#
4 5 (5.62%) Java
4 5 (5.62%) JavaScript
4 5 (5.62%) Ruby
4 5 (5.62%) Scala
5 3 (3.37%) R
6 2 (2.25%) VBA
7 1 (1.12%) PL/SQL
7 1 (1.12%) Shell Script
7 1 (1.12%) VBScript
Qualifications
1 6 (6.74%) SC Cleared
1 6 (6.74%) Security Cleared
2 5 (5.62%) AWS Certification
3 4 (4.49%) Degree
4 2 (2.25%) TOGAF Certification
5 1 (1.12%) PMI Certification
Quality Assurance & Compliance
1 2 (2.25%) QA
1 2 (2.25%) Sarbanes-Oxley
2 1 (1.12%) SLA
System Software
1 1 (1.12%) Oracle RAC
Systems Management
1 1 (1.12%) BMC PATROL
1 1 (1.12%) Control-M
1 1 (1.12%) Data Guard
1 1 (1.12%) Enterprise Manager Cloud Control
1 1 (1.12%) Oracle RMAN
Vendors
1 26 (29.21%) Microsoft
2 12 (13.48%) Tableau
3 11 (12.36%) SAP
4 10 (11.24%) Oracle
5 6 (6.74%) IBM
5 6 (6.74%) Trillium
6 1 (1.12%) BMC
6 1 (1.12%) BT
6 1 (1.12%) Cloudera
6 1 (1.12%) JD Edwards
6 1 (1.12%) Mapinfo
6 1 (1.12%) SmartCo
6 1 (1.12%) Talend