The following table provides summary statistics for permanent job vacancies 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 30 March 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 168 173 168
Rank change year-on-year +5 -5  
Permanent jobs citing Data Modelling 1689 2093 2085
As % of all permanent IT jobs advertised in the UK 1.98% 2.00% 1.94%
As % of the Processes & Methodologies category 2.22% 2.26% 2.23%
Number of salaries quoted 1385 1651 1619
Median salary £55,000 £55,000 £55,000
90% offered a salary of more than £37,538 £37,500 £38,500
10% offered a salary of more than £80,000 £80,300 £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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 76216 92627 93645
As % of all permanent IT job vacancies advertised in the UK 89.14% 88.57% 86.99%
Number of salaries quoted 62695 76706 75786
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 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend

The job posting trend of jobs advertised 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 the UK

Data Modelling
Salary Trend

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

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

The salary distribution of IT jobs citing Data Modelling over the 3 months to 30 March 2017.

Salary histogram for Data Modelling 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 30 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
England +7 1582 £56,250 +2.27% 191
London -19 774 £65,000 - 92
South East +25 267 £55,000 +10.00% 17
Yorkshire +27 124 £45,000 - 22
City of London -19 121 £65,000 +5.69% 24
North West -11 105 £47,500 +5.55% 17
West Yorkshire +18 96 £45,000 -5.26% 18
West Midlands +13 92 £42,500 -5.55% 8
East of England +39 90 £50,000 -4.76% 10
Oxfordshire +32 73 £62,500 +38.88% 3
Manchester -32 72 £50,000 - 11
Leeds +15 66 £42,500 -15.00% 15
Berkshire +16 64 £52,500 -4.54% 4
Scotland -15 61 £50,000 -4.76% 4
South West -2 52 £41,375 -0.30% 9
Surrey +27 49 £57,500 +4.54% 3
East Midlands -20 43 £47,500 -9.52% 11
Birmingham +10 35 £65,000 +44.44% 1
Warwickshire +46 31 £42,500 -6.59% 3
Edinburgh -20 31 £60,000 +20.00% 3
Glasgow +5 29 £45,000 -18.18% 1
Oxford +10 27 £50,000 +108.33% 2
Essex +31 24 £57,500 +16.16% 1
Wiltshire +25 24 £42,500 -34.61% 2
Swindon +18 21 £42,500 -39.28% 1
Northamptonshire +12 21 £45,000 -14.28% 4
Kent +30 19 £33,500 -49.43%
Hampshire +6 19 £42,500 -5.55% 3
Suffolk +32 18 £47,500 - 3
Wokingham +23 18 £36,500 -55.21% 1

For the 6 months to 30 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 with a requirement for Data Modelling.

1 1642 (51.85%) SQL
2 1221 (38.55%) Business Intelligence
3 996 (31.45%) Finance
4 988 (31.20%) Data Warehouse
5 923 (29.14%) SQL Server
6 896 (28.29%) ETL
7 877 (27.69%) Agile Software Development
8 658 (20.78%) Oracle
9 634 (20.02%) Analytical Skills
10 626 (19.77%) Analytics
11 614 (19.39%) Microsoft
12 574 (18.12%) SQL Server Integration Services
13 523 (16.51%) Java
14 483 (15.25%) SQL Server Reporting Services
15 473 (14.94%) Degree
16 417 (13.17%) Big Data
17 415 (13.10%) T-SQL
18 401 (12.66%) Data Architecture
19 360 (11.37%) .NET
20 349 (11.02%) JavaScript
21 337 (10.64%) SQL Server Analysis Services
22 333 (10.51%) Data Management
23 330 (10.42%) Logical Data Model
24 323 (10.20%) Data Analysis
25 322 (10.17%) MS Excel
26 321 (10.14%) Relational Database
27 306 (9.66%) C#
28 289 (9.13%) Business Analysis
29 288 (9.09%) Data Quality
30 277 (8.75%) Computer Science

