The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 23 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Feb 2017
Same period 2016 Same period 2015
Data Modelling
UK / England
Rank 176 164 167
Rank change year-on-year
-12 +3
Permanent jobs citing Data Modelling 1465 1975 1911
As % of all permanent IT jobs located in England 1.86% 2.07% 1.92%
As % of the Processes & Methodologies category 2.10% 2.34% 2.21%
Number of salaries quoted 1205 1579 1503
Median salary £55,000 £55,000 £53,000
Median salary % change year-on-year
- +3.77%
90% offered a salary of more than £37,500 £37,500 £37,500
10% offered a salary of more than £80,000 £80,000 £80,000
UK excluding London median salary £47,500 £47,500 £46,000
% change year-on-year
- +3.26%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
69876 84229 86291
As % of all permanent IT jobs located in England 88.83% 88.33% 86.70%
Number of salaries quoted 57833 70736 71373
Median salary £50,000 £50,000 £48,500
Median salary % change year-on-year
- +3.09%
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 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend 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 across the England region.

Data Modelling Salary Trend in England

Data Modelling
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Modelling across the England region over the 3 months to 23 February 2017.

Data Modelling Salary Histogram 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 23 February 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 -44 668 £65,000 +5.69% 86
South East +13 262 £53,500 +7.00% 35
North West +23 119 £45,000 -10.00% 12
East of England +58 115 £55,000 +5.76% 10
Yorkshire +7 113 £45,000 - 10
West Midlands -41 68 £42,500 - 9
East Midlands -11 48 £50,000 -4.76% 12
South West -36 41 £41,375 -2.64% 7
North East +10 14 £45,000 -18.18% 2
South Coast - 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 23 February 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 1523 (52.59%) SQL
2 1198 (41.37%) Business Intelligence
3 921 (31.80%) Finance
4 915 (31.60%) Data Warehouse
5 866 (29.90%) SQL Server
6 842 (29.07%) ETL
7 816 (28.18%) Agile Software Development
8 606 (20.93%) Oracle
9 592 (20.44%) Analytical Skills
10 573 (19.79%) Microsoft
11 550 (18.99%) Analytics
12 533 (18.40%) SQL Server Integration Services
13 470 (16.23%) Java
14 457 (15.78%) SQL Server Reporting Services
15 444 (15.33%) Degree
16 405 (13.98%) T-SQL
17 400 (13.81%) Big Data
18 395 (13.64%) Data Architecture
19 340 (11.74%) Data Management
20 328 (11.33%) SQL Server Analysis Services
21 321 (11.08%) .NET
22 314 (10.84%) MS Excel
23 306 (10.57%) Data Analysis
24 298 (10.29%) JavaScript
25 295 (10.19%) Data Quality
26 281 (9.70%) Logical Data Model
27 277 (9.56%) Relational Database
28 268 (9.25%) C#
28 268 (9.25%) Business Analysis
29 262 (9.05%) Migration

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
1 132 (4.56%) Apache Spark
2 108 (3.73%) SAS
3 88 (3.04%) SharePoint
4 67 (2.31%) Oracle SOA Suite
