The table below looks at the statistics for Data Quality skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Quality over the 3 months to 8 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
8 Dec 2016
Same period 2015 Same period 2014
Data Quality
Rank 407 297 393
Rank change year-on-year
-110 +96
Permanent jobs citing Data Quality 618 1123 867
As % of all permanent IT jobs located in the UK 0.69% 1.05% 0.76%
As % of the Quality Assurance & Compliance category 5.99% 9.00% 6.78%
Number of salaries quoted 475 844 664
Median salary £51,250 £50,000 £54,000
Median salary % change year-on-year
+2.50% -7.40%
90% offered a salary of more than £32,500 £32,980 £34,500
10% offered a salary of more than £82,500 £77,500 £82,350
UK excluding London median salary £45,000 £45,000 £45,000

The following table is for comparison with the above and provides statistics for the entire Quality Assurance & Compliance category in permanent jobs advertised across the UK.

Quality Assurance & Compliance Category
UK
Permanent IT job ads with a match in the
Quality Assurance & Compliance category
10313 12478 12789
As % of all permanent IT jobs located in the UK 11.48% 11.72% 11.27%
Number of salaries quoted 8150 9895 10092
Median salary £50,000 £50,000 £46,500
Median salary % change year-on-year
- +7.52%
90% offered a salary of more than £29,000 £29,000 £27,500
10% offered a salary of more than £75,000 £72,500 £75,000
UK excluding London median salary £44,500 £44,000 £41,500
% change year-on-year
+1.13% +6.02%

Data Quality
Jobs Demand Trend

The demand trend of job ads citing Data Quality as a proportion of all IT jobs with a match in the Quality Assurance & Compliance category.

Data Quality Jobs Demand Trend in the UK

Data Quality
Salary Trend

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

Data Quality Salary Trend in the UK

Data Quality
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Quality over the 3 months to 8 December 2016 within the UK.

Data Quality Salary Histogram in the UK

Data Quality
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the UK over the 3 months to 8 December 2016. 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
(Click see detailed
statistics and trends)
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
England -112 595 £52,000 +4.00% 71
London -53 339 £57,500 +4.54% 37
South East -13 95 £52,500 +5.00% 10
City of London +16 73 £55,000 - 17
North West -7 50 £41,500 +0.60% 5
West Midlands -30 35 £51,125 +2.25% 5
Berkshire +62 33 £55,000 +10.00% 4
Cheshire +22 24 £34,000 -20.00% 1
East of England -13 23 £44,750 +27.85% 3
Surrey +11 20 £60,000 -
Yorkshire -29 18 £34,500 -8.00% 6
Birmingham -2 17 £51,250 +13.88% 1
West Sussex +29 16 £45,250 -9.50% 1
Manchester -16 15 £42,500 +14.09% 3
South West -51 15 £51,250 +20.58% 3
West Yorkshire -7 14 £42,500 +13.33% 5
Scotland -17 13 £41,421 -12.79% 1
Knutsford - 13 - -
Hertfordshire +6 12 £46,250 +79.61% 2
Maidenhead +10 11 £55,000 +10.00% 2
Merseyside -10 11 £23,500 -43.03%
Liverpool -11 11 £23,500 -50.52%
Broxbourne - 10 £46,250 -
Slough - 10 £55,000 - 1
Bristol -3 8 £51,250 +28.12% 1
Leeds -10 8 £32,000 -14.66% 3
Milton Keynes -27 8 £33,000 -17.50% 2
Buckinghamshire -32 8 £33,000 -24.57% 2
Reading +34 7 £80,000 +45.45%
Sutton Coldfield +4 7 - -

Data Quality
Top 30 Related IT Skills

For the 6 months to 8 December 2016, 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 with a requirement for Data Quality.

1 575 (40.35%) SQL
2 536 (37.61%) Data Management
3 528 (37.05%) Business Intelligence
4 489 (34.32%) Finance
5 465 (32.63%) ETL
6 405 (28.42%) Data Warehouse
7 389 (27.30%) Analytics
8 329 (23.09%) Analytical Skills
9 321 (22.53%) Data Modelling
10 317 (22.25%) Microsoft
11 316 (22.18%) SQL Server
12 281 (19.72%) Oracle
13 264 (18.53%) Master Data Management
14 257 (18.04%) Degree
15 242 (16.98%) Data Governance
16 240 (16.84%) MS Excel
17 235 (16.49%) Data Analysis
18 216 (15.16%) Agile Software Development
19 213 (14.95%) Data Architecture
20 198 (13.89%) SQL Server Integration Services
21 191 (13.40%) Data Integration
22 179 (12.56%) CRM
23 176 (12.35%) Relational Database
24 172 (12.07%) Migration
25 168 (11.79%) Visualisation
26 162 (11.37%) Informatica
27 159 (11.16%) SQL Server Reporting Services
28 156 (10.95%) Management Information System
29 151 (10.60%) Big Data
30 137 (9.61%) T-SQL

