Period
to 23 July 2017

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 6 months to 23 July 2017 with a comparison to the same period in the previous 2 years.

Data Quality
UK > England
6 months to
23 Jul 2017
Same period 2016 Same period 2015
Rank 347 358 400
Rank change year-on-year +11 +42 -21
Permanent jobs citing Data Quality 1509 1684 1629
As % of all permanent IT jobs advertised in England 0.91% 0.89% 0.79%
As % of the Quality Assurance & Compliance category 7.41% 6.73% 6.11%
Number of salaries quoted 1109 1250 1209
England median annual salary £50,000 £52,500 £52,500
Median salary % change year-on-year -4.76% - +5.00%
10th Percentile £30,000 £30,000 £31,838
90th Percentile £82,500 £81,375 £87,500
UK median annual salary £50,000 £50,000 £51,000
% change year-on-year - -1.96% +2.00%

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 20360 25012 26659
As % of all permanent IT job vacancies advertised in England 12.23% 13.16% 12.85%
Number of salaries quoted 15456 19993 21016
England median annual salary £49,000 £50,000 £45,000
Median salary % change year-on-year -2.00% +11.11% -
10th Percentile £27,000 £26,875 £26,250
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

Data Quality
Job Vacancy Trend in England

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

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 6 months to 23 July 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 6 months to 23 July 2017. 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
London +13 788 £57,500 +0.88% 56
North of England +31 247 £35,000 -12.50% 18
South East -9 188 £52,000 +4.00% 12
North West +27 142 £35,000 - 6
Midlands +30 127 £37,500 - 8
East of England +37 94 £54,000 +20.00% 2
Yorkshire -13 81 £35,250 -21.67% 11
West Midlands +33 76 £36,000 -15.29% 5
East Midlands +21 51 £45,000 +50.00% 3
South West +11 51 £50,495 +12.21% 4
North East +33 24 £66,250 +80.27% 1
Data Quality
UK

For the 6 months to 23 July 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.

1 726 (48.11%) SQL
2 560 (37.11%) Business Intelligence
3 487 (32.27%) Data Management
4 478 (31.68%) Data Warehouse
5 469 (31.08%) Finance
6 407 (26.97%) ETL
7 404 (26.77%) Analytics
8 392 (25.98%) SQL Server
9 353 (23.39%) Analytical Skills
10 315 (20.87%) Data Modelling
11 311 (20.61%) Microsoft
12 308 (20.41%) Data Governance
13 254 (16.83%) Degree
14 251 (16.63%) Agile Software Development
15 246 (16.30%) Microsoft Excel
16 219 (14.51%) SQL Server Integration Services
17 218 (14.45%) Data Analysis
18 205 (13.59%) Visualisation
19 204 (13.52%) SQL Server Reporting Services
20 195 (12.92%) Oracle
21 188 (12.46%) Big Data
22 183 (12.13%) T-SQL
23 182 (12.06%) Data Integration
24 179 (11.86%) Tableau
25 176 (11.66%) SAP
26 172 (11.40%) Data Architecture
27 156 (10.34%) Retail
28 152 (10.07%) Data Analytics
29 149 (9.87%) Management Information System
30 147 (9.74%) Master Data Management