5 60 (2.07%) JBoss
6 55 (1.90%) Apache Pig
7 52 (1.80%) Confluence
8 35 (1.21%) WebLogic
9 34 (1.17%) Apache
10 30 (1.04%) Tomcat
11 25 (0.86%) CMS
12 24 (0.83%) Elasticsearch
13 19 (0.66%) IIS
14 18 (0.62%) OpenStack
15 16 (0.55%) WebSphere
16 13 (0.45%) Oracle Workflow
17 9 (0.31%) Cloud Foundry
18 8 (0.28%) Drupal
18 8 (0.28%) GlassFish
18 8 (0.28%) WildFly
Applications
1 314 (10.84%) MS Excel
2 65 (2.24%) MS Office
3 59 (2.04%) SPSS
4 42 (1.45%) MS Visio
5 40 (1.38%) MS PowerPoint
6 16 (0.55%) Spreadsheet
7 9 (0.31%) Photoshop
8 4 (0.14%) Moqups
9 3 (0.10%) MS Project
10 2 (0.069%) SPSS Modeler
10 2 (0.069%) Stata
10 2 (0.069%) Weka
11 1 (0.035%) Mathematica
Business Applications
1 39 (1.35%) Dynamics CRM
2 29 (1.00%) SAP ERP
3 28 (0.97%) SAP HR
4 24 (0.83%) SAP MDM
5 21 (0.73%) SAP ECC
5 21 (0.73%) SAP Hybris
6 20 (0.69%) SAP CRM
7 19 (0.66%) Oracle EBS
8 18 (0.62%) FastStats
9 17 (0.59%) Dynamics AX
9 17 (0.59%) Oracle EBS R12
9 17 (0.59%) SAP Oil and Gas
10 16 (0.55%) Oracle 11i
10 16 (0.55%) SAP IS-U
11 12 (0.41%) Oracle ERP
12 8 (0.28%) Cognos TM1
12 8 (0.28%) Oracle BPM
13 7 (0.24%) Oracle Applications
13 7 (0.24%) SAP BPC
14 5 (0.17%) OpenText MBPM
Cloud Services
1 165 (5.70%) Amazon AWS
2 102 (3.52%) Microsoft Azure
3 45 (1.55%) SaaS
4 42 (1.45%) Amazon S3
4 42 (1.45%) GitHub
5 35 (1.21%) Google Analytics
6 26 (0.90%) Google Cloud Platform
7 24 (0.83%) PaaS
8 18 (0.62%) IaaS
9 15 (0.52%) Force.com
10 13 (0.45%) Amazon EC2
10 13 (0.45%) Amazon EMR
10 13 (0.45%) Cloud Computing
11 9 (0.31%) Amazon SQS
12 8 (0.28%) Oracle CX
13 6 (0.21%) Office 365
14 5 (0.17%) Azure Machine Learning
15 3 (0.10%) Boomi
15 3 (0.10%) Google Drive
15 3 (0.10%) iPaaS
Communications & Networking
1 104 (3.59%) Internet
2 38 (1.31%) Intranet
3 33 (1.14%) Firewall
4 22 (0.76%) DNS
5 20 (0.69%) SAN
6 19 (0.66%) HTTP
7 17 (0.59%) LDAP
8 13 (0.45%) NAS
9 10 (0.35%) Kerberos
10 9 (0.31%) Extranet
11 7 (0.24%) LAN
11 7 (0.24%) SSH
11 7 (0.24%) TCP/IP
11 7 (0.24%) WAN
12 6 (0.21%) DHCP
12 6 (0.21%) Multicast
13 5 (0.17%) Skype
13 5 (0.17%) VoIP
14 4 (0.14%) 3GPP
14 4 (0.14%) ATM
Database & Business Intelligence
1 915 (31.60%) Data Warehouse
2 866 (29.90%) SQL Server
3 533 (18.40%) SQL Server Integration Services
4 457 (15.78%) SQL Server Reporting Services
5 400 (13.81%) Big Data
6 328 (11.33%) SQL Server Analysis Services
7 277 (9.56%) Relational Database
8 253 (8.74%) Hadoop
9 234 (8.08%) QlikView
10 233 (8.05%) Power BI
11 213 (7.35%) BusinessObjects
12 175 (6.04%) MySQL
13 164 (5.66%) NoSQL
13 164 (5.66%) Oracle Database
14 147 (5.08%) SQL Server 2008
15 130 (4.49%) Apache Hive
16 127 (4.39%) SQL Server 2012
17 117 (4.04%) OLAP
17 117 (4.04%) RDBMS
18 98 (3.38%) Data Mining
Development Applications
1 132 (4.56%) JIRA
2 130 (4.49%) Talend Open Studio
3 90 (3.11%) Git (software)
4 86 (2.97%) Team Foundation Server
5 74 (2.56%) Visual Studio
6 54 (1.86%) ERwin
7 53 (1.83%) Jenkins
8 36 (1.24%) Toad
9 30 (1.04%) Oracle Forms
10 29 (1.00%) JUnit
11 18 (0.62%) Atlassian Bamboo
