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 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 208 152 164
Rank change year-on-year
-56 +12
Permanent jobs citing Data Modelling 1399 2154 2022
As % of all permanent IT jobs located in England 1.66% 2.17% 1.90%
As % of the Processes & Methodologies category 1.89% 2.48% 2.21%
Number of salaries quoted 1131 1723 1589
Median salary £55,000 £55,000 £52,250
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £35,000 £37,500 £35,000
10% offered a salary of more than £80,000 £80,000 £77,500
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%
Data Modelling
UK

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
74008 86796 91362
As % of all permanent IT jobs located in England 88.07% 87.55% 85.72%
Number of salaries quoted 61531 72502 75765
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 £72,500 £75,000
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 10 December 2016.

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 10 December 2016. 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
(Click see detailed
statistics and trends)
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 -59 650 £65,000 +4.00% 91
South East -40 233 £52,500 +5.00% 20
East of England +58 131 £50,000 +5.26% 16
North West +54 129 £42,500 -15.00% 14
Yorkshire -4 94 £42,500 -10.52% 13
South West -48 60 £42,500 -5.55% 5
West Midlands -45 57 £42,500 +6.25% 13
East Midlands -37 33 £42,500 -16.66% 8
North East +8 2 £34,190 -34.87%
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 10 December 2016, 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 1498 (50.83%) SQL
2 1227 (41.64%) Business Intelligence
3 1003 (34.03%) Data Warehouse
4 962 (32.64%) Finance
5 924 (31.35%) ETL
6 827 (28.06%) SQL Server
7 739 (25.08%) Agile Software Development
8 640 (21.72%) Analytical Skills
9 636 (21.58%) Oracle
10 598 (20.29%) Microsoft
11 569 (19.31%) SQL Server Integration Services
12 538 (18.26%) Analytics
13 474 (16.08%) Degree
14 459 (15.58%) Java
15 438 (14.86%) SQL Server Reporting Services
16 406 (13.78%) T-SQL
17 394 (13.37%) Big Data
18 366 (12.42%) Data Management
19 358 (12.15%) Data Architecture
20 339 (11.50%) SQL Server Analysis Services
21 327 (11.10%) MS Excel
22 313 (10.62%) Data Analysis
23 300 (10.18%) Data Quality
24 287 (9.74%) .NET
25 269 (9.13%) Hadoop
25 269 (9.13%) Relational Database
26 261 (8.86%) Business Analysis
27 260 (8.82%) Management Information System
28 259 (8.79%) Logical Data Model
29 254 (8.62%) Tableau

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
1 144 (4.89%) Apache Spark
2 123 (4.17%) SAS
3 72 (2.44%) SharePoint
4 71 (2.41%) Oracle SOA Suite
5 52 (1.76%) Apache Pig
6 49 (1.66%) Confluence
7 43 (1.46%) CMS
7 43 (1.46%) Elasticsearch
8 34 (1.15%) JBoss
8 34 (1.15%) WebLogic
9 28 (0.95%) Apache
10 26 (0.88%) Tomcat
11 16 (0.54%) IIS
12 14 (0.48%) Apache Solr
13 11 (0.37%) WebSphere
14 9 (0.31%) NetWeaver
14 9 (0.31%) Oracle Workflow