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
1 129 (8.55%) SAS
2 71 (4.71%) SharePoint
3 67 (4.44%) Apache Spark
4 39 (2.58%) Apache
5 30 (1.99%) CMS
6 26 (1.72%) IIS
7 25 (1.66%) Elasticsearch
8 23 (1.52%) Tomcat
9 14 (0.93%) Sitecore CMS
10 12 (0.80%) Apache Airflow
11 9 (0.60%) OpenEdge
11 9 (0.60%) Oracle SOA Suite
11 9 (0.60%) WebSphere
12 7 (0.46%) Apache Pig
12 7 (0.46%) Confluence
12 7 (0.46%) SharePoint 2013
13 5 (0.33%) MS Exchange
13 5 (0.33%) SharePoint 2010
13 5 (0.33%) SharePoint Server
14 2 (0.13%) BizTalk Server
Applications
1 246 (16.30%) Microsoft Excel
2 96 (6.36%) Microsoft Office
3 54 (3.58%) Microsoft PowerPoint
4 34 (2.25%) MS Visio
5 28 (1.86%) SPSS
6 19 (1.26%) Spreadsheet
7 5 (0.33%) Microsoft Project
8 3 (0.20%) SPSS Modeler
8 3 (0.20%) Stata
Business Applications
1 26 (1.72%) Dynamics CRM
2 20 (1.33%) Salesforce.com CRM
3 19 (1.26%) Dynamics AX
4 14 (0.93%) Raiser's Edge
5 12 (0.80%) FastStats
5 12 (0.80%) SAP MDG
6 8 (0.53%) SAP CO
6 8 (0.53%) SAP FI
6 8 (0.53%) SAP FI/CO
6 8 (0.53%) SAP FSCM
6 8 (0.53%) SAP MM
6 8 (0.53%) SAP PS
6 8 (0.53%) SAP SD
7 6 (0.40%) Dynamics NAV
7 6 (0.40%) Oracle CRM
8 5 (0.33%) SAP MDM
9 4 (0.27%) Dynamics GP
10 3 (0.20%) Markit EDM
10 3 (0.20%) SAP ERP
10 3 (0.20%) Workfront
Cloud Services
1 73 (4.84%) Amazon AWS
2 65 (4.31%) Microsoft Azure
3 12 (0.80%) Amazon Kinesis
4 11 (0.73%) Force.com
4 11 (0.73%) Office 365
5 10 (0.66%) iPaaS
6 9 (0.60%) Google Analytics
6 9 (0.60%) PaaS
7 8 (0.53%) SaaS
8 7 (0.46%) Google Cloud Platform
9 4 (0.27%) Azure Machine Learning
9 4 (0.27%) GitHub
9 4 (0.27%) IaaS
10 3 (0.20%) Adobe Analytics
10 3 (0.20%) Dynamics 365
10 3 (0.20%) Salesforce Sales Cloud
11 2 (0.13%) Cortana Intelligence Suite
11 2 (0.13%) Google Tag Manager
11 2 (0.13%) Oracle CX
11 2 (0.13%) Salesforce Service Cloud
Communications & Networking
1 4 (0.27%) Intranet
1 4 (0.27%) LAN
1 4 (0.27%) WAN
2 3 (0.20%) Internet
3 2 (0.13%) Broadband
3 2 (0.13%) NAS
3 2 (0.13%) SAN
3 2 (0.13%) Skype
3 2 (0.13%) SMS
4 1 (0.066%) DNS
4 1 (0.066%) Extranet
4 1 (0.066%) HTTP
4 1 (0.066%) IMAP
4 1 (0.066%) Kerberos
4 1 (0.066%) LDAP
4 1 (0.066%) PBX
4 1 (0.066%) TCP/IP
Database & Business Intelligence
1 478 (31.68%) Data Warehouse
2 392 (25.98%) SQL Server
3 219 (14.51%) SQL Server Integration Services
4 204 (13.52%) SQL Server Reporting Services
5 188 (12.46%) Big Data
6 127 (8.42%) Power BI
7 123 (8.15%) Relational Database
8 122 (8.08%) BusinessObjects
8 122 (8.08%) Hadoop
9 121 (8.02%) SQL Server Analysis Services
10 91 (6.03%) QlikView
11 72 (4.77%) OLAP
12 57 (3.78%) NoSQL
13 56 (3.71%) RDBMS
14 50 (3.31%) Apache Hive
15 48 (3.18%) Data Mart
15 48 (3.18%) Data Mining
16 46 (3.05%) Amazon Redshift
17 44 (2.92%) SQL Server 2008
18 43 (2.85%) PostgreSQL
Development Applications
1 35 (2.32%) Talend Open Studio
2 22 (1.46%) Git (software)
2 22 (1.46%) Team Foundation Server
3 17 (1.13%) JIRA
