Period
to 24 May 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 24 May 2018 with a comparison to the same period in the previous 2 years.

Data Management
UK > England
6 months to
24 May 2018
Same period 2017 Same period 2016
Rank 236 264 221
Rank change year-on-year +28 -43 +42
Permanent jobs citing Data Management 2,336 2,050 3,069
As % of all permanent IT jobs advertised in England 1.45% 1.28% 1.63%
As % of the Processes & Methodologies category 1.59% 1.42% 1.81%
Number of salaries quoted 1,770 1,618 2,497
England median annual salary £55,000 £50,000 £51,000
Median salary % change year-on-year +10.00% -1.96% -2.86%
10th Percentile £32,500 £31,250 £30,000
90th Percentile £88,750 £86,250 £80,000
UK median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -4.76%

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 146,533 144,423 169,984
As % of all permanent IT jobs advertised in England 90.78% 90.51% 90.02%
Number of salaries quoted 118,670 119,286 142,972
England median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £30,000 £28,000 £27,500
90th Percentile £82,500 £80,000 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +3.26%

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 24 May 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 24 May 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 1,273 £60,000 - 136
South East +22 372 £55,000 +22.22% 65
North of England -34 241 £45,000 +5.88% 57
Midlands +11 197 £50,000 +5.26% 50
North West -27 136 £45,000 +7.14% 29
West Midlands +1 123 £45,000 -16.67% 35
East of England +32 116 £50,000 +5.26% 27
South West -17 101 £43,986 +9.96% 23
Yorkshire +19 95 £45,000 +7.14% 20
East Midlands +10 73 £54,500 +36.25% 15
North East -38 10 £47,250 +7.39% 8
Data Management
UK

For the 6 months to 24 May 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.

1 839 (35.92%) SQL
2 802 (34.33%) Finance
3 616 (26.37%) Analytics
4 582 (24.91%) Business Intelligence
5 544 (23.29%) SQL Server
6 492 (21.06%) Agile Software Development
7 467 (19.99%) Data Quality
8 449 (19.22%) Data Governance
9 435 (18.62%) ETL
10 432 (18.49%) Data Modelling
11 403 (17.25%) Data Warehouse
12 396 (16.95%) Analytical Skills
13 393 (16.82%) Microsoft
14 354 (15.15%) Degree
15 309 (13.23%) Big Data
16 303 (12.97%) Problem-Solving
17 283 (12.11%) Oracle
18 280 (11.99%) Java
19 274 (11.73%) Project Management
20 273 (11.69%) Management Information System
21 258 (11.04%) Migration
22 249 (10.66%) Data Analysis
23 244 (10.45%) Data Architecture
24 232 (9.93%) Python
25 225 (9.63%) Data Integration
26 218 (9.33%) Banking
27 216 (9.25%) Visualisation
28 213 (9.12%) Tableau
29 211 (9.03%) Stakeholder Management
30 210 (8.99%) 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
1 128 (5.48%) SAS
2 101 (4.32%) Apache Spark
3 74 (3.17%) SharePoint
4 49 (2.10%) Apache
5 40 (1.71%) MS Exchange
6 33 (1.41%) IIS
7 30 (1.28%) Exchange Server 2010
8 27 (1.16%) Exchange Server 2013
8 27 (1.16%) Tomcat
9 19 (0.81%) Apache Solr
10 18 (0.77%) JBoss
11 15 (0.64%) BizTalk Server
11 15 (0.64%) Skype for Business
12 14 (0.60%) CMS
13 12 (0.51%) Confluence
