The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Data Modelling
UK / England
Rank 167 169 175
Rank change year-on-year +2 +6  
Permanent jobs citing Data Modelling 1555 1944 1872
As % of all permanent IT jobs advertised in England 1.95% 2.01% 1.89%
As % of the Processes & Methodologies category 2.19% 2.27% 2.18%
Number of salaries quoted 1271 1569 1480
Median salary £55,000 £55,000 £55,000
90% offered a salary of more than £39,026 £37,500 £39,000
10% offered a salary of more than £80,000 £81,350 £80,000
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 71064 85494 86016
As % of all permanent IT job vacancies advertised in England 89.06% 88.59% 87.00%
Number of salaries quoted 58866 71552 70301
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in England

Data Modelling
Salary Trend in England

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

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Data Modelling in England over the 3 months to 24 March 2017.

Salary histogram for Data Modelling in England

Data Modelling
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 Modelling within the England region over the 3 months to 24 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -25 750 £65,000 +1.56% 112
South East +24 268 £55,000 +11.67% 21
Yorkshire +17 119 £45,000 - 20
North West -9 108 £47,500 +2.70% 17
East of England +35 93 £51,250 -2.38% 7
West Midlands -5 87 £42,500 -5.55% 12
South West -18 50 £40,000 -3.61% 14
East Midlands -24 46 £47,500 -9.52% 9
North East +13 16 £45,000 +16.12% 4
South Coast - 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 24 March 2017, IT jobs citing Data Modelling 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 Modelling.

1 1535 (51.72%) SQL
2 1182 (39.82%) Business Intelligence
3 927 (31.23%) Finance
4 922 (31.06%) Data Warehouse
5 885 (29.82%) SQL Server
6 849 (28.61%) Agile Software Development
7 840 (28.30%) ETL
8 615 (20.72%) Oracle
9 605 (20.38%) Analytical Skills
10 595 (20.05%) Microsoft
11 579 (19.51%) Analytics
12 554 (18.67%) SQL Server Integration Services
13 490 (16.51%) Java
14 470 (15.84%) SQL Server Reporting Services
15 455 (15.33%) Degree
16 399 (13.44%) T-SQL
17 394 (13.27%) Big Data
18 384 (12.94%) Data Architecture
19 349 (11.76%) .NET
20 335 (11.29%) JavaScript
21 331 (11.15%) SQL Server Analysis Services
22 319 (10.75%) MS Excel
23 315 (10.61%) Data Management
24 312 (10.51%) Data Analysis
25 296 (9.97%) Logical Data Model
26 294 (9.91%) C#
27 278 (9.37%) Data Quality
28 271 (9.13%) Relational Database
29 266 (8.96%) Business Analysis
30 260 (8.76%) Computer Science

Data Modelling
Top Related 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
1 122 (4.11%) SAS
2 115 (3.87%) Apache Spark
3 87 (2.93%) SharePoint
4 74 (2.49%) JBoss
5 54 (1.82%) Confluence
6 53 (1.79%) Oracle SOA Suite
7 42 (1.42%) WebLogic
8 38 (1.28%) Tomcat
9 33 (1.11%) Apache
9 33 (1.11%) Apache Pig
