Period
to 17 February 2018

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

Data Management
UK > England
6 months to
17 Feb 2018
Same period 2017 Same period 2016
Rank 194 229 177
Rank change year-on-year +35 -52 +51
Permanent jobs citing Data Management 2,896 2,504 3,820
As % of all permanent IT jobs advertised in England 1.77% 1.51% 1.93%
As % of the Processes & Methodologies category 1.97% 1.69% 2.17%
Number of salaries quoted 2,257 2,005 3,069
England median annual salary £57,500 £55,000 £52,500
Median salary % change year-on-year +4.55% +4.76% -
10th Percentile £32,500 £32,500 £31,250
90th Percentile £87,500 £87,500 £82,500
UK median annual salary £57,500 £55,000 £51,500
% change year-on-year +4.55% +6.80% -1.90%

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 147,274 148,396 176,085
As % of all permanent IT jobs advertised in England 89.86% 89.54% 88.83%
Number of salaries quoted 120,471 123,215 147,441
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,500 £28,500 £28,000
90th Percentile £81,250 £80,000 £77,500
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +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 17 February 2018.

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 17 February 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
London +21 1,583 £60,000 - 177
South East +36 487 £57,500 +17.35% 74
North of England +45 359 £52,500 +16.67% 65
Midlands -25 202 £50,000 -2.44% 39
North West +11 181 £55,000 +29.41% 35
Yorkshire +55 147 £48,045 +5.59% 23
West Midlands -38 134 £51,250 +0.24% 23
South West +45 128 £43,000 -9.47% 33
East of England -24 124 £51,250 -2.38% 40
East Midlands +28 66 £50,000 -1.48% 16
North East -11 31 £47,500 +18.53% 7
Data Management
UK

For the 6 months to 17 February 2018, IT jobs citing Data Management 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 England region with a requirement for Data Management.

1 979 (33.81%) Finance
2 940 (32.46%) SQL
3 790 (27.28%) Business Intelligence
4 722 (24.93%) Analytics
5 607 (20.96%) SQL Server
6 590 (20.37%) Data Quality
7 581 (20.06%) ETL
8 550 (18.99%) Master Data Management
9 549 (18.96%) Data Warehouse
10 511 (17.65%) Agile Software Development
11 508 (17.54%) Data Modelling
12 501 (17.30%) Data Governance
13 484 (16.71%) Microsoft
14 407 (14.05%) Analytical Skills
15 404 (13.95%) Degree
16 370 (12.78%) Oracle
17 343 (11.84%) Data Analysis
18 342 (11.81%) Project Management
19 339 (11.71%) Data Architecture
20 317 (10.95%) SAP
21 303 (10.46%) Big Data
22 294 (10.15%) Data Integration
23 288 (9.94%) Java
23 288 (9.94%) Tableau
24 285 (9.84%) Visualisation
25 272 (9.39%) Retail
26 270 (9.32%) Management Information System
27 262 (9.05%) Migration
28 256 (8.84%) Stakeholder Management
29 255 (8.81%) CRM

