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 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 189 158 158
Rank change year-on-year
-31 0
Permanent jobs citing Data Modelling 1556 2078 2034
As % of all permanent IT jobs located in England 1.74% 2.03% 1.93%
As % of the Processes & Methodologies category 1.97% 2.32% 2.26%
Number of salaries quoted 1226 1676 1594
Median salary £57,500 £55,000 £51,000
Median salary % change year-on-year
+4.54% +7.84%
90% offered a salary of more than £37,500 £38,700 £36,100
10% offered a salary of more than £85,000 £85,000 £77,500
UK excluding London median salary £47,500 £50,000 £45,000
% change year-on-year
-5.00% +11.11%
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
79090 89400 90102
As % of all permanent IT jobs located in England 88.28% 87.41% 85.37%
Number of salaries quoted 66332 74640 72734
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 £30,500
10% offered a salary of more than £80,000 £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 28 September 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 28 September 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 -10 878 £65,000 +4.83% 87
South East -62 217 £55,000 - 29
North West +30 131 £42,500 -5.02% 12
East of England +3 81 £49,500 +16.47% 12
Yorkshire -41 71 £45,000 -10.00% 16
South West -46 68 £42,500 -5.55% 13
West Midlands -26 67 £47,500 +5.55% 10
East Midlands -13 29 £48,750 -15.21% 5
North East +9 11 £37,500 -13.79% 2
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 28 September 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 1526 (49.24%) SQL
2 1267 (40.88%) Business Intelligence
3 1015 (32.75%) Finance
4 993 (32.04%) Data Warehouse
5 973 (31.40%) ETL
6 835 (26.94%) SQL Server
7 833 (26.88%) Agile Software Development
8 728 (23.49%) Analytical Skills
9 715 (23.07%) Oracle
10 618 (19.94%) Microsoft
11 586 (18.91%) Analytics
12 558 (18.01%) SQL Server Integration Services
13 554 (17.88%) Degree
14 494 (15.94%) Java
15 446 (14.39%) SQL Server Reporting Services
16 413 (13.33%) T-SQL
17 390 (12.58%) Data Management
18 368 (11.87%) Data Architecture
18 368 (11.87%) Big Data
19 352 (11.36%) SDLC
20 339 (10.94%) Data Analysis
21 338 (10.91%) SQL Server Analysis Services
22 332 (10.71%) MS Excel
23 329 (10.62%) Data Quality
24 299 (9.65%) Management Information System
25 294 (9.49%) .NET
26 284 (9.16%) Relational Database
27 281 (9.07%) XML
28 280 (9.04%) Retail
29 277 (8.94%) UML

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
1 140 (4.52%) SAS
2 111 (3.58%) Apache Spark
3 76 (2.45%) Confluence
4 72 (2.32%) SharePoint
5 60 (1.94%) CMS
6 51 (1.65%) Elasticsearch
7 46 (1.48%) Apache Pig
8 38 (1.23%) WebLogic
9 26 (0.84%) JBoss
10 21 (0.68%) Apache
10 21 (0.68%) Apache Solr
11 12 (0.39%) Adobe Experience Manager
12 11 (0.35%) NServiceBus
12 11 (0.35%) Tomcat
13 10 (0.32%) IIS
13 10 (0.32%) Oracle Workflow
14 8 (0.26%) Alfresco
14 8 (0.26%) BizTalk Server
