Period
to 19 August 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 19 August 2018 with a comparison to the same period in the previous 2 years.

Data Management
UK > England
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 231 251 244
Rank change year-on-year +20 -7 +2
Permanent jobs citing Data Management 2,345 2,393 2,665
As % of all permanent IT jobs advertised in England 1.49% 1.44% 1.43%
As % of the Processes & Methodologies category 1.63% 1.57% 1.58%
Number of salaries quoted 1,759 1,791 2,149
England median annual salary £55,000 £51,750 £52,500
Median salary % change year-on-year +6.28% -1.43% -
10th Percentile £32,500 £31,250 £27,700
90th Percentile £87,500 £85,000 £82,500
UK median annual salary £55,000 £51,500 £52,500
% change year-on-year +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 143,839 152,341 168,792
As % of all permanent IT jobs advertised in England 91.14% 91.50% 90.85%
Number of salaries quoted 115,290 122,159 142,469
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,750
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 19 August 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 19 August 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 +25 1,240 £62,500 +4.17% 140
South East +3 362 £45,000 -10.00% 74
North of England -26 308 £45,000 - 35
Midlands +33 197 £50,000 +11.11% 43
North West -4 158 £45,000 +4.65% 20
Yorkshire +36 144 £45,000 +5.88% 12
West Midlands +25 128 £44,500 -8.72% 28
South West +4 110 £40,000 -1.23% 30
East of England -24 88 £50,000 - 29
East Midlands +13 67 £55,000 +37.50% 15
North East -83 6 £47,000 -1.05% 3
Data Management
UK

For the 6 months to 19 August 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.

1 861 (36.72%) SQL
2 811 (34.58%) Finance
3 635 (27.08%) Analytics
4 617 (26.31%) Agile Software Development
5 539 (22.99%) Business Intelligence
6 502 (21.41%) SQL Server
7 441 (18.81%) Data Quality
8 423 (18.04%) Degree
9 410 (17.48%) Microsoft
10 396 (16.89%) Data Modelling
11 394 (16.80%) Analytical Skills
12 385 (16.42%) Data Governance
12 385 (16.42%) Data Warehouse
13 378 (16.12%) ETL
14 333 (14.20%) Big Data
15 303 (12.92%) Oracle
16 284 (12.11%) .NET
17 283 (12.07%) Migration
18 271 (11.56%) Java
19 269 (11.47%) Problem-Solving
20 265 (11.30%) Project Management
21 258 (11.00%) Management Information System
22 252 (10.75%) SQL Server Integration Services
23 251 (10.70%) Python
24 230 (9.81%) Data Analysis
24 230 (9.81%) Data Architecture
25 228 (9.72%) Microsoft Azure
26 225 (9.59%) Banking
26 225 (9.59%) C#
27 222 (9.47%) Microsoft Excel

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
1 145 (6.18%) SAS
2 85 (3.62%) Apache Spark
3 74 (3.16%) SharePoint
4 66 (2.81%) Apache
5 56 (2.39%) IIS
6 54 (2.30%) MS Exchange
7 49 (2.09%) Exchange Server 2010
8 46 (1.96%) Exchange Server 2013
9 31 (1.32%) Tomcat
10 20 (0.85%) JBoss
11 16 (0.68%) Apache Solr
12 15 (0.64%) ArcGIS
13 13 (0.55%) CMS
13 13 (0.55%) Skype for Business
14 12 (0.51%) Apache Pig
14 12 (0.51%) SugarCRM
15 9 (0.38%) Confluence
16 8 (0.34%) WebSphere
17 7 (0.30%) Elasticsearch
