Period
to 14 November 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 14 November 2018 with a comparison to the same period in the previous 2 years.

Data Management
UK > England
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 224 233 247
Rank change year-on-year +9 +14 -25
Permanent jobs citing Data Management 2,329 2,589 2,487
As % of all permanent IT jobs advertised in England 1.53% 1.53% 1.39%
As % of the Processes & Methodologies category 1.68% 1.67% 1.53%
Number of salaries quoted 1,721 1,924 1,987
England median annual salary £55,000 £55,000 £53,500
Median salary % change year-on-year - +2.80% +7.00%
10th Percentile £31,250 £32,500 £29,000
90th Percentile £87,000 £85,000 £85,000
UK median annual salary £55,000 £55,000 £52,606
% change year-on-year - +4.55% +5.21%

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 138,813 155,093 162,880
As % of all permanent IT jobs advertised in England 91.16% 91.49% 90.93%
Number of salaries quoted 111,478 123,539 136,768
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 14 November 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 14 November 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 -23 1,144 £60,000 - 161
South East +43 463 £45,000 -13.46% 63
North of England -15 292 £40,000 -11.11% 62
Midlands +25 190 £52,750 +11.05% 45
Yorkshire +38 144 £43,000 -4.44% 23
North West -13 144 £40,000 -11.11% 31
West Midlands +22 134 £51,250 +13.89% 30
South West +7 115 £40,000 -5.88% 31
East of England +3 84 £52,500 +5.00% 24
East Midlands +8 54 £57,500 +15.00% 15
North East -67 4 £33,000 -30.53% 8
Data Management
UK

For the 6 months to 14 November 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.

1 822 (35.29%) SQL
2 780 (33.49%) Finance
3 648 (27.82%) Agile Software Development
4 640 (27.48%) Analytics
5 542 (23.27%) Business Intelligence
6 520 (22.33%) Microsoft
7 475 (20.40%) SQL Server
8 455 (19.54%) Degree
9 442 (18.98%) ETL
9 442 (18.98%) Data Warehouse
10 408 (17.52%) Data Quality
11 407 (17.48%) Data Modelling
12 368 (15.80%) Analytical Skills
13 311 (13.35%) Python
14 308 (13.22%) Data Governance
15 304 (13.05%) Microsoft Azure
16 301 (12.92%) Problem-Solving
17 296 (12.71%) Big Data
18 281 (12.07%) Oracle
19 277 (11.89%) SQL Server Integration Services
20 275 (11.81%) Project Management
21 262 (11.25%) Data Analysis
22 255 (10.95%) Visualisation
23 253 (10.86%) Java
24 251 (10.78%) SQL Server Reporting Services
25 247 (10.61%) .NET
26 240 (10.30%) Data Integration
27 234 (10.05%) Migration
28 227 (9.75%) Microsoft Excel
29 211 (9.06%) Data Architecture

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
1 100 (4.29%) SAS
2 84 (3.61%) SharePoint
3 77 (3.31%) Apache Spark
4 49 (2.10%) MS Exchange
5 47 (2.02%) Apache
6 41 (1.76%) IIS
7 40 (1.72%) Exchange Server 2010
8 36 (1.55%) Exchange Server 2013
9 30 (1.29%) CMS
10 26 (1.12%) Tomcat
11 15 (0.64%) ArcGIS
12 12 (0.52%) Apache Pig
12 12 (0.52%) nginx
13 11 (0.47%) Confluence
13 11 (0.47%) Marvel
13 11 (0.47%) SharePoint Server
13 11 (0.47%) WordPress
14 10 (0.43%) Apache Solr
14 10 (0.43%) JBoss