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
1 123 (4.25%) SAS
2 94 (3.25%) SharePoint
3 92 (3.18%) Apache Spark
4 44 (1.52%) Apache
5 21 (0.73%) SharePoint 2013
6 20 (0.69%) BizTalk Server
6 20 (0.69%) CMS
7 19 (0.66%) Tomcat
8 14 (0.48%) Confluence
9 12 (0.41%) Apache Pig
9 12 (0.41%) MS Exchange
10 11 (0.38%) Anypoint
10 11 (0.38%) Elasticsearch
10 11 (0.38%) IIS
10 11 (0.38%) Oracle SOA Suite
11 9 (0.31%) Adobe Experience Manager
11 9 (0.31%) WebSphere
12 8 (0.28%) Apache Solr
13 7 (0.24%) OpenStack
14 5 (0.17%) Exchange Server 2010
Applications
1 232 (8.01%) Microsoft Excel
2 107 (3.69%) Microsoft Office
3 60 (2.07%) MS Visio
4 51 (1.76%) Microsoft PowerPoint
5 28 (0.97%) SPSS
6 22 (0.76%) Microsoft Project
7 18 (0.62%) Spreadsheet
8 17 (0.59%) Photoshop
9 6 (0.21%) Adobe Illustrator
9 6 (0.21%) AutoCAD
10 3 (0.10%) CATIA
10 3 (0.10%) SOLIDWORKS
10 3 (0.10%) Windchill
11 2 (0.069%) SPSS Modeler
12 1 (0.035%) Abaqus
12 1 (0.035%) Acrobat
12 1 (0.035%) Adobe Premiere
12 1 (0.035%) InDesign
12 1 (0.035%) RoboHelp
12 1 (0.035%) Siemens NX
Business Applications
1 50 (1.73%) Dynamics CRM
2 36 (1.24%) BusinessWare
3 34 (1.17%) SAP PM
4 24 (0.83%) SAP SD
5 22 (0.76%) Eloqua
5 22 (0.76%) SAP MM
6 21 (0.73%) Markit EDM
7 19 (0.66%) Salesforce.com CRM
7 19 (0.66%) WebTrends
8 18 (0.62%) JDE EnterpriseOne
9 17 (0.59%) Dynamics NAV
10 16 (0.55%) SAP MDG
10 16 (0.55%) SAP MDM
11 14 (0.48%) Actimize
12 13 (0.45%) SAP PLM
13 11 (0.38%) Dynamics AX
13 11 (0.38%) Elite 3E
13 11 (0.38%) HFM
14 10 (0.35%) Raiser's Edge
14 10 (0.35%) SAP S/4HANA
Cloud Services
1 170 (5.87%) Amazon AWS
2 144 (4.97%) Microsoft Azure
3 84 (2.90%) SaaS
4 57 (1.97%) Google Cloud Platform
5 47 (1.62%) Office 365
6 39 (1.35%) GitHub
7 31 (1.07%) IaaS
8 30 (1.04%) Adobe Analytics
9 27 (0.93%) PaaS
10 26 (0.90%) Force.com
10 26 (0.90%) Salesforce Service Cloud
11 25 (0.86%) Google Analytics
12 23 (0.79%) Cloud Computing
13 13 (0.45%) Amazon Kinesis
14 9 (0.31%) Amazon S3
15 8 (0.28%) Amazon EMR
16 7 (0.24%) AWS CloudFormation
16 7 (0.24%) Salesforce Sales Cloud
17 6 (0.21%) Amazon EC2
17 6 (0.21%) Google Compute Engine
Communications & Networking
1 44 (1.52%) Firewall
2 37 (1.28%) SAN
3 34 (1.17%) SMS
4 24 (0.83%) Wireless
5 21 (0.73%) TCP/IP
6 20 (0.69%) VoIP
7 16 (0.55%) VPN
8 15 (0.52%) Ethernet
9 14 (0.48%) DNS
9 14 (0.48%) SSL
10 12 (0.41%) DHCP
10 12 (0.41%) NAS
10 12 (0.41%) Skype
11 11 (0.38%) Internet
11 11 (0.38%) Network Security
12 8 (0.28%) iSCSI
13 7 (0.24%) FTP
14 6 (0.21%) Broadband
14 6 (0.21%) HTTP
14 6 (0.21%) InfiniBand
Database & Business Intelligence
1 607 (20.96%) SQL Server
2 549 (18.96%) Data Warehouse
3 303 (10.46%) Big Data
4 255 (8.81%) Power BI
5 253 (8.74%) SQL Server Reporting Services
6 242 (8.36%) SQL Server Integration Services
7 187 (6.46%) Relational Database
8 148 (5.11%) Hadoop
9 136 (4.70%) BusinessObjects
10 119 (4.11%) SQL Server Analysis Services
11 98 (3.38%) QlikView
12 86 (2.97%) NoSQL
13 74 (2.56%) Data Mining
14 68 (2.35%) MySQL
14 68 (2.35%) RDBMS
15 63 (2.18%) Data Lake
16 58 (2.00%) Oracle Database
17 54 (1.86%) OLAP
18 51 (1.76%) SQL Server 2012
19 49 (1.69%) Star Schema
Development Applications
1 87 (3.00%) Jenkins
2 49 (1.69%) JIRA
3 43 (1.48%) ERwin
4 40 (1.38%) Selenium
5 36 (1.24%) Team Foundation Server