11 18 (0.62%) Cucumber
11 18 (0.62%) Maven
11 18 (0.62%) Subversion
12 17 (0.59%) Selenium
13 15 (0.52%) Eclipse
14 14 (0.48%) Ant
14 14 (0.48%) Oracle APEX
14 14 (0.48%) Sonatype Nexus
14 14 (0.48%) TeamCity
General
1 921 (31.80%) Finance
2 225 (7.77%) Banking
2 225 (7.77%) Retail
3 165 (5.70%) Marketing
4 96 (3.31%) Legal
5 65 (2.24%) Telecoms
6 57 (1.97%) Financial Institution
7 55 (1.90%) Investment Banking
8 53 (1.83%) Manufacturing
9 43 (1.48%) Publishing
10 42 (1.45%) Games
11 41 (1.42%) Law
12 39 (1.35%) Pharmaceutical
13 25 (0.86%) Advertising
14 24 (0.83%) Front Office
15 20 (0.69%) Automotive
16 17 (0.59%) Back Office
17 15 (0.52%) Prime Brokerage
17 15 (0.52%) Retail Banking
18 14 (0.48%) Multimedia
Job Titles
1 913 (31.53%) Developer
2 716 (24.72%) Analyst
3 580 (20.03%) Architect
4 350 (12.09%) Data Architect
5 283 (9.77%) Business Analyst
6 213 (7.35%) Business Intelligence Developer
7 192 (6.63%) SQL Developer
8 184 (6.35%) Data Analyst
9 174 (6.01%) Business Intelligence Analyst
10 169 (5.84%) Senior Developer
11 149 (5.15%) Consultant
12 120 (4.14%) Solutions Architect
13 100 (3.45%) DBA
14 96 (3.31%) Business Developer
15 89 (3.07%) Java Developer
16 77 (2.66%) C# Developer
17 75 (2.59%) SQL DBA
18 74 (2.56%) SQL Analyst
18 74 (2.56%) SSIS Developer
19 73 (2.52%) .NET Developer
Libraries, Frameworks & Software Standards
1 321 (11.08%) .NET
2 222 (7.67%) XML
3 221 (7.63%) HTML
4 203 (7.01%) Web Services
5 134 (4.63%) ASP.NET
6 131 (4.52%) REST
7 130 (4.49%) CSS
8 101 (3.49%) SOAP
9 97 (3.35%) Ajax
9 97 (3.35%) AngularJS
10 95 (3.28%) Spring
11 93 (3.21%) .NET Framework
12 86 (2.97%) HTML5
13 81 (2.80%) jQuery
14 69 (2.38%) JSON
15 58 (2.00%) ASP.NET MVC
16 57 (1.97%) RESTful
17 53 (1.83%) MDX
18 48 (1.66%) Middleware
19 47 (1.62%) Node.js
Miscellaneous
1 592 (20.44%) Analytical Skills
2 242 (8.36%) Computer Science
3 224 (7.73%) Management Information System
4 125 (4.32%) Data Structures
5 102 (3.52%) Enterprise Software
6 71 (2.45%) Algorithms
7 65 (2.24%) Fintech
8 48 (1.66%) Reference Data
9 44 (1.52%) Mobile App
10 43 (1.48%) User Experience
11 42 (1.45%) NHS
12 38 (1.31%) Credit Risk
13 35 (1.21%) Fixed Income
14 31 (1.07%) Replication
14 31 (1.07%) Semantic Web
14 31 (1.07%) Virtual Team
15 28 (0.97%) Life Science
16 27 (0.93%) Data Centre
17 26 (0.90%) iPad
17 26 (0.90%) Taxonomies
Operating Systems
1 159 (5.49%) Linux
2 125 (4.32%) Unix
3 104 (3.59%) Windows
4 30 (1.04%) Android
5 21 (0.73%) Apple iOS
6 17 (0.59%) Windows Server
7 9 (0.31%) Mac OS X
7 9 (0.31%) Red Hat Enterprise Linux
8 5 (0.17%) Solaris
9 4 (0.14%) Debian
9 4 (0.14%) Windows Server 2008
10 3 (0.10%) CentOS
10 3 (0.10%) Windows Server 2012
10 3 (0.10%) Windows XP
11 2 (0.069%) Oracle Linux
11 2 (0.069%) Ubuntu
12 1 (0.035%) AIX
12 1 (0.035%) Windows 10
12 1 (0.035%) Windows 8
12 1 (0.035%) Windows Server 2003
Processes & Methodologies
1 1198 (41.37%) Business Intelligence
2 842 (29.07%) ETL
3 816 (28.18%) Agile Software Development
4 550 (18.99%) Analytics
5 395 (13.64%) Data Architecture