Data Quality
Top Related IT Skills 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 (6.88%) SAS
2 69 (4.84%) SharePoint
3 27 (1.89%) Oracle SOA Suite
4 25 (1.75%) Apache Spark
5 23 (1.61%) Tomcat
6 16 (1.12%) Apache
7 13 (0.91%) GlassFish
7 13 (0.91%) JBoss
7 13 (0.91%) WebLogic
8 12 (0.84%) Apache Pig
8 12 (0.84%) IIS
9 7 (0.49%) Jupyter
9 7 (0.49%) PowerExchange
10 5 (0.35%) Adobe Experience Manager
10 5 (0.35%) Alfresco
10 5 (0.35%) SharePoint 2013
11 4 (0.28%) Skype for Business
12 3 (0.21%) Exchange Server 2010
12 3 (0.21%) Exchange Server 2013
12 3 (0.21%) MS Exchange
Applications
1 240 (16.84%) MS Excel
2 112 (7.86%) MS Office
3 94 (6.60%) MS PowerPoint
4 34 (2.39%) SPSS
5 20 (1.40%) MS Visio
6 17 (1.19%) MS Project
7 13 (0.91%) Spreadsheet
8 9 (0.63%) Stata
Business Applications
1 37 (2.60%) Dynamics CRM
2 21 (1.47%) Oracle EBS
3 13 (0.91%) Salesforce.com CRM
4 11 (0.77%) SAP CRM
5 10 (0.70%) Cognos Business Intelligence
5 10 (0.70%) Dynamics AX
6 9 (0.63%) Eloqua
7 8 (0.56%) FastStats
7 8 (0.56%) SAP MDM
8 7 (0.49%) HFM
8 7 (0.49%) SAP Oil and Gas
9 5 (0.35%) Hyperion Planning
9 5 (0.35%) Oracle Payables
9 5 (0.35%) SAP ERP
10 4 (0.28%) Dynamics NAV
10 4 (0.28%) Oracle Assets
10 4 (0.28%) Oracle EBS R12
10 4 (0.28%) Oracle Financials
10 4 (0.28%) SAP HR
11 3 (0.21%) WebTrends
Cloud Services
1 45 (3.16%) Microsoft Azure
2 41 (2.88%) Amazon AWS
3 20 (1.40%) Force.com
4 17 (1.19%) SaaS
5 13 (0.91%) iPaaS
6 10 (0.70%) Google Analytics
7 8 (0.56%) Office 365
8 5 (0.35%) Taleo
9 4 (0.28%) Google Cloud Platform
9 4 (0.28%) SuccessFactors
10 3 (0.21%) PaaS
11 2 (0.14%) AWS Lambda
11 2 (0.14%) Cloud Computing
11 2 (0.14%) GitHub
11 2 (0.14%) Heroku
11 2 (0.14%) IaaS
11 2 (0.14%) OpenShift
11 2 (0.14%) Oracle CX
12 1 (0.070%) Adobe Analytics
12 1 (0.070%) FinancialForce.com
Communications & Networking
1 8 (0.56%) Intranet
2 4 (0.28%) DSL
2 4 (0.28%) Internet
3 2 (0.14%) HTTP
3 2 (0.14%) HTTPS
4 1 (0.070%) Broadband
4 1 (0.070%) DHCP
4 1 (0.070%) Kerberos
4 1 (0.070%) LAN
4 1 (0.070%) PPP
4 1 (0.070%) SMS
4 1 (0.070%) WAN
Database & Business Intelligence
1 405 (28.42%) Data Warehouse
2 316 (22.18%) SQL Server
3 198 (13.89%) SQL Server Integration Services
4 176 (12.35%) Relational Database
5 159 (11.16%) SQL Server Reporting Services
6 151 (10.60%) Big Data
7 116 (8.14%) BusinessObjects
8 107 (7.51%) SQL Server Analysis Services
9 97 (6.81%) QlikView
10 85 (5.96%) Hadoop
11 78 (5.47%) Power BI
12 77 (5.40%) Data Mining
13 55 (3.86%) MySQL
14 46 (3.23%) GIS
15 43 (3.02%) Enterprise Data Warehouse
16 41 (2.88%) DB2
17 39 (2.74%) SQL Server 2008
18 37 (2.60%) RDBMS
19 36 (2.53%) SQL Server 2012
20 34 (2.39%) PowerCenter
Development Applications
1 42 (2.95%) Talend Open Studio
2 40 (2.81%) Team Foundation Server
3 35 (2.46%) ERwin
4 24 (1.68%) JIRA
5 17 (1.19%) Oracle APEX
6 12 (0.84%) Git (software)
7 11 (0.77%) Visual Studio