10 26 (0.88%) WebSphere
11 17 (0.57%) OpenStack
12 16 (0.54%) IIS
13 15 (0.51%) CMS
13 15 (0.51%) Elasticsearch
14 13 (0.44%) Oracle Workflow
15 12 (0.40%) MS Exchange
16 9 (0.30%) Cloud Foundry
17 8 (0.27%) Drupal
17 8 (0.27%) WildFly
Applications
1 319 (10.75%) MS Excel
2 47 (1.58%) MS Visio
3 45 (1.52%) SPSS
4 43 (1.45%) MS Office
5 21 (0.71%) MS PowerPoint
5 21 (0.71%) Spreadsheet
6 9 (0.30%) Photoshop
7 4 (0.13%) MS Project
8 3 (0.10%) Moqups
9 2 (0.067%) Weka
10 1 (0.034%) SPSS Modeler
Business Applications
1 42 (1.42%) Dynamics CRM
2 25 (0.84%) SAP ERP
3 24 (0.81%) SAP HR
4 19 (0.64%) Oracle EBS R12
5 18 (0.61%) Dynamics AX
6 17 (0.57%) SAP ECC
6 17 (0.57%) SAP Hybris
6 17 (0.57%) SAP MDM
7 14 (0.47%) Oracle 11i
7 14 (0.47%) Oracle EBS
8 13 (0.44%) SAP IS-U
8 13 (0.44%) SAP Oil and Gas
9 12 (0.40%) Oracle ERP
9 12 (0.40%) SAP CRM
10 8 (0.27%) Oracle BPM
11 7 (0.24%) Cognos TM1
12 6 (0.20%) Eloqua
12 6 (0.20%) OpenText MBPM
12 6 (0.20%) Oracle Applications
13 5 (0.17%) FastStats
Cloud Services
1 185 (6.23%) Amazon AWS
2 107 (3.61%) Microsoft Azure
3 80 (2.70%) SaaS
4 46 (1.55%) PaaS
5 35 (1.18%) GitHub
6 32 (1.08%) IaaS
7 29 (0.98%) Amazon S3
8 28 (0.94%) Google Analytics
9 25 (0.84%) Google Cloud Platform
10 23 (0.77%) Force.com
11 21 (0.71%) Cloud Computing
12 9 (0.30%) Amazon EMR
12 9 (0.30%) Amazon SQS
13 8 (0.27%) Amazon EC2
13 8 (0.27%) Azure Machine Learning
13 8 (0.27%) Office 365
14 5 (0.17%) Azure Active Directory
14 5 (0.17%) Oracle CX
15 3 (0.10%) Boomi
16 2 (0.067%) Amazon CloudWatch
Communications & Networking
1 93 (3.13%) Internet
2 37 (1.25%) Firewall
3 30 (1.01%) Intranet
4 28 (0.94%) SAN
5 18 (0.61%) LAN
5 18 (0.61%) NAS
5 18 (0.61%) WAN
6 17 (0.57%) DNS
7 16 (0.54%) LDAP
8 13 (0.44%) HTTP
9 10 (0.34%) Kerberos
9 10 (0.34%) VoIP
10 9 (0.30%) DHCP
10 9 (0.30%) Wireless
11 8 (0.27%) BIG-IP
11 8 (0.27%) SSH
12 7 (0.24%) Ethernet
12 7 (0.24%) TCP/IP
13 6 (0.20%) Multicast
14 5 (0.17%) Extranet
Database & Business Intelligence
1 922 (31.06%) Data Warehouse
2 885 (29.82%) SQL Server
3 554 (18.67%) SQL Server Integration Services
4 470 (15.84%) SQL Server Reporting Services
5 394 (13.27%) Big Data
6 331 (11.15%) SQL Server Analysis Services
7 271 (9.13%) Relational Database
8 240 (8.09%) Hadoop
9 234 (7.88%) BusinessObjects
10 225 (7.58%) Power BI
11 219 (7.38%) QlikView
12 185 (6.23%) MySQL
13 180 (6.06%) Oracle Database
14 141 (4.75%) NoSQL
15 138 (4.65%) SQL Server 2008
16 132 (4.45%) SQL Server 2012
17 116 (3.91%) Apache Hive
17 116 (3.91%) RDBMS
18 105 (3.54%) Data Mining
19 101 (3.40%) OLAP
Development Applications
1 130 (4.38%) JIRA
2 125 (4.21%) Talend Open Studio
3 102 (3.44%) Git (software)
4 84 (2.83%) Team Foundation Server
5 72 (2.43%) Visual Studio
6 40 (1.35%) ERwin
6 40 (1.35%) Toad
7 38 (1.28%) Jenkins
8 36 (1.21%) Oracle Forms
9 24 (0.81%) JUnit
10 23 (0.77%) Subversion
11 21 (0.71%) Selenium
12 18 (0.61%) Atlassian Bamboo