14 10 (0.43%) Elasticsearch
15 9 (0.39%) WebSphere
16 8 (0.34%) Apache Pig
17 5 (0.21%) ArcGIS
17 5 (0.21%) SharePoint 2013
Applications
1 210 (8.99%) Microsoft Excel
2 92 (3.94%) Microsoft Office
3 47 (2.01%) MS Visio
4 45 (1.93%) Microsoft PowerPoint
5 37 (1.58%) Spreadsheet
6 18 (0.77%) SPSS
7 13 (0.56%) Microsoft Project
8 5 (0.21%) Photoshop
9 4 (0.17%) Adobe Illustrator
10 2 (0.086%) Adobe Creative Suite
10 2 (0.086%) AutoCAD
10 2 (0.086%) Gephi
10 2 (0.086%) InVision
10 2 (0.086%) SPSS Modeler
10 2 (0.086%) Windchill
11 1 (0.043%) Acrobat
11 1 (0.043%) CATIA
11 1 (0.043%) EViews
11 1 (0.043%) PTC Creo
11 1 (0.043%) Siemens NX
Business Applications
1 38 (1.63%) Dynamics CRM
1 38 (1.63%) SAP MDG
2 32 (1.37%) SAP S/4HANA
3 27 (1.16%) Markit EDM
4 25 (1.07%) BusinessWare
5 16 (0.68%) Dynamics NAV
6 14 (0.60%) JDE EnterpriseOne
6 14 (0.60%) thinkFolio
7 13 (0.56%) Salesforce.com CRM
7 13 (0.56%) SAP PLM
8 11 (0.47%) HFM
8 11 (0.47%) Remedy ITSM
8 11 (0.47%) SAP EHS
8 11 (0.47%) SAP VC
9 8 (0.34%) WebTrends
10 7 (0.30%) Eloqua
10 7 (0.30%) Hyperion Planning
11 6 (0.26%) SAP Forecasting and Replenishment
11 6 (0.26%) SAP MM
11 6 (0.26%) SAP Retail
Cloud Services
1 182 (7.79%) Microsoft Azure
2 170 (7.28%) Amazon AWS
3 51 (2.18%) SaaS
4 46 (1.97%) Google Cloud Platform
5 45 (1.93%) Office 365
6 23 (0.98%) PaaS
7 22 (0.94%) IaaS
8 18 (0.77%) AWS Lambda
8 18 (0.77%) Serverless
9 15 (0.64%) Cloud Computing
10 13 (0.56%) Google Analytics
11 11 (0.47%) Adobe Analytics
11 11 (0.47%) Azure Data Factory
12 10 (0.43%) Bluemix
12 10 (0.43%) GitHub
12 10 (0.43%) IBM Cloud
13 9 (0.39%) Amazon EMR
14 8 (0.34%) Dynamics 365
14 8 (0.34%) Slack
15 6 (0.26%) Salesforce Service Cloud
Communications & Networking
1 33 (1.41%) SAN
2 30 (1.28%) Firewall
3 28 (1.20%) SMS
4 24 (1.03%) DNS
4 24 (1.03%) TCP/IP
5 23 (0.98%) Internet
6 20 (0.86%) HTTP
7 19 (0.81%) DHCP
7 19 (0.81%) Skype
8 18 (0.77%) VPN
9 17 (0.73%) WAN
10 16 (0.68%) LAN
11 14 (0.60%) Network Security
12 13 (0.56%) VoIP
13 12 (0.51%) Broadband
13 12 (0.51%) Wireless
14 11 (0.47%) NAS
14 11 (0.47%) SSL
15 10 (0.43%) FTP
16 8 (0.34%) Ethernet
Database & Business Intelligence
1 544 (23.29%) SQL Server
2 403 (17.25%) Data Warehouse
3 309 (13.23%) Big Data
4 198 (8.48%) Power BI
4 198 (8.48%) SQL Server Integration Services
5 191 (8.18%) Relational Database
6 145 (6.21%) SQL Server Reporting Services
7 139 (5.95%) Hadoop
8 109 (4.67%) SQL Server Analysis Services
9 100 (4.28%) BusinessObjects
10 94 (4.02%) NoSQL
11 76 (3.25%) MySQL
12 75 (3.21%) RDBMS
13 60 (2.57%) Data Lake
14 57 (2.44%) Data Mining
15 56 (2.40%) QlikView
16 47 (2.01%) Star Schema
17 44 (1.88%) PostgreSQL
18 43 (1.84%) Oracle Database
19 42 (1.80%) Apache Hive
Development Applications
1 61 (2.61%) Jenkins
2 60 (2.57%) Team Foundation Server
3 43 (1.84%) Git (software)
4 42 (1.80%) JIRA
5 41 (1.76%) LSMW
6 34 (1.46%) ERwin
7 30 (1.28%) Visual Studio
8 29 (1.24%) SQL Server Management Studio (SSMS)
9 17 (0.73%) Octopus Deploy
10 16 (0.68%) Selenium
11 15 (0.64%) gulp
11 15 (0.64%) ReSharper
11 15 (0.64%) SonarQube
12 13 (0.56%) TeamCity
13 12 (0.51%) Subversion
14 11 (0.47%) Cucumber