6 32 (1.10%) Git (software)
7 31 (1.07%) Visual Studio
8 26 (0.90%) SQL Server Management Studio (SSMS)
9 19 (0.66%) JMeter
10 18 (0.62%) TeamCity
11 16 (0.55%) Cucumber
11 16 (0.55%) Maven
11 16 (0.55%) SonarQube
12 15 (0.52%) GitLab
12 15 (0.52%) LSMW
13 14 (0.48%) Octopus Deploy
13 14 (0.48%) WebDriver
14 13 (0.45%) ReSharper
15 12 (0.41%) HP UFT
15 12 (0.41%) LoadRunner
General
1 979 (33.81%) Finance
2 272 (9.39%) Retail
3 240 (8.29%) Banking
4 211 (7.29%) Marketing
5 136 (4.70%) Legal
6 89 (3.07%) Manufacturing
7 76 (2.62%) Telecoms
8 66 (2.28%) Investment Banking
9 57 (1.97%) Law
9 57 (1.97%) Publishing
10 53 (1.83%) Advertising
11 48 (1.66%) Front Office
12 36 (1.24%) Financial Institution
13 35 (1.21%) Retail Banking
14 28 (0.97%) Back Office
15 26 (0.90%) Automotive
16 23 (0.79%) Pharmaceutical
16 23 (0.79%) Private Banking
17 22 (0.76%) Electronics
17 22 (0.76%) Games
Job Titles
1 713 (24.62%) Analyst
2 442 (15.26%) Architect
3 366 (12.64%) Developer
4 286 (9.88%) Data Architect
5 280 (9.67%) Consultant
6 271 (9.36%) Data Analyst
7 204 (7.04%) Data Manager
8 188 (6.49%) Business Analyst
9 104 (3.59%) Data Consultant
10 85 (2.94%) Senior Analyst
11 81 (2.80%) Data Business Analyst
12 79 (2.73%) Business Intelligence Analyst
13 75 (2.59%) Solutions Architect
14 74 (2.56%) Financial Analyst
15 72 (2.49%) SAP Consultant
16 68 (2.35%) Business Intelligence Developer
17 64 (2.21%) Java Developer
17 64 (2.21%) Support Analyst
18 60 (2.07%) SQL Analyst
19 59 (2.04%) Business Intelligence Architect
Libraries, Frameworks & Software Standards
1 150 (5.18%) .NET
2 139 (4.80%) Web Services
3 138 (4.77%) HTML
4 111 (3.83%) CSS
5 89 (3.07%) XML
6 68 (2.35%) AngularJS
7 67 (2.31%) ASP.NET
8 65 (2.24%) REST
8 65 (2.24%) SOAP
9 57 (1.97%) JSON
10 50 (1.73%) HTML5
11 49 (1.69%) .NET Framework
12 41 (1.42%) jQuery
13 37 (1.28%) RESTful
14 36 (1.24%) Middleware
15 34 (1.17%) MDX
16 32 (1.10%) ASP.NET MVC
17 31 (1.07%) J2EE
17 31 (1.07%) Spring
18 29 (1.00%) Visualforce
Miscellaneous
1 407 (14.05%) Analytical Skills
2 270 (9.32%) Management Information System
3 186 (6.42%) Computer Science
4 122 (4.21%) Data Structures
4 122 (4.21%) Enterprise Software
5 80 (2.76%) Reference Data
6 70 (2.42%) User Experience
7 53 (1.83%) Life Science
8 49 (1.69%) Fintech
9 47 (1.62%) Greenfield Project
10 41 (1.42%) Virtual Team
11 40 (1.38%) Data Centre
12 39 (1.35%) Algorithms
13 36 (1.24%) Clustering
14 32 (1.10%) Equities
15 29 (1.00%) Hedge funds
16 26 (0.90%) Marketing Technology
17 23 (0.79%) Mobile App
18 21 (0.73%) Derivative
18 21 (0.73%) NHS
Operating Systems
1 183 (6.32%) Linux
2 144 (4.97%) Windows
3 87 (3.00%) Unix
4 70 (2.42%) AIX
5 36 (1.24%) Windows Server
6 20 (0.69%) Mac OS X
7 19 (0.66%) Windows Server 2012
8 17 (0.59%) Solaris
9 15 (0.52%) Red Hat Enterprise Linux
10 14 (0.48%) Windows Server 2008
11 12 (0.41%) Android
12 11 (0.38%) Data ONTAP
13 10 (0.35%) Ubuntu
14 8 (0.28%) CentOS
14 8 (0.28%) Embedded Linux
14 8 (0.28%) VxWorks
15 7 (0.24%) Apple iOS
15 7 (0.24%) HPUX
15 7 (0.24%) Windows 7
16 6 (0.21%) Windows 10
Processes & Methodologies
1 790 (27.28%) Business Intelligence
2 722 (24.93%) Analytics
3 581 (20.06%) ETL
4 550 (18.99%) Master Data Management
5 511 (17.65%) Agile Software Development
6 508 (17.54%) Data Modelling
