The following table provides summary statistics for permanent job vacancies advertised in England 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 3 months to 26 April 2017 with a comparison to the same period in the previous 2 years.

Data Quality
UK / England
3 months to
26 Apr 2017
Same period 2016 Same period 2015
Rank 345 352 423
Rank change year-on-year +7 +71  
Permanent jobs citing Data Quality 709 868 717
As % of all permanent IT jobs advertised in England 0.87% 0.89% 0.69%
As % of the Quality Assurance & Compliance category 7.28% 6.82% 5.42%
Number of salaries quoted 536 629 547
Median salary £49,500 £50,000 £52,500
Median salary % change year-on-year -1.00% -4.76%  
90% offered a salary of more than £30,000 £32,500 £35,000
10% offered a salary of more than £80,000 £77,500 £82,500
UK excluding London median salary £42,500 £45,000 £45,000
% change year-on-year -5.55% -  

Data Quality is in the quality assurance and compliance skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for quality assurance and compliance skills.

Quality Assurance & Compliance Skills
England
Permanent job vacancies with a requirement for quality assurance and compliance skills 9736 12727 13223
As % of all permanent IT job vacancies advertised in England 11.99% 13.04% 12.74%
Number of salaries quoted 7690 10184 10371
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £30,000 £30,000 £28,000
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £42,500 £45,000 £42,500
% change year-on-year -5.55% +5.88%  

Data Quality
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Quality as a proportion of all permanent or contract IT jobs with a match in the Quality Assurance & Compliance category.

Job vacancy trend for Data Quality in England

Data Quality
Salary Trend in England

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

Salary trend for Data Quality in England

Data Quality
Salary Histogram in England

The salary distribution of IT jobs citing Data Quality in England over the 3 months to 26 April 2017.

Salary histogram for Data Quality in England

Data Quality
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the England region over the 3 months to 26 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +8 394 £55,000 +2.32% 46
South East +8 81 £54,000 +22.03% 14
North West -2 48 £34,000 -8.72% 7
Yorkshire -6 44 £35,000 -22.22% 8
East of England +28 40 £47,500 +11.76% 4
West Midlands +16 39 £30,000 -29.41% 2
East Midlands +7 26 £48,750 +62.50% 6
South West +10 24 £50,990 +1.98% 8
North East +9 1 £35,000 -12.50%
Data Quality
UK

For the 6 months to 26 April 2017, IT jobs citing Data Quality also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Data Quality.

1 584 (46.28%) SQL
2 473 (37.48%) Business Intelligence
3 385 (30.51%) Data Warehouse
4 373 (29.56%) Finance
5 338 (26.78%) Data Management
6 323 (25.59%) SQL Server
7 317 (25.12%) Analytics
8 312 (24.72%) ETL
9 271 (21.47%) Data Modelling
10 258 (20.44%) Analytical Skills
11 241 (19.10%) Microsoft
12 229 (18.15%) Microsoft Excel
13 212 (16.80%) Degree
14 209 (16.56%) Agile Software Development
15 205 (16.24%) Data Governance
16 176 (13.95%) Oracle
17 169 (13.39%) Data Analysis
18 161 (12.76%) T-SQL
18 161 (12.76%) SQL Server Reporting Services
19 160 (12.68%) SQL Server Integration Services
20 141 (11.17%) Big Data
21 138 (10.94%) Migration
22 136 (10.78%) Data Architecture
23 135 (10.70%) Stakeholder Management
24 131 (10.38%) SAP
25 128 (10.14%) Data Integration
26 127 (10.06%) Visualisation
27 124 (9.83%) CRM
28 122 (9.67%) BusinessObjects
29 121 (9.59%) Retail