8 9 (0.63%) SQL Server Management Studio (SSMS)
9 6 (0.42%) Eclipse
9 6 (0.42%) XMLSpy
10 5 (0.35%) MagicDraw
11 4 (0.28%) JSUnit
11 4 (0.28%) Oracle Forms
12 3 (0.21%) git-flow
12 3 (0.21%) Jasmine
13 2 (0.14%) eCATT
13 2 (0.14%) ProC
13 2 (0.14%) PVCS
13 2 (0.14%) Selenium
13 2 (0.14%) WebDriver
General
1 489 (34.32%) Finance
2 134 (9.40%) Marketing
3 121 (8.49%) Retail
4 108 (7.58%) Banking
5 73 (5.12%) Legal
6 36 (2.53%) Investment Banking
7 33 (2.32%) Retail Banking
8 29 (2.04%) Billing
9 23 (1.61%) Publishing
10 21 (1.47%) Corporate Banking
11 18 (1.26%) Back Office
12 17 (1.19%) Financial Institution
12 17 (1.19%) Pharmaceutical
13 16 (1.12%) Military
13 16 (1.12%) Telecoms
14 15 (1.05%) Front Office
14 15 (1.05%) Manufacturing
14 15 (1.05%) Private Banking
15 13 (0.91%) Law
16 11 (0.77%) Games
Job Titles
1 418 (29.33%) Analyst
2 242 (16.98%) Architect
3 221 (15.51%) Data Analyst
4 184 (12.91%) Developer
5 170 (11.93%) Data Architect
6 118 (8.28%) Consultant
7 97 (6.81%) SQL Analyst
8 78 (5.47%) Data Manager
9 71 (4.98%) SQL Data Analyst
10 67 (4.70%) Solutions Architect
11 66 (4.63%) Data Quality Analyst
12 63 (4.42%) Business Analyst
12 63 (4.42%) Data Consultant
13 62 (4.35%) Business Intelligence Developer
14 55 (3.86%) Business Intelligence Analyst
15 51 (3.58%) SQL Developer
16 50 (3.51%) Quality Analyst
16 50 (3.51%) Senior Analyst
17 43 (3.02%) Data Business Analyst
18 40 (2.81%) ETL Architect
Libraries, Frameworks & Software Standards
1 70 (4.91%) .NET
2 66 (4.63%) Web Services
3 59 (4.14%) XML
4 24 (1.68%) MDX
5 19 (1.33%) HTML
5 19 (1.33%) Oracle Fusion
6 16 (1.12%) CSS
6 16 (1.12%) Middleware
7 14 (0.98%) COM
8 13 (0.91%) Java EE
8 13 (0.91%) REST
9 10 (0.70%) AngularJS
9 10 (0.70%) Mason
9 10 (0.70%) SOAP
10 7 (0.49%) CSS3
10 7 (0.49%) JSON
10 7 (0.49%) Kafka
11 6 (0.42%) Oracle GoldenGate
11 6 (0.42%) Pandas
11 6 (0.42%) Twitter Bootstrap
Miscellaneous
1 329 (23.09%) Analytical Skills
2 191 (13.40%) Data Integration
3 168 (11.79%) Visualisation
4 156 (10.95%) Management Information System
5 112 (7.86%) Computer Science
6 74 (5.19%) Reference Data
7 48 (3.37%) Mathematics
8 47 (3.30%) Enterprise Software
9 43 (3.02%) Statistics
10 37 (2.60%) Data Structures
11 33 (2.32%) Data Extraction
12 30 (2.11%) NHS
13 25 (1.75%) Economics
14 18 (1.26%) Virtual Team
15 17 (1.19%) Replication
16 16 (1.12%) CMDB
16 16 (1.12%) Taxonomies
17 14 (0.98%) Life Science
18 12 (0.84%) Mobile App
19 10 (0.70%) FMCG
Operating Systems
1 44 (3.09%) Windows
2 30 (2.11%) Unix
3 27 (1.89%) Linux
4 6 (0.42%) Windows Server
5 4 (0.28%) Solaris
5 4 (0.28%) Windows Server 2003
6 2 (0.14%) Red Hat Enterprise Linux
6 2 (0.14%) Windows Server 2008
6 2 (0.14%) Windows XP
7 1 (0.070%) AIX
Processes & Methodologies
1 536 (37.61%) Data Management
2 528 (37.05%) Business Intelligence
3 465 (32.63%) ETL
4 389 (27.30%) Analytics
5 321 (22.53%) Data Modelling
