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 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Data Modelling
UK
Rank 171 167 170
Rank change year-on-year -4 +3  
Permanent jobs citing Data Modelling 1667 2098 2026
As % of all permanent IT jobs advertised in the UK 1.96% 2.04% 1.92%
As % of the Processes & Methodologies category 2.20% 2.30% 2.20%
Number of salaries quoted 1355 1652 1579
Median salary £55,000 £55,000 £53,500
Median salary % change year-on-year - +2.80%  
90% offered a salary of more than £37,500 £37,500 £38,500
10% offered a salary of more than £80,000 £80,000 £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 75650 91140 91950
As % of all permanent IT job vacancies advertised in the UK 89.04% 88.53% 87.02%
Number of salaries quoted 62160 75461 74357
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year - +1.01%  
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 24 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 24 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 +2 1555 £55,000 - 213
London -25 750 £65,000 +1.56% 107
South East +24 268 £55,000 +11.67% 21
Yorkshire +17 119 £45,000 - 19
City of London -13 112 £65,000 +8.33% 30
North West -9 108 £47,500 +2.70% 17
East of England +35 93 £51,250 -2.38% 7
West Yorkshire +25 91 £47,500 - 14
West Midlands -5 87 £42,500 -5.55% 12
Oxfordshire +35 73 £62,500 +38.88% 2
Manchester -31 72 £50,000 - 9
Scotland -6 68 £50,000 -4.76% 6
Leeds +4 64 £42,500 -15.00% 10
Berkshire +7 62 £52,500 +6.59% 8
South West -18 50 £40,000 -3.61% 14
Surrey +15 47 £57,500 +4.54% 3
East Midlands -24 46 £47,500 -9.52% 9
Edinburgh -21 35 £60,000 +20.00% 3
Birmingham -1 33 £65,000 +44.44% 3
Glasgow +13 32 £44,500 -19.09% 2
Warwickshire +38 30 £41,250 -8.83% 2
Oxford +10 26 £50,000 +108.33% 2
Essex +32 25 £61,250 +23.73%
Northamptonshire +16 22 £45,000 -14.28% 3
Kent +35 21 £30,000 -54.71%
Wiltshire +17 21 £40,000 -36.00% 3
Hampshire +15 19 £45,000 - 5
Suffolk +35 18 £47,500 -11.62% 4
Swindon +23 18 £42,500 -37.03% 2
Brighton +10 18 £65,000 +54.76% 1

Data Modelling
Top 30 Related IT Skills

For the 6 months to 24 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 1633 (51.21%) SQL
2 1240 (38.88%) Business Intelligence
3 1015 (31.83%) Finance
4 998 (31.30%) Data Warehouse
5 926 (29.04%) SQL Server
6 913 (28.63%) ETL
7 885 (27.75%) Agile Software Development
8 676 (21.20%) Oracle
9 634 (19.88%) Analytical Skills
10 623 (19.54%) Microsoft
11 620 (19.44%) Analytics
12 579 (18.16%) SQL Server Integration Services
13 515 (16.15%) Java
14 482 (15.11%) SQL Server Reporting Services
15 476 (14.93%) Degree
16 419 (13.14%) T-SQL
17 417 (13.08%) Big Data
18 416 (13.04%) Data Architecture
19 357 (11.19%) .NET
20 342 (10.72%) Data Management
21 341 (10.69%) JavaScript
22 337 (10.57%) SQL Server Analysis Services
23 330 (10.35%) Logical Data Model
24 329 (10.32%) MS Excel
25 325 (10.19%) Data Analysis
26 324 (10.16%) Relational Database
27 300 (9.41%) C#
28 297 (9.31%) Data Quality
29 288 (9.03%) Business Analysis