6 340 (11.74%) Data Management
7 306 (10.57%) Data Analysis
8 281 (9.70%) Logical Data Model
9 268 (9.25%) Business Analysis
10 262 (9.05%) Migration
11 243 (8.39%) OO
12 233 (8.05%) Data Integration
13 224 (7.73%) Scrum
14 218 (7.53%) Visualisation
15 217 (7.49%) Software Engineering
16 209 (7.22%) SDLC
17 189 (6.53%) Data Analytics
18 188 (6.49%) CRM
19 186 (6.42%) SOA
20 185 (6.39%) Stakeholder Management
Programming Languages
1 1523 (52.59%) SQL
2 470 (16.23%) Java
3 405 (13.98%) T-SQL
4 298 (10.29%) JavaScript
5 268 (9.25%) C#
6 235 (8.11%) Python
7 173 (5.97%) PL/SQL
8 115 (3.97%) R
9 93 (3.21%) VBA
10 85 (2.94%) Scala
11 74 (2.56%) C
12 64 (2.21%) C++
13 58 (2.00%) Perl
14 47 (1.62%) Shell Script
15 46 (1.59%) VB.NET
16 44 (1.52%) PowerShell
17 42 (1.45%) PHP
18 31 (1.07%) ABAP
19 30 (1.04%) MATLAB
20 27 (0.93%) Data Analysis Expressions (DAX)
Qualifications
1 444 (15.33%) Degree
2 62 (2.14%) PhD
3 55 (1.90%) Security Cleared
4 48 (1.66%) ISEB
5 34 (1.17%) Microsoft Certification
6 22 (0.76%) SC Cleared
7 21 (0.73%) DV Cleared
8 18 (0.62%) IIBA
9 16 (0.55%) CBAP
9 16 (0.55%) MCSA
10 11 (0.38%) PMI Certification
11 9 (0.31%) ISTQB
12 8 (0.28%) Postgraduate
13 7 (0.24%) CEH
13 7 (0.24%) CISA
13 7 (0.24%) CISM
13 7 (0.24%) CISSP
14 6 (0.21%) MCITP
15 5 (0.17%) Six Sigma Black Belt
16 4 (0.14%) Oracle Certification
Quality Assurance & Compliance
1 295 (10.19%) Data Quality
2 95 (3.28%) QA
3 26 (0.90%) PCI DSS
4 20 (0.69%) SLA
5 18 (0.62%) IFRS
5 18 (0.62%) IFRS 9
6 12 (0.41%) ISO/IEC 27001
7 9 (0.31%) MiFID
8 5 (0.17%) Solvency II
9 4 (0.14%) CRD IV
9 4 (0.14%) IAS 39
10 3 (0.10%) COBIT
10 3 (0.10%) Dodd-Frank
10 3 (0.10%) GDPR
10 3 (0.10%) HL7
10 3 (0.10%) SNOMED CT
11 2 (0.069%) Basel III
12 1 (0.035%) EMIR
12 1 (0.035%) ISO20022
12 1 (0.035%) P3O
System Software
1 35 (1.21%) HDFS
2 34 (1.17%) Docker
3 23 (0.79%) VMware Infrastructure
4 20 (0.69%) Active Directory
5 14 (0.48%) Apache Flume
6 12 (0.41%) Oracle RAC
6 12 (0.41%) VMware ESX
7 10 (0.35%) VMware ESXi
8 5 (0.17%) Virtual Machines
9 3 (0.10%) Firmware
10 2 (0.069%) Apache ZooKeeper
11 1 (0.035%) GPFS
11 1 (0.035%) GridGain
11 1 (0.035%) Time Sharing Option
11 1 (0.035%) Virtual Desktop
Systems Management
1 28 (0.97%) Ansible
2 25 (0.86%) Puppet
3 23 (0.79%) Oozie
4 14 (0.48%) Hadoop YARN
5 12 (0.41%) HP Quality Center
6 10 (0.35%) SCOM
7 8 (0.28%) SCCM
8 6 (0.21%) Failover Clustering
8 6 (0.21%) Kubernetes
8 6 (0.21%) Opscode Chef
9 5 (0.17%) Control-M
9 5 (0.17%) Data Guard
9 5 (0.17%) Oracle Enterprise Manager
10 4 (0.14%) HP SiteScope
10 4 (0.14%) Perfmon
11 3 (0.10%) Enterprise Manager Cloud Control
12 2 (0.069%) BladeLogic
12 2 (0.069%) MIMEsweeper
12 2 (0.069%) SQL Sentry
13 1 (0.035%) Norton AntiVirus
Vendors
1 606 (20.93%) Oracle
2 573 (19.79%) Microsoft
3 238 (8.22%) Tableau
4 220 (7.60%) SAP
5 144 (4.97%) Informatica
6 130 (4.49%) Talend
7 106 (3.66%) Cognos
8 69 (2.38%) Salesforce.com
9 67 (2.31%) Teradata
10 60 (2.07%) IBM
11 58 (2.00%) Google
12 35 (1.21%) VMware
13 33 (1.14%) Netezza