15 8 (0.27%) GlassFish
15 8 (0.27%) OpenStack
15 8 (0.27%) WildFly
Applications
1 327 (11.10%) MS Excel
2 80 (2.71%) SPSS
3 69 (2.34%) MS Office
4 63 (2.14%) MS PowerPoint
5 47 (1.59%) MS Visio
6 9 (0.31%) Spreadsheet
7 8 (0.27%) Stata
8 6 (0.20%) Photoshop
9 5 (0.17%) MS Project
10 3 (0.10%) Mathematica
11 2 (0.068%) CPLEX
11 2 (0.068%) Moqups
12 1 (0.034%) EViews
12 1 (0.034%) S-PLUS
12 1 (0.034%) Weka
Business Applications
1 46 (1.56%) Dynamics CRM
2 38 (1.29%) FastStats
3 29 (0.98%) SAP ERP
4 28 (0.95%) SAP HR
4 28 (0.95%) SAP MDM
5 25 (0.85%) Oracle EBS
6 24 (0.81%) SAP CRM
7 21 (0.71%) SAP ECC
7 21 (0.71%) SAP hybris
8 20 (0.68%) SAP Oil and Gas
9 18 (0.61%) Oracle 11i
9 18 (0.61%) Oracle EBS R12
10 17 (0.58%) SAP BPC
11 14 (0.48%) Cognos TM1
12 13 (0.44%) Cognos Business Intelligence
12 13 (0.44%) Dynamics AX
12 13 (0.44%) Oracle Applications
13 11 (0.37%) SAP IS-U
14 10 (0.34%) Oracle Financials
15 8 (0.27%) Oracle CRM
Cloud Services
1 171 (5.80%) Amazon AWS
2 96 (3.26%) Microsoft Azure
3 48 (1.63%) SaaS
4 45 (1.53%) GitHub
5 42 (1.43%) Amazon S3
6 30 (1.02%) Google Analytics
7 27 (0.92%) PaaS
8 25 (0.85%) Amazon EC2
9 22 (0.75%) IaaS
10 18 (0.61%) Google Cloud Platform
11 17 (0.58%) Amazon EMR
11 17 (0.58%) Force.com
12 11 (0.37%) Cloud Computing
12 11 (0.37%) iPaaS
13 10 (0.34%) Oracle CX
14 8 (0.27%) Google Drive
15 5 (0.17%) Amazon Kinesis
15 5 (0.17%) Office 365
16 3 (0.10%) Heroku
17 2 (0.068%) Azure Machine Learning
Communications & Networking
1 95 (3.22%) Internet
2 36 (1.22%) Firewall
3 32 (1.09%) DNS
4 25 (0.85%) HTTP
5 19 (0.64%) SAN
6 17 (0.58%) Intranet
6 17 (0.58%) NAS
7 16 (0.54%) LDAP
8 8 (0.27%) Kerberos
8 8 (0.27%) Skype
9 7 (0.24%) TCP/IP
10 6 (0.20%) Extranet
10 6 (0.20%) Multicast
11 5 (0.17%) DHCP
11 5 (0.17%) FTP
12 4 (0.14%) 3GPP
12 4 (0.14%) ATM
12 4 (0.14%) RTP
12 4 (0.14%) SS7
12 4 (0.14%) UTRAN
Database & Business Intelligence
1 1003 (34.03%) Data Warehouse
2 827 (28.06%) SQL Server
3 569 (19.31%) SQL Server Integration Services
4 438 (14.86%) SQL Server Reporting Services
5 394 (13.37%) Big Data
6 339 (11.50%) SQL Server Analysis Services
7 269 (9.13%) Hadoop
7 269 (9.13%) Relational Database
8 215 (7.30%) QlikView
9 204 (6.92%) Power BI
10 198 (6.72%) BusinessObjects
11 180 (6.11%) NoSQL
12 170 (5.77%) Oracle Database
13 158 (5.36%) SQL Server 2008
13 158 (5.36%) SQL Server 2012
14 133 (4.51%) MySQL
15 124 (4.21%) Apache Hive
16 112 (3.80%) SQL Server 2014
17 108 (3.66%) OLAP
18 99 (3.36%) Data Mining
Development Applications
1 142 (4.82%) JIRA
2 99 (3.36%) Team Foundation Server
3 90 (3.05%) Talend Open Studio
4 80 (2.71%) Visual Studio
5 69 (2.34%) ERwin
6 64 (2.17%) Git (software)
7 38 (1.29%) Jenkins
8 28 (0.95%) Toad
9 20 (0.68%) Subversion
10 19 (0.64%) Eclipse
11 18 (0.61%) JUnit
11 18 (0.61%) Maven
12 17 (0.58%) Oracle Forms
13 16 (0.54%) Sonatype Nexus
14 14 (0.48%) Cucumber
14 14 (0.48%) TeamCity
15 13 (0.44%) Oracle APEX
15 13 (0.44%) Vagrant
16 11 (0.37%) Balsamiq Mockups
