Period
to 12 December 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Management over the 6 months to 12 December 2017 with a comparison to the same period in the previous 2 years.

Data Management
UK > England
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 190 217 188
Rank change year-on-year +27 -29 +39
Permanent jobs citing Data Management 3086 2756 3701
As % of all permanent IT jobs advertised in England 1.84% 1.57% 1.84%
As % of the Processes & Methodologies category 2.04% 1.75% 2.07%
Number of salaries quoted 2313 2222 2898
England median annual salary £57,500 £55,000 £52,500
Median salary % change year-on-year +4.55% +4.76% +2.94%
10th Percentile £32,600 £31,250 £31,250
90th Percentile £87,500 £87,500 £86,250
UK median annual salary £56,000 £55,000 £51,250
% change year-on-year +1.82% +7.32% +2.50%

Data Management is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 151105 157230 178904
As % of all permanent IT jobs advertised in England 89.94% 89.43% 88.87%
Number of salaries quoted 120692 131530 149553
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,000 £28,500 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Data Management
Job Vacancy Trend in England

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

Job vacancy trend for Data Management in England

Data Management
Salary Trend in England

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

Salary trend for Data Management in England

Data Management
Salary Histogram in England

The salary distribution of IT jobs citing Data Management in England over the 6 months to 12 December 2017.

Salary histogram for Data Management in England

Data Management
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 Management within the England region over the 6 months to 12 December 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 +26 1667 £60,000 - 76
South East +36 496 £55,000 +10.00% 35
North of England +54 436 £47,500 +5.56% 33
Midlands -24 217 £47,500 -5.00% 14
North West +37 211 £52,500 +16.67% 18
Yorkshire +24 156 £45,000 - 12
West Midlands -15 156 £45,000 -11.76% 8
East of England -37 133 £50,000 -4.76% 7
South West +50 131 £42,501 -9.57% 11
North East +51 69 £47,500 +41.79% 3
East Midlands +11 60 £50,000 +5.26% 5
Data Management
UK

For the 6 months to 12 December 2017, IT jobs citing Data Management 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 Management.

1 1093 (35.42%) Finance
2 970 (31.43%) SQL
3 808 (26.18%) Business Intelligence
4 770 (24.95%) Analytics
5 627 (20.32%) Data Quality
6 608 (19.70%) SQL Server
7 595 (19.28%) Agile Software Development
8 587 (19.02%) Master Data Management
9 535 (17.34%) Microsoft
10 530 (17.17%) Data Warehouse
11 527 (17.08%) ETL
12 496 (16.07%) Analytical Skills
13 489 (15.85%) Degree
14 486 (15.75%) Data Modelling
15 457 (14.81%) Data Governance
16 446 (14.45%) Project Management
17 405 (13.12%) SAP
18 387 (12.54%) Oracle
19 349 (11.31%) Java
20 329 (10.66%) Big Data
21 322 (10.43%) Banking
22 319 (10.34%) Data Architecture
23 315 (10.21%) SQL Server Integration Services
24 306 (9.92%) Marketing
25 301 (9.75%) CRM
26 294 (9.53%) SQL Server Reporting Services
27 292 (9.46%) Data Analysis
28 287 (9.30%) Visualisation
29 283 (9.17%) Python
30 281 (9.11%) Business Analysis