13 15 (0.51%) Ant
13 15 (0.51%) Cucumber
13 15 (0.51%) Maven
13 15 (0.51%) Oracle APEX
13 15 (0.51%) SQL Server Management Studio (SSMS)
14 13 (0.44%) Eclipse
14 13 (0.44%) Visual Studio Tools for Office
General
1 927 (31.23%) Finance
2 219 (7.38%) Banking
3 181 (6.10%) Retail
4 166 (5.59%) Marketing
5 94 (3.17%) Legal
6 76 (2.56%) Telecoms
7 62 (2.09%) Financial Institution
8 52 (1.75%) Manufacturing
9 44 (1.48%) Investment Banking
10 39 (1.31%) Games
11 38 (1.28%) Law
12 37 (1.25%) Pharmaceutical
13 36 (1.21%) Publishing
14 30 (1.01%) Advertising
15 20 (0.67%) Automotive
16 16 (0.54%) Front Office
17 14 (0.47%) Multimedia
18 12 (0.40%) Back Office
19 11 (0.37%) Local Government
19 11 (0.37%) Prime Brokerage
Job Titles
1 960 (32.35%) Developer
2 713 (24.02%) Analyst
3 611 (20.59%) Architect
4 339 (11.42%) Data Architect
5 289 (9.74%) Business Analyst
6 237 (7.99%) Business Intelligence Developer
7 193 (6.50%) SQL Developer
8 181 (6.10%) Senior Developer
9 170 (5.73%) Business Intelligence Analyst
10 168 (5.66%) Data Analyst
11 129 (4.35%) Consultant
12 116 (3.91%) Solutions Architect
13 98 (3.30%) DBA
14 97 (3.27%) Java Developer
15 94 (3.17%) Business Developer
16 93 (3.13%) Data Scientist
17 91 (3.07%) Data Warehouse Developer
18 85 (2.86%) C# Developer
19 82 (2.76%) .NET Developer
20 78 (2.63%) SQL DBA
Libraries, Frameworks & Software Standards
1 349 (11.76%) .NET
2 235 (7.92%) HTML
2 235 (7.92%) XML
3 221 (7.45%) Web Services
4 157 (5.29%) CSS
5 154 (5.19%) ASP.NET
6 145 (4.89%) REST
7 114 (3.84%) Ajax
7 114 (3.84%) AngularJS
8 106 (3.57%) SOAP
9 103 (3.47%) Spring
10 99 (3.34%) .NET Framework
11 90 (3.03%) HTML5
12 84 (2.83%) jQuery
13 78 (2.63%) ASP.NET MVC
14 74 (2.49%) JSON
15 62 (2.09%) RESTful
16 55 (1.85%) Middleware
17 50 (1.68%) MDX
18 45 (1.52%) Apache Camel
Miscellaneous
1 605 (20.38%) Analytical Skills
2 260 (8.76%) Computer Science
3 206 (6.94%) Management Information System
4 137 (4.62%) Data Structures
5 112 (3.77%) Enterprise Software
6 87 (2.93%) Algorithms
7 73 (2.46%) Fintech
8 59 (1.99%) User Experience
9 46 (1.55%) Data Centre
9 46 (1.55%) Mobile App
10 42 (1.42%) Reference Data
11 37 (1.25%) Fixed Income
12 33 (1.11%) Semantic Web
13 31 (1.04%) Credit Risk
14 30 (1.01%) Virtual Team
15 29 (0.98%) N-Tier
15 29 (0.98%) Replication
16 28 (0.94%) Life Science
16 28 (0.94%) NHS
17 26 (0.88%) iPad
Operating Systems
1 192 (6.47%) Linux
2 144 (4.85%) Unix
2 144 (4.85%) Windows
3 35 (1.18%) Android
4 27 (0.91%) Windows Server
5 26 (0.88%) Apple iOS
6 17 (0.57%) Solaris
7 15 (0.51%) Mac OS X
8 11 (0.37%) Oracle Linux
9 9 (0.30%) Red Hat Enterprise Linux
10 4 (0.13%) CentOS
10 4 (0.13%) Windows Server 2008
11 3 (0.10%) Windows Server 2012
11 3 (0.10%) Windows XP
12 2 (0.067%) Windows 10
12 2 (0.067%) Windows 8
Processes & Methodologies
1 1182 (39.82%) Business Intelligence
2 849 (28.61%) Agile Software Development
3 840 (28.30%) ETL