Data Modelling
Co-occurring 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
1 128 (4.04%) SAS
2 126 (3.98%) Apache Spark
3 92 (2.90%) JBoss
3 92 (2.90%) SharePoint
4 70 (2.21%) Oracle SOA Suite
5 55 (1.74%) Confluence
6 42 (1.33%) WebLogic
7 38 (1.20%) Apache Pig
7 38 (1.20%) Tomcat
8 33 (1.04%) Apache
9 29 (0.92%) WebSphere
10 18 (0.57%) OpenStack
11 16 (0.51%) IIS
12 15 (0.47%) CMS
13 14 (0.44%) Elasticsearch
14 13 (0.41%) MS Exchange
14 13 (0.41%) Oracle Workflow
15 9 (0.28%) Cloud Foundry
16 8 (0.25%) WildFly
17 7 (0.22%) Drupal
Applications
1 322 (10.17%) MS Excel
2 57 (1.80%) MS Visio
3 51 (1.61%) MS Office
4 45 (1.42%) SPSS
5 23 (0.73%) Spreadsheet
6 20 (0.63%) MS PowerPoint
7 9 (0.28%) Photoshop
8 4 (0.13%) MS Project
9 3 (0.095%) Moqups
10 2 (0.063%) Weka
11 1 (0.032%) SPSS Modeler
Business Applications
1 46 (1.45%) Dynamics CRM
2 25 (0.79%) Oracle BPM
3 24 (0.76%) SAP ERP
4 22 (0.69%) Oracle EBS R12
5 21 (0.66%) SAP HR
6 19 (0.60%) Dynamics AX
7 17 (0.54%) Oracle 11i
8 16 (0.51%) Oracle EBS
8 16 (0.51%) SAP ECC
8 16 (0.51%) SAP Hybris
8 16 (0.51%) SAP MDM
9 15 (0.47%) Oracle ERP
10 9 (0.28%) Cognos TM1
11 8 (0.25%) Oracle Applications
11 8 (0.25%) Radian6
11 8 (0.25%) SAP IS-U
12 7 (0.22%) SAP Oil and Gas
13 6 (0.19%) Eloqua
13 6 (0.19%) OpenText MBPM
13 6 (0.19%) SAP CRM
Cloud Services
1 195 (6.16%) Amazon AWS
2 108 (3.41%) Microsoft Azure
3 88 (2.78%) SaaS
4 48 (1.52%) PaaS
5 35 (1.11%) GitHub
6 33 (1.04%) Force.com
6 33 (1.04%) IaaS
7 30 (0.95%) Google Cloud Platform
8 29 (0.92%) Amazon S3
8 29 (0.92%) Google Analytics
9 23 (0.73%) Cloud Computing
10 10 (0.32%) Amazon EMR
11 9 (0.28%) Amazon EC2
11 9 (0.28%) Amazon SQS
12 8 (0.25%) Azure Machine Learning
12 8 (0.25%) Heroku
12 8 (0.25%) Office 365
13 7 (0.22%) Boomi
14 4 (0.13%) Azure Active Directory
15 3 (0.095%) Oracle CX
Communications & Networking
1 92 (2.90%) Internet
2 35 (1.11%) Firewall
3 28 (0.88%) Intranet
3 28 (0.88%) SAN
4 19 (0.60%) LAN
4 19 (0.60%) WAN
5 18 (0.57%) NAS
6 15 (0.47%) DNS
7 13 (0.41%) HTTP
7 13 (0.41%) LDAP
8 10 (0.32%) VoIP
8 10 (0.32%) Wireless
9 9 (0.28%) Ethernet
10 8 (0.25%) BIG-IP
10 8 (0.25%) DHCP
10 8 (0.25%) Kerberos
10 8 (0.25%) SSH
10 8 (0.25%) TCP/IP
11 6 (0.19%) Multicast
12 4 (0.13%) Cisco Nexus
Database & Business Intelligence
1 988 (31.20%) Data Warehouse
2 923 (29.14%) SQL Server
3 574 (18.12%) SQL Server Integration Services
4 483 (15.25%) SQL Server Reporting Services
5 417 (13.17%) Big Data
6 337 (10.64%) SQL Server Analysis Services
7 321 (10.14%) Relational Database
8 267 (8.43%) Hadoop
9 238 (7.51%) BusinessObjects
10 230 (7.26%) Power BI
11 220 (6.95%) QlikView
12 206 (6.50%) Oracle Database
13 186 (5.87%) MySQL
14 147 (4.64%) NoSQL
15 146 (4.61%) RDBMS
16 138 (4.36%) SQL Server 2012
17 137 (4.33%) SQL Server 2008
18 126 (3.98%) Apache Hive
19 111 (3.50%) Data Mining
20 108 (3.41%) OLAP
Development Applications
1 149 (4.70%) Talend Open Studio
2 136 (4.29%) JIRA
3 104 (3.28%) Git (software)
4 88 (2.78%) Team Foundation Server
5 75 (2.37%) Visual Studio
6 56 (1.77%) ERwin
7 41 (1.29%) Jenkins