6 264 (18.53%) Master Data Management
7 242 (16.98%) Data Governance
8 235 (16.49%) Data Analysis
9 216 (15.16%) Agile Software Development
10 213 (14.95%) Data Architecture
11 179 (12.56%) CRM
12 172 (12.07%) Migration
13 135 (9.47%) Data Analytics
14 131 (9.19%) Stakeholder Management
15 125 (8.77%) Information Management
16 118 (8.28%) Data Migration
17 117 (8.21%) Data Cleansing
18 83 (5.82%) Change Management
19 82 (5.75%) SDLC
20 79 (5.54%) Project Management
Programming Languages
1 575 (40.35%) SQL
2 137 (9.61%) T-SQL
3 76 (5.33%) Python
4 75 (5.26%) Java
5 68 (4.77%) PL/SQL
6 62 (4.35%) C#
7 52 (3.65%) VBA
8 42 (2.95%) R
9 30 (2.11%) JavaScript
10 22 (1.54%) Data Analysis Expressions (DAX)
11 20 (1.40%) Apex Code
12 15 (1.05%) PHP
12 15 (1.05%) Scala
13 11 (0.77%) MATLAB
13 11 (0.77%) VB.NET
14 9 (0.63%) C++
15 8 (0.56%) Perl
15 8 (0.56%) PowerShell
16 7 (0.49%) Shell Script
16 7 (0.49%) VB
Qualifications
1 257 (18.04%) Degree
2 10 (0.70%) SC Cleared
2 10 (0.70%) Security Cleared
3 8 (0.56%) ITIL Certification
4 5 (0.35%) ITIL Foundation Certificate
5 4 (0.28%) CCA
5 4 (0.28%) MBA
5 4 (0.28%) PhD
5 4 (0.28%) PMI Certification
6 3 (0.21%) IBM Certification
6 3 (0.21%) MCP
6 3 (0.21%) Microsoft Certification
6 3 (0.21%) PRINCE2 Certification
7 2 (0.14%) ISEB
7 2 (0.14%) MCDST
8 1 (0.070%) CISA
8 1 (0.070%) CISSP
8 1 (0.070%) ISTQB
8 1 (0.070%) Oracle Certification
8 1 (0.070%) PMP
Quality Assurance & Compliance
1 65 (4.56%) QA
2 61 (4.28%) SLA
3 15 (1.05%) ISO/IEC 27001
4 7 (0.49%) HL7
5 6 (0.42%) COBIT
5 6 (0.42%) PCI DSS
6 5 (0.35%) ISO20022
7 4 (0.28%) GMP
8 2 (0.14%) Actionable Recommendations
8 2 (0.14%) Dodd-Frank
8 2 (0.14%) EMIR
8 2 (0.14%) SEPA
8 2 (0.14%) SNOMED CT
8 2 (0.14%) Solvency II
8 2 (0.14%) TARGET2
9 1 (0.070%) FATCA
9 1 (0.070%) Sarbanes-Oxley
System Software
1 7 (0.49%) Apache Flume
2 6 (0.42%) Active Directory
3 3 (0.21%) HDFS
4 2 (0.14%) NDS
4 2 (0.14%) NetIQ eDirectory
5 1 (0.070%) Apache ZooKeeper
5 1 (0.070%) Docker
5 1 (0.070%) Virtual Desktop
5 1 (0.070%) Virtual Machines
Systems Management
1 12 (0.84%) Control-M
2 8 (0.56%) Oracle EDQ
3 4 (0.28%) SCCM
4 2 (0.14%) Ambari
4 2 (0.14%) Hadoop YARN
4 2 (0.14%) HP Quality Center
4 2 (0.14%) Oozie
5 1 (0.070%) Nagios
5 1 (0.070%) Opscode Chef
5 1 (0.070%) Puppet
Vendors
1 317 (22.25%) Microsoft
2 281 (19.72%) Oracle
3 162 (11.37%) Informatica
4 123 (8.63%) SAP
5 121 (8.49%) Salesforce.com
6 110 (7.72%) Tableau
7 58 (4.07%) Cognos
8 44 (3.09%) Teradata
9 42 (2.95%) IBM
9 42 (2.95%) Talend
10 33 (2.32%) Ab Initio
10 33 (2.32%) Trillium
11 26 (1.82%) Netezza
12 15 (1.05%) MicroStrategy
12 15 (1.05%) Siebel
13 11 (0.77%) Google
13 11 (0.77%) MuleSoft
13 11 (0.77%) RedGate
14 10 (0.70%) Adobe
15 9 (0.63%) GoldenSource
Swindon, Wiltshire
Sanderson
Salary: £37000 - £43000 per annum + Excellent Benefits
Posted: 39 minutes ago
North London
The Bridge Ltd