4 579 (19.51%) Analytics
5 384 (12.94%) Data Architecture
6 315 (10.61%) Data Management
7 312 (10.51%) Data Analysis
8 296 (9.97%) Logical Data Model
9 266 (8.96%) Business Analysis
10 258 (8.69%) Scrum
11 256 (8.63%) Migration
12 251 (8.46%) OO
13 240 (8.09%) Data Integration
14 227 (7.65%) Visualisation
15 214 (7.21%) Software Engineering
16 211 (7.11%) Stakeholder Management
17 204 (6.87%) SDLC
18 194 (6.54%) UML
19 182 (6.13%) Mentoring
20 181 (6.10%) Use Case
Programming Languages
1 1535 (51.72%) SQL
2 490 (16.51%) Java
3 399 (13.44%) T-SQL
4 335 (11.29%) JavaScript
5 294 (9.91%) C#
6 244 (8.22%) Python
7 177 (5.96%) PL/SQL
8 132 (4.45%) R
9 83 (2.80%) VBA
10 76 (2.56%) Scala
11 68 (2.29%) C
11 68 (2.29%) C++
12 65 (2.19%) Perl
13 52 (1.75%) PHP
14 45 (1.52%) Shell Script
15 43 (1.45%) VB.NET
16 34 (1.15%) MATLAB
17 32 (1.08%) PowerShell
18 30 (1.01%) ABAP
19 27 (0.91%) Data Analysis Expressions (DAX)
Qualifications
1 455 (15.33%) Degree
2 69 (2.32%) PhD
3 52 (1.75%) Security Cleared
4 40 (1.35%) ISEB
5 38 (1.28%) Microsoft Certification
6 25 (0.84%) SC Cleared
7 17 (0.57%) DV Cleared
7 17 (0.57%) MCSA
8 16 (0.54%) CBAP
9 14 (0.47%) IIBA
10 12 (0.40%) PMI Certification
11 10 (0.34%) ITIL Foundation Certificate
12 8 (0.27%) ISTQB
12 8 (0.27%) MCITP
13 7 (0.24%) CEH
13 7 (0.24%) CISA
13 7 (0.24%) CISM
13 7 (0.24%) CISSP
14 6 (0.20%) ITIL Certification
14 6 (0.20%) Postgraduate
Quality Assurance & Compliance
1 278 (9.37%) Data Quality
2 108 (3.64%) QA
3 27 (0.91%) PCI DSS
4 22 (0.74%) SLA
5 20 (0.67%) PMO
6 14 (0.47%) GDPR
7 13 (0.44%) IFRS
7 13 (0.44%) IFRS 9
8 12 (0.40%) MiFID
9 9 (0.30%) Solvency II
10 8 (0.27%) ISO/IEC 27001
11 4 (0.13%) IAS 39
12 3 (0.10%) HL7
12 3 (0.10%) SNOMED CT
13 2 (0.067%) CRD IV
13 2 (0.067%) Dodd-Frank
13 2 (0.067%) ISO/IEC 20000
14 1 (0.034%) Basel III
14 1 (0.034%) EMIR
14 1 (0.034%) P3O
System Software
1 36 (1.21%) VMware Infrastructure
2 35 (1.18%) Active Directory
3 31 (1.04%) Docker
4 19 (0.64%) HDFS
5 14 (0.47%) Virtual Machines
6 11 (0.37%) Oracle RAC
6 11 (0.37%) VMware ESX
7 8 (0.27%) Apache Flume
8 6 (0.20%) VMware ESXi
9 4 (0.13%) Virtual Desktop
10 3 (0.10%) Firmware
11 1 (0.034%) Apache ZooKeeper
11 1 (0.034%) Time Sharing Option
Systems Management
1 29 (0.98%) Ansible
2 22 (0.74%) Control-M
3 20 (0.67%) Oozie
4 15 (0.51%) SCCM
5 13 (0.44%) HP Quality Center
6 10 (0.34%) Puppet
7 8 (0.27%) BladeLogic
7 8 (0.27%) Hadoop YARN
7 8 (0.27%) Oracle Enterprise Manager
7 8 (0.27%) SCOM
8 6 (0.20%) Kubernetes
9 5 (0.17%) Data Guard
9 5 (0.17%) MIMEsweeper
10 4 (0.13%) Failover Clustering
10 4 (0.13%) HP SiteScope
10 4 (0.13%) Norton AntiVirus
10 4 (0.13%) Oracle Identity Management
10 4 (0.13%) Perfmon
11 3 (0.10%) Enterprise Manager Cloud Control
11 3 (0.10%) Tivoli
Vendors
1 615 (20.72%) Oracle
2 595 (20.05%) Microsoft
3 235 (7.92%) Tableau
4 220 (7.41%) SAP
5 145 (4.89%) Informatica
6 125 (4.21%) Talend
