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

Data Quality
England > Yorkshire
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 211 241 265
Rank change year-on-year +30 +24 -17
Permanent jobs citing Data Quality 78 68 75
As % of all permanent IT jobs advertised in Yorkshire 0.94% 0.71% 0.67%
As % of the Quality Assurance & Compliance category 6.35% 7.07% 5.19%
Number of salaries quoted 62 62 65
Yorkshire median annual salary £45,000 £38,500 £36,000
Median salary % change year-on-year +16.88% +6.94% -20.00%
10th Percentile £32,275 £30,605 £24,000
90th Percentile £62,000 £53,750 £59,500
England median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +5.00%

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 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 1,229 962 1,445
As % of all permanent IT jobs advertised in Yorkshire 14.73% 10.08% 12.82%
Number of salaries quoted 957 799 1,148
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £26,000 £23,250 £22,925
90th Percentile £63,750 £61,250 £62,500
England median annual salary £50,000 £50,000 £50,000

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 17 October 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 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
West Yorkshire +52 65 £45,000 +22.05% 9
South Yorkshire +7 9 £42,500 -19.05%
North Yorkshire -7 3 £31,500 -8.31% 1
East Yorkshire +4 1 £31,500 -30.00%
Data Quality
England

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 Yorkshire region with a requirement for Data Quality.

1 51 (65.38%) SQL
2 40 (51.28%) Data Modelling
3 30 (38.46%) Finance
4 29 (37.18%) Business Intelligence
5 26 (33.33%) Data Warehouse
6 23 (29.49%) Analytics
7 20 (25.64%) SQL Server Integration Services
8 19 (24.36%) Oracle
9 18 (23.08%) Data Management
9 18 (23.08%) Relational Database
9 18 (23.08%) SQL Server Analysis Services
10 17 (21.79%) T-SQL
11 16 (20.51%) Data Governance
11 16 (20.51%) Data Transformation
12 15 (19.23%) Tableau
12 15 (19.23%) Analytical Skills
12 15 (19.23%) Logical Data Model
12 15 (19.23%) Physical Data Model
12 15 (19.23%) Data Cleansing
13 14 (17.95%) Quality Management
13 14 (17.95%) ERwin
13 14 (17.95%) PowerDesigner
13 14 (17.95%) IBM
13 14 (17.95%) Trillium
13 14 (17.95%) Visualisation
13 14 (17.95%) Oracle GoldenGate
13 14 (17.95%) Oracle ODI
14 13 (16.67%) SAP Data Services
14 13 (16.67%) Data Analytics
14 13 (16.67%) ETL