17 7 (0.30%) WordPress
Applications
1 222 (9.47%) Microsoft Excel
2 119 (5.07%) Microsoft Office
3 42 (1.79%) Microsoft PowerPoint
4 29 (1.24%) MS Visio
5 28 (1.19%) Spreadsheet
6 16 (0.68%) SPSS
7 13 (0.55%) Microsoft Project
8 10 (0.43%) AutoCAD
9 7 (0.30%) Adobe Creative Suite
9 7 (0.30%) InVision
10 2 (0.085%) Gephi
10 2 (0.085%) Photoshop
10 2 (0.085%) SPSS Modeler
11 1 (0.043%) Adobe Illustrator
11 1 (0.043%) EViews
11 1 (0.043%) ProjectWise
11 1 (0.043%) Revit
11 1 (0.043%) Simulink
11 1 (0.043%) Stateflow
11 1 (0.043%) Weka
Business Applications
1 40 (1.71%) SAP MDG
2 33 (1.41%) SAP S/4HANA
3 31 (1.32%) Dynamics CRM
4 24 (1.02%) Markit EDM
5 19 (0.81%) Salesforce.com CRM
6 15 (0.64%) SAP Forecasting and Replenishment
6 15 (0.64%) SAP Retail
6 15 (0.64%) thinkFolio
7 12 (0.51%) Actimize
8 11 (0.47%) SAP CAR
8 11 (0.47%) SAP POS DM
9 10 (0.43%) HFM
10 9 (0.38%) SAP EHS
10 9 (0.38%) SAP PLM
10 9 (0.38%) SAP VC
11 8 (0.34%) Remedy ITSM
11 8 (0.34%) SAP ERP
12 7 (0.30%) Hyperion Planning
13 6 (0.26%) Dynamics NAV
13 6 (0.26%) Eloqua
Cloud Services
1 228 (9.72%) Microsoft Azure
2 191 (8.14%) Amazon AWS
3 74 (3.16%) Office 365
4 48 (2.05%) SaaS
5 40 (1.71%) Google Cloud Platform
6 26 (1.11%) IaaS
7 22 (0.94%) AWS Lambda
7 22 (0.94%) Cloud Computing
8 20 (0.85%) PaaS
8 20 (0.85%) Serverless
9 15 (0.64%) Dynamics 365
10 14 (0.60%) Azure Data Factory
11 11 (0.47%) Amazon EC2
11 11 (0.47%) IBM Cloud
12 9 (0.38%) Slack
13 6 (0.26%) Adobe Analytics
13 6 (0.26%) Google Analytics
13 6 (0.26%) npm
14 5 (0.21%) Amazon EMR
14 5 (0.21%) GitHub
Communications & Networking
1 47 (2.00%) HTTP
2 31 (1.32%) DNS
2 31 (1.32%) Internet
3 28 (1.19%) TCP/IP
4 23 (0.98%) Firewall
5 22 (0.94%) DHCP
6 19 (0.81%) SMS
7 18 (0.77%) WAN
8 17 (0.72%) LAN
9 16 (0.68%) SAN
10 13 (0.55%) FTP
10 13 (0.55%) Skype
11 12 (0.51%) VPN
12 10 (0.43%) Network Security
13 8 (0.34%) Broadband
14 6 (0.26%) SSL
14 6 (0.26%) VLAN
15 5 (0.21%) Intranet
16 4 (0.17%) Unified Communications
16 4 (0.17%) VoIP
Database & Business Intelligence
1 502 (21.41%) SQL Server
2 385 (16.42%) Data Warehouse
3 333 (14.20%) Big Data
4 252 (10.75%) SQL Server Integration Services
5 192 (8.19%) SQL Server Reporting Services
6 169 (7.21%) Relational Database
7 164 (6.99%) Power BI
8 152 (6.48%) SQL Server Analysis Services
9 123 (5.25%) Hadoop
10 108 (4.61%) NoSQL
11 96 (4.09%) MySQL
12 73 (3.11%) BusinessObjects
13 69 (2.94%) RDBMS
14 63 (2.69%) Data Mining
15 55 (2.35%) QlikView
16 53 (2.26%) Data Lake
17 49 (2.09%) Apache Hive
18 48 (2.05%) Star Schema
19 46 (1.96%) PostgreSQL
20 43 (1.83%) Oracle Database
Development Applications
1 74 (3.16%) Team Foundation Server
2 59 (2.52%) Git (software)
3 53 (2.26%) JIRA
4 52 (2.22%) Visual Studio
5 49 (2.09%) Jenkins
6 42 (1.79%) gulp
7 39 (1.66%) ERwin
7 39 (1.66%) SQL Server Management Studio (SSMS)
8 36 (1.54%) LSMW
9 29 (1.24%) Subversion
10 20 (0.85%) Selenium
11 19 (0.81%) Octopus Deploy
12 16 (0.68%) JUnit
13 15 (0.64%) Cucumber
13 15 (0.64%) TeamCity
14 11 (0.47%) webpack
15 10 (0.43%) PowerDesigner
15 10 (0.43%) Visual Studio Team System