4 13 (0.86%) ProC
4 13 (0.86%) Visual Studio
5 12 (0.80%) ERwin
6 11 (0.73%) Maven
6 11 (0.73%) Oracle APEX
6 11 (0.73%) Rational Rhapsody
7 10 (0.66%) Subversion
8 9 (0.60%) Grunt
8 9 (0.60%) gulp
9 8 (0.53%) Ant
9 8 (0.53%) Bower
9 8 (0.53%) Gradle
9 8 (0.53%) PHPUnit
9 8 (0.53%) SQL Server Management Studio (SSMS)
9 8 (0.53%) Vagrant
10 3 (0.20%) JUnit
General
1 469 (31.08%) Finance
2 156 (10.34%) Retail
3 135 (8.95%) Marketing
4 115 (7.62%) Banking
5 65 (4.31%) Legal
6 57 (3.78%) Investment Banking
7 50 (3.31%) Telecoms
8 49 (3.25%) Retail Banking
9 45 (2.98%) Front Office
10 32 (2.12%) Manufacturing
11 29 (1.92%) Pharmaceutical
11 29 (1.92%) Publishing
12 28 (1.86%) Electronics
13 25 (1.66%) Corporate Banking
14 23 (1.52%) Private Banking
15 14 (0.93%) Military
16 12 (0.80%) Games
17 10 (0.66%) Aerospace
18 9 (0.60%) German Language
19 8 (0.53%) Italian Language
Job Titles
1 483 (32.01%) Analyst
2 259 (17.16%) Developer
3 245 (16.24%) Data Analyst
4 195 (12.92%) Architect
5 127 (8.42%) Data Architect
6 109 (7.22%) SQL Analyst
7 105 (6.96%) Data Manager
8 98 (6.49%) Consultant
8 98 (6.49%) SQL Developer
9 89 (5.90%) Business Analyst
10 81 (5.37%) Data Quality Analyst
11 60 (3.98%) Data Consultant
12 59 (3.91%) Quality Analyst
13 58 (3.84%) Business Intelligence Developer
14 56 (3.71%) Data Engineer
15 53 (3.51%) SQL Data Analyst
16 52 (3.45%) ETL Developer
17 45 (2.98%) Data Business Analyst
18 44 (2.92%) Governance Manager
18 44 (2.92%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 59 (3.91%) Web Services
2 43 (2.85%) .NET
3 38 (2.52%) XML
4 33 (2.19%) Kafka
5 24 (1.59%) JSON
6 23 (1.52%) REST
7 19 (1.26%) SOAP
8 18 (1.19%) HTML
8 18 (1.19%) MDX
9 16 (1.06%) WSDL
10 13 (0.86%) Natural Language Processing
10 13 (0.86%) Scrapy
11 12 (0.80%) Ajax
11 12 (0.80%) AngularJS
11 12 (0.80%) CSS
11 12 (0.80%) GraphX
11 12 (0.80%) NumPy
11 12 (0.80%) Pandas
11 12 (0.80%) SciPy
11 12 (0.80%) Serverless Framework
Miscellaneous
1 353 (23.39%) Analytical Skills
2 149 (9.87%) Management Information System
3 110 (7.29%) Data Structures
4 80 (5.30%) Computer Science
5 46 (3.05%) Reference Data
6 28 (1.86%) Life Science
7 27 (1.79%) Foreign Exchange (FX)
7 27 (1.79%) User Experience
8 26 (1.72%) NHS
9 19 (1.26%) Fintech
10 17 (1.13%) Renewable Energy
11 16 (1.06%) Derivative
11 16 (1.06%) Replication
12 15 (0.99%) Algorithms
13 14 (0.93%) Data Protection Act
14 13 (0.86%) Enterprise Software
14 13 (0.86%) Social Media
15 12 (0.80%) Credit Risk
15 12 (0.80%) Fixed Income
15 12 (0.80%) PMI
Operating Systems
1 62 (4.11%) Unix
2 61 (4.04%) Windows
3 55 (3.64%) Linux
4 16 (1.06%) Windows Server
5 9 (0.60%) Windows Server 2008
6 8 (0.53%) Solaris
7 2 (0.13%) Windows Server 2012
8 1 (0.066%) Android
8 1 (0.066%) Windows 7
8 1 (0.066%) Windows 8
8 1 (0.066%) Windows XP
Processes & Methodologies
1 560 (37.11%) Business Intelligence
2 487 (32.27%) Data Management
3 407 (26.97%) ETL