7 100 (3.37%) Cognos
8 79 (2.66%) Salesforce.com
9 66 (2.22%) IBM
10 62 (2.09%) Teradata
11 54 (1.82%) Google
12 44 (1.48%) VMware
13 31 (1.04%) Cisco
14 29 (0.98%) MicroStrategy
15 27 (0.91%) Cognizant
15 27 (0.91%) Netezza
16 26 (0.88%) Jaspersoft
16 26 (0.88%) Sybase
17 25 (0.84%) Hyperion
17 25 (0.84%) Vermilion
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: 2 hours ago
Wokingham, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £20000 - £30000 per annum
Posted: 9 hours ago
Manchester, Lancashire
DeSantis Arin Recruitment
Salary: Up to £40,000 per annum
Posted: 11 hours ago
Leeds, West Yorkshire
Rullion
Salary: £60000 - £70000 per annum + comprehensive benefits
Posted: 8 hours ago
Stockport, Cheshire
Robert Walters
Salary: £60000 - £70000 per annum
Posted: 11 hours ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: 4 hours ago
North West London
Hudson IT
Salary: £70000 - £75000 per annum + Bonus + Benefits
Posted: 10 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 8 hours ago
City, London
Hays Finance Technology
Salary: £80000.00 - £110000.00 per annum
Posted: 2 hours ago
London
Burns Sheehan
Salary: £60000.00 - £70000 per annum + additional benefits
Posted: 4 hours ago
Spalding, Lincolnshire
X4 Group
Salary: Market related
Posted: Yesterday
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: Yesterday
City, London
AlixPartners
Salary: Negotiable
Posted: 3 hours ago
London
ReThink Recruitment
Salary: £20000.00 - £50000.00 per annum
Posted: 5 hours ago
Pickering, North Yorkshire
The Bridge Ltd
Salary: From £30,000 to £50,000 per annum
Posted: Yesterday
Stockport, Cheshire
Adria Solutions Ltd
Salary: £50000 - £65000 per annum + Benefits
Posted: Yesterday
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: 2 days ago
Birmingham, West Midlands (County)
Erin Associates
Salary: £40000 per annum + Bonus & excellent benefits
Posted: Yesterday
London
Ampersand Consulting
Salary: £45000 - £50000 per annum
Posted: Yesterday
London
McGregor Boyall
Salary: £350 - £390 per day
Posted: 4 hours ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: Yesterday
Berkshire
Austin Fraser
Salary: £55000 - £60000 per annum + Bonus + Benefits
Posted: Yesterday
Berkshire
Computer People
Salary: £45000.00 - £55000.00 per annum
Posted: 5 hours ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: Yesterday
City, London
Understanding Recruitment
Salary: £55000.00 - £60000.00 per annum + Gym, Pension, Remote/Flexi Work
Posted: 2 days ago
Pontefract, West Yorkshire
Verticality Ltd
Salary: Salary to £43k DOE + Benefits
Posted: 2 days ago
City, London
The Datawarehousing Company
Salary: £65,000 per annum + pension, medical, dental, critical illness, childc
Posted: 2 days ago
London
HFG
Salary: £45000 - £50000 per annum, Benefits Bonus & Benefits
Posted: Yesterday
Derby, Derbyshire
Rullion
Posted: Yesterday
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday