The table below looks at the statistics for Data Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 26 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
26 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 199 177 150
Rank change year-on-year
-22 -27
Permanent jobs citing Data Modelling 1619 2043 2380
As % of all permanent IT jobs located in the UK 1.65% 1.85% 2.04%
As % of the Processes & Methodologies category 1.88% 2.12% 2.39%
Number of salaries quoted 1321 1609 1912
Median salary £55,000 £55,000 £52,500
Median salary % change year-on-year
- +4.76%
90% offered a salary of more than £39,000 £36,000 £37,000
10% offered a salary of more than £80,000 £80,000 £80,000
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%

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

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
85991 96193 99396
As % of all permanent IT jobs located in the UK 87.80% 87.24% 85.40%
Number of salaries quoted 71817 78620 80201
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,000 £31,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Modelling
Jobs Demand Trend

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

Data Modelling Jobs Demand Trend in the UK

Data Modelling
Salary Trend

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

Data Modelling Salary Trend in the UK

Data Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Modelling over the 3 months to 26 July 2016 within the UK.

Data Modelling Salary Histogram in the UK

Data Modelling
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 3 months to 26 July 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
England -29 1502 £55,000 - 207
London -17 802 £65,000 +8.33% 100
South East -11 291 £50,000 -7.40% 31
City of London -7 144 £62,500 - 26
East of England +5 96 £52,500 +10.52% 6
Surrey +56 87 £47,500 -2.56% 8
Scotland +14 82 £50,000 +7.52% 12
Yorkshire -19 79 £45,000 -10.00% 15
North West +39 73 £39,500 -7.05% 23
West Midlands -14 72 £44,000 +10.00% 13
West Yorkshire -11 64 £45,000 -10.00% 12
Berkshire -17 56 £57,500 -8.00% 5
Leeds +10 55 £45,000 -10.00% 10
Edinburgh +22 53 £52,500 +16.66% 7
Oxfordshire +3 52 £65,000 +4.00% 3
South West -21 52 £39,000 -11.36% 9
Manchester +9 36 £45,000 +1.12% 8
Cambridgeshire +20 32 £60,000 +69.01% 3
Hampshire -48 32 £43,750 +0.57% 5
Oxford +14 31 £65,000 +4.00% 2
Hertfordshire +23 30 £52,500 +5.00% 1
Glasgow -10 29 £45,000 -5.26% 3
East Midlands -24 28 £41,500 -12.63% 6
Buckinghamshire +3 20 £47,500 -17.39% 4
Wales +17 19 £32,000 -5.18% 1
Slough +13 19 £57,500 +6.48% 1
Bedfordshire +25 17 £50,000 -
East Sussex +17 17 £37,500 -33.03% 2
Cambridge +16 17 £51,000 -5.11% 3
Brighton +7 17 £37,500 -33.03% 2

Data Modelling
Top 30 Related IT Skills

For the 6 months to 26 July 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 with a requirement for Data Modelling.

1 1741 (48.24%) SQL
2 1529 (42.37%) Business Intelligence
3 1205 (33.39%) Data Warehouse
4 1150 (31.86%) Finance
5 1052 (29.15%) SQL Server
6 1040 (28.82%) Agile Software Development
7 1038 (28.76%) ETL
8 867 (24.02%) Analytical Skills
9 792 (21.95%) Microsoft
10 788 (21.83%) Oracle
11 724 (20.06%) SQL Server Integration Services
12 702 (19.45%) Analytics
13 679 (18.81%) Degree
14 597 (16.54%) SQL Server Reporting Services
15 529 (14.66%) Java
16 517 (14.33%) Data Management
17 444 (12.30%) SDLC
18 443 (12.27%) SQL Server Analysis Services
19 436 (12.08%) MS Excel
20 427 (11.83%) Data Architecture
21 423 (11.72%) T-SQL
22 408 (11.31%) Data Analysis
23 400 (11.08%) Data Quality
24 392 (10.86%) Relational Database
25 377 (10.45%) UML
26 370 (10.25%) Business Analysis
27 351 (9.73%) Big Data
28 349 (9.67%) .NET
29 332 (9.20%) Computer Science
30 322 (8.92%) Logical Data Model