4 404 (26.77%) Analytics
5 315 (20.87%) Data Modelling
6 308 (20.41%) Data Governance
7 251 (16.63%) Agile Software Development
8 218 (14.45%) Data Analysis
9 205 (13.59%) Visualisation
10 182 (12.06%) Data Integration
11 172 (11.40%) Data Architecture
12 152 (10.07%) Data Analytics
13 147 (9.74%) Master Data Management
14 144 (9.54%) Migration
15 139 (9.21%) CRM
15 139 (9.21%) Information Management
16 130 (8.61%) Stakeholder Management
17 120 (7.95%) Data Migration
18 116 (7.69%) Project Management
19 104 (6.89%) Data Strategy
Programming Languages
1 726 (48.11%) SQL
2 183 (12.13%) T-SQL
3 133 (8.81%) Python
4 98 (6.49%) PL/SQL
5 88 (5.83%) R
6 77 (5.10%) VBA
7 74 (4.90%) Java
8 57 (3.78%) VB
9 37 (2.45%) C#
10 20 (1.33%) MATLAB
11 17 (1.13%) Perl
12 15 (0.99%) Apex Code
12 15 (0.99%) C
13 14 (0.93%) JavaScript
14 13 (0.86%) C++
14 13 (0.86%) PHP
14 13 (0.86%) PROC SQL
15 12 (0.80%) VBScript
16 11 (0.73%) Scala
16 11 (0.73%) Shell Script
Qualifications
1 254 (16.83%) Degree
2 29 (1.92%) Security Cleared
3 22 (1.46%) Computer Science Degree
3 22 (1.46%) Numerate Degree
4 21 (1.39%) Microsoft Certification
4 21 (1.39%) SC Cleared
5 17 (1.13%) CCSA
5 17 (1.13%) CISM
5 17 (1.13%) CISSP
6 13 (0.86%) PhD
6 13 (0.86%) PMI Certification
6 13 (0.86%) SAS Certification
7 10 (0.66%) Master's Degree
7 10 (0.66%) PMP
8 5 (0.33%) MCSA
9 4 (0.27%) MCDBA
9 4 (0.27%) Postgraduate
10 3 (0.20%) MCSE
10 3 (0.20%) PRINCE2 Certification
11 2 (0.13%) ISEB
Quality Assurance & Compliance
1 75 (4.97%) QA
2 47 (3.11%) GDPR
3 28 (1.86%) SLA
4 25 (1.66%) ISO/IEC 27001
5 24 (1.59%) PCI DSS
6 17 (1.13%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 15 (0.99%) Solvency II
8 8 (0.53%) IFRS
8 8 (0.53%) IFRS 9
9 7 (0.46%) PMO
10 6 (0.40%) IAS 39
11 5 (0.33%) GxP
12 4 (0.27%) MiFID
13 3 (0.20%) Sarbanes-Oxley
14 2 (0.13%) ISO/IEC 20000
15 1 (0.066%) Actionable Recommendations
15 1 (0.066%) COBIT
15 1 (0.066%) FATCA
15 1 (0.066%) FINRA
15 1 (0.066%) GMP
System Software
1 13 (0.86%) Apache Flume
2 4 (0.27%) Active Directory
2 4 (0.27%) Virtual Desktop
3 3 (0.20%) Hyper-V
4 2 (0.13%) Docker
4 2 (0.13%) Firmware
4 2 (0.13%) HDFS
4 2 (0.13%) Virtual Machines
5 1 (0.066%) XenApp
5 1 (0.066%) XenDesktop
Systems Management
1 14 (0.93%) Puppet
2 12 (0.80%) Kibana
3 8 (0.53%) Failover Clustering
4 6 (0.40%) Microsoft Clustering
4 6 (0.40%) Perfmon
5 4 (0.27%) Oozie
6 3 (0.20%) EMC NetWorker
6 3 (0.20%) Nagios
7 2 (0.13%) Opscode Chef
7 2 (0.13%) SCCM
7 2 (0.13%) SCOM
8 1 (0.066%) Ambari
8 1 (0.066%) Ansible
8 1 (0.066%) Hadoop YARN
8 1 (0.066%) HP Quality Center
8 1 (0.066%) Systems Management Server (SMS)
8 1 (0.066%) Tivoli
Vendors
1 311 (20.61%) Microsoft
2 195 (12.92%) Oracle
3 179 (11.86%) Tableau
4 176 (11.66%) SAP
5 83 (5.50%) Informatica
6 72 (4.77%) Salesforce.com
7 40 (2.65%) IBM
8 37 (2.45%) Cognos
8 37 (2.45%) Teradata
9 35 (2.32%) Talend
10 31 (2.05%) Cloudera
11 27 (1.79%) Cognizant