8 39 (1.23%) Oracle Forms
8 39 (1.23%) Toad
9 26 (0.82%) JUnit
10 22 (0.69%) Subversion
11 21 (0.66%) Selenium
12 19 (0.60%) SQL Server Management Studio (SSMS)
13 18 (0.57%) Atlassian Bamboo
14 17 (0.54%) Maven
15 16 (0.51%) Oracle APEX
16 15 (0.47%) Ant
16 15 (0.47%) Cucumber
16 15 (0.47%) PVCS
17 14 (0.44%) Eclipse
General
1 996 (31.45%) Finance
2 226 (7.14%) Banking
3 179 (5.65%) Retail
4 178 (5.62%) Marketing
5 99 (3.13%) Legal
6 78 (2.46%) Telecoms
7 66 (2.08%) Financial Institution
8 47 (1.48%) Manufacturing
9 42 (1.33%) Games
10 39 (1.23%) Advertising
10 39 (1.23%) Investment Banking
10 39 (1.23%) Pharmaceutical
11 36 (1.14%) Law
12 31 (0.98%) Publishing
13 17 (0.54%) Automotive
14 15 (0.47%) Multimedia
15 14 (0.44%) Back Office
15 14 (0.44%) Front Office
16 11 (0.35%) Local Government
17 10 (0.32%) Retail Banking
Job Titles
1 1017 (32.11%) Developer
2 762 (24.06%) Analyst
3 669 (21.12%) Architect
4 357 (11.27%) Data Architect
5 309 (9.76%) Business Analyst
6 253 (7.99%) Business Intelligence Developer
7 215 (6.79%) SQL Developer
8 200 (6.32%) Senior Developer
9 179 (5.65%) Data Analyst
10 174 (5.49%) Business Intelligence Analyst
11 143 (4.52%) Consultant
12 136 (4.29%) Solutions Architect
13 103 (3.25%) Java Developer
14 101 (3.19%) DBA
15 98 (3.09%) Business Developer
16 93 (2.94%) Data Scientist
16 93 (2.94%) Data Warehouse Developer
17 87 (2.75%) C# Developer
18 85 (2.68%) .NET Developer
19 82 (2.59%) SQL DBA
Libraries, Frameworks & Software Standards
1 360 (11.37%) .NET
2 248 (7.83%) XML
3 246 (7.77%) HTML
4 229 (7.23%) Web Services
5 168 (5.30%) CSS
6 164 (5.18%) ASP.NET
7 148 (4.67%) REST
8 120 (3.79%) AngularJS
9 117 (3.69%) Ajax
10 109 (3.44%) SOAP
11 108 (3.41%) Spring
12 105 (3.32%) .NET Framework
13 90 (2.84%) HTML5
14 85 (2.68%) jQuery
15 81 (2.56%) ASP.NET MVC
16 73 (2.31%) JSON
17 68 (2.15%) RESTful
18 53 (1.67%) Middleware
19 51 (1.61%) MDX
20 47 (1.48%) Apache Camel
Miscellaneous
1 634 (20.02%) Analytical Skills
2 277 (8.75%) Computer Science
3 205 (6.47%) Management Information System
4 148 (4.67%) Data Structures
5 121 (3.82%) Enterprise Software
6 88 (2.78%) Algorithms
7 77 (2.43%) Fintech
8 72 (2.27%) User Experience
9 49 (1.55%) Data Centre
10 46 (1.45%) Mobile App
11 44 (1.39%) Reference Data
12 37 (1.17%) Fixed Income
13 33 (1.04%) Semantic Web
14 31 (0.98%) Taxonomies
15 30 (0.95%) Life Science
15 30 (0.95%) Replication
16 29 (0.92%) N-Tier
17 28 (0.88%) Credit Risk
17 28 (0.88%) NHS
17 28 (0.88%) Virtual Team
Operating Systems
1 198 (6.25%) Linux
2 165 (5.21%) Unix
3 154 (4.86%) Windows
4 35 (1.11%) Android
5 33 (1.04%) Windows Server
6 26 (0.82%) Apple iOS
7 17 (0.54%) Solaris
8 15 (0.47%) Mac OS X
9 12 (0.38%) Oracle Linux
10 8 (0.25%) Red Hat Enterprise Linux
11 4 (0.13%) CentOS
11 4 (0.13%) Windows Server 2008
12 3 (0.095%) Windows Server 2012
12 3 (0.095%) Windows XP
13 2 (0.063%) Windows 10
13 2 (0.063%) Windows 8
14 1 (0.032%) Debian
14 1 (0.032%) Windows Server 2003
Processes & Methodologies
1 1221 (38.55%) Business Intelligence
2 896 (28.29%) ETL
3 877 (27.69%) Agile Software Development