30 277 (8.69%) Computer Science

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
1 129 (4.05%) SAS
2 125 (3.92%) Apache Spark
3 93 (2.92%) SharePoint
4 90 (2.82%) JBoss
5 72 (2.26%) Oracle SOA Suite
6 55 (1.72%) Confluence
7 42 (1.32%) WebLogic
8 39 (1.22%) Apache Pig
9 38 (1.19%) Tomcat
10 33 (1.03%) Apache
11 27 (0.85%) WebSphere
12 18 (0.56%) IIS
12 18 (0.56%) OpenStack
13 15 (0.47%) CMS
13 15 (0.47%) Elasticsearch
13 15 (0.47%) Oracle Workflow
14 12 (0.38%) MS Exchange
15 9 (0.28%) Cloud Foundry
16 8 (0.25%) Drupal
16 8 (0.25%) WildFly
Applications
1 329 (10.32%) MS Excel
2 56 (1.76%) MS Visio
3 55 (1.72%) MS Office
4 46 (1.44%) SPSS
5 23 (0.72%) MS PowerPoint
6 22 (0.69%) Spreadsheet
7 9 (0.28%) Photoshop
8 4 (0.13%) MS Project
9 3 (0.094%) Moqups
10 2 (0.063%) Weka
11 1 (0.031%) SPSS Modeler
Business Applications
1 44 (1.38%) Dynamics CRM
2 25 (0.78%) SAP ERP
3 24 (0.75%) Oracle BPM
3 24 (0.75%) SAP HR
4 22 (0.69%) Oracle EBS R12
5 18 (0.56%) Dynamics AX
6 17 (0.53%) Oracle 11i
6 17 (0.53%) Oracle EBS
6 17 (0.53%) SAP ECC
6 17 (0.53%) SAP Hybris
6 17 (0.53%) SAP MDM
7 13 (0.41%) Oracle ERP
7 13 (0.41%) SAP IS-U
7 13 (0.41%) SAP Oil and Gas
8 12 (0.38%) SAP CRM
9 8 (0.25%) Cognos TM1
9 8 (0.25%) Oracle Applications
9 8 (0.25%) Radian6
10 6 (0.19%) Eloqua
10 6 (0.19%) OpenText MBPM
Cloud Services
1 192 (6.02%) Amazon AWS
2 110 (3.45%) Microsoft Azure
3 82 (2.57%) SaaS
4 47 (1.47%) PaaS
5 35 (1.10%) GitHub
6 32 (1.00%) IaaS
7 31 (0.97%) Force.com
7 31 (0.97%) Google Cloud Platform
8 30 (0.94%) Google Analytics
9 29 (0.91%) Amazon S3
10 21 (0.66%) Cloud Computing
11 9 (0.28%) Amazon EMR
11 9 (0.28%) Amazon SQS
12 8 (0.25%) Amazon EC2
12 8 (0.25%) Azure Machine Learning
12 8 (0.25%) Heroku
12 8 (0.25%) Office 365
13 7 (0.22%) Boomi
14 5 (0.16%) Azure Active Directory
14 5 (0.16%) Oracle CX
Communications & Networking
1 93 (2.92%) Internet
2 37 (1.16%) Firewall
3 30 (0.94%) Intranet
4 28 (0.88%) SAN
5 18 (0.56%) LAN
5 18 (0.56%) NAS
5 18 (0.56%) WAN
6 17 (0.53%) DNS
7 16 (0.50%) LDAP
8 13 (0.41%) HTTP
9 10 (0.31%) Kerberos
9 10 (0.31%) VoIP
9 10 (0.31%) Wireless
10 9 (0.28%) DHCP
11 8 (0.25%) BIG-IP
11 8 (0.25%) Ethernet
11 8 (0.25%) SSH
11 8 (0.25%) TCP/IP
12 6 (0.19%) Multicast
13 5 (0.16%) Extranet
Database & Business Intelligence
1 998 (31.30%) Data Warehouse
2 926 (29.04%) SQL Server
3 579 (18.16%) SQL Server Integration Services
4 482 (15.11%) SQL Server Reporting Services
5 417 (13.08%) Big Data
6 337 (10.57%) SQL Server Analysis Services
7 324 (10.16%) Relational Database
8 264 (8.28%) Hadoop
9 240 (7.53%) BusinessObjects
10 230 (7.21%) Power BI
11 226 (7.09%) QlikView
12 206 (6.46%) Oracle Database
13 187 (5.86%) MySQL
14 153 (4.80%) NoSQL
15 146 (4.58%) RDBMS
16 140 (4.39%) SQL Server 2008
17 138 (4.33%) SQL Server 2012
18 129 (4.05%) Apache Hive
19 111 (3.48%) Data Mining
20 108 (3.39%) OLAP
Development Applications
1 145 (4.55%) Talend Open Studio
2 131 (4.11%) JIRA
3 103 (3.23%) Git (software)
4 86 (2.70%) Team Foundation Server