16 9 (0.38%) TestRail
16 9 (0.38%) VersionOne
General
1 811 (34.58%) Finance
2 225 (9.59%) Banking
3 176 (7.51%) Marketing
4 156 (6.65%) Retail
5 91 (3.88%) Investment Banking
6 85 (3.62%) Manufacturing
7 70 (2.99%) Financial Institution
8 65 (2.77%) Legal
9 47 (2.00%) Law
10 46 (1.96%) Front Office
11 45 (1.92%) Advertising
12 38 (1.62%) Telecoms
13 32 (1.36%) Games
14 31 (1.32%) Pharmaceutical
15 25 (1.07%) Automotive
16 23 (0.98%) Back Office
17 20 (0.85%) Aerospace
18 17 (0.72%) Billing
19 12 (0.51%) Japanese Language
20 11 (0.47%) Electronics
Job Titles
1 484 (20.64%) Developer
2 446 (19.02%) Analyst
3 241 (10.28%) Architect
4 189 (8.06%) Consultant
5 171 (7.29%) Data Analyst
6 161 (6.87%) Data Architect
7 133 (5.67%) SQL Developer
8 131 (5.59%) Data Manager
9 96 (4.09%) Business Intelligence Developer
10 88 (3.75%) Data Engineer
11 80 (3.41%) Business Analyst
12 64 (2.73%) SQL Server Developer
13 62 (2.64%) Senior Developer
14 61 (2.60%) Administrator
15 59 (2.52%) C# Developer
16 56 (2.39%) SSIS Developer
17 54 (2.30%) Data Consultant
17 54 (2.30%) Senior Analyst
17 54 (2.30%) SQL BI Developer
18 51 (2.17%) Java Developer
Libraries, Frameworks & Software Standards
1 284 (12.11%) .NET
2 202 (8.61%) HTML
3 182 (7.76%) Web Services
4 133 (5.67%) CSS
5 130 (5.54%) XML
6 113 (4.82%) AngularJS
7 103 (4.39%) .NET Framework
8 79 (3.37%) HTML5
9 74 (3.16%) RESTful
10 70 (2.99%) Entity Framework
11 58 (2.47%) Node.js
11 58 (2.47%) Spring
12 57 (2.43%) jQuery
13 49 (2.09%) Twitter Bootstrap
14 47 (2.00%) React
15 43 (1.83%) ASP.NET
15 43 (1.83%) ASP.NET Web API
16 42 (1.79%) JSON
17 33 (1.41%) Kafka
18 31 (1.32%) REST
Miscellaneous
1 394 (16.80%) Analytical Skills
2 258 (11.00%) Management Information System
3 164 (6.99%) Computer Science
4 116 (4.95%) Data Structures
5 87 (3.71%) User Experience
6 75 (3.20%) Fintech
7 74 (3.16%) Self-Motivation
8 71 (3.03%) Algorithms
9 65 (2.77%) Greenfield Project
10 50 (2.13%) Credit Risk
11 47 (2.00%) Enterprise Software
12 46 (1.96%) Data Centre
12 46 (1.96%) Hedge funds
13 45 (1.92%) NHS
14 42 (1.79%) Reference Data
15 40 (1.71%) Life Science
16 39 (1.66%) Derivative
16 39 (1.66%) Market Risk
17 34 (1.45%) Equities
18 31 (1.32%) Client/Server
Operating Systems
1 180 (7.68%) Windows
2 141 (6.01%) Linux
3 110 (4.69%) Unix
4 48 (2.05%) Windows Server
5 36 (1.54%) Solaris
6 35 (1.49%) AIX
7 34 (1.45%) HPUX
8 22 (0.94%) Windows Server 2012
9 19 (0.81%) Windows Server 2008
10 11 (0.47%) Ubuntu
11 8 (0.34%) Apple iOS
11 8 (0.34%) Mac OS X
12 7 (0.30%) Windows 10
13 6 (0.26%) Android
13 6 (0.26%) SUSE
14 5 (0.21%) Windows 7
15 4 (0.17%) Oracle Linux
15 4 (0.17%) Red Hat Enterprise Linux
16 3 (0.13%) CentOS
16 3 (0.13%) VMS
Processes & Methodologies
1 635 (27.08%) Analytics
2 617 (26.31%) Agile Software Development
3 539 (22.99%) Business Intelligence
4 396 (16.89%) Data Modelling
5 385 (16.42%) Data Governance
6 378 (16.12%) ETL
7 283 (12.07%) Migration
8 269 (11.47%) Problem-Solving
9 265 (11.30%) Project Management
10 230 (9.81%) Data Analysis
10 230 (9.81%) Data Architecture
11 207 (8.83%) Data Integration