14 10 (0.43%) OpenStack
Applications
1 227 (9.75%) Microsoft Excel
2 126 (5.41%) Microsoft Office
3 56 (2.40%) MS Visio
4 50 (2.15%) Microsoft PowerPoint
5 13 (0.56%) Microsoft Project
6 11 (0.47%) Adobe Creative Suite
6 11 (0.47%) InVision
6 11 (0.47%) Spreadsheet
7 10 (0.43%) AutoCAD
8 7 (0.30%) SPSS
9 2 (0.086%) Adobe Illustrator
9 2 (0.086%) Photoshop
9 2 (0.086%) ProjectWise
10 1 (0.043%) Gephi
10 1 (0.043%) InDesign
10 1 (0.043%) MicroStation
10 1 (0.043%) Revit
10 1 (0.043%) Siemens NX
10 1 (0.043%) SketchUp
10 1 (0.043%) Windchill
Business Applications
1 35 (1.50%) SAP S/4HANA
2 29 (1.25%) Dynamics CRM
3 24 (1.03%) SAP MDG
4 21 (0.90%) Salesforce.com CRM
5 19 (0.82%) Markit EDM
6 15 (0.64%) Actimize
7 11 (0.47%) SAP CAR
7 11 (0.47%) SAP Forecasting and Replenishment
7 11 (0.47%) SAP POS DM
7 11 (0.47%) SAP Retail
7 11 (0.47%) thinkFolio
8 10 (0.43%) SAP MDM
9 9 (0.39%) HFM
9 9 (0.39%) NetSuite
9 9 (0.39%) SAP BPC
10 8 (0.34%) Hyperion Planning
10 8 (0.34%) Oracle Payables
10 8 (0.34%) SAP Bank Analyzer
10 8 (0.34%) SAP ERP
10 8 (0.34%) SAP FS
Cloud Services
1 304 (13.05%) Microsoft Azure
2 189 (8.12%) Amazon AWS
3 73 (3.13%) Office 365
4 38 (1.63%) SaaS
5 36 (1.55%) Azure Data Factory
6 32 (1.37%) Cloud Computing
7 31 (1.33%) Google Analytics
8 29 (1.25%) Google Cloud Platform
9 28 (1.20%) IaaS
10 23 (0.99%) PaaS
11 17 (0.73%) AWS Lambda
11 17 (0.73%) Serverless
12 16 (0.69%) Dynamics 365
13 10 (0.43%) Amazon EC2
14 7 (0.30%) Amazon SQS
14 7 (0.30%) Force.com
14 7 (0.30%) G Suite
15 6 (0.26%) GitHub
15 6 (0.26%) iPaaS
16 5 (0.21%) Cortana Intelligence Suite
Communications & Networking
1 50 (2.15%) DNS
2 49 (2.10%) TCP/IP
3 44 (1.89%) HTTP
4 39 (1.67%) Firewall
5 31 (1.33%) DHCP
6 23 (0.99%) LAN
7 21 (0.90%) Internet
7 21 (0.90%) WAN
8 18 (0.77%) SAN
9 12 (0.52%) Intranet
9 12 (0.52%) Sourcefire
9 12 (0.52%) VLAN
9 12 (0.52%) VPN
10 11 (0.47%) VoIP
11 10 (0.43%) Network Security
11 10 (0.43%) SMS
12 7 (0.30%) Wireless
13 5 (0.21%) Cisco IOS
13 5 (0.21%) DKIM
13 5 (0.21%) iSCSI
Database & Business Intelligence
1 475 (20.40%) SQL Server
2 442 (18.98%) Data Warehouse
3 296 (12.71%) Big Data
4 277 (11.89%) SQL Server Integration Services
5 251 (10.78%) SQL Server Reporting Services
6 190 (8.16%) Power BI
7 181 (7.77%) SQL Server Analysis Services
8 174 (7.47%) Relational Database
9 143 (6.14%) Hadoop
10 98 (4.21%) NoSQL
11 71 (3.05%) MySQL
11 71 (3.05%) SAP BW
12 69 (2.96%) QlikView
13 67 (2.88%) Data Mining
13 67 (2.88%) PostgreSQL
13 67 (2.88%) RDBMS
14 64 (2.75%) Apache Hive
15 61 (2.62%) Data Lake
16 60 (2.58%) BusinessObjects
17 50 (2.15%) Microsoft Analysis Services
Development Applications
1 80 (3.43%) Git (software)
2 60 (2.58%) Jenkins
3 54 (2.32%) JIRA
4 48 (2.06%) Visual Studio
5 46 (1.98%) gulp
5 46 (1.98%) Team Foundation Server
6 42 (1.80%) Selenium
6 42 (1.80%) Subversion
7 39 (1.67%) SQL Server Management Studio (SSMS)
8 36 (1.55%) ERwin
9 26 (1.12%) Cucumber
10 20 (0.86%) LSMW
11 17 (0.73%) Vagrant
12 16 (0.69%) Visual Studio Team System
13 15 (0.64%) ER Studio
14 14 (0.60%) Maven
14 14 (0.60%) Octopus Deploy
14 14 (0.60%) TeamCity