Data Modelling
Top Related IT Skills 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
1 182 (5.04%) SAS
2 124 (3.44%) SharePoint
3 84 (2.33%) Confluence
4 75 (2.08%) Apache Spark
5 61 (1.69%) CMS
6 42 (1.16%) Elasticsearch
7 28 (0.78%) Apache Pig
7 28 (0.78%) JBoss
8 27 (0.75%) WebLogic
9 26 (0.72%) SharePoint 2013
10 23 (0.64%) Apache Solr
11 20 (0.55%) Apache
12 19 (0.53%) BizTalk Server
13 16 (0.44%) IIS
13 16 (0.44%) Umbraco
14 13 (0.36%) MQSeries
14 13 (0.36%) NServiceBus
14 13 (0.36%) WebSphere
15 12 (0.33%) Tomcat
16 10 (0.28%) Oracle Workflow
Applications
1 436 (12.08%) MS Excel
2 115 (3.19%) MS Office
3 108 (2.99%) MS Visio
4 79 (2.19%) SPSS
5 54 (1.50%) MS PowerPoint
6 23 (0.64%) Spreadsheet
7 9 (0.25%) MS Project
8 7 (0.19%) Stata
9 1 (0.028%) AutoCAD
9 1 (0.028%) DOC1
9 1 (0.028%) EViews
9 1 (0.028%) InDesign
9 1 (0.028%) Moqups
9 1 (0.028%) Revit
9 1 (0.028%) S-PLUS
Business Applications
1 70 (1.94%) Oracle EBS
2 53 (1.47%) Oracle EBS R12
3 49 (1.36%) Dynamics CRM
4 46 (1.27%) Oracle 11i
5 29 (0.80%) Oracle Applications
6 24 (0.67%) Oracle Financials
7 23 (0.64%) Markit EDM
8 16 (0.44%) SAP BPC
9 15 (0.42%) Cognos Business Intelligence
9 15 (0.42%) SAP Business One
10 14 (0.39%) SAP Oil and Gas
11 11 (0.30%) Cognos TM1
11 11 (0.30%) Oracle Assets
11 11 (0.30%) Oracle Payables
11 11 (0.30%) SAP FI
11 11 (0.30%) Tesseract
12 10 (0.28%) Dynamics AX
12 10 (0.28%) FastStats
13 9 (0.25%) Oracle Receivables
14 8 (0.22%) SAP ERP
Cloud Services
1 162 (4.49%) Amazon AWS
2 106 (2.94%) Microsoft Azure
3 52 (1.44%) SaaS
4 50 (1.39%) GitHub
5 27 (0.75%) Cloud Computing
6 25 (0.69%) Amazon EC2
7 21 (0.58%) Force.com
8 16 (0.44%) PaaS
9 14 (0.39%) Google Analytics
10 13 (0.36%) Amazon S3
11 12 (0.33%) Office 365
12 11 (0.30%) Google Cloud Platform
13 8 (0.22%) Oracle CX
14 7 (0.19%) Google Drive
14 7 (0.19%) IaaS
15 5 (0.14%) iPaaS
16 4 (0.11%) Heroku
17 3 (0.083%) Amazon Kinesis
17 3 (0.083%) Veeva
18 2 (0.055%) SmartFocus
Communications & Networking
1 50 (1.39%) Internet
2 35 (0.97%) HTTP
3 19 (0.53%) TCP/IP
4 15 (0.42%) Multicast
5 11 (0.30%) SAN
6 9 (0.25%) HTTPS
7 7 (0.19%) Skype
8 6 (0.17%) Firewall
9 5 (0.14%) DNS
9 5 (0.14%) LDAP
10 4 (0.11%) FTP
10 4 (0.11%) NAS
11 3 (0.083%) Intranet
11 3 (0.083%) LAN
11 3 (0.083%) SNMP
11 3 (0.083%) SSH
11 3 (0.083%) SSL
11 3 (0.083%) WAN
11 3 (0.083%) Wireless
12 2 (0.055%) MPLS
Database & Business Intelligence
1 1205 (33.39%) Data Warehouse
2 1052 (29.15%) SQL Server
3 724 (20.06%) SQL Server Integration Services
4 597 (16.54%) SQL Server Reporting Services
5 443 (12.27%) SQL Server Analysis Services
6 392 (10.86%) Relational Database
7 351 (9.73%) Big Data
8 319 (8.84%) BusinessObjects
9 281 (7.79%) QlikView
10 241 (6.68%) Hadoop
11 236 (6.54%) SQL Server 2012
12 201 (5.57%) SQL Server 2008
13 198 (5.49%) Oracle Database
14 185 (5.13%) MySQL
15 164 (4.54%) SQL Server 2014
16 156 (4.32%) Power BI
17 148 (4.10%) NoSQL
18 136 (3.77%) OLAP
19 134 (3.71%) Data Mining
20 128 (3.55%) RDBMS
Development Applications
1 151 (4.18%) JIRA