14 8 (0.26%) NetWeaver
14 8 (0.26%) Oracle SOA Suite
Applications
1 332 (10.71%) MS Excel
2 94 (3.03%) MS Office
3 92 (2.97%) SPSS
4 58 (1.87%) MS Visio
5 53 (1.71%) MS PowerPoint
6 11 (0.35%) Spreadsheet
7 10 (0.32%) Stata
8 5 (0.16%) MS Project
9 3 (0.097%) Mathematica
10 2 (0.065%) CPLEX
10 2 (0.065%) Moqups
11 1 (0.032%) EViews
11 1 (0.032%) S-PLUS
Business Applications
1 44 (1.42%) Oracle EBS
2 43 (1.39%) Dynamics CRM
3 34 (1.10%) FastStats
4 26 (0.84%) Oracle EBS R12
5 24 (0.77%) Oracle 11i
5 24 (0.77%) SAP CRM
5 24 (0.77%) SAP Oil and Gas
6 23 (0.74%) SAP BPC
7 21 (0.68%) Markit EDM
7 21 (0.68%) SAP MDM
8 18 (0.58%) Cognos Business Intelligence
9 17 (0.55%) Oracle Financials
10 16 (0.52%) Oracle CRM
10 16 (0.52%) SAP ERP
10 16 (0.52%) SAP HR
11 15 (0.48%) Cognos TM1
12 14 (0.45%) SAP ECC
12 14 (0.45%) SAP hybris
13 13 (0.42%) Oracle Applications
14 10 (0.32%) Dynamics AX
Cloud Services
1 161 (5.20%) Amazon AWS
2 77 (2.48%) Microsoft Azure
3 53 (1.71%) GitHub
4 51 (1.65%) SaaS
5 30 (0.97%) Amazon S3
6 28 (0.90%) Amazon EC2
7 24 (0.77%) Google Analytics
8 23 (0.74%) Cloud Computing
8 23 (0.74%) Force.com
9 20 (0.65%) PaaS
10 16 (0.52%) IaaS
11 15 (0.48%) Google Cloud Platform
11 15 (0.48%) Oracle CX
12 11 (0.35%) Amazon EMR
12 11 (0.35%) iPaaS
12 11 (0.35%) Office 365
13 10 (0.32%) Google Drive
14 6 (0.19%) Amazon Kinesis
14 6 (0.19%) Heroku
15 2 (0.065%) SmartFocus
Communications & Networking
1 75 (2.42%) Internet
2 27 (0.87%) HTTP
3 24 (0.77%) Firewall
4 21 (0.68%) DNS
5 15 (0.48%) Multicast
5 15 (0.48%) SAN
5 15 (0.48%) TCP/IP
6 11 (0.35%) Intranet
6 11 (0.35%) NAS
7 10 (0.32%) LDAP
7 10 (0.32%) Skype
8 8 (0.26%) HTTPS
9 6 (0.19%) Extranet
10 5 (0.16%) FTP
11 3 (0.097%) SMS
11 3 (0.097%) SNMP
11 3 (0.097%) SSH
11 3 (0.097%) Wireless
12 2 (0.065%) MPLS
12 2 (0.065%) VoIP
Database & Business Intelligence
1 993 (32.04%) Data Warehouse
2 835 (26.94%) SQL Server
3 558 (18.01%) SQL Server Integration Services
4 446 (14.39%) SQL Server Reporting Services
5 368 (11.87%) Big Data
6 338 (10.91%) SQL Server Analysis Services
7 284 (9.16%) Relational Database
8 252 (8.13%) BusinessObjects
9 247 (7.97%) QlikView
10 244 (7.87%) Hadoop
11 169 (5.45%) NoSQL
11 169 (5.45%) Oracle Database
12 167 (5.39%) MySQL
13 158 (5.10%) SQL Server 2012
14 157 (5.07%) Power BI
14 157 (5.07%) SQL Server 2008
15 118 (3.81%) OLAP
16 115 (3.71%) SQL Server 2014
17 100 (3.23%) Data Mining
18 85 (2.74%) Apache Hive
Development Applications
1 167 (5.39%) JIRA
2 84 (2.71%) Team Foundation Server
3 70 (2.26%) Talend Open Studio
4 68 (2.19%) ERwin
5 66 (2.13%) Git (software)
6 65 (2.10%) Jenkins
7 61 (1.97%) Visual Studio
8 41 (1.32%) Cucumber
9 29 (0.94%) Subversion
10 25 (0.81%) Selenium
11 23 (0.74%) RSpec
12 22 (0.71%) Balsamiq Mockups
12 22 (0.71%) Eclipse
12 22 (0.71%) JUnit
13 15 (0.48%) Maven
13 15 (0.48%) Oracle Forms
13 15 (0.48%) Rational DOORS
14 13 (0.42%) Vagrant
15 11 (0.35%) Clang
15 11 (0.35%) GCC
General
1 1015 (32.75%) Finance