17 10 (0.34%) Gradle
General
1 962 (32.64%) Finance
2 249 (8.45%) Retail
3 231 (7.84%) Banking
4 152 (5.16%) Marketing
5 91 (3.09%) Legal
6 69 (2.34%) Investment Banking
7 60 (2.04%) Law
8 56 (1.90%) Publishing
9 51 (1.73%) Games
10 50 (1.70%) Manufacturing
10 50 (1.70%) Telecoms
11 42 (1.43%) Front Office
12 40 (1.36%) Financial Institution
13 33 (1.12%) Automotive
13 33 (1.12%) Pharmaceutical
14 22 (0.75%) Advertising
15 21 (0.71%) Prime Brokerage
16 20 (0.68%) Retail Banking
17 19 (0.64%) Back Office
18 12 (0.41%) French Language
Job Titles
1 903 (30.64%) Developer
2 756 (25.65%) Analyst
3 598 (20.29%) Architect
4 379 (12.86%) Data Architect
5 315 (10.69%) Business Analyst
6 239 (8.11%) Business Intelligence Developer
7 220 (7.47%) SQL Developer
8 216 (7.33%) Data Analyst
9 144 (4.89%) Business Intelligence Analyst
10 138 (4.68%) Senior Developer
11 136 (4.61%) Consultant
12 123 (4.17%) DBA
13 112 (3.80%) Solutions Architect
14 101 (3.43%) Business Developer
15 96 (3.26%) SSIS Developer
16 93 (3.16%) SQL DBA
17 84 (2.85%) Senior Analyst
18 75 (2.54%) SQL Analyst
19 74 (2.51%) SQL BI Developer
20 73 (2.48%) Java Developer
Libraries, Frameworks & Software Standards
1 287 (9.74%) .NET
2 226 (7.67%) XML
3 201 (6.82%) Web Services
4 192 (6.52%) HTML
5 123 (4.17%) REST
6 113 (3.83%) CSS
7 96 (3.26%) SOAP
8 93 (3.16%) .NET Framework
9 92 (3.12%) MDX
10 81 (2.75%) ASP.NET
11 78 (2.65%) HTML5
12 75 (2.54%) Spring
13 67 (2.27%) AngularJS
14 61 (2.07%) Middleware
15 58 (1.97%) JSON
16 57 (1.93%) Ajax
17 56 (1.90%) jQuery
18 44 (1.49%) RESTful
19 43 (1.46%) Node.js
20 38 (1.29%) Hibernate
Miscellaneous
1 640 (21.72%) Analytical Skills
2 260 (8.82%) Management Information System
3 238 (8.08%) Data Integration
4 222 (7.53%) Computer Science
5 211 (7.16%) Visualisation
6 146 (4.95%) Statistics
7 118 (4.00%) Data Structures
8 114 (3.87%) Mathematics
9 97 (3.29%) Enterprise Software
10 59 (2.00%) Algorithms
11 53 (1.80%) Reference Data
12 52 (1.76%) Credit Risk
13 45 (1.53%) Fintech
14 41 (1.39%) Economics
14 41 (1.39%) NHS
15 39 (1.32%) Replication
16 32 (1.09%) Mobile App
17 30 (1.02%) User Experience
18 29 (0.98%) Physics
18 29 (0.98%) Taxonomies
Operating Systems
1 129 (4.38%) Linux
2 120 (4.07%) Unix
3 84 (2.85%) Windows
4 15 (0.51%) Android
5 14 (0.48%) Apple iOS
6 12 (0.41%) Windows Server
7 8 (0.27%) Windows Server 2008
8 7 (0.24%) Ubuntu
9 6 (0.20%) Red Hat Enterprise Linux
9 6 (0.20%) Windows Server 2012
10 5 (0.17%) Debian
11 4 (0.14%) Windows XP
12 3 (0.10%) Solaris
13 2 (0.068%) Windows 8
13 2 (0.068%) Windows Server 2003
14 1 (0.034%) AIX
14 1 (0.034%) Mac OS X
14 1 (0.034%) Windows 2000
14 1 (0.034%) Windows 7
14 1 (0.034%) Windows Vista
Processes & Methodologies
1 1227 (41.64%) Business Intelligence
2 924 (31.35%) ETL
3 739 (25.08%) Agile Software Development
4 538 (18.26%) Analytics
5 366 (12.42%) Data Management
6 358 (12.15%) Data Architecture
7 313 (10.62%) Data Analysis
8 261 (8.86%) Business Analysis