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 (5.13%) SAS
2 2 (2.56%) ArcGIS
3 1 (1.28%) Smallworld
Applications
1 9 (11.54%) Microsoft Excel
2 4 (5.13%) Microsoft PowerPoint
2 4 (5.13%) MS Visio
3 3 (3.85%) Microsoft Office
4 1 (1.28%) SPSS
Cloud Services
1 6 (7.69%) Amazon AWS
2 5 (6.41%) Microsoft Azure
3 2 (2.56%) Amazon Kinesis
3 2 (2.56%) Amazon SageMaker
Communications & Networking
1 1 (1.28%) SMS
Database & Business Intelligence
1 26 (33.33%) Data Warehouse
2 20 (25.64%) SQL Server Integration Services
3 18 (23.08%) Relational Database
3 18 (23.08%) SQL Server Analysis Services
4 14 (17.95%) Oracle ODI
5 13 (16.67%) SAP Data Services
5 13 (16.67%) SQL Server
5 13 (16.67%) SQL Server Reporting Services
6 12 (15.38%) Oracle Database
7 10 (12.82%) RDBMS
8 7 (8.97%) Data Mining
8 7 (8.97%) Power BI
9 6 (7.69%) QlikView
10 4 (5.13%) BusinessObjects
11 3 (3.85%) Big Data
11 3 (3.85%) MongoDB
11 3 (3.85%) Oracle Reports
11 3 (3.85%) SAP BW
12 2 (2.56%) Amazon RDS
12 2 (2.56%) Oracle Database 12c
Development Applications
1 14 (17.95%) ERwin
1 14 (17.95%) PowerDesigner
2 1 (1.28%) Oracle Forms
2 1 (1.28%) Team Foundation Server
General
1 30 (38.46%) Finance
2 5 (6.41%) Banking
3 4 (5.13%) Financial Institution
3 4 (5.13%) Retail
4 3 (3.85%) Marketing
5 1 (1.28%) Manufacturing
5 1 (1.28%) Pharmaceutical
Job Titles
1 24 (30.77%) Analyst
2 20 (25.64%) Data Analyst
3 17 (21.79%) Developer
4 15 (19.23%) Data Modeller
5 11 (14.10%) Data Manager
6 10 (12.82%) Business Intelligence Developer
7 6 (7.69%) Consultant
8 5 (6.41%) Architect
8 5 (6.41%) Data Warehouse Manager
8 5 (6.41%) SQL Developer
9 4 (5.13%) Business Architect
9 4 (5.13%) Business Intelligence Analyst
9 4 (5.13%) ERP Consultant
9 4 (5.13%) Master Data Manager
9 4 (5.13%) Senior Business Intelligence Developer
9 4 (5.13%) Senior Developer
10 3 (3.85%) Junior
10 3 (3.85%) Junior Business Intelligence Developer
10 3 (3.85%) Junior Developer
10 3 (3.85%) Senior Manager
Libraries, Frameworks & Software Standards
1 14 (17.95%) Oracle GoldenGate
2 3 (3.85%) Web Services
3 1 (1.28%) JSON
3 1 (1.28%) REST
3 1 (1.28%) XML
Miscellaneous
1 15 (19.23%) Analytical Skills
2 6 (7.69%) Management Information System
3 5 (6.41%) Data Structures
4 4 (5.13%) Market Risk
5 3 (3.85%) Algorithms
6 1 (1.28%) Clustering
6 1 (1.28%) CMDB
6 1 (1.28%) Computer Science
6 1 (1.28%) Driving Licence
6 1 (1.28%) FMCG
6 1 (1.28%) PMI
6 1 (1.28%) Self-Motivation
Operating Systems
1 2 (2.56%) Unix
2 1 (1.28%) Linux
Processes & Methodologies
1 40 (51.28%) Data Modelling
2 29 (37.18%) Business Intelligence
3 23 (29.49%) Analytics
4 18 (23.08%) Data Management
5 16 (20.51%) Data Governance
5 16 (20.51%) Data Transformation
6 15 (19.23%) Data Cleansing
6 15 (19.23%) Logical Data Model
6 15 (19.23%) Physical Data Model
7 14 (17.95%) Quality Management
7 14 (17.95%) Visualisation
8 13 (16.67%) Data Analytics
8 13 (16.67%) ETL
9 12 (15.38%) Agile Software Development
9 12 (15.38%) Migration
10 11 (14.10%) Data Visualisation
11 10 (12.82%) Data Integration
11 10 (12.82%) Data Migration
12 9 (11.54%) Data Architecture
12 9 (11.54%) ERP
Programming Languages
1 51 (65.38%) SQL
2 17 (21.79%) T-SQL
3 6 (7.69%) Python
4 3 (3.85%) R
5 2 (2.56%) C#
5 2 (2.56%) Java
5 2 (2.56%) JavaScript
5 2 (2.56%) PL/SQL
5 2 (2.56%) Ruby
5 2 (2.56%) Scala
5 2 (2.56%) VBA
6 1 (1.28%) Shell Script
6 1 (1.28%) VBScript
Qualifications
1 4 (5.13%) SC Cleared
1 4 (5.13%) Security Cleared
2 3 (3.85%) Degree
3 2 (2.56%) AWS Certification
3 2 (2.56%) TOGAF Certification
4 1 (1.28%) PMI Certification
Quality Assurance & Compliance
1 2 (2.56%) Sarbanes-Oxley
2 1 (1.28%) QA
2 1 (1.28%) SLA
System Software
1 1 (1.28%) Oracle RAC
Systems Management
1 1 (1.28%) BMC PATROL
1 1 (1.28%) Control-M
1 1 (1.28%) Data Guard
1 1 (1.28%) Enterprise Manager Cloud Control
1 1 (1.28%) Oracle RMAN
Vendors
1 19 (24.36%) Oracle
2 15 (19.23%) Tableau
3 14 (17.95%) IBM
3 14 (17.95%) Trillium
4 11 (14.10%) Microsoft
5 6 (7.69%) SAP
6 3 (3.85%) Cognos
7 1 (1.28%) BMC
7 1 (1.28%) Cloudera
7 1 (1.28%) JD Edwards
7 1 (1.28%) Mapinfo
7 1 (1.28%) Salesforce.com
7 1 (1.28%) SmartCo
7 1 (1.28%) Talend