Data Quality
Co-occurring IT Skills in England 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 98 (7.77%) SAS
2 63 (4.99%) Apache Spark
3 57 (4.52%) SharePoint
4 40 (3.17%) Apache
5 24 (1.90%) Elasticsearch
6 22 (1.74%) Tomcat
7 19 (1.51%) IIS
8 13 (1.03%) Apache Pig
9 12 (0.95%) Oracle SOA Suite
10 11 (0.87%) Apache Airflow
11 10 (0.79%) CMS
12 9 (0.71%) SharePoint 2013
12 9 (0.71%) WebSphere
13 8 (0.63%) Confluence
13 8 (0.63%) WebLogic
14 5 (0.40%) SharePoint 2010
15 4 (0.32%) GlassFish
15 4 (0.32%) JBoss
15 4 (0.32%) Oracle Workflow
16 3 (0.24%) Skype for Business
Applications
1 229 (18.15%) Microsoft Excel
2 72 (5.71%) Microsoft Office
3 46 (3.65%) Microsoft PowerPoint
4 21 (1.66%) SPSS
5 18 (1.43%) Spreadsheet
6 14 (1.11%) MS Visio
7 10 (0.79%) Microsoft Project
8 5 (0.40%) Stata
9 3 (0.24%) SPSS Modeler
Business Applications
1 35 (2.77%) Dynamics CRM
2 16 (1.27%) Raiser's Edge
3 13 (1.03%) Salesforce.com CRM
4 11 (0.87%) FastStats
5 10 (0.79%) Dynamics AX
6 9 (0.71%) SAP CO
6 9 (0.71%) SAP FI
6 9 (0.71%) SAP FI/CO
7 7 (0.55%) Markit EDM
7 7 (0.55%) SAP FSCM
7 7 (0.55%) SAP MM
7 7 (0.55%) SAP PS
7 7 (0.55%) SAP SD
8 6 (0.48%) Dynamics NAV
8 6 (0.48%) HFM
9 4 (0.32%) Hyperion Planning
9 4 (0.32%) Oracle BPM
10 3 (0.24%) Hyperion Enterprise
10 3 (0.24%) SAP ERP
10 3 (0.24%) Workfront
Cloud Services
1 52 (4.12%) Amazon AWS
2 48 (3.80%) Microsoft Azure
3 15 (1.19%) SaaS
4 11 (0.87%) Amazon Kinesis
5 9 (0.71%) Force.com
6 6 (0.48%) Google Cloud Platform
7 5 (0.40%) PaaS
7 5 (0.40%) SuccessFactors
8 4 (0.32%) Azure Machine Learning
8 4 (0.32%) Office 365
9 3 (0.24%) Google Analytics
9 3 (0.24%) IaaS
10 2 (0.16%) Amazon EC2
10 2 (0.16%) Amazon EMR
10 2 (0.16%) FinancialForce.com
10 2 (0.16%) Google Tag Manager
10 2 (0.16%) Heroku
10 2 (0.16%) OpenShift
11 1 (0.079%) Google Compute Engine
11 1 (0.079%) iPaaS
Communications & Networking
1 7 (0.55%) MVNO
2 5 (0.40%) Internet
3 2 (0.16%) Broadband
3 2 (0.16%) Kerberos
4 1 (0.079%) Extranet
4 1 (0.079%) IMAP
4 1 (0.079%) Intranet
4 1 (0.079%) LAN
4 1 (0.079%) WAN
Database & Business Intelligence
1 385 (30.51%) Data Warehouse
2 323 (25.59%) SQL Server
3 161 (12.76%) SQL Server Reporting Services
4 160 (12.68%) SQL Server Integration Services
5 141 (11.17%) Big Data
6 122 (9.67%) BusinessObjects
7 118 (9.35%) Relational Database
8 105 (8.32%) SQL Server Analysis Services
9 104 (8.24%) Power BI
10 94 (7.45%) Hadoop
11 76 (6.02%) QlikView
12 55 (4.36%) OLAP
12 55 (4.36%) RDBMS
13 52 (4.12%) Apache Hive
14 50 (3.96%) MySQL
14 50 (3.96%) NoSQL
15 39 (3.09%) Enterprise Data Warehouse
16 37 (2.93%) Data Mart
17 36 (2.85%) SAP Data Services
18 35 (2.77%) DB2
Development Applications
1 40 (3.17%) Talend Open Studio
2 23 (1.82%) Git (software)
3 18 (1.43%) Team Foundation Server
4 15 (1.19%) JIRA
5 14 (1.11%) ERwin
5 14 (1.11%) SQL Server Management Studio (SSMS)
6 10 (0.79%) Visual Studio