9 259 (8.79%) Logical Data Model
10 247 (8.38%) Migration
11 240 (8.14%) SDLC
12 224 (7.60%) OO
13 219 (7.43%) CRM
14 209 (7.09%) SOA
15 207 (7.02%) UML
16 194 (6.58%) Data Analytics
17 192 (6.52%) Performance Tuning
18 191 (6.48%) Scrum
19 184 (6.24%) Stakeholder Management
20 183 (6.21%) Data Governance
Programming Languages
1 1498 (50.83%) SQL
2 459 (15.58%) Java
3 406 (13.78%) T-SQL
4 238 (8.08%) C#
5 229 (7.77%) JavaScript
5 229 (7.77%) Python
6 222 (7.53%) PL/SQL
7 122 (4.14%) VBA
8 100 (3.39%) Scala
9 90 (3.05%) R
10 84 (2.85%) C
11 73 (2.48%) C++
11 73 (2.48%) Shell Script
12 64 (2.17%) PowerShell
13 49 (1.66%) Perl
14 46 (1.56%) Data Analysis Expressions (DAX)
15 41 (1.39%) VB.NET
16 40 (1.36%) ABAP
17 36 (1.22%) PHP
18 28 (0.95%) TypeScript
Qualifications
1 474 (16.08%) Degree
2 81 (2.75%) Security Cleared
3 70 (2.38%) ISEB
4 46 (1.56%) Microsoft Certification
5 33 (1.12%) PhD
6 32 (1.09%) SC Cleared
7 29 (0.98%) DV Cleared
8 21 (0.71%) MCSA
9 19 (0.64%) PMI Certification
10 18 (0.61%) IIBA
11 15 (0.51%) ITIL Foundation Certificate
12 13 (0.44%) ISTQB
12 13 (0.44%) MCP
12 13 (0.44%) Oracle Certification
13 12 (0.41%) MCITP
14 11 (0.37%) Postgraduate
15 9 (0.31%) OCP
16 8 (0.27%) MCTS
17 7 (0.24%) CEH
17 7 (0.24%) CISSP
Quality Assurance & Compliance
1 300 (10.18%) Data Quality
2 110 (3.73%) QA
3 30 (1.02%) SLA
4 27 (0.92%) PCI DSS
5 18 (0.61%) ISO/IEC 27001
6 13 (0.44%) MiFID
7 10 (0.34%) CRD IV
8 7 (0.24%) Solvency II
9 4 (0.14%) IAS 39
10 3 (0.10%) Basel III
10 3 (0.10%) COBIT
10 3 (0.10%) Dodd-Frank
11 2 (0.068%) HL7
11 2 (0.068%) ISO20022
11 2 (0.068%) JSP 440
12 1 (0.034%) Actionable Recommendations
12 1 (0.034%) EMIR
12 1 (0.034%) ISO 9001
12 1 (0.034%) SEPA
12 1 (0.034%) SNOMED CT
System Software
1 36 (1.22%) HDFS
2 21 (0.71%) Docker
3 20 (0.68%) Apache Flume
4 17 (0.58%) VMware ESX
5 16 (0.54%) VMware ESXi
6 13 (0.44%) Active Directory
7 11 (0.37%) Oracle RAC
8 9 (0.31%) VMware Infrastructure
9 6 (0.20%) Virtual Machines
10 4 (0.14%) Veritas Cluster Server
11 3 (0.10%) Firmware
12 2 (0.068%) GridGain
13 1 (0.034%) Apache ZooKeeper
13 1 (0.034%) Btrfs
13 1 (0.034%) Gluster
13 1 (0.034%) GPFS
13 1 (0.034%) Shibboleth
13 1 (0.034%) Time Sharing Option
13 1 (0.034%) Varnish
Systems Management
1 32 (1.09%) Puppet
2 23 (0.78%) Ansible
3 19 (0.64%) Oozie
4 16 (0.54%) Hadoop YARN
4 16 (0.54%) SCOM
5 15 (0.51%) Control-M
5 15 (0.51%) Opscode Chef
6 10 (0.34%) Failover Clustering
6 10 (0.34%) HP Quality Center
7 7 (0.24%) Oracle EDQ
8 5 (0.17%) Oracle Enterprise Manager
9 4 (0.14%) HP SiteScope
9 4 (0.14%) Perfmon
9 4 (0.14%) SCCM
10 3 (0.10%) Kubernetes
11 2 (0.068%) Enterprise Manager Cloud Control
11 2 (0.068%) Grafana
11 2 (0.068%) Netcool
11 2 (0.068%) Oracle RMAN
11 2 (0.068%) Salt
Vendors
1 636 (21.58%) Oracle
2 598 (20.29%) Microsoft
3 254 (8.62%) Tableau
4 227 (7.70%) SAP
5 180 (6.11%) Informatica
6 127 (4.31%) Cognos
7 103 (3.50%) IBM
8 90 (3.05%) Talend
9 78 (2.65%) Salesforce.com