2 97 (2.69%) Team Foundation Server
3 93 (2.58%) ERwin
4 84 (2.33%) Git (software)
5 83 (2.30%) Visual Studio
6 70 (1.94%) Jenkins
7 64 (1.77%) Cucumber
8 62 (1.72%) Talend Open Studio
9 56 (1.55%) JUnit
10 49 (1.36%) Subversion
11 40 (1.11%) RSpec
12 37 (1.03%) Balsamiq Mockups
12 37 (1.03%) Oracle Forms
13 36 (1.00%) Selenium
14 28 (0.78%) Maven
15 23 (0.64%) PowerDesigner
16 21 (0.58%) JDeveloper
17 20 (0.55%) Eclipse
18 16 (0.44%) Toad
19 15 (0.42%) HP UFT
General
1 1150 (31.86%) Finance
2 287 (7.95%) Retail
3 245 (6.79%) Banking
4 149 (4.13%) Marketing
5 134 (3.71%) Telecoms
6 98 (2.72%) Legal
7 86 (2.38%) Advertising
7 86 (2.38%) Automotive
8 73 (2.02%) Investment Banking
9 66 (1.83%) Law
10 65 (1.80%) Front Office
11 62 (1.72%) Publishing
12 56 (1.55%) Aerospace
13 48 (1.33%) Games
14 44 (1.22%) Financial Institution
15 42 (1.16%) Back Office
16 32 (0.89%) Manufacturing
17 26 (0.72%) Pharmaceutical
18 24 (0.67%) French Language
19 14 (0.39%) Billing
Job Titles
1 1174 (32.53%) Developer
2 918 (25.44%) Analyst
3 661 (18.32%) Architect
4 463 (12.83%) Business Analyst
5 396 (10.97%) Data Architect
6 299 (8.28%) Business Intelligence Developer
6 299 (8.28%) SQL Developer
7 250 (6.93%) Senior Developer
8 241 (6.68%) Consultant
9 236 (6.54%) Data Analyst
10 177 (4.90%) SSIS Developer
11 146 (4.05%) DBA
12 143 (3.96%) Business Intelligence Consultant
13 134 (3.71%) Oracle Developer
14 128 (3.55%) SSRS Developer
15 115 (3.19%) SQL DBA
16 109 (3.02%) Business Intelligence Analyst
17 105 (2.91%) Java Developer
18 102 (2.83%) Solutions Architect
19 100 (2.77%) Senior Analyst
Libraries, Frameworks & Software Standards
1 349 (9.67%) .NET
2 319 (8.84%) XML
3 259 (7.18%) Web Services
4 228 (6.32%) HTML
5 191 (5.29%) CSS
6 174 (4.82%) MDX
7 135 (3.74%) REST
8 114 (3.16%) SOAP
9 106 (2.94%) .NET Framework
10 104 (2.88%) AngularJS
11 91 (2.52%) HTML5
12 82 (2.27%) jQuery
13 81 (2.24%) Spring
14 80 (2.22%) ASP.NET
14 80 (2.22%) JSON
15 70 (1.94%) XML Schema
16 56 (1.55%) Node.js
17 47 (1.30%) JMS
18 43 (1.19%) Middleware
18 43 (1.19%) RESTful
Miscellaneous
1 867 (24.02%) Analytical Skills
2 332 (9.20%) Computer Science
3 315 (8.73%) Management Information System
4 307 (8.51%) Data Integration
5 281 (7.79%) Visualisation
6 205 (5.68%) Data Structures
7 120 (3.33%) Mathematics
8 117 (3.24%) Statistics
9 109 (3.02%) Enterprise Software
10 97 (2.69%) User Experience
11 65 (1.80%) Replication
12 59 (1.63%) Fixed Income
13 56 (1.55%) Algorithms
14 49 (1.36%) Economics
15 48 (1.33%) Taxonomies
16 46 (1.27%) Derivative
17 45 (1.25%) Virtual Team
18 37 (1.03%) Reference Data
19 36 (1.00%) Fintech
20 35 (0.97%) Mobile App
Operating Systems
1 159 (4.41%) Linux
2 146 (4.05%) Unix
3 144 (3.99%) Windows
4 24 (0.67%) Apple iOS
5 20 (0.55%) Android
6 14 (0.39%) Windows Server
7 13 (0.36%) Red Hat Enterprise Linux
8 4 (0.11%) Windows Server 2008
9 3 (0.083%) CentOS
9 3 (0.083%) Solaris
9 3 (0.083%) Windows Server 2012
10 2 (0.055%) Windows 7
10 2 (0.055%) Windows 8
11 1 (0.028%) Debian
11 1 (0.028%) Ubuntu