7 9 (0.71%) Subversion
8 8 (0.63%) Ant
8 8 (0.63%) Gradle
8 8 (0.63%) Maven
8 8 (0.63%) Oracle APEX
9 7 (0.55%) Eclipse
10 6 (0.48%) Rational Rhapsody
11 5 (0.40%) Oracle Forms
11 5 (0.40%) ProC
11 5 (0.40%) XMLSpy
12 3 (0.24%) git-flow
12 3 (0.24%) JUnit
13 2 (0.16%) eCATT
General
1 373 (29.56%) Finance
2 121 (9.59%) Retail
3 110 (8.72%) Marketing
4 92 (7.29%) Banking
5 43 (3.41%) Legal
6 29 (2.30%) Pharmaceutical
7 28 (2.22%) Front Office
7 28 (2.22%) Publishing
8 27 (2.14%) Investment Banking
8 27 (2.14%) Telecoms
9 24 (1.90%) Retail Banking
10 22 (1.74%) Private Banking
11 20 (1.58%) Corporate Banking
12 14 (1.11%) Games
13 13 (1.03%) Military
14 12 (0.95%) Law
14 12 (0.95%) Manufacturing
15 9 (0.71%) German Language
16 8 (0.63%) Automotive
16 8 (0.63%) Spanish Language
Job Titles
1 419 (33.20%) Analyst
2 209 (16.56%) Data Analyst
3 174 (13.79%) Architect
4 166 (13.15%) Developer
5 128 (10.14%) Data Architect
6 103 (8.16%) SQL Analyst
7 86 (6.81%) Consultant
8 85 (6.74%) Data Quality Analyst
9 83 (6.58%) Data Manager
10 66 (5.23%) Quality Analyst
11 58 (4.60%) Data Engineer
11 58 (4.60%) SQL Data Analyst
12 57 (4.52%) SQL Developer
13 53 (4.20%) Business Analyst
13 53 (4.20%) Business Intelligence Analyst
14 44 (3.49%) Governance Manager
14 44 (3.49%) Senior Analyst
15 41 (3.25%) Data Governance Analyst
15 41 (3.25%) Data Governance Manager
16 40 (3.17%) Data Consultant
Libraries, Frameworks & Software Standards
1 38 (3.01%) .NET
2 37 (2.93%) Web Services
3 30 (2.38%) Kafka
3 30 (2.38%) XML
4 18 (1.43%) JSON
5 12 (0.95%) Ajax
5 12 (0.95%) REST
5 12 (0.95%) SOAP
6 11 (0.87%) GraphX
6 11 (0.87%) Scrapy
6 11 (0.87%) Serverless Framework
6 11 (0.87%) WSDL
7 10 (0.79%) GeoJSON
7 10 (0.79%) Visualforce
8 9 (0.71%) HTML
8 9 (0.71%) Lucene
8 9 (0.71%) Mason
8 9 (0.71%) Middleware
9 8 (0.63%) MDX
10 7 (0.55%) Java EE
Miscellaneous
1 258 (20.44%) Analytical Skills
2 120 (9.51%) Management Information System
3 78 (6.18%) Computer Science
4 71 (5.63%) Data Structures
5 38 (3.01%) Reference Data
6 31 (2.46%) Life Science
6 31 (2.46%) NHS
7 23 (1.82%) Fintech
8 22 (1.74%) Credit Risk
9 16 (1.27%) Enterprise Software
10 13 (1.03%) User Experience
11 11 (0.87%) Fixed Income
12 9 (0.71%) DataPower
12 9 (0.71%) Virtual Team
13 8 (0.63%) Algorithms
13 8 (0.63%) Data Protection Act
13 8 (0.63%) Derivative
13 8 (0.63%) PMI
14 7 (0.55%) Data Centre
14 7 (0.55%) Reinsurance
Operating Systems
1 56 (4.44%) Linux
1 56 (4.44%) Unix
2 43 (3.41%) Windows
3 8 (0.63%) Solaris
3 8 (0.63%) Windows Server
4 2 (0.16%) Windows Server 2008
5 1 (0.079%) Windows Server 2003
5 1 (0.079%) Windows XP
Processes & Methodologies
1 473 (37.48%) Business Intelligence
2 338 (26.78%) Data Management
3 317 (25.12%) Analytics
4 312 (24.72%) ETL
5 271 (21.47%) Data Modelling
6 209 (16.56%) Agile Software Development
7 205 (16.24%) Data Governance
8 169 (13.39%) Data Analysis
9 138 (10.94%) Migration