5 77 (2.41%) Visual Studio
6 58 (1.82%) ERwin
7 41 (1.29%) Jenkins
8 40 (1.25%) Toad
9 39 (1.22%) Oracle Forms
10 26 (0.82%) JUnit
11 23 (0.72%) Subversion
12 21 (0.66%) Selenium
13 18 (0.56%) Atlassian Bamboo
14 17 (0.53%) Maven
15 16 (0.50%) Oracle APEX
16 15 (0.47%) Ant
16 15 (0.47%) Cucumber
16 15 (0.47%) Eclipse
16 15 (0.47%) SQL Server Management Studio (SSMS)
17 13 (0.41%) Visual Studio Tools for Office
General
1 1015 (31.83%) Finance
2 232 (7.28%) Banking
3 192 (6.02%) Retail
4 179 (5.61%) Marketing
5 98 (3.07%) Legal
6 79 (2.48%) Telecoms
7 62 (1.94%) Financial Institution
8 53 (1.66%) Manufacturing
9 44 (1.38%) Investment Banking
10 40 (1.25%) Advertising
10 40 (1.25%) Games
11 38 (1.19%) Law
12 37 (1.16%) Pharmaceutical
13 36 (1.13%) Publishing
14 20 (0.63%) Automotive
15 16 (0.50%) Back Office
15 16 (0.50%) Front Office
16 15 (0.47%) Multimedia
17 11 (0.34%) Local Government
17 11 (0.34%) Retail Banking
Job Titles
1 1003 (31.45%) Developer
2 772 (24.21%) Analyst
3 678 (21.26%) Architect
4 367 (11.51%) Data Architect
5 311 (9.75%) Business Analyst
6 245 (7.68%) Business Intelligence Developer
7 211 (6.62%) SQL Developer
8 199 (6.24%) Senior Developer
9 177 (5.55%) Business Intelligence Analyst
9 177 (5.55%) Data Analyst
10 146 (4.58%) Consultant
11 142 (4.45%) Solutions Architect
12 99 (3.10%) DBA
13 98 (3.07%) Business Developer
14 97 (3.04%) Java Developer
15 93 (2.92%) Data Scientist
16 91 (2.85%) Data Warehouse Developer
17 86 (2.70%) C# Developer
18 84 (2.63%) .NET Developer
19 81 (2.54%) SQL Analyst
Libraries, Frameworks & Software Standards
1 357 (11.19%) .NET
2 246 (7.71%) XML
3 241 (7.56%) HTML
4 233 (7.31%) Web Services
5 161 (5.05%) CSS
6 159 (4.99%) ASP.NET
7 148 (4.64%) REST
8 117 (3.67%) AngularJS
9 115 (3.61%) Ajax
10 110 (3.45%) SOAP
11 103 (3.23%) Spring
12 102 (3.20%) .NET Framework
13 90 (2.82%) HTML5
14 86 (2.70%) jQuery
15 80 (2.51%) ASP.NET MVC
16 74 (2.32%) JSON
17 64 (2.01%) RESTful
18 59 (1.85%) Middleware
19 50 (1.57%) MDX
20 45 (1.41%) Apache Camel
Miscellaneous
1 634 (19.88%) Analytical Skills
2 277 (8.69%) Computer Science
3 213 (6.68%) Management Information System
4 147 (4.61%) Data Structures
5 122 (3.83%) Enterprise Software
6 87 (2.73%) Algorithms
7 74 (2.32%) Fintech
8 70 (2.20%) User Experience
9 48 (1.51%) Data Centre
10 46 (1.44%) Mobile App
10 46 (1.44%) Reference Data
11 37 (1.16%) Fixed Income
12 33 (1.03%) Semantic Web
13 32 (1.00%) Taxonomies
14 31 (0.97%) Credit Risk
15 30 (0.94%) Virtual Team
16 29 (0.91%) NHS
16 29 (0.91%) N-Tier
16 29 (0.91%) Replication
17 28 (0.88%) Life Science
Operating Systems
1 196 (6.15%) Linux
2 164 (5.14%) Unix
3 149 (4.67%) Windows
4 35 (1.10%) Android
5 29 (0.91%) Windows Server
6 26 (0.82%) Apple iOS
7 17 (0.53%) Solaris
8 15 (0.47%) Mac OS X
9 11 (0.34%) Oracle Linux
10 9 (0.28%) Red Hat Enterprise Linux
11 4 (0.13%) CentOS
11 4 (0.13%) Windows Server 2008
12 3 (0.094%) Windows Server 2012
12 3 (0.094%) Windows XP
13 2 (0.063%) Windows 10
13 2 (0.063%) Windows 8