11 1 (0.028%) Windows 2000
11 1 (0.028%) Windows Server 2003
11 1 (0.028%) Windows Vista
11 1 (0.028%) Windows XP
11 1 (0.028%) zOS
Processes & Methodologies
1 1529 (42.37%) Business Intelligence
2 1040 (28.82%) Agile Software Development
3 1038 (28.76%) ETL
4 702 (19.45%) Analytics
5 517 (14.33%) Data Management
6 444 (12.30%) SDLC
7 427 (11.83%) Data Architecture
8 408 (11.31%) Data Analysis
9 377 (10.45%) UML
10 370 (10.25%) Business Analysis
11 322 (8.92%) Logical Data Model
12 312 (8.65%) Project Management
13 299 (8.28%) Stakeholder Management
14 291 (8.06%) Scrum
15 290 (8.04%) Data Governance
16 287 (7.95%) SOA
17 243 (6.73%) Performance Tuning
18 242 (6.71%) Data Analytics
19 240 (6.65%) Migration
20 231 (6.40%) CRM
Programming Languages
1 1741 (48.24%) SQL
2 529 (14.66%) Java
3 423 (11.72%) T-SQL
4 304 (8.42%) PL/SQL
5 265 (7.34%) JavaScript
6 260 (7.20%) C#
7 226 (6.26%) Python
8 160 (4.43%) C++
9 132 (3.66%) C
10 113 (3.13%) VBA
11 99 (2.74%) PHP
12 94 (2.60%) R
13 68 (1.88%) Shell Script
14 64 (1.77%) Perl
14 64 (1.77%) Ruby
15 57 (1.58%) PowerShell
16 56 (1.55%) Scala
17 46 (1.27%) ABAP
18 43 (1.19%) VB
19 38 (1.05%) VB.NET
Qualifications
1 679 (18.81%) Degree
2 91 (2.52%) ISEB
3 75 (2.08%) Security Cleared
4 52 (1.44%) Microsoft Certification
5 46 (1.27%) SC Cleared
6 27 (0.75%) PhD
7 17 (0.47%) PRINCE2 Certification
8 16 (0.44%) MBA
9 15 (0.42%) SAS Certification
10 14 (0.39%) IIBA
10 14 (0.39%) ISTQB
10 14 (0.39%) MCP
10 14 (0.39%) MCSA
11 13 (0.36%) MCITP
12 12 (0.33%) PMI Certification
13 11 (0.30%) CBAP
13 11 (0.30%) DV Cleared
13 11 (0.30%) Oracle Certification
14 9 (0.25%) ITIL Certification
15 8 (0.22%) CIMA
Quality Assurance & Compliance
1 400 (11.08%) Data Quality
2 201 (5.57%) QA
3 35 (0.97%) SLA
4 14 (0.39%) ISO/IEC 27001
5 13 (0.36%) GAAP
5 13 (0.36%) JSP 440
5 13 (0.36%) PCI DSS
6 10 (0.28%) Solvency II
7 9 (0.25%) MiFID
8 7 (0.19%) ISO 9001
9 5 (0.14%) COBIT
9 5 (0.14%) IAS 39
10 4 (0.11%) Dodd-Frank
10 4 (0.11%) ISO 9000
10 4 (0.11%) SEPA
11 3 (0.083%) COREP
11 3 (0.083%) EMIR
11 3 (0.083%) FINREP
11 3 (0.083%) Sarbanes-Oxley
12 2 (0.055%) ISO20022
System Software
1 20 (0.55%) Oracle RAC
2 15 (0.42%) Apache Flume
3 14 (0.39%) Active Directory
4 9 (0.25%) HDFS
5 8 (0.22%) Docker
5 8 (0.22%) VMware Infrastructure
6 5 (0.14%) Veritas Cluster Server
7 4 (0.11%) VMware ESX
7 4 (0.11%) VMware ESXi
8 3 (0.083%) vCloud
9 2 (0.055%) Virtual Machines
10 1 (0.028%) Shibboleth
10 1 (0.028%) SRDF
10 1 (0.028%) vSphere
10 1 (0.028%) Xen
Systems Management
1 43 (1.19%) Puppet
2 14 (0.39%) Ansible
3 13 (0.36%) Opscode Chef
4 9 (0.25%) Data Guard
5 7 (0.19%) Oracle EDQ
6 6 (0.17%) Control-M
7 5 (0.14%) Oracle RMAN
8 4 (0.11%) Oracle Enterprise Manager
8 4 (0.11%) SCOM
9 2 (0.055%) EMC NetWorker
9 2 (0.055%) Hadoop YARN
9 2 (0.055%) Kibana
9 2 (0.055%) Netcool
10 1 (0.028%) CA Single Sign-On
10 1 (0.028%) Cobbler
10 1 (0.028%) Failover Clustering
10 1 (0.028%) LiteSpeed
10 1 (0.028%) Mesos
10 1 (0.028%) Oozie
10 1 (0.028%) Xymon
Vendors
1 792 (21.95%) Microsoft