2 280 (9.04%) Retail
3 228 (7.36%) Banking
4 138 (4.45%) Marketing
5 88 (2.84%) Legal
6 85 (2.74%) Telecoms
7 74 (2.39%) Investment Banking
8 66 (2.13%) Publishing
9 64 (2.07%) Automotive
10 60 (1.94%) Front Office
11 54 (1.74%) Law
12 47 (1.52%) Games
13 44 (1.42%) Manufacturing
14 42 (1.36%) Advertising
14 42 (1.36%) Aerospace
15 40 (1.29%) Financial Institution
16 32 (1.03%) Back Office
17 23 (0.74%) Pharmaceutical
18 21 (0.68%) French Language
19 13 (0.42%) Retail Banking
Job Titles
1 1022 (32.98%) Developer
2 751 (24.23%) Analyst
3 598 (19.30%) Architect
4 384 (12.39%) Data Architect
5 347 (11.20%) Business Analyst
6 256 (8.26%) SQL Developer
7 254 (8.20%) Business Intelligence Developer
8 208 (6.71%) Data Analyst
9 181 (5.84%) Senior Developer
10 163 (5.26%) Consultant
11 128 (4.13%) DBA
12 116 (3.74%) Business Intelligence Analyst
13 114 (3.68%) SSIS Developer
14 111 (3.58%) Solutions Architect
15 99 (3.19%) Business Developer
15 99 (3.19%) Oracle Developer
16 95 (3.07%) SQL DBA
17 92 (2.97%) Senior Analyst
18 89 (2.87%) Data Modeller
19 85 (2.74%) ETL Developer
Libraries, Frameworks & Software Standards
1 294 (9.49%) .NET
2 281 (9.07%) XML
3 226 (7.29%) Web Services
4 188 (6.07%) HTML
5 132 (4.26%) CSS
6 130 (4.19%) REST
7 122 (3.94%) SOAP
8 119 (3.84%) MDX
9 95 (3.07%) .NET Framework
10 84 (2.71%) HTML5
11 80 (2.58%) AngularJS
12 76 (2.45%) jQuery
13 74 (2.39%) Spring
14 62 (2.00%) XML Schema
15 61 (1.97%) Node.js
16 60 (1.94%) JSON
17 59 (1.90%) Middleware
18 57 (1.84%) ASP.NET
19 51 (1.65%) RESTful
20 43 (1.39%) JMS
Miscellaneous
1 728 (23.49%) Analytical Skills
2 299 (9.65%) Management Information System
3 272 (8.78%) Visualisation
4 262 (8.45%) Data Integration
5 259 (8.36%) Computer Science
6 168 (5.42%) Data Structures
7 126 (4.07%) Statistics
8 119 (3.84%) Mathematics
9 104 (3.36%) Enterprise Software
10 68 (2.19%) Algorithms
11 55 (1.77%) Replication
12 53 (1.71%) User Experience
13 50 (1.61%) Economics
14 46 (1.48%) Reference Data
15 42 (1.36%) Credit Risk
16 38 (1.23%) NHS
17 36 (1.16%) Taxonomies
18 35 (1.13%) Fixed Income
18 35 (1.13%) Virtual Team
19 33 (1.06%) Fintech
Operating Systems
1 157 (5.07%) Linux
2 117 (3.78%) Unix
3 108 (3.48%) Windows
4 23 (0.74%) Apple iOS
5 17 (0.55%) Android
6 12 (0.39%) Red Hat Enterprise Linux
7 9 (0.29%) Windows Server
8 8 (0.26%) Ubuntu
8 8 (0.26%) Windows Server 2008
9 6 (0.19%) Windows Server 2012
10 5 (0.16%) Debian
11 3 (0.097%) CentOS
11 3 (0.097%) Solaris
12 2 (0.065%) Windows 8
12 2 (0.065%) Windows Server 2003
13 1 (0.032%) AIX
13 1 (0.032%) Windows 2000
13 1 (0.032%) Windows 7
13 1 (0.032%) Windows Vista
13 1 (0.032%) Windows XP
Processes & Methodologies
1 1267 (40.88%) Business Intelligence
2 973 (31.40%) ETL
3 833 (26.88%) Agile Software Development
4 586 (18.91%) Analytics
5 390 (12.58%) Data Management
6 368 (11.87%) Data Architecture
7 352 (11.36%) SDLC
8 339 (10.94%) Data Analysis
9 277 (8.94%) UML
10 276 (8.91%) Business Analysis