4 626 (19.77%) Analytics
5 401 (12.66%) Data Architecture
6 333 (10.51%) Data Management
7 330 (10.42%) Logical Data Model
8 323 (10.20%) Data Analysis
9 289 (9.13%) Business Analysis
10 276 (8.71%) OO
11 267 (8.43%) Data Integration
12 266 (8.40%) Scrum
13 260 (8.21%) Migration
14 247 (7.80%) Stakeholder Management
15 238 (7.51%) Visualisation
16 226 (7.14%) UML
17 224 (7.07%) Software Engineering
18 211 (6.66%) SDLC
19 209 (6.60%) Use Case
20 197 (6.22%) SOA
Programming Languages
1 1642 (51.85%) SQL
2 523 (16.51%) Java
3 415 (13.10%) T-SQL
4 349 (11.02%) JavaScript
5 306 (9.66%) C#
6 253 (7.99%) Python
7 205 (6.47%) PL/SQL
8 134 (4.23%) R
9 83 (2.62%) VBA
10 78 (2.46%) Scala
11 74 (2.34%) C++
12 73 (2.31%) C
13 70 (2.21%) Perl
14 56 (1.77%) PHP
15 45 (1.42%) VB.NET
16 44 (1.39%) Shell Script
17 36 (1.14%) MATLAB
18 34 (1.07%) Ruby
19 32 (1.01%) PowerShell
20 28 (0.88%) Data Analysis Expressions (DAX)
Qualifications
1 473 (14.94%) Degree
2 70 (2.21%) PhD
3 65 (2.05%) Security Cleared
4 54 (1.71%) ISEB
5 40 (1.26%) Microsoft Certification
6 24 (0.76%) SC Cleared
7 19 (0.60%) MCSA
8 17 (0.54%) CBAP
8 17 (0.54%) ITIL Certification
9 16 (0.51%) DV Cleared
10 13 (0.41%) IIBA
11 12 (0.38%) PMI Certification
12 11 (0.35%) ITIL Foundation Certificate
13 9 (0.28%) ISTQB
14 8 (0.25%) MCITP
15 5 (0.16%) CEH
15 5 (0.16%) CISA
15 5 (0.16%) CISSP
15 5 (0.16%) MCTS
15 5 (0.16%) Postgraduate
Quality Assurance & Compliance
1 288 (9.09%) Data Quality
2 113 (3.57%) QA
3 27 (0.85%) PCI DSS
4 24 (0.76%) SLA
5 18 (0.57%) PMO
6 16 (0.51%) GDPR
7 13 (0.41%) MiFID
8 12 (0.38%) IFRS
8 12 (0.38%) IFRS 9
9 9 (0.28%) ISO/IEC 27001
9 9 (0.28%) Solvency II
10 6 (0.19%) ISO20022
11 4 (0.13%) HL7
11 4 (0.13%) SNOMED CT
12 3 (0.095%) IAS 39
13 2 (0.063%) CRD IV
13 2 (0.063%) Dodd-Frank
13 2 (0.063%) ISO/IEC 20000
14 1 (0.032%) EMIR
14 1 (0.032%) P3O
System Software
1 37 (1.17%) VMware Infrastructure
2 34 (1.07%) Active Directory
3 33 (1.04%) Docker
4 24 (0.76%) HDFS
5 14 (0.44%) Virtual Machines
6 11 (0.35%) Oracle RAC
7 10 (0.32%) VMware ESX
8 8 (0.25%) Apache Flume
9 6 (0.19%) VMware ESXi
10 4 (0.13%) Firmware
10 4 (0.13%) Virtual Desktop
11 1 (0.032%) Apache ZooKeeper
11 1 (0.032%) Samba
11 1 (0.032%) Time Sharing Option
Systems Management
1 28 (0.88%) Ansible
2 23 (0.73%) Control-M
2 23 (0.73%) Oozie
3 16 (0.51%) SCCM
4 14 (0.44%) HP Quality Center
5 9 (0.28%) Puppet
5 9 (0.28%) SCOM
6 8 (0.25%) BladeLogic
6 8 (0.25%) Oracle Enterprise Manager
7 7 (0.22%) Hadoop YARN
7 7 (0.22%) Kubernetes
8 5 (0.16%) Data Guard
8 5 (0.16%) Tivoli
9 4 (0.13%) Failover Clustering
9 4 (0.13%) HP SiteScope
9 4 (0.13%) MIMEsweeper
9 4 (0.13%) Norton AntiVirus
9 4 (0.13%) Oracle Identity Management
9 4 (0.13%) Perfmon
10 3 (0.095%) Enterprise Manager Cloud Control
Vendors
1 658 (20.78%) Oracle
2 614 (19.39%) Microsoft
3 253 (7.99%) Tableau
4 219 (6.92%) SAP
5 160 (5.05%) Informatica
6 149 (4.70%) Talend
7 104 (3.28%) Cognos
8 92 (2.90%) Salesforce.com
9 88 (2.78%) IBM
10 67 (2.12%) Teradata
11 62 (1.96%) Google
12 53 (1.67%) MicroStrategy
13 47 (1.48%) VMware