10 136 (10.78%) Data Architecture
11 135 (10.70%) Stakeholder Management
12 128 (10.14%) Data Integration
13 127 (10.06%) Visualisation
14 124 (9.83%) CRM
15 107 (8.48%) Data Analytics
15 107 (8.48%) Data Migration
16 101 (8.00%) Master Data Management
17 89 (7.05%) Data Cleansing
17 89 (7.05%) Data Strategy
18 73 (5.78%) Data Visualisation
Programming Languages
1 584 (46.28%) SQL
2 161 (12.76%) T-SQL
3 88 (6.97%) Python
4 85 (6.74%) PL/SQL
5 82 (6.50%) Java
6 68 (5.39%) VBA
7 55 (4.36%) R
8 33 (2.61%) VB
9 24 (1.90%) C#
10 22 (1.74%) PowerShell
11 21 (1.66%) Scala
12 15 (1.19%) Shell Script
13 13 (1.03%) Apex Code
13 13 (1.03%) Data Analysis Expressions (DAX)
14 11 (0.87%) Perl
15 9 (0.71%) MATLAB
16 8 (0.63%) Groovy
16 8 (0.63%) JavaScript
17 6 (0.48%) ABAP
18 5 (0.40%) VBScript
Qualifications
1 212 (16.80%) Degree
2 14 (1.11%) Security Cleared
3 11 (0.87%) SC Cleared
4 9 (0.71%) Microsoft Certification
4 9 (0.71%) PMI Certification
5 6 (0.48%) PMP
6 5 (0.40%) SAS Certification
7 4 (0.32%) MCP
7 4 (0.32%) PhD
8 3 (0.24%) CISA
9 2 (0.16%) HNC
9 2 (0.16%) ISEB
9 2 (0.16%) ITIL Foundation Certificate
9 2 (0.16%) MCSE
9 2 (0.16%) Postgraduate
9 2 (0.16%) Six Sigma Green Belt
10 1 (0.079%) CIMA
10 1 (0.079%) ITIL Certification
10 1 (0.079%) MBA
10 1 (0.079%) PRINCE2 Certification
Quality Assurance & Compliance
1 49 (3.88%) QA
2 40 (3.17%) SLA
3 24 (1.90%) GDPR
4 10 (0.79%) PMO
4 10 (0.79%) Solvency II
5 9 (0.71%) ISO/IEC 27001
6 8 (0.63%) IFRS
6 8 (0.63%) IFRS 9
7 6 (0.48%) IAS 39
8 4 (0.32%) Sarbanes-Oxley
9 2 (0.16%) HL7
9 2 (0.16%) SEPA
9 2 (0.16%) TARGET2
10 1 (0.079%) Actionable Recommendations
10 1 (0.079%) COBIT
10 1 (0.079%) Dodd-Frank
10 1 (0.079%) EMIR
10 1 (0.079%) PCI DSS
System Software
1 8 (0.63%) Apache Flume
1 8 (0.63%) HDFS
2 4 (0.32%) Apache ZooKeeper
3 3 (0.24%) Active Directory
4 2 (0.16%) Hyper-V
5 1 (0.079%) Docker
5 1 (0.079%) NDS
5 1 (0.079%) NetIQ eDirectory
5 1 (0.079%) Virtual Desktop
Systems Management
1 11 (0.87%) Kibana
2 10 (0.79%) Oozie
3 5 (0.40%) Ambari
3 5 (0.40%) Hadoop YARN
4 4 (0.32%) Puppet
5 3 (0.24%) HP Quality Center
5 3 (0.24%) SCCM
6 2 (0.16%) Opscode Chef
7 1 (0.079%) Ansible
7 1 (0.079%) Failover Clustering
7 1 (0.079%) Ganglia
7 1 (0.079%) Nagios
7 1 (0.079%) Perfmon
7 1 (0.079%) Tivoli
Vendors
1 241 (19.10%) Microsoft
2 176 (13.95%) Oracle
3 131 (10.38%) SAP
4 95 (7.53%) Tableau
5 82 (6.50%) Informatica
6 78 (6.18%) Salesforce.com
7 43 (3.41%) Teradata
8 40 (3.17%) Talend
9 36 (2.85%) Cognos
10 17 (1.35%) Cloudera
11 15 (1.19%) IBM
12 14 (1.11%) Alteryx
13 13 (1.03%) Ab Initio
14 12 (0.95%) Hortonworks
15 11 (0.87%) Google
15 11 (0.87%) Netezza
15 11 (0.87%) Trillium
16 9 (0.71%) MicroStrategy
16 9 (0.71%) RedGate
16 9 (0.71%) Software AG
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: Today
Crawley, West Sussex
RBW Consulting
Salary: Up to £35,000 per annum + Bonus