10 68 (2.31%) Teradata
11 57 (1.93%) Google
12 47 (1.59%) Netezza
13 32 (1.09%) Cognizant
14 30 (1.02%) HP
15 29 (0.98%) Siebel
15 29 (0.98%) Sybase
16 26 (0.88%) VMware
17 25 (0.85%) hybris
17 25 (0.85%) MicroStrategy
18 23 (0.78%) Cloudera
Nottingham, Nottinghamshire
Computer People
Salary: £50000.00 per annum
Posted: 12 hours ago
City, London
ANSON MCCADE
Salary: £75,000 - £95,000
Posted: Yesterday
City, London
Comtecs
Salary: £65000 - £75000 Per Annum + Bonus + Excellent Benefits
Posted: Yesterday
London
McGregor Boyall
Salary: £50000 - £65000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £45,000 per annum
Posted: 2 days ago
Yorkshire
Mortimer Spinks
Salary: £25000 - £40000 per annum
Posted: Yesterday
Ipswich, Suffolk
Hurren and Hope
Salary: £40k - 50k per year
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £45,000 per annum + Benefits
Posted: 2 days ago
London
ARC IT Recruitment Ltd
Salary: £55k Per Annum + benefits
Posted: Yesterday
South West London
CONTEXT
Salary: From £35,000 to £45,000 per annum
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £70000 - £75000 per annum, Benefits Benefits
Posted: Yesterday
Nottingham, Nottinghamshire
Gala Leisure (Gala Bingo)
Salary: £50,000 per annum
Posted: 2 days ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 3 days ago
Wolverhampton, West Midlands (County)
Experis Ltd
Salary: £35000.00 - £40000 per annum + pension + benefits
Posted: 3 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £45000 per annum + Bens
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £70 500 to £85 000 basic (+ superb package!!!)
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £70000 - £90000 per annum
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £85,000 - £95,000
Posted: 3 days ago
North London
The Bridge Ltd
Salary: From £45,000 to £63,000 per annum Pension, Healthcare, Season Ticket L
Posted: 2 days ago
Central London / West End
Intelletec
Salary: Up to £60,000 per annum depending on experience
Posted: Yesterday
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: 2 days ago
South East
Austin Fraser
Salary: £55000 - £65000 per annum + Bonus + Benefits
Posted: 2 days ago
London
Digitech Resourcing Ltd
Salary: From £50,000 to £75,000 per annum + Package
Posted: Yesterday
Central London / West End
Data Idols
Salary: From £65,000 to £75,000 per annum
Posted: 3 days ago
Nottingham, Nottinghamshire
Rebel Recruitment
Salary: From £50,000 to £78,000 per annum + 15% Bonus + Benefits
Posted: 2 days ago
West London
Third Republic Ltd
Salary: Up to £85,000 per annum
Posted: 2 days ago
London
Streamline Connections
Salary: £75000 - £95000 per annum + Bonus, Benefits
Posted: Yesterday
Sheffield, South Yorkshire
Churchill Frank
Posted: 4 days ago
South West London
onezeero.
Salary: £70000 - £75000 per annum + pension, holiday, bonus
Posted: Yesterday
City, London
Mason Frank International
Salary: £50000 - £70000 per annum + bonus, travel scheme, pension
Posted: Yesterday