12 25 (1.66%) Hortonworks
13 23 (1.52%) Alteryx
14 22 (1.46%) MapR
15 21 (1.39%) Google
16 20 (1.33%) Ab Initio
17 17 (1.13%) MicroStrategy
18 14 (0.93%) Sitecore
19 13 (0.86%) Netezza
Berkshire
Spargonet Consulting Plc
Salary: £55000 - £60000 per annum, Benefits Pension, Health, Life Ass and 25 d
Posted: 1 hour ago
London
Cognizant
Salary: Competitive
Posted: 2 days ago
City, London
I3
Salary: £60000 - £64000 per annum
Posted: 2 days ago
Stockport, Cheshire
Cheshire Datasystems Limited
Salary: Up to £30, 000 per annum
Posted: 2 days ago
London
Marks Sattin
Salary: £45000 - £50000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £34,000 to £38,000 per annum plus excellent additional benefits
Posted: 3 days ago
London
Agile Recruitment
Salary: £30000 - £70000 per annum + based on experience
Posted: 3 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £42,000 per annum Pension, Healthcare
Posted: 3 days ago
Staffordshire
HAYS INFORMATION TECHNOLOGY
Salary: £38000.00 - £42000.00 per annum
Posted: 4 days ago
Croydon, Surrey
Salt
Salary: £40000.00 - £50000.00 per annum + benefits
Posted: 4 days ago
Bristol, Avon
Haybrook IT Resourcing Ltd
Salary: From £50,000 to £70,000 per annum
Posted: 2 days ago
London
Eames Consulting
Salary: £90000 - £120000 per annum
Posted: 2 days ago
London
People Source Consulting
Salary: £44000 - £62000 per annum
Posted: 3 days ago
Bromley, Kent
Harvey Nash plc
Posted: 3 days ago
Leeds, West Yorkshire
William Hill
Posted: 6 days ago
City, London
Eutopia Solutions Ltd
Salary: £50000 - £60000 per annum
Posted: 4 days ago
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 5 days ago
Bristol, Avon
Haybrook IT Resourcing Ltd
Salary: From £50,000 to £70,000 per annum
Posted: 2 days ago
Leicester, Leicestershire
Haybrook IT Resourcing Ltd
Salary: From £50,000 to £70,000 per annum
Posted: 2 days ago
Brighton, East Sussex
Amicus Recruitment Limited
Salary: £55000.00 per annum + Bonus + Pension +
Posted: 4 days ago
Newcastle Upon Tyne, Tyne and Wear
HAYS INFORMATION TECHNOLOGY
Salary: £45000.00 - £60000.00 per annum
Posted: 5 days ago
Chesterfield, Derbyshire
Computer People
Salary: £50000.00 - £55000.00 per annum
Posted: 5 days ago
London
Lawrence Harvey
Salary: £45000.00 - £85000.00 per annum + + 10% Bonus + £6k Car + Benefit
Posted: 3 days ago
Blackburn, Lancashire
Capita Resourcing - IT Resourcing
Salary: £25000 - £35000.00 per annum
Posted: 3 days ago
City, London
The Bridge Ltd
Salary: Up to £85,000 per annum
Posted: 6 days ago
Romford, Essex
Montash
Salary: £50000.00 - £65000.00 per annum
Posted: 6 days ago
City, London
The Bridge Ltd
Salary: Up to £50,000 per annum
Posted: 6 days ago
London
Venturi
Salary: £80000.00 - £120000.00 per annum + Bonus & Benefits
Posted: 5 days ago
City, London
Venturi
Salary: £80000 - £85000.00 per annum + bonus and full benefits
Posted: 3 days ago
London
Kindred Group
Posted: 10 days ago