Posted: 20 hours ago
London
Venturi
Salary: £35000.00 - £50000.00 per annum + Benefits
Posted: 1 hour ago
City, London
I3
Salary: £75000 - £85000 per annum + benefits + bonus
Posted: 21 hours ago
London
Joseph Harry Ltd
Salary: £30000 - £45000 per annum + 25% Bonus + 10% Pension
Posted: 58 minutes ago
Bristol, Avon
Webrecruit
Salary: £Competitive Plus Excellent Benefits
Posted: 18 hours ago
South East London
RM plc
Salary: £35000 - £50000 per annum + benefits
Posted: Yesterday
City, London
Lorien Resourcing
Salary: £90000 - £110000 per annum + bonus + benefits + car allowance
Posted: 15 hours ago
Midlands
Harvey Nash plc
Salary: £40000 - £55000 per annum + Benefits Package
Posted: Yesterday
Chippenham, Wiltshire
Aximis (West) Limited
Salary: Up to £25000 + Excellent Benefits
Posted: Yesterday
Cirencester, Gloucestershire
Aximis (West) Limited
Salary: Up to £25000 + Excellent Benefits
Posted: Yesterday
Bristol, Avon
Aximis (West) Limited
Salary: Up to £25000 + Excellent Benefits
Posted: Yesterday
Cheltenham, Gloucestershire
Aximis (West) Limited
Salary: Up to £25000 + Excellent Benefits
Posted: Yesterday
Swindon, Wiltshire
Aximis (West) Limited
Salary: Up to £25000 + Excellent Benefits
Posted: Yesterday
Leeds, West Yorkshire
ASDA
Salary: Market Salary
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £75,000 - £90,000 + generous bonus and car allowance plus much more!
Posted: Yesterday
Lutterworth, Leicestershire
ASDA
Salary: Market Salary + Car + Benefits
Posted: Yesterday
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £40000 - £50000 per annum + Pension, Training
Posted: 21 hours ago
Hemel Hempstead, Hertfordshire
Understanding Recruitment
Salary: £80000.00 - £110000.00 per annum + Benefits
Posted: 2 days ago
Warrington, Cheshire
Reed Technology
Salary: £25000 - £32000 per annum
Posted: 21 hours ago
Crawley, West Sussex
ARC IT Recruitment Ltd
Salary: £350 - £450 per day
Posted: 4 days ago
City, London
ARC IT Recruitment Ltd
Salary: Circa £55K Plus Bonus & Benefits
Posted: 4 days ago
Reigate, Surrey
Client Server
Salary: £50k to £55k + benefits
Posted: 6 days ago
Manchester, Lancashire
I4 Recruitment
Salary: £30k - 45k per year + Benefits
Posted: 4 days ago
Bolton, Lancashire
TD Group
Salary: From £25,000 to £35,000 per annum Plus excellent benefits package
Posted: 4 days ago
Stockport, Cheshire
Search Consultancy
Salary: £35000 - £40000 per annum + Pension + Bonus
Posted: 5 days ago
Maidstone, Kent
1st Choice Computer Appointments Ltd
Salary: From £45,000 to £50,000 per annum
Posted: 4 days ago
Nottingham, Nottinghamshire
Ascent People Ltd
Salary: £37000 - £47000 per annum + Pension, Training
Posted: 3 days ago
Ashford, Kent
ARC IT Recruitment Ltd
Salary: £40000 - £45000 per annum + Benefits
Posted: 4 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £30,000 to £40,000 per annum plus excellent additional benefits
Posted: 6 days ago