11 258 (8.33%) Migration
12 250 (8.07%) CRM
13 249 (8.03%) SOA
14 243 (7.84%) Logical Data Model
15 240 (7.74%) Scrum
16 229 (7.39%) OO
17 227 (7.32%) Stakeholder Management
18 225 (7.26%) Project Management
19 224 (7.23%) Data Analytics
19 224 (7.23%) Performance Tuning
Programming Languages
1 1526 (49.24%) SQL
2 494 (15.94%) Java
3 413 (13.33%) T-SQL
4 269 (8.68%) PL/SQL
5 233 (7.52%) Python
6 217 (7.00%) C#
7 212 (6.84%) JavaScript
8 126 (4.07%) C++
9 113 (3.65%) VBA
10 110 (3.55%) C
11 98 (3.16%) R
12 80 (2.58%) Scala
13 78 (2.52%) Shell Script
14 76 (2.45%) PHP
15 64 (2.07%) PowerShell
16 52 (1.68%) ABAP
16 52 (1.68%) Perl
17 50 (1.61%) Data Analysis Expressions (DAX)
18 47 (1.52%) Ruby
19 35 (1.13%) VB
Qualifications
1 554 (17.88%) Degree
2 82 (2.65%) Security Cleared
3 70 (2.26%) ISEB
4 43 (1.39%) SC Cleared
5 33 (1.06%) Microsoft Certification
6 27 (0.87%) PhD
7 18 (0.58%) IIBA
8 17 (0.55%) MCP
9 16 (0.52%) DV Cleared
10 15 (0.48%) ITIL Foundation Certificate
10 15 (0.48%) Oracle Certification
11 13 (0.42%) MCSA
11 13 (0.42%) PMI Certification
12 12 (0.39%) MCITP
13 11 (0.35%) OCP
14 10 (0.32%) PRINCE2 Certification
15 8 (0.26%) ISTQB
15 8 (0.26%) MBA
15 8 (0.26%) MCTS
16 7 (0.23%) Postgraduate
Quality Assurance & Compliance
1 329 (10.62%) Data Quality
2 138 (4.45%) QA
3 31 (1.00%) SLA
4 16 (0.52%) MiFID
5 14 (0.45%) ISO/IEC 27001
6 12 (0.39%) PCI DSS
7 10 (0.32%) JSP 440
8 8 (0.26%) CRD IV
9 5 (0.16%) Dodd-Frank
10 4 (0.13%) COBIT
10 4 (0.13%) Solvency II
11 3 (0.097%) Basel III
11 3 (0.097%) COREP
11 3 (0.097%) EMIR
11 3 (0.097%) FINREP
12 2 (0.065%) IAS 39
12 2 (0.065%) ISO 9001
12 2 (0.065%) ISO20022
12 2 (0.065%) SEPA
13 1 (0.032%) ISO 9000
System Software
1 28 (0.90%) HDFS
2 21 (0.68%) Apache Flume
3 18 (0.58%) Oracle RAC
4 12 (0.39%) Docker
5 11 (0.35%) Active Directory
5 11 (0.35%) VMware ESX
6 10 (0.32%) VMware ESXi
7 5 (0.16%) Veritas Cluster Server
8 4 (0.13%) Virtual Machines
8 4 (0.13%) VMware Infrastructure
9 2 (0.065%) GridGain
9 2 (0.065%) vCloud
10 1 (0.032%) Apache ZooKeeper
10 1 (0.032%) Btrfs
10 1 (0.032%) Gluster
10 1 (0.032%) GPFS
10 1 (0.032%) Shibboleth
10 1 (0.032%) SRDF
10 1 (0.032%) Varnish
Systems Management
1 42 (1.36%) Puppet
2 21 (0.68%) Ansible
3 19 (0.61%) Opscode Chef
4 15 (0.48%) Control-M
5 11 (0.35%) Hadoop YARN
6 10 (0.32%) SCOM
7 9 (0.29%) Failover Clustering
8 7 (0.23%) Oozie
8 7 (0.23%) Oracle EDQ
8 7 (0.23%) Oracle Enterprise Manager
9 5 (0.16%) Data Guard
10 4 (0.13%) Oracle RMAN
11 2 (0.065%) Grafana
11 2 (0.065%) Kubernetes
11 2 (0.065%) Netcool
11 2 (0.065%) Salt
12 1 (0.032%) Kibana
12 1 (0.032%) LiteSpeed
12 1 (0.032%) Mesos
12 1 (0.032%) MIMEsweeper
Vendors
1 715 (23.07%) Oracle
2 618 (19.94%) Microsoft
3 257 (8.29%) SAP
4 251 (8.10%) Tableau
5 198 (6.39%) Informatica
6 151 (4.87%) Cognos
7 104 (3.36%) Salesforce.com
8 102 (3.29%) IBM
9 70 (2.26%) Talend
10 60 (1.94%) Teradata
11 58 (1.87%) Google
12 43 (1.39%) Cognizant
13 41 (1.32%) Netezza
14 34 (1.10%) Siebel