Salary: From £40,000 to £48,000 per annum Pension, Healthcare, Season Ticket L
Posted: 1 hour ago
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: 1 hour ago
City, London
I3
Salary: £90000 - £100000 per annum + benefits + bonus
Posted: 3 hours ago
North London
The Bridge Ltd
Salary: From £45,000 to £63,000 per annum Pension, Healthcare, Season Ticket L
Posted: 1 hour ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £80000 - £100000 per annum + Bonus + Car Allowance
Posted: 17 hours ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £35,000 to £50,000 per annum plus excellent benefits package
Posted: Yesterday
Kingston Upon Thames, Surrey
First Point
Salary: £35000.00 - £45000.00 per annum
Posted: 21 hours ago
City, London
onezeero.
Salary: £30000 - £40000 per annum
Posted: Yesterday
Midlands
Computer People
Salary: £25000.00 - £30000.00 per annum + Full package on offer
Posted: 2 days ago
London
ISL
Salary: £35000.00 - £37000.00 per annum
Posted: 6 days ago
City, London
Quant Capital
Salary: Up to £70,000 per annum Bonus Medical Pension
Posted: 2 days ago
Peterborough, Cambridgeshire
comparethemarket.com
Salary: Up to £38,000 per annum + Benefits + Bonus
Posted: 5 days ago
Crawley, West Sussex
ARC IT Recruitment Ltd
Salary: £0.00 - £35000 per annum + benefits
Posted: 5 days ago
Manchester, Lancashire
Venturi
Salary: £38000 - £45000 per annum + Bonus + Benefits
Posted: 5 days ago
City, London
Michael Page International
Salary: £50000 - £55000 per annum + benefits
Posted: 4 days ago
City, London
Oliver James Associates
Salary: £30000 - £45000 per annum
Posted: 2 days ago
South West London
World First
Posted: 5 days ago
London
HFG
Salary: £65000 - £70000 per annum
Posted: 2 days ago
City, London
Quant Capital
Salary: Up to £70,000 per annum + benefits and bonus
Posted: 2 days ago
City, London
Best Practice Talent Solutions
Salary: From £27,000 to £47,000 per annum Salary will be given based on experi
Posted: 4 days ago
Preston, Lancashire
Searchability
Salary: £20000 - £25000 per annum + Benefits
Posted: 5 days ago
Barnet, Hertfordshire
Harrington Starr
Salary: £30000 - £40000 per annum
Posted: 6 days ago
Sheffield, South Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £20166.00 - £23166.00 per annum + Public Sector benefits
Posted: 5 days ago
North London
The Bridge Ltd
Salary: From £45,000 to £63,000 per annum Annual Bonus, Pension, Healthcare, S
Posted: 6 days ago
City, London
Spencer Rose
Salary: From £40,000 to £45,000 per annum
Posted: 5 days ago
Leeds, West Yorkshire
ASDA
Salary: Excellent salary + Bonus + benefits
Posted: 8 days ago
Brighton, East Sussex
ARC IT Recruitment Ltd
Salary: £55,000 + Benefits
Posted: 5 days ago
Portsmouth, Hampshire
Experis Ltd
Salary: £43000 - £45000 per annum + benefits
Posted: 6 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £36000 - £43000 per annum + + Great Benefits
Posted: 6 days ago