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 29 May 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
3 months to
29 May 2017
Same period 2016 Same period 2015
Rank 183 184 168
Rank change year-on-year +1 -16  
Permanent jobs citing Data Modelling 1583 1796 2168
As % of all permanent IT jobs advertised in the UK 1.86% 1.83% 1.98%
As % of the Processes & Methodologies category 2.07% 2.05% 2.25%
Number of salaries quoted 1238 1412 1673
Median salary £55,000 £55,000 £53,500
Median salary % change year-on-year - +2.80%  
90% offered a salary of more than £37,800 £39,350 £36,500
10% offered a salary of more than £80,000 £75,600 £80,000
UK excluding London median salary £50,000 £47,500 £45,500
% change year-on-year +5.26% +4.39%  

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 76365 87502 96258
As % of all permanent IT job vacancies advertised in the UK 89.69% 89.09% 87.73%
Number of salaries quoted 62351 72887 78194
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 £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 29 May 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 29 May 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 0 1514 £55,000 - 188
London +7 780 £65,000 +4.00% 93
South East -6 222 £55,000 +15.78% 33
Yorkshire +46 139 £47,500 - 20
City of London +27 123 £67,500 +17.39% 23
North West -2 105 £45,000 - 17
West Yorkshire +45 103 £45,000 -10.00% 18
Berkshire +65 87 £50,000 -14.31% 5
West Midlands +2 79 £42,500 -5.55% 9
Leeds +23 77 £45,000 -10.00% 13
East of England -45 75 £51,166 +2.33% 5
Manchester -19 64 £50,000 -4.76% 11
South West +16 62 £42,500 +3.65% 3
Surrey +4 33 £61,250 +28.94% 7
Oxfordshire -21 33 £65,000 +20.37% 7
Wiltshire +23 30 £42,500 -39.28% 1
Birmingham +15 29 £51,250 +13.88% 2
East Midlands -14 29 £45,000 -14.28% 4
Scotland -41 29 £50,000 - 8
Warwickshire +32 27 £41,250 -17.50% 3
Swindon +18 26 £42,500 -39.28% 1
South Yorkshire +6 23 £60,000 +23.07% 1
Hampshire +10 22 £45,000 +2.27% 5
Sheffield +16 21 £60,000 +23.07% 1
Hertfordshire -13 21 £72,500 +38.09% 2
Oxford -12 20 £65,000 +20.37% 5
Northamptonshire +2 19 £39,000 -48.00% 2
Glasgow +9 18 £50,000 - 6
Slough +16 17 £50,000 +17.64% 1
Cheshire -16 17 £45,000 +55.17% 5

For the 6 months to 29 May 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 1668 (52.42%) SQL
2 1188 (37.34%) Business Intelligence
3 1020 (32.06%) Finance
4 955 (30.01%) Data Warehouse
5 948 (29.79%) SQL Server
6 906 (28.47%) ETL
7 898 (28.22%) Agile Software Development
8 736 (23.13%) Analytics
9 649 (20.40%) Analytical Skills
10 637 (20.02%) Oracle
11 636 (19.99%) Microsoft
12 578 (18.16%) SQL Server Integration Services
13 535 (16.81%) Java
14 511 (16.06%) SQL Server Reporting Services
15 502 (15.78%) Degree
16 437 (13.73%) Big Data
17 401 (12.60%) JavaScript
18 400 (12.57%) Data Architecture
19 397 (12.48%) T-SQL
20 386 (12.13%) .NET
21 364 (11.44%) Data Management
22 363 (11.41%) SQL Server Analysis Services
23 358 (11.25%) Data Analysis
24 329 (10.34%) Relational Database
25 325 (10.21%) C#
26 312 (9.81%) Computer Science
27 310 (9.74%) Visualisation
28 305 (9.59%) Data Quality
29 303 (9.52%) XML
30 301 (9.46%) Scrum