12 206 (8.78%) Stakeholder Management
13 199 (8.49%) Visualisation
14 182 (7.76%) Data Analytics
15 154 (6.57%) CRM
16 151 (6.44%) DevOps
17 143 (6.10%) Risk Management
18 142 (6.06%) Data Science
19 139 (5.93%) Scrum
Programming Languages
1 861 (36.72%) SQL
2 271 (11.56%) Java
3 251 (10.70%) Python
4 225 (9.59%) C#
5 212 (9.04%) JavaScript
6 120 (5.12%) T-SQL
7 87 (3.71%) PowerShell
8 65 (2.77%) VBA
9 47 (2.00%) R
10 46 (1.96%) PL/SQL
11 42 (1.79%) Scala
12 38 (1.62%) C++
13 35 (1.49%) Bash Shell
14 33 (1.41%) ABAP
14 33 (1.41%) Perl
15 32 (1.36%) C
16 30 (1.28%) VB
17 28 (1.19%) PHP
18 13 (0.55%) MATLAB
18 13 (0.55%) Shell Script
Qualifications
1 423 (18.04%) Degree
2 52 (2.22%) Computer Science Degree
3 37 (1.58%) Security Cleared
4 27 (1.15%) Master's Degree
5 20 (0.85%) CISSP
5 20 (0.85%) Numerate Degree
6 19 (0.81%) PhD
6 19 (0.81%) PMI Certification
6 19 (0.81%) SC Cleared
7 17 (0.72%) CISM
8 14 (0.60%) Microsoft Certification
8 14 (0.60%) PMP
9 13 (0.55%) ISEB
9 13 (0.55%) MBA
10 11 (0.47%) CISA
11 9 (0.38%) ISTQB
11 9 (0.38%) MCSA
11 9 (0.38%) MCSE
12 8 (0.34%) Cisco Certification
12 8 (0.34%) TOGAF Certification
Quality Assurance & Compliance
1 441 (18.81%) Data Quality
2 147 (6.27%) QA
3 112 (4.78%) GDPR
4 35 (1.49%) SLA
5 27 (1.15%) ISO/IEC 27001
6 21 (0.90%) Sarbanes-Oxley
7 15 (0.64%) GCP
7 15 (0.64%) PMO
7 15 (0.64%) Solvency II
8 9 (0.38%) COBIT
8 9 (0.38%) MiFID
9 8 (0.34%) Dodd-Frank
9 8 (0.34%) IFRS
10 7 (0.30%) Cyber Essentials
10 7 (0.30%) GxP
11 6 (0.26%) FATCA
11 6 (0.26%) ISO 9001
11 6 (0.26%) PCI DSS
12 5 (0.21%) IFRS 9
12 5 (0.21%) PSD2
System Software
1 75 (3.20%) Active Directory
2 41 (1.75%) VMware Infrastructure
3 33 (1.41%) Docker
4 19 (0.81%) Virtual Machines
5 16 (0.68%) Active Directory Lightweight Directory Services
6 14 (0.60%) Apache ZooKeeper
6 14 (0.60%) HDFS
6 14 (0.60%) Hyper-V
7 13 (0.55%) VMware Server
8 9 (0.38%) Apache Flume
9 6 (0.26%) Firmware
9 6 (0.26%) Virtual Servers
10 5 (0.21%) Microsoft App-V
11 4 (0.17%) GPFS
11 4 (0.17%) VMware Workstation
11 4 (0.17%) XenApp
12 3 (0.13%) Oracle RAC
13 1 (0.043%) KVM
13 1 (0.043%) Squid
13 1 (0.043%) vSphere
Systems Management
1 29 (1.24%) Puppet
2 27 (1.15%) Ansible
3 26 (1.11%) Opscode Chef
4 11 (0.47%) Kubernetes
4 11 (0.47%) Oozie
5 10 (0.43%) McAfee ePO
6 8 (0.34%) Ambari
7 6 (0.26%) Docker Swarm
7 6 (0.26%) HP Quality Center
7 6 (0.26%) Terraform
8 5 (0.21%) AirWatch
9 4 (0.17%) logstash
9 4 (0.17%) Nagios
9 4 (0.17%) Nessus
9 4 (0.17%) Salt
9 4 (0.17%) Tivoli
9 4 (0.17%) Tivoli Storage Manager
10 3 (0.13%) Jamf Pro
10 3 (0.13%) SCCM
10 3 (0.13%) Systems Management Server (SMS)
Vendors
1 410 (17.48%) Microsoft
2 303 (12.92%) Oracle
3 149 (6.35%) Tableau
4 139 (5.93%) SAP
5 88 (3.75%) Salesforce.com
6 77 (3.28%) Informatica
7 74 (3.16%) Talend
8 63 (2.69%) Google
9 58 (2.47%) IBM
10 52 (2.22%) Capita
11 43 (1.83%) VMware
12 38 (1.62%) Cloudera
13 36 (1.54%) Adobe
14 35 (1.49%) MicroStrategy
15 31 (1.32%) Teradata
16 29 (1.24%) Alteryx
17 27 (1.15%) Ab Initio
17 27 (1.15%) Cognizant
18 23 (0.98%) CA
19 21 (0.90%) Charles River