Data Management
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
1 130 (4.21%) SAS
2 109 (3.53%) SharePoint
3 86 (2.79%) Apache Spark
4 62 (2.01%) Apache
5 53 (1.72%) Tomcat
6 46 (1.49%) CMS
7 40 (1.30%) Documentum
8 33 (1.07%) WebLogic
9 24 (0.78%) WebSphere
10 23 (0.75%) Oracle SOA Suite
10 23 (0.75%) SharePoint 2013
11 22 (0.71%) Elasticsearch
12 21 (0.68%) Apache Pig
13 19 (0.62%) JBoss
14 16 (0.52%) Apache Geronimo
14 16 (0.52%) WildFly
15 15 (0.49%) IIS
16 14 (0.45%) ArcGIS
17 11 (0.36%) SharePoint 2010
18 10 (0.32%) MS Exchange
Applications
1 238 (7.71%) Microsoft Excel
2 108 (3.50%) Microsoft Office
3 61 (1.98%) Microsoft PowerPoint
4 57 (1.85%) MS Visio
5 40 (1.30%) SPSS
6 23 (0.75%) Microsoft Project
7 17 (0.55%) Photoshop
8 7 (0.23%) Spreadsheet
9 5 (0.16%) Adobe Illustrator
9 5 (0.16%) AutoCAD
9 5 (0.16%) SOLIDWORKS
10 4 (0.13%) SPSS Modeler
11 3 (0.097%) CATIA
12 2 (0.065%) Siemens NX
13 1 (0.032%) Abaqus
13 1 (0.032%) Adobe Premiere
13 1 (0.032%) RoboHelp
13 1 (0.032%) Windchill
Business Applications
1 55 (1.78%) Dynamics CRM
2 32 (1.04%) Markit EDM
3 27 (0.87%) SAP SD
4 23 (0.75%) SAP MM
5 22 (0.71%) SAP PM
6 21 (0.68%) Eloqua
6 21 (0.68%) SAP MDM
7 20 (0.65%) SAP MDG
8 19 (0.62%) SAP PLM
8 19 (0.62%) thinkFolio
9 18 (0.58%) WebTrends
10 16 (0.52%) Dynamics AX
10 16 (0.52%) Salesforce.com CRM
10 16 (0.52%) SAP VC
11 15 (0.49%) Actimize
11 15 (0.49%) SAP CAR
11 15 (0.49%) SAP POS DM
11 15 (0.49%) SAP Retail
12 14 (0.45%) BusinessWare
12 14 (0.45%) SAP S/4HANA
Cloud Services
1 180 (5.83%) Amazon AWS
2 170 (5.51%) Microsoft Azure
3 103 (3.34%) SaaS
4 49 (1.59%) Google Cloud Platform
5 47 (1.52%) GitHub
6 40 (1.30%) Office 365
7 38 (1.23%) Salesforce Service Cloud
8 31 (1.00%) Adobe Analytics
9 29 (0.94%) Force.com
10 24 (0.78%) Cloud Computing
11 22 (0.71%) Google Analytics
12 19 (0.62%) Salesforce Sales Cloud
13 18 (0.58%) IaaS
14 17 (0.55%) PaaS
15 11 (0.36%) Dynamics 365
16 10 (0.32%) Amazon Kinesis
17 7 (0.23%) AWS CloudFormation
18 6 (0.19%) Google Compute Engine
19 5 (0.16%) Amazon EC2
19 5 (0.16%) Amazon S3
Communications & Networking
1 33 (1.07%) Firewall
2 30 (0.97%) SMS
3 24 (0.78%) SAN
4 21 (0.68%) TCP/IP
5 20 (0.65%) DNS
5 20 (0.65%) HTTP
6 18 (0.58%) DHCP
6 18 (0.58%) Skype
7 15 (0.49%) VoIP
7 15 (0.49%) Wireless
8 12 (0.39%) SSL
8 12 (0.39%) VPN
9 8 (0.26%) Ethernet
9 8 (0.26%) Internet
10 7 (0.23%) LAN
10 7 (0.23%) WAN
11 6 (0.19%) Broadband
11 6 (0.19%) FTP
11 6 (0.19%) InfiniBand
12 5 (0.16%) Kerberos
Database & Business Intelligence
1 608 (19.70%) SQL Server
2 530 (17.17%) Data Warehouse
3 329 (10.66%) Big Data
4 315 (10.21%) SQL Server Integration Services
5 294 (9.53%) SQL Server Reporting Services
6 211 (6.84%) Power BI
7 166 (5.38%) Relational Database
8 161 (5.22%) Hadoop
9 144 (4.67%) SQL Server Analysis Services
10 132 (4.28%) NoSQL
11 119 (3.86%) BusinessObjects
12 118 (3.82%) QlikView
13 91 (2.95%) Oracle Database
14 72 (2.33%) SQL Server 2012
15 71 (2.30%) Data Mining
16 68 (2.20%) SQL Server 2014
17 62 (2.01%) MySQL
18 57 (1.85%) SAP Data Services
19 55 (1.78%) SQL Server 2008
20 49 (1.59%) OLAP
Development Applications
1 108 (3.50%) Jenkins
2 75 (2.43%) Selenium
3 62 (2.01%) Talend Open Studio
4 51 (1.65%) Git (software)
5 49 (1.59%) Visual Studio