15 11 (0.47%) JUnit
16 9 (0.39%) TestRail
General
1 780 (33.49%) Finance
2 188 (8.07%) Banking
3 144 (6.18%) Marketing
3 144 (6.18%) Retail
4 88 (3.78%) Manufacturing
5 60 (2.58%) Investment Banking
6 58 (2.49%) Legal
7 50 (2.15%) Pharmaceutical
7 50 (2.15%) Telecoms
8 43 (1.85%) Financial Institution
9 40 (1.72%) Advertising
10 37 (1.59%) Front Office
11 32 (1.37%) Law
12 25 (1.07%) Games
13 21 (0.90%) Automotive
14 18 (0.77%) Back Office
15 16 (0.69%) Aerospace
16 15 (0.64%) General Ledger
17 12 (0.52%) Publishing
18 10 (0.43%) Electronics
Job Titles
1 419 (17.99%) Developer
2 397 (17.05%) Analyst
3 235 (10.09%) Architect
4 222 (9.53%) Consultant
5 156 (6.70%) Data Analyst
6 137 (5.88%) Data Engineer
7 133 (5.71%) Data Architect
8 132 (5.67%) Data Manager
9 97 (4.16%) SQL Developer
10 93 (3.99%) Business Intelligence Developer
11 85 (3.65%) Administrator
12 83 (3.56%) Business Analyst
13 67 (2.88%) Solutions Architect
14 50 (2.15%) Data Consultant
15 49 (2.10%) Java Developer
15 49 (2.10%) Senior Consultant
16 46 (1.98%) Project Manager
17 43 (1.85%) Senior Developer
18 42 (1.80%) Junior
19 41 (1.76%) DBA
Libraries, Frameworks & Software Standards
1 247 (10.61%) .NET
2 172 (7.39%) HTML
3 151 (6.48%) Web Services
4 129 (5.54%) CSS
5 108 (4.64%) XML
6 102 (4.38%) AngularJS
7 94 (4.04%) HTML5
8 75 (3.22%) RESTful
9 72 (3.09%) Node.js
10 66 (2.83%) .NET Framework
11 58 (2.49%) Twitter Bootstrap
12 52 (2.23%) ASP.NET Web API
13 51 (2.19%) Kafka
14 43 (1.85%) JSON
15 42 (1.80%) Entity Framework
16 39 (1.67%) React
16 39 (1.67%) Spring
17 37 (1.59%) jQuery
18 28 (1.20%) ASP.NET
19 25 (1.07%) REST
Miscellaneous
1 368 (15.80%) Analytical Skills
2 195 (8.37%) Management Information System
3 157 (6.74%) Computer Science
4 148 (6.35%) Data Structures
5 102 (4.38%) User Experience
6 84 (3.61%) Algorithms
7 71 (3.05%) Greenfield Project
8 67 (2.88%) Reference Data
9 66 (2.83%) Life Science
10 61 (2.62%) Self-Motivation
11 55 (2.36%) NHS
12 51 (2.19%) Fintech
13 47 (2.02%) FMCG
14 43 (1.85%) Data Centre
15 31 (1.33%) Hedge funds
16 25 (1.07%) Equities
17 24 (1.03%) Taxonomies
17 24 (1.03%) Virtual Team
18 22 (0.94%) Client/Server
18 22 (0.94%) Fixed Income
Operating Systems
1 187 (8.03%) Windows
2 139 (5.97%) Linux
3 97 (4.16%) Unix
4 64 (2.75%) Windows Server
5 25 (1.07%) Windows Server 2012
6 23 (0.99%) Windows Server 2008
7 21 (0.90%) CentOS
7 21 (0.90%) Ubuntu
8 19 (0.82%) AIX
8 19 (0.82%) Solaris
9 18 (0.77%) HPUX
10 16 (0.69%) Windows 7
11 9 (0.39%) Windows 10
12 8 (0.34%) Apple iOS
13 7 (0.30%) Android
13 7 (0.30%) Mac OS X
14 5 (0.21%) Windows Phone
15 4 (0.17%) Oracle Linux
15 4 (0.17%) SUSE
15 4 (0.17%) Windows 8
Processes & Methodologies
1 648 (27.82%) Agile Software Development
2 640 (27.48%) Analytics
3 542 (23.27%) Business Intelligence
4 442 (18.98%) ETL
5 407 (17.48%) Data Modelling
6 308 (13.22%) Data Governance
7 301 (12.92%) Problem-Solving
8 275 (11.81%) Project Management
9 262 (11.25%) Data Analysis
10 255 (10.95%) Visualisation
11 240 (10.30%) Data Integration
12 234 (10.05%) Migration
13 211 (9.06%) Data Architecture