15 9 (0.39%) GitLab
15 9 (0.39%) JUnit
16 8 (0.34%) webpack
17 7 (0.30%) RStudio
General
1 802 (34.33%) Finance
2 218 (9.33%) Banking
3 196 (8.39%) Retail
4 167 (7.15%) Marketing
5 90 (3.85%) Legal
6 80 (3.42%) Manufacturing
7 67 (2.87%) Investment Banking
8 57 (2.44%) Financial Institution
9 53 (2.27%) Telecoms
10 48 (2.05%) Law
11 45 (1.93%) Advertising
12 39 (1.67%) Front Office
13 38 (1.63%) Automotive
14 29 (1.24%) Publishing
15 26 (1.11%) Aerospace
16 25 (1.07%) Games
17 21 (0.90%) Back Office
17 21 (0.90%) Pharmaceutical
18 17 (0.73%) Billing
19 12 (0.51%) Electronics
Job Titles
1 494 (21.15%) Analyst
2 432 (18.49%) Developer
3 308 (13.18%) Architect
4 207 (8.86%) Data Architect
5 188 (8.05%) Data Analyst
6 166 (7.11%) Consultant
7 153 (6.55%) Data Manager
8 94 (4.02%) SQL Developer
9 93 (3.98%) Business Analyst
10 76 (3.25%) Java Developer
11 74 (3.17%) Business Intelligence Developer
12 72 (3.08%) Business Intelligence Analyst
13 64 (2.74%) Data Consultant
14 62 (2.65%) Administrator
15 61 (2.61%) Data Engineer
15 61 (2.61%) Lead Developer
16 56 (2.40%) Senior Analyst
17 54 (2.31%) Senior Developer
18 52 (2.23%) Solutions Architect
19 49 (2.10%) Team Leader
Libraries, Frameworks & Software Standards
1 201 (8.60%) .NET
2 141 (6.04%) HTML
3 131 (5.61%) Web Services
4 103 (4.41%) XML
5 94 (4.02%) CSS
6 86 (3.68%) .NET Framework
7 66 (2.83%) AngularJS
8 53 (2.27%) ASP.NET
8 53 (2.27%) jQuery
9 52 (2.23%) Spring
10 49 (2.10%) Entity Framework
11 43 (1.84%) JSON
12 40 (1.71%) REST
13 39 (1.67%) RESTful
14 38 (1.63%) HTML5
15 34 (1.46%) J2EE
16 29 (1.24%) React
16 29 (1.24%) SOAP
17 28 (1.20%) Kafka
18 24 (1.03%) WCF
Miscellaneous
1 396 (16.95%) Analytical Skills
2 273 (11.69%) Management Information System
3 138 (5.91%) Computer Science
4 125 (5.35%) Data Structures
5 122 (5.22%) Self-Motivation
6 78 (3.34%) Enterprise Software
7 66 (2.83%) Greenfield Project
8 56 (2.40%) Fintech
9 52 (2.23%) User Experience
10 51 (2.18%) Algorithms
11 42 (1.80%) Life Science
12 39 (1.67%) Data Centre
12 39 (1.67%) Hedge funds
13 38 (1.63%) Credit Risk
14 36 (1.54%) Reference Data
15 35 (1.50%) Derivative
16 27 (1.16%) Equities
17 26 (1.11%) Client/Server
17 26 (1.11%) Market Risk
18 21 (0.90%) Cyberthreat
Operating Systems
1 168 (7.19%) Windows
2 146 (6.25%) Linux
3 104 (4.45%) Unix
4 78 (3.34%) AIX
5 39 (1.67%) Solaris
6 32 (1.37%) Windows Server
7 28 (1.20%) HPUX
8 23 (0.98%) Windows Server 2012
9 17 (0.73%) Windows Server 2008
10 13 (0.56%) Red Hat Enterprise Linux
11 10 (0.43%) Ubuntu
12 8 (0.34%) Android
13 7 (0.30%) Windows 10
14 6 (0.26%) Apple iOS
14 6 (0.26%) Data ONTAP
15 4 (0.17%) Mac OS X
15 4 (0.17%) Oracle Linux
15 4 (0.17%) Windows 7
16 3 (0.13%) SUSE
16 3 (0.13%) Windows Server 2003
Processes & Methodologies
1 616 (26.37%) Analytics
2 582 (24.91%) Business Intelligence
3 492 (21.06%) Agile Software Development
4 449 (19.22%) Data Governance
5 435 (18.62%) ETL
6 432 (18.49%) Data Modelling
7 303 (12.97%) Problem-Solving
8 274 (11.73%) Project Management
9 258 (11.04%) Migration
10 249 (10.66%) Data Analysis
11 244 (10.45%) Data Architecture
12 225 (9.63%) Data Integration