6 41 (1.33%) JIRA
7 36 (1.17%) ERwin
7 36 (1.17%) Team Foundation Server
8 32 (1.04%) Maven
9 24 (0.78%) JMeter
9 24 (0.78%) SQL Server Management Studio (SSMS)
10 23 (0.75%) WebDriver
11 22 (0.71%) Cucumber
12 17 (0.55%) Octopus Deploy
13 14 (0.45%) TeamCity
14 12 (0.39%) LoadRunner
14 12 (0.39%) Mercurial
14 12 (0.39%) Subversion
15 11 (0.36%) HP UFT
15 11 (0.36%) NuGet
General
1 1093 (35.42%) Finance
2 322 (10.43%) Banking
3 306 (9.92%) Marketing
4 263 (8.52%) Retail
5 216 (7.00%) Legal
6 163 (5.28%) Investment Banking
7 140 (4.54%) Telecoms
8 135 (4.37%) Manufacturing
9 129 (4.18%) Retail Banking
10 88 (2.85%) Electronics
11 70 (2.27%) Back Office
12 67 (2.17%) Front Office
13 62 (2.01%) Publishing
14 51 (1.65%) Pharmaceutical
15 45 (1.46%) German Language
15 45 (1.46%) Law
16 39 (1.26%) Advertising
17 25 (0.81%) Financial Institution
17 25 (0.81%) Games
18 24 (0.78%) Automotive
Job Titles
1 676 (21.91%) Analyst
2 480 (15.55%) Architect
3 401 (12.99%) Developer
4 308 (9.98%) Consultant
5 288 (9.33%) Data Architect
6 248 (8.04%) Data Analyst
7 236 (7.65%) Data Manager
8 195 (6.32%) Business Analyst
9 117 (3.79%) Data Consultant
10 98 (3.18%) Solutions Architect
11 87 (2.82%) Senior Analyst
12 78 (2.53%) SAP Consultant
13 73 (2.37%) DBA
14 72 (2.33%) SQL Developer
15 68 (2.20%) Business Intelligence Developer
15 68 (2.20%) Data Business Analyst
16 66 (2.14%) Administrator
16 66 (2.14%) SQL Analyst
17 65 (2.11%) Financial Analyst
18 62 (2.01%) Product Manager
Libraries, Frameworks & Software Standards
1 192 (6.22%) Web Services
2 174 (5.64%) .NET
3 165 (5.35%) HTML
4 113 (3.66%) CSS
5 107 (3.47%) REST
6 102 (3.31%) XML
7 100 (3.24%) SOAP
8 72 (2.33%) J2EE
9 68 (2.20%) JSON
10 67 (2.17%) AngularJS
11 66 (2.14%) ASP.NET
11 66 (2.14%) Middleware
12 60 (1.94%) .NET Framework
13 52 (1.69%) HTML5
14 46 (1.49%) MDX
15 42 (1.36%) jQuery
15 42 (1.36%) RESTful
16 31 (1.00%) Kafka
17 30 (0.97%) Spring
18 29 (0.94%) WCF
Miscellaneous
1 496 (16.07%) Analytical Skills
2 276 (8.94%) Management Information System
3 222 (7.19%) Computer Science
4 186 (6.03%) Reference Data
5 128 (4.15%) Data Structures
6 113 (3.66%) Enterprise Software
7 71 (2.30%) User Experience
8 69 (2.24%) Life Science
9 58 (1.88%) Fintech
10 54 (1.75%) Algorithms
11 45 (1.46%) Data Centre
12 43 (1.39%) Mobile App
13 42 (1.36%) Clustering
13 42 (1.36%) Virtual Team
14 35 (1.13%) Equities
15 33 (1.07%) NHS
16 31 (1.00%) Greenfield Project
16 31 (1.00%) Mainframe
16 31 (1.00%) Pricing Data
17 30 (0.97%) Hedge funds
Operating Systems
1 175 (5.67%) Linux
2 129 (4.18%) Windows
3 78 (2.53%) Unix
4 53 (1.72%) Windows Server
5 24 (0.78%) AIX
6 20 (0.65%) Windows Server 2012
7 18 (0.58%) Mac OS X
8 15 (0.49%) Windows Server 2008
9 13 (0.42%) Windows 10
10 11 (0.36%) Ubuntu
11 10 (0.32%) Android
12 9 (0.29%) CentOS
12 9 (0.29%) Embedded Linux
12 9 (0.29%) VxWorks
13 8 (0.26%) Data ONTAP
13 8 (0.26%) Red Hat Enterprise Linux
14 6 (0.19%) Apple iOS
14 6 (0.19%) Windows 7
15 5 (0.16%) Solaris
16 3 (0.097%) Windows Server 2003
Processes & Methodologies
1 808 (26.18%) Business Intelligence
2 770 (24.95%) Analytics
3 595 (19.28%) Agile Software Development
4 587 (19.02%) Master Data Management
5 527 (17.08%) ETL
6 486 (15.75%) Data Modelling
7 457 (14.81%) Data Governance