14 206 (8.84%) Data Science
15 188 (8.07%) Stakeholder Management
16 182 (7.81%) Data Analytics
17 179 (7.69%) CRM
18 154 (6.61%) Test Automation
19 149 (6.40%) ERP
20 147 (6.31%) Scrum
Programming Languages
1 822 (35.29%) SQL
2 311 (13.35%) Python
3 253 (10.86%) Java
4 191 (8.20%) JavaScript
5 190 (8.16%) C#
6 162 (6.96%) T-SQL
7 109 (4.68%) PowerShell
8 76 (3.26%) R
9 62 (2.66%) VBA
10 59 (2.53%) Bash Shell
11 58 (2.49%) C++
12 52 (2.23%) C
13 43 (1.85%) Perl
14 38 (1.63%) Scala
15 35 (1.50%) PL/SQL
16 30 (1.29%) PHP
17 27 (1.16%) Ruby
18 26 (1.12%) Delphi
18 26 (1.12%) VB
19 18 (0.77%) Data Analysis Expressions (DAX)
Qualifications
1 455 (19.54%) Degree
2 67 (2.88%) Security Cleared
3 52 (2.23%) Computer Science Degree
4 43 (1.85%) Microsoft Certification
5 34 (1.46%) SC Cleared
6 31 (1.33%) Master's Degree
7 30 (1.29%) PhD
8 26 (1.12%) MCSA
9 25 (1.07%) PMI Certification
10 23 (0.99%) PMP
11 18 (0.77%) PRINCE2 Certification
12 16 (0.69%) DV Cleared
13 15 (0.64%) MBA
13 15 (0.64%) MCSE
14 12 (0.52%) ISTQB
15 10 (0.43%) ISEB
16 9 (0.39%) APMP
17 8 (0.34%) ITIL Foundation Certificate
18 7 (0.30%) AWS Certification
18 7 (0.30%) Numerate Degree
Quality Assurance & Compliance
1 408 (17.52%) Data Quality
2 129 (5.54%) QA
3 113 (4.85%) GDPR
4 39 (1.67%) SLA
5 22 (0.94%) IFRS
6 20 (0.86%) Solvency II
7 19 (0.82%) ISO/IEC 27001
8 18 (0.77%) PCI DSS
9 15 (0.64%) Sarbanes-Oxley
10 14 (0.60%) Dodd-Frank
11 9 (0.39%) FATCA
12 8 (0.34%) PMO
13 7 (0.30%) GxP
13 7 (0.30%) IFRS 9
14 5 (0.21%) COBIT
14 5 (0.21%) Cyber Essentials
14 5 (0.21%) MiFID
14 5 (0.21%) PSD2
15 4 (0.17%) ISO 9001
16 3 (0.13%) ISO 20022
System Software
1 82 (3.52%) Active Directory
2 61 (2.62%) VMware Infrastructure
3 38 (1.63%) Docker
4 28 (1.20%) Virtual Machines
5 18 (0.77%) HDFS
5 18 (0.77%) Hyper-V
6 12 (0.52%) VMware Server
7 10 (0.43%) Virtual Servers
8 8 (0.34%) XenApp
9 7 (0.30%) Active Directory Lightweight Directory Services
9 7 (0.30%) KVM
10 5 (0.21%) Microsoft App-V
10 5 (0.21%) VMware Workstation
11 4 (0.17%) Apache ZooKeeper
11 4 (0.17%) Ceph
11 4 (0.17%) Firmware
11 4 (0.17%) GPFS
11 4 (0.17%) Terminal Services
12 3 (0.13%) Apache Flume
12 3 (0.13%) Oracle RAC
Systems Management
1 45 (1.93%) Puppet
2 36 (1.55%) Ansible
3 33 (1.42%) Opscode Chef
4 21 (0.90%) Terraform
5 17 (0.73%) Nessus
5 17 (0.73%) Salt
6 14 (0.60%) Oozie
7 13 (0.56%) McAfee ePO
8 9 (0.39%) Red Hat Spacewalk
8 9 (0.39%) Single Sign-On
9 7 (0.30%) HP SIM
9 7 (0.30%) SCCM
10 6 (0.26%) SCOM
11 5 (0.21%) AirWatch
11 5 (0.21%) Network Intrusion Detection System
11 5 (0.21%) OpenVAS
11 5 (0.21%) QRadar
12 4 (0.17%) Hadoop YARN
12 4 (0.17%) Kubernetes
12 4 (0.17%) NetBackup
Vendors
1 520 (22.33%) Microsoft
2 281 (12.07%) Oracle
3 198 (8.50%) SAP
4 187 (8.03%) Tableau
5 92 (3.95%) Google
5 92 (3.95%) Salesforce.com
6 73 (3.13%) VMware
7 65 (2.79%) Informatica
8 50 (2.15%) IBM
9 43 (1.85%) Talend
10 40 (1.72%) Teradata
11 37 (1.59%) Cisco
12 34 (1.46%) Adobe
13 33 (1.42%) Hortonworks
14 32 (1.37%) Ab Initio
14 32 (1.37%) Citrix
15 29 (1.25%) Red Hat
16 28 (1.20%) Alteryx
16 28 (1.20%) Splunk
17 27 (1.16%) Cloudera