Processes & Methodologies
1 1240 (38.88%) Business Intelligence
2 913 (28.63%) ETL
3 885 (27.75%) Agile Software Development
4 620 (19.44%) Analytics
5 416 (13.04%) Data Architecture
6 342 (10.72%) Data Management
7 330 (10.35%) Logical Data Model
8 325 (10.19%) Data Analysis
9 288 (9.03%) Business Analysis
10 276 (8.65%) Migration
11 270 (8.47%) OO
12 265 (8.31%) Data Integration
12 265 (8.31%) Scrum
13 238 (7.46%) Stakeholder Management
14 236 (7.40%) Visualisation
15 226 (7.09%) Software Engineering
16 225 (7.06%) UML
17 214 (6.71%) Use Case
18 211 (6.62%) SDLC
19 203 (6.37%) SOA
Programming Languages
1 1633 (51.21%) SQL
2 515 (16.15%) Java
3 419 (13.14%) T-SQL
4 341 (10.69%) JavaScript
5 300 (9.41%) C#
6 246 (7.71%) Python
7 208 (6.52%) PL/SQL
8 134 (4.20%) R
9 85 (2.67%) VBA
10 76 (2.38%) Scala
11 72 (2.26%) C
12 71 (2.23%) C++
13 65 (2.04%) Perl
14 53 (1.66%) PHP
15 46 (1.44%) Shell Script
16 45 (1.41%) VB.NET
17 36 (1.13%) MATLAB
18 34 (1.07%) Ruby
19 32 (1.00%) PowerShell
20 31 (0.97%) ABAP
Qualifications
1 476 (14.93%) Degree
2 69 (2.16%) PhD
3 66 (2.07%) Security Cleared
4 55 (1.72%) ISEB
5 38 (1.19%) Microsoft Certification
6 26 (0.82%) SC Cleared
7 19 (0.60%) ITIL Certification
8 17 (0.53%) DV Cleared
8 17 (0.53%) MCSA
9 16 (0.50%) CBAP
10 15 (0.47%) IIBA
11 12 (0.38%) PMI Certification
12 11 (0.34%) ITIL Foundation Certificate
13 9 (0.28%) ISTQB
14 8 (0.25%) MCITP
15 7 (0.22%) CEH
15 7 (0.22%) CISA
15 7 (0.22%) CISM
15 7 (0.22%) CISSP
16 6 (0.19%) Postgraduate
Quality Assurance & Compliance
1 297 (9.31%) Data Quality
2 110 (3.45%) QA
3 27 (0.85%) PCI DSS
4 23 (0.72%) SLA
5 20 (0.63%) PMO
6 14 (0.44%) GDPR
7 13 (0.41%) IFRS
7 13 (0.41%) IFRS 9
8 12 (0.38%) MiFID
9 9 (0.28%) Solvency II
10 8 (0.25%) ISO/IEC 27001
11 6 (0.19%) ISO20022
12 4 (0.13%) HL7
12 4 (0.13%) IAS 39
13 3 (0.094%) SNOMED CT
14 2 (0.063%) CRD IV
14 2 (0.063%) Dodd-Frank
14 2 (0.063%) ISO/IEC 20000
15 1 (0.031%) EMIR
15 1 (0.031%) P3O
System Software
1 37 (1.16%) VMware Infrastructure
2 36 (1.13%) Active Directory
3 33 (1.03%) Docker
4 25 (0.78%) HDFS
5 14 (0.44%) Virtual Machines
6 11 (0.34%) Oracle RAC
6 11 (0.34%) VMware ESX
7 8 (0.25%) Apache Flume
8 6 (0.19%) VMware ESXi
9 4 (0.13%) Firmware
9 4 (0.13%) Virtual Desktop
10 1 (0.031%) Apache ZooKeeper
10 1 (0.031%) Samba
10 1 (0.031%) Time Sharing Option
Systems Management
1 29 (0.91%) Ansible
2 23 (0.72%) Oozie
3 22 (0.69%) Control-M
4 15 (0.47%) SCCM
5 14 (0.44%) HP Quality Center
6 10 (0.31%) Puppet
7 8 (0.25%) BladeLogic
7 8 (0.25%) Hadoop YARN
7 8 (0.25%) Oracle Enterprise Manager
7 8 (0.25%) SCOM
8 7 (0.22%) Kubernetes
9 5 (0.16%) Data Guard
9 5 (0.16%) MIMEsweeper
10 4 (0.13%) Failover Clustering
10 4 (0.13%) HP SiteScope
10 4 (0.13%) Norton AntiVirus
10 4 (0.13%) Oracle Identity Management
10 4 (0.13%) Perfmon
10 4 (0.13%) Tivoli
11 3 (0.094%) Enterprise Manager Cloud Control
Vendors
1 676 (21.20%) Oracle
2 623 (19.54%) Microsoft
3 253 (7.93%) Tableau
4 226 (7.09%) SAP
5 163 (5.11%) Informatica
6 145 (4.55%) Talend
7 107 (3.36%) Cognos