8 446 (14.45%) Project Management
9 319 (10.34%) Data Architecture
10 301 (9.75%) CRM
11 292 (9.46%) Data Analysis
12 287 (9.30%) Visualisation
13 281 (9.11%) Business Analysis
14 264 (8.55%) Stakeholder Management
15 261 (8.46%) Data Integration
16 241 (7.81%) Migration
17 236 (7.65%) Data Analytics
18 219 (7.10%) Asset Management
19 211 (6.84%) Mentoring
20 193 (6.25%) SDLC
Programming Languages
1 970 (31.43%) SQL
2 349 (11.31%) Java
3 283 (9.17%) Python
4 231 (7.49%) JavaScript
5 184 (5.96%) T-SQL
6 153 (4.96%) C#
7 115 (3.73%) R
8 86 (2.79%) C++
9 69 (2.24%) C
10 67 (2.17%) PowerShell
11 62 (2.01%) VBA
12 52 (1.69%) Bash Shell
13 47 (1.52%) PL/SQL
14 39 (1.26%) Perl
15 37 (1.20%) Scala
16 33 (1.07%) ABAP
17 29 (0.94%) Apex Code
18 27 (0.87%) PHP
19 24 (0.78%) Shell Script
20 23 (0.75%) Data Analysis Expressions (DAX)
Qualifications
1 489 (15.85%) Degree
2 120 (3.89%) Computer Science Degree
3 76 (2.46%) Microsoft Certification
4 67 (2.17%) Security Cleared
5 35 (1.13%) CISSP
6 34 (1.10%) PMI Certification
7 33 (1.07%) ISEB
8 28 (0.91%) SC Cleared
9 27 (0.87%) Numerate Degree
10 25 (0.81%) MCITP
11 24 (0.78%) PMP
12 19 (0.62%) CISM
12 19 (0.62%) PhD
13 17 (0.55%) CCSA
13 17 (0.55%) MCSE
14 16 (0.52%) Master's Degree
15 10 (0.32%) MBA
16 9 (0.29%) MCP
16 9 (0.29%) MCSA
17 8 (0.26%) Cisco Certification
Quality Assurance & Compliance
1 627 (20.32%) Data Quality
2 123 (3.99%) QA
3 111 (3.60%) GDPR
4 72 (2.33%) SLA
5 54 (1.75%) ISO/IEC 27001
6 34 (1.10%) Disclosure Scotland
7 29 (0.94%) PMO
8 21 (0.68%) PCI DSS
9 18 (0.58%) GCP
10 17 (0.55%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 9 (0.29%) COBIT
11 9 (0.29%) MiFID
11 9 (0.29%) MISRA
11 9 (0.29%) MISRA C
12 7 (0.23%) FATCA
12 7 (0.23%) GMP
12 7 (0.23%) Solvency II
13 5 (0.16%) COSHH
13 5 (0.16%) IFRS
13 5 (0.16%) IFRS 9
System Software
1 80 (2.59%) Active Directory
2 46 (1.49%) VMware Infrastructure
3 37 (1.20%) Docker
4 26 (0.84%) Apache Flume
5 24 (0.78%) Hyper-V
6 23 (0.75%) HDFS
7 13 (0.42%) Virtual Machines
8 7 (0.23%) XenDesktop
9 6 (0.19%) Ceph
9 6 (0.19%) GPFS
9 6 (0.19%) Slurm Workload Manager
9 6 (0.19%) VMware ESXi
10 5 (0.16%) Firmware
10 5 (0.16%) Microsoft App-V
11 4 (0.13%) Terminal Server
11 4 (0.13%) Virtual Desktop
11 4 (0.13%) XenApp
12 3 (0.097%) ISA Server
12 3 (0.097%) vSphere
12 3 (0.097%) XenServer
Systems Management
1 65 (2.11%) Puppet
2 24 (0.78%) Opscode Chef
3 22 (0.71%) Ansible
3 22 (0.71%) HP Quality Center
4 20 (0.65%) SCCM
4 20 (0.65%) ZABBIX
5 18 (0.58%) Microsoft Clustering
6 14 (0.45%) SCOM
7 13 (0.42%) Oozie
8 9 (0.29%) Kubernetes
9 8 (0.26%) Docker Swarm
9 8 (0.26%) Nessus
10 7 (0.23%) Nagios
10 7 (0.23%) Systems Management Server (SMS)
11 6 (0.19%) Backup Exec
11 6 (0.19%) Grafana
11 6 (0.19%) Icinga
12 5 (0.16%) EMC NetWorker
13 4 (0.13%) Jamf Pro
13 4 (0.13%) NetBackup
Vendors
1 535 (17.34%) Microsoft
2 405 (13.12%) SAP
3 387 (12.54%) Oracle
4 259 (8.39%) Tableau
5 167 (5.41%) Salesforce.com
6 129 (4.18%) Informatica
7 84 (2.72%) IBM
8 65 (2.11%) Google
9 62 (2.01%) Talend
10 58 (1.88%) VMware
11 52 (1.69%) Alteryx
11 52 (1.69%) HP
12 50 (1.62%) Cloudera
13 48 (1.56%) Adobe
13 48 (1.56%) Teradata
14 46 (1.49%) Ab Initio
15 44 (1.43%) Cisco
16 40 (1.30%) Pega
17 38 (1.23%) EMC
18 34 (1.10%) Charles River