2 788 (21.83%) Oracle
3 291 (8.06%) Tableau
4 261 (7.23%) SAP
5 245 (6.79%) Informatica
6 163 (4.52%) Cognos
7 101 (2.80%) Salesforce.com
8 94 (2.60%) IBM
9 79 (2.19%) Teradata
10 62 (1.72%) Talend
11 42 (1.16%) Google
11 42 (1.16%) Netezza
12 41 (1.14%) Hyperion
12 41 (1.14%) Sybase
13 36 (1.00%) MicroStrategy
14 32 (0.89%) Ab Initio
15 28 (0.78%) Cognizant
16 21 (0.58%) EXASOL
17 20 (0.55%) TIBCO
18 18 (0.50%) Twitter
Harrogate, North Yorkshire
Head Resourcing
Posted: 12 hours ago
London
Lorien Resourcing
Salary: £65000 per annum
Posted: 20 hours ago
Oxford, Oxfordshire
X4 Group
Salary: £30k - 40k per year
Posted: 11 hours ago
Liverpool, Merseyside
Erin Associates
Salary: £45000 - £48000 per annum + excellent benefits
Posted: 13 hours ago
London
Red10
Salary: £65000 - £80000 per annum
Posted: 18 hours ago
Chester, Cheshire
Opus IT Consulting
Salary: £0.00 per annum
Posted: 12 hours ago
Buckinghamshire
Edison Hill Ltd
Salary: From £50,000 to £65,000 per annum
Posted: 20 hours ago
Plymouth, Devon
EasyWebRecruitment.com
Salary: £27023 - £30612 per annum
Posted: 20 hours ago
London
McGregor Boyall
Salary: £50000 - £65000 per annum
Posted: 19 hours ago
Birmingham, West Midlands (County)
Searchability
Salary: £45000 - £50000 per annum + benefits
Posted: 21 hours ago
Leeds, West Yorkshire
Hotfoot Recruitment
Salary: Up to £35,000 per annum
Posted: 14 hours ago
Bradford, West Yorkshire
Rullion IT Plus
Salary: £30000 - £37000 per annum + Bonus + Health + Pension
Posted: Yesterday
City, London
Empiric.com
Salary: From £65,000 to £75,000 per annum + benefits
Posted: 15 hours ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 14 hours ago
South East London
Client Server
Salary: £60k to £80k + bonus + benefits
Posted: 21 hours ago
London
Harvey Nash plc
Salary: £70000 - £75000 per annum + 10% Bonus & Excellent Package
Posted: Yesterday
Manchester, Lancashire
The Bridge Ltd
Salary: Up to £55,000 per annum
Posted: 14 hours ago
London
Harvey Nash plc
Salary: £65000 - £75000 per annum
Posted: 11 hours ago
London
Harvey Nash plc
Salary: £80000 - £85000 per annum + Bonus & Excellent Package
Posted: Yesterday
Middlesex
Lorien Resourcing
Salary: £50000 - £55000 per annum
Posted: 10 hours ago
Warrington, Cheshire
Harvey Nash plc
Posted: Yesterday
East London
Client Server
Salary: £95k to £120k + bonus + benefits
Posted: Yesterday
Richmond, Surrey
Client Server
Salary: £55k to £70k + benefits
Posted: 17 hours ago
Lancashire
Douglas-Scott
Salary: £35000 - £40000 per annum + Good Package
Posted: 15 hours ago
Nottingham, Nottinghamshire
PAREXEL International
Posted: 13 hours ago
Edinburgh, Midlothian
Search Consultancy
Salary: £50000.00 - £75000.00 per annum + 15% flexible benefits package
Posted: Yesterday
London
Experis Ltd
Salary: £50000 - £70000 per annum
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £60000 per annum
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £60000 per annum
Posted: Yesterday
Edinburgh, Midlothian
Staffworx Ltd
Salary: to £50K + full bens
Posted: Yesterday