7 501 (17.30%) Data Governance
8 343 (11.84%) Data Analysis
9 342 (11.81%) Project Management
10 339 (11.71%) Data Architecture
11 294 (10.15%) Data Integration
12 285 (9.84%) Visualisation
13 262 (9.05%) Migration
14 256 (8.84%) Stakeholder Management
15 255 (8.81%) CRM
16 213 (7.35%) Data Analytics
17 196 (6.77%) Business Analysis
18 185 (6.39%) Data Strategy
19 166 (5.73%) Data Science
20 154 (5.32%) Data Mapping
Programming Languages
1 940 (32.46%) SQL
2 288 (9.94%) Java
3 231 (7.98%) Python
4 204 (7.04%) JavaScript
5 157 (5.42%) C#
6 156 (5.39%) T-SQL
7 97 (3.35%) R
8 70 (2.42%) C
9 69 (2.38%) PowerShell
10 64 (2.21%) VBA
11 62 (2.14%) C++
12 57 (1.97%) Scala
13 55 (1.90%) VB
14 50 (1.73%) Bash Shell
15 42 (1.45%) PL/SQL
16 33 (1.14%) ABAP
16 33 (1.14%) Perl
17 31 (1.07%) Apex Code
18 28 (0.97%) PHP
19 20 (0.69%) VB.NET
Qualifications
1 404 (13.95%) Degree
2 82 (2.83%) Computer Science Degree
3 55 (1.90%) Microsoft Certification
4 54 (1.86%) ISEB
5 43 (1.48%) CISSP
6 33 (1.14%) PMI Certification
7 29 (1.00%) Security Cleared
8 25 (0.86%) CISM
9 23 (0.79%) PhD
10 20 (0.69%) PMP
10 20 (0.69%) SC Cleared
11 19 (0.66%) MCITP
12 15 (0.52%) Cisco Certification
12 15 (0.52%) Master's Degree
13 14 (0.48%) MCSE
13 14 (0.48%) Numerate Degree
14 13 (0.45%) CCNA
14 13 (0.45%) MBA
15 11 (0.38%) ITIL Certification
16 10 (0.35%) CISA
Quality Assurance & Compliance
1 590 (20.37%) Data Quality
2 139 (4.80%) QA
3 134 (4.63%) GDPR
4 61 (2.11%) ISO/IEC 27001
5 31 (1.07%) PMO
6 30 (1.04%) SLA
7 19 (0.66%) Solvency II
8 12 (0.41%) GCP
9 11 (0.38%) Cyber Essentials
9 11 (0.38%) Cyber Essentials PLUS
10 10 (0.35%) FATCA
11 9 (0.31%) COBIT
12 8 (0.28%) IFRS
12 8 (0.28%) IFRS 9
12 8 (0.28%) MISRA
12 8 (0.28%) MISRA C
13 7 (0.24%) GMP
13 7 (0.24%) MiFID
14 6 (0.21%) COSHH
14 6 (0.21%) Dodd-Frank
System Software
1 74 (2.56%) Active Directory
2 43 (1.48%) Docker
3 31 (1.07%) Hyper-V
4 30 (1.04%) VMware Infrastructure
5 17 (0.59%) HDFS
6 16 (0.55%) Virtual Machines
7 11 (0.38%) Apache Flume
8 6 (0.21%) Ceph
8 6 (0.21%) GPFS
8 6 (0.21%) NFS
8 6 (0.21%) Slurm Workload Manager
9 5 (0.17%) Apache ZooKeeper
10 4 (0.14%) Microsoft App-V
10 4 (0.14%) Terminal Server
10 4 (0.14%) Virtual Desktop
10 4 (0.14%) VMware ESXi
11 3 (0.10%) VMware Server
11 3 (0.10%) XenApp
11 3 (0.10%) XenDesktop
12 2 (0.069%) Shibboleth
Systems Management
1 42 (1.45%) Puppet
2 20 (0.69%) Ansible
3 18 (0.62%) Opscode Chef
4 17 (0.59%) Microsoft Clustering
5 16 (0.55%) HP Quality Center
6 15 (0.52%) SCCM
7 14 (0.48%) Single Sign-On
8 12 (0.41%) NetBackup
9 10 (0.35%) Kubernetes
9 10 (0.35%) Nessus
10 9 (0.31%) Oozie
10 9 (0.31%) Systems Management Server (SMS)
11 8 (0.28%) Docker Swarm
12 7 (0.24%) SCOM
12 7 (0.24%) Tivoli
12 7 (0.24%) ZABBIX
13 6 (0.21%) Backup Exec
13 6 (0.21%) EMC NetWorker
13 6 (0.21%) Icinga
13 6 (0.21%) Tivoli Monitoring
Vendors
1 484 (16.71%) Microsoft
2 370 (12.78%) Oracle
3 317 (10.95%) SAP
4 288 (9.94%) Tableau
5 167 (5.77%) Salesforce.com
6 141 (4.87%) Informatica
7 94 (3.25%) Google
8 93 (3.21%) IBM
9 78 (2.69%) Talend
10 74 (2.56%) Ab Initio
11 70 (2.42%) Alteryx
12 67 (2.31%) webMethods
13 60 (2.07%) Teradata
14 52 (1.80%) Cisco
15 48 (1.66%) Adobe
16 47 (1.62%) VMware
17 46 (1.59%) MicroStrategy
18 45 (1.55%) Cloudera
19 44 (1.52%) HP
20 40 (1.38%) Vitria