13 216 (9.25%) Visualisation
14 211 (9.03%) Stakeholder Management
15 190 (8.13%) Data Analytics
16 162 (6.93%) DevOps
17 156 (6.68%) CRM
18 138 (5.91%) Data Strategy
19 135 (5.78%) ITIL
20 134 (5.74%) Data Science
Programming Languages
1 839 (35.92%) SQL
2 280 (11.99%) Java
3 232 (9.93%) Python
4 173 (7.41%) C#
5 152 (6.51%) JavaScript
6 106 (4.54%) T-SQL
7 77 (3.30%) VBA
8 69 (2.95%) R
9 65 (2.78%) PowerShell
10 63 (2.70%) VB
11 52 (2.23%) Scala
12 44 (1.88%) C
13 39 (1.67%) Bash Shell
14 38 (1.63%) ABAP
15 37 (1.58%) C++
16 32 (1.37%) PL/SQL
17 29 (1.24%) PHP
18 23 (0.98%) VB.NET
19 22 (0.94%) Perl
20 15 (0.64%) MATLAB
Qualifications
1 354 (15.15%) Degree
2 49 (2.10%) Computer Science Degree
3 44 (1.88%) CISSP
4 40 (1.71%) ISEB
5 36 (1.54%) CISM
6 31 (1.33%) Security Cleared
7 22 (0.94%) Microsoft Certification
7 22 (0.94%) PhD
8 20 (0.86%) Numerate Degree
8 20 (0.86%) SC Cleared
9 19 (0.81%) Master's Degree
10 15 (0.64%) ITIL Certification
11 14 (0.60%) CISA
11 14 (0.60%) Cisco Certification
12 12 (0.51%) MCSE
13 11 (0.47%) MBA
14 10 (0.43%) CCNA
15 8 (0.34%) CIPD
15 8 (0.34%) MCITP
15 8 (0.34%) PMI Certification
Quality Assurance & Compliance
1 467 (19.99%) Data Quality
2 130 (5.57%) QA
3 120 (5.14%) GDPR
4 54 (2.31%) ISO/IEC 27001
5 22 (0.94%) Solvency II
6 20 (0.86%) PMO
7 16 (0.68%) Cyber Essentials
7 16 (0.68%) Cyber Essentials PLUS
8 14 (0.60%) Sarbanes-Oxley
9 13 (0.56%) SLA
10 12 (0.51%) GCP
11 9 (0.39%) COBIT
12 7 (0.30%) FATCA
12 7 (0.30%) IFRS
12 7 (0.30%) IFRS 9
12 7 (0.30%) MiFID
13 6 (0.26%) Dodd-Frank
14 5 (0.21%) GxP
14 5 (0.21%) ISO 9001
15 3 (0.13%) HL7
System Software
1 66 (2.83%) Active Directory
2 28 (1.20%) Hyper-V
2 28 (1.20%) VMware Infrastructure
3 26 (1.11%) Docker
4 14 (0.60%) HDFS
4 14 (0.60%) Virtual Machines
5 13 (0.56%) Apache ZooKeeper
6 11 (0.47%) Active Directory Lightweight Directory Services
6 11 (0.47%) VMware Server
7 8 (0.34%) Apache Flume
8 6 (0.26%) NFS
9 4 (0.17%) XenApp
10 3 (0.13%) Firmware
11 2 (0.086%) Shibboleth
11 2 (0.086%) VMware ESXi
12 1 (0.043%) Microsoft Virtual Server
12 1 (0.043%) Squid
12 1 (0.043%) Virtual Servers
12 1 (0.043%) vSphere
Systems Management
1 35 (1.50%) Puppet
2 20 (0.86%) Ansible
3 19 (0.81%) Opscode Chef
4 14 (0.60%) Kubernetes
5 12 (0.51%) Oozie
6 11 (0.47%) Docker Swarm
6 11 (0.47%) NetBackup
7 8 (0.34%) Ambari
7 8 (0.34%) Microsoft Clustering
8 7 (0.30%) HP Quality Center
8 7 (0.30%) Tivoli
9 6 (0.26%) logstash
9 6 (0.26%) Tivoli Monitoring
10 5 (0.21%) Backup Exec
10 5 (0.21%) Single Sign-On
10 5 (0.21%) Systems Management Server (SMS)
11 4 (0.17%) Data Guard
11 4 (0.17%) Enterprise Manager Cloud Control
11 4 (0.17%) Oracle RMAN
11 4 (0.17%) Terraform
Vendors
1 393 (16.82%) Microsoft
2 283 (12.11%) Oracle
3 213 (9.12%) Tableau
4 172 (7.36%) SAP
5 104 (4.45%) Salesforce.com
6 87 (3.72%) Informatica
7 81 (3.47%) Talend
8 71 (3.04%) Google
9 60 (2.57%) Alteryx
10 59 (2.53%) IBM
11 57 (2.44%) Ab Initio
12 54 (2.31%) webMethods
13 51 (2.18%) MicroStrategy
14 38 (1.63%) VMware
15 36 (1.54%) Teradata
16 33 (1.41%) Cognizant
17 32 (1.37%) Cisco
17 32 (1.37%) Cloudera
18 31 (1.33%) HP
19 29 (1.24%) Vitria