14 29 (1.00%) MicroStrategy
15 27 (0.93%) Hyperion
15 27 (0.93%) Sybase
16 25 (0.86%) Vermilion
17 24 (0.83%) Cloudera
18 23 (0.79%) Cognizant
18 23 (0.79%) HP
London
Oliver Bernard
Salary: £55000 - £60000 per annum + benefits
Posted: 5 hours ago
City, London
Harris Global
Salary: From £80,000 to £90,000 per annum + bonus and benefits
Posted: 1 hour ago
City, London
Harrington Starr
Salary: £65000 - £75000 per annum + plus package
Posted: 10 hours ago
Colchester, Essex
Cloudscope
Salary: From £40,000 to £50,000 per annum
Posted: 1 hour ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £37000 - £44000 per annum
Posted: 3 hours ago
Berkshire
Austin Fraser
Salary: £50000 - £60000 per annum + Bonus + Benefits
Posted: 3 hours ago
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 + generous bonus and car allowance plus much more!
Posted: 1 hour ago
London
Engage PSG
Salary: £60000 - £90000 per annum + + bonus and excellent package
Posted: 2 hours ago
Guildford, Surrey
Reed Technology
Salary: £35000 - £40000 per annum
Posted: Yesterday
St. Helens, Merseyside
Opus IT Consulting
Salary: £30000 - £35000 per annum + Additional Benefits + Bonus
Posted: Yesterday
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £65,000 per annum + bonus and excellent benefits
Posted: 5 hours ago
City, London
Harrington Starr
Salary: £55000 - £75000 per annum + bonus and benefits
Posted: 3 hours ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £55,000 per annum + bonus and excellent benefits
Posted: 5 hours ago
Birmingham, West Midlands (County)
Harvey Nash plc
Salary: £65000 - £70000 per annum
Posted: 7 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: Yesterday
South West London
CONTEXT
Salary: From £35,000 to £40,000 per annum
Posted: Yesterday
West London
Square One Resources
Salary: Up to £70,000 per annum
Posted: Yesterday
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: Yesterday
Hatfield, Hertfordshire
myBench Ltd
Salary: From £55,000 to £70,000 per annum
Posted: Yesterday
City, London
Square One Resources
Salary: From £80,000 to £150,000 per annum + Benefits
Posted: 23 hours ago
West London
Reco Ltd
Salary: From £60,000 to £80,000 per annum + benefits
Posted: Yesterday
South East London
Evolution Recruitment Solutions
Salary: 25,000-35,000
Posted: 2 hours ago
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday
Colchester, Essex
Digitech Resourcing Ltd
Salary: From £40,000 to £50,000 per annum plus benefits
Posted: 2 days ago
London
myBench Ltd
Salary: From £25,000 to £45,000 per annum
Posted: Yesterday
Essex
McGregor Boyall
Salary: £45000.00 - £55000.00 per annum
Posted: Yesterday
Northamptonshire
HAYS INFORMATION TECHNOLOGY
Salary: £85000.00 - £100000.00 per annum + Benefits
Posted: Yesterday
Worcester, Worcestershire
Erin Associates
Salary: £30000 - £35000 per annum + excellent benefits
Posted: 2 days ago
Leeds, West Yorkshire
Reed Technology
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Nottingham, Nottinghamshire
Experis Ltd
Posted: 23 hours ago