8 88 (2.76%) Salesforce.com
9 84 (2.63%) IBM
10 74 (2.32%) Teradata
11 62 (1.94%) Google
12 49 (1.54%) MicroStrategy
13 47 (1.47%) VMware
14 32 (1.00%) Cisco
15 29 (0.91%) Cognizant
16 28 (0.88%) Hyperion
16 28 (0.88%) Netezza
17 27 (0.85%) Sybase
18 26 (0.82%) Jaspersoft
19 25 (0.78%) Vermilion
Wokingham, Berkshire
Spectrum IT Recruitment (South) Ltd
Salary: £20000 - £30000 per annum
Posted: 8 hours ago
Manchester, Lancashire
DeSantis Arin Recruitment
Salary: Up to £40,000 per annum
Posted: 9 hours ago
Leeds, West Yorkshire
Rullion
Salary: £60000 - £70000 per annum + comprehensive benefits
Posted: 6 hours ago
Stockport, Cheshire
Robert Walters
Salary: £60000 - £70000 per annum
Posted: 9 hours ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: 2 hours ago
North West London
Hudson IT
Salary: £70000 - £75000 per annum + Bonus + Benefits
Posted: 9 hours ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 7 hours ago
London
Burns Sheehan
Salary: £60000.00 - £70000 per annum + additional benefits
Posted: 2 hours ago
Spalding, Lincolnshire
X4 Group
Salary: Market related
Posted: Yesterday
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: Yesterday
City, London
AlixPartners
Salary: Negotiable
Posted: 1 hour ago
London
ReThink Recruitment
Salary: £20000.00 - £50000.00 per annum
Posted: 4 hours ago
Pickering, North Yorkshire
The Bridge Ltd
Salary: From £30,000 to £50,000 per annum
Posted: Yesterday
Stockport, Cheshire
Adria Solutions Ltd
Salary: £50000 - £65000 per annum + Benefits
Posted: Yesterday
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: 2 days ago
Birmingham, West Midlands (County)
Erin Associates
Salary: £40000 per annum + Bonus & excellent benefits
Posted: Yesterday
London
Ampersand Consulting
Salary: £45000 - £50000 per annum
Posted: Yesterday
London
McGregor Boyall
Salary: £350 - £390 per day
Posted: 2 hours ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: Yesterday
Berkshire
Austin Fraser
Salary: £55000 - £60000 per annum + Bonus + Benefits
Posted: Yesterday
Berkshire
Computer People
Salary: £45000.00 - £55000.00 per annum
Posted: 4 hours ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: Yesterday
City, London
Understanding Recruitment
Salary: £55000.00 - £60000.00 per annum + Gym, Pension, Remote/Flexi Work
Posted: 2 days ago
Pontefract, West Yorkshire
Verticality Ltd
Salary: Salary to £43k DOE + Benefits
Posted: 2 days ago
City, London
The Datawarehousing Company
Salary: £65,000 per annum + pension, medical, dental, critical illness, childc
Posted: 2 days ago
London
HFG
Salary: £45000 - £50000 per annum, Benefits Bonus & Benefits
Posted: Yesterday
Derby, Derbyshire
Rullion
Posted: Yesterday
Halesowen, West Midlands (County)
In touch games
Salary: £25000 - £35000 per annum + benefits (inc flexi hrs)
Posted: Yesterday
Chester, Cheshire
Elevate Recruitment
Salary: Competitive salary plus benefits
Posted: 2 days ago
South West London
CONTEXT
Salary: From £35,000 to £42,500 per annum + Benefits & Pension
Posted: 2 days ago