14 35 (1.11%) Cisco
15 29 (0.92%) Cognizant
16 28 (0.88%) Hyperion
17 27 (0.85%) Jaspersoft
17 27 (0.85%) Sybase
18 26 (0.82%) Netezza
19 25 (0.79%) Vermilion
Tyne and Wear
Lawrence Harvey Enterprise
Salary: £40000.00 - £50000.00 per annum + Pension
Posted: 11 hours ago
Sheffield, South Yorkshire
Capita Resourcing - IT Resourcing
Salary: £39500 - £43000.00 per annum + benefits
Posted: 10 hours ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 6 hours ago
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: Yesterday
Nottingham, Nottinghamshire
Rebel Recruitment
Salary: From £50,000 to £78,000 per annum + 15% Bonus + Benefits
Posted: 1 hour ago
London
Burns Sheehan
Salary: £50000.00 - £65000.00 per annum
Posted: 10 hours ago
St. Helens, Merseyside
Opus IT Consulting
Salary: Additional Benefits + Bonus
Posted: Yesterday
Milton Keynes, Buckinghamshire
Sopra Steria Recruitment
Salary: From £90,000 to £110,000 per annum
Posted: 8 hours ago
London
Harvey Nash plc
Salary: £45000 - £55000 per annum
Posted: Yesterday
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £65,000 per annum + bonus and excellent benefits
Posted: 4 hours ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £55,000 per annum + bonus and excellent benefits
Posted: 4 hours ago
London
Digitech Resourcing Ltd
Salary: From £65,000 to £75,000 per annum 1-2 days remote + Full Bens
Posted: 10 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: Yesterday
Solihull, West Midlands (County)
Spring Technology
Posted: Yesterday
London
Salt
Salary: £40000.00 - £50000.00 per annum
Posted: 3 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £45,000 per annum + Benefits
Posted: 2 days ago
West London
Spargonet Consulting Plc
Salary: £55000 - £60000 per annum
Posted: Yesterday
Rickmansworth, Hertfordshire
Empiric.com
Salary: From £75,000 to £75,000 per annum
Posted: Yesterday
Newcastle Upon Tyne, Tyne and Wear
Networking People
Salary: £40000 - £45000 per annum + benefits
Posted: Yesterday
Manchester, Lancashire
Cloudscope
Salary: From £35,000 to £40,000 per annum
Posted: Yesterday
City, London
ComputAppoint
Salary: £50000 - £60000 per annum + benefits
Posted: Yesterday
Bradford, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £50000 per annum + Great Benefits
Posted: 10 hours ago
Chelmsford, Essex
Talent Spa
Salary: £35k - 40k per year
Posted: 7 hours ago
City, London
JM
Salary: £70000 - £80000 per annum + bonus and pension
Posted: Yesterday
Leeds, West Yorkshire
Reed Technology
Salary: £40000 - £50000 per annum
Posted: 2 days ago
London
Harvey Nash plc
Salary: £45000 - £80000 per annum
Posted: 7 hours ago
London
Digitech Resourcing Ltd
Salary: From £60,000 to £75,000 per annum Great Bens and fantastic onsite faci
Posted: 6 hours ago
Cambridgeshire
Harvey Nash plc
Salary: £400 - £401 per day
Posted: Yesterday
Leicester, Leicestershire
Rebel Recruitment
Salary: From £45,000 to £50,000 per annum
Posted: 3 days ago
City, London
Understanding Recruitment
Salary: £55000.00 - £60000.00 per annum + Gym, Pension, Remote/Flexi Work
Posted: 3 days ago