15 33 (1.06%) Sybase
16 25 (0.81%) HP
16 25 (0.81%) MicroStrategy
17 22 (0.71%) Cloudera
17 22 (0.71%) EXASOL
18 20 (0.65%) Vertica
London
Salt
Salary: £45000 - £50000 per annum + Benefits + Bonus
Posted: 5 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 3 hours ago
Central London / West End
Nationwide People Ltd
Salary: £325 - £350 Per Day
Posted: 3 hours ago
Surrey
Haysfm
Salary: £65000.00 - £80000.00 per annum
Posted: 23 hours ago
Central London / West End
Nationwide People Ltd
Salary: £375 - £400 Per Day
Posted: 3 hours ago
City, London
Parallel Consulting
Salary: £65000 - £70000 per annum + excellent benefits
Posted: Yesterday
South East London
Client Server
Salary: £90k to £120k + bonus + benefits
Posted: 5 hours ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 22 hours ago
London
Twenty Recruitment Group
Salary: £80000.00 - £90000.00 per annum
Posted: 3 hours ago
Petersfield, Hampshire
Rullion IT Plus
Salary: £42000 - £50000 per annum + Pension
Posted: 21 hours ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum + Pension, Bonus
Posted: 3 hours ago
Oxford, Oxfordshire
Corriculo
Salary: Up to £50,000 per annum + 10% Bonus + Benefits
Posted: Yesterday
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £35,000 per annum
Posted: 22 hours ago
Newcastle Upon Tyne, Tyne and Wear
HAYS INFORMATION TECHNOLOGY
Salary: £28000.00 - £32000.00 per annum
Posted: 20 hours ago
Hemel Hempstead, Hertfordshire
Networking People
Salary: £75000 - £85000 per annum + Ex Bens
Posted: Yesterday
London
Lorien Resourcing
Salary: £30000 - £38000 per annum + +Bonus +Company Benefits
Posted: 2 days ago
Manchester, Lancashire
onezeero.
Salary: £45000 - £55000 per annum
Posted: Yesterday
Leeds, West Yorkshire
onezeero.
Salary: £45000 - £55000 per annum
Posted: Yesterday
London
The People Network
Salary: £55000 - £65000 per annum + benefits
Posted: 23 hours ago
West London
Hiring People
Salary: £45k - 75k per year
Posted: 2 days ago
City, London
Third Republic Ltd
Salary: Up to £95,000 per annum
Posted: 2 days ago
Manchester, Lancashire
Lorien Resourcing
Salary: £45000 - £55000 per annum + +Bonus +Benefits
Posted: Yesterday
North West London
Understanding Recruitment
Salary: £45000.00 - £60000.00 per annum + benefits
Posted: 2 days ago
Manchester, Lancashire
Adalta Recruitment Solutions
Salary: £50000 - £65000 per annum + Benefits + Bonus
Posted: Yesterday
East London
Opus Recruitment Solutions Ltd
Salary: £45000 - £55000 per annum
Posted: 2 days ago
London
Marcus Donald People
Salary: £70000 - £80000 per annum
Posted: 2 days ago
Tunbridge Wells, Kent
Searchability
Salary: £25000 - £30000 per annum + benefits
Posted: Yesterday
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £40,000 to £40,000 per annum Upto £40,000
Posted: Yesterday
City, London
Deerfoot IT Resources Ltd
Salary: £45000 - £55000 per annum
Posted: 2 days ago
London
TEKsystems
Salary: £60000 - £75000 per annum + Package
Posted: 20 hours ago