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
1 157 (4.93%) SAS
2 111 (3.49%) Apache Spark
3 79 (2.48%) JBoss
4 77 (2.42%) SharePoint
5 62 (1.95%) Oracle SOA Suite
6 45 (1.41%) Confluence
7 41 (1.29%) Apache
8 33 (1.04%) Tomcat
9 29 (0.91%) WebLogic
10 28 (0.88%) Apache Pig
11 27 (0.85%) CMS
12 22 (0.69%) WebSphere
13 16 (0.50%) Elasticsearch
13 16 (0.50%) OpenStack
14 15 (0.47%) Oracle Workflow
15 12 (0.38%) MS Exchange
16 11 (0.35%) IIS
17 8 (0.25%) Cloud Foundry
17 8 (0.25%) Sitefinity
18 5 (0.16%) Luigi
Applications
1 231 (7.26%) Microsoft Excel
2 77 (2.42%) MS Visio
3 64 (2.01%) SPSS
4 50 (1.57%) Microsoft Office
5 40 (1.26%) Spreadsheet
6 22 (0.69%) Microsoft PowerPoint
7 5 (0.16%) Microsoft Project
8 4 (0.13%) Photoshop
9 2 (0.063%) Moqups
9 2 (0.063%) Weka
10 1 (0.031%) AutoCAD
10 1 (0.031%) Revit
10 1 (0.031%) SPSS Modeler
Business Applications
1 35 (1.10%) Dynamics CRM
2 29 (0.91%) Oracle EBS R12
3 20 (0.63%) Oracle ERP
4 17 (0.53%) Oracle 11i
4 17 (0.53%) Oracle EBS
5 13 (0.41%) Dynamics AX
5 13 (0.41%) Oracle BPM
6 12 (0.38%) SAP ERP
7 11 (0.35%) Cognos TM1
8 10 (0.31%) Eloqua
8 10 (0.31%) SAP Hybris
9 9 (0.28%) SAP ECC
9 9 (0.28%) SAP HR
9 9 (0.28%) SAP MDM
9 9 (0.28%) SAP Oil and Gas
10 8 (0.25%) SAP CO
10 8 (0.25%) SAP FI
10 8 (0.25%) SAP MM
10 8 (0.25%) SAP PS
10 8 (0.25%) SAP SD
Cloud Services
1 232 (7.29%) Amazon AWS
2 105 (3.30%) Microsoft Azure
3 104 (3.27%) SaaS
4 48 (1.51%) PaaS
5 32 (1.01%) Google Cloud Platform
5 32 (1.01%) IaaS
6 30 (0.94%) GitHub
7 29 (0.91%) Google Analytics
8 28 (0.88%) Cloud Computing
8 28 (0.88%) Force.com
9 15 (0.47%) Amazon S3
10 10 (0.31%) Azure Machine Learning
11 9 (0.28%) Amazon SQS
12 7 (0.22%) Office 365
12 7 (0.22%) Salesforce Service Cloud
13 6 (0.19%) Salesforce Sales Cloud
14 5 (0.16%) Amazon EC2
14 5 (0.16%) Oracle CX
15 4 (0.13%) Azure Active Directory
15 4 (0.13%) IBM Blueworks
Communications & Networking
1 77 (2.42%) Internet
2 29 (0.91%) Intranet
3 24 (0.75%) SAN
4 23 (0.72%) Firewall
5 18 (0.57%) LAN
5 18 (0.57%) WAN
6 12 (0.38%) NAS
7 11 (0.35%) HTTP
8 10 (0.31%) VoIP
9 9 (0.28%) LDAP
9 9 (0.28%) Wireless
10 8 (0.25%) BIG-IP
10 8 (0.25%) Ethernet
11 7 (0.22%) TCP/IP
12 6 (0.19%) Multicast
13 5 (0.16%) Skype
14 4 (0.13%) Cisco Nexus
14 4 (0.13%) DNS
14 4 (0.13%) MPLS
14 4 (0.13%) Network Security
Database & Business Intelligence
1 955 (30.01%) Data Warehouse
2 948 (29.79%) SQL Server
3 578 (18.16%) SQL Server Integration Services
4 511 (16.06%) SQL Server Reporting Services
5 437 (13.73%) Big Data
6 363 (11.41%) SQL Server Analysis Services
7 329 (10.34%) Relational Database
8 261 (8.20%) BusinessObjects
9 259 (8.14%) Hadoop
10 250 (7.86%) Power BI
11 224 (7.04%) QlikView
12 191 (6.00%) MySQL
13 179 (5.63%) Oracle Database
14 154 (4.84%) RDBMS
15 153 (4.81%) NoSQL
16 150 (4.71%) Data Mining
17 125 (3.93%) SQL Server 2008
18 120 (3.77%) SQL Server 2012
19 119 (3.74%) OLAP
20 111 (3.49%) Apache Hive
Development Applications
1 139 (4.37%) JIRA
2 136 (4.27%) Talend Open Studio
3 126 (3.96%) Git (software)
4 68 (2.14%) Team Foundation Server
5 48 (1.51%) Visual Studio
6 46 (1.45%) ERwin
7 43 (1.35%) Oracle Forms
8 39 (1.23%) Jenkins
9 36 (1.13%) JUnit
10 29 (0.91%) Subversion
11 27 (0.85%) Toad
12 26 (0.82%) SQL Server Management Studio (SSMS)
13 24 (0.75%) PowerDesigner
14 23 (0.72%) Maven
15 22 (0.69%) Selenium
16 19 (0.60%) Cucumber
17 18 (0.57%) NuGet
18 15 (0.47%) Mockito
18 15 (0.47%) PVCS
18 15 (0.47%) Visual Studio Tools for Office
General
1 1020 (32.06%) Finance
2 228 (7.17%) Banking
3 189 (5.94%) Retail
4 183 (5.75%) Marketing
5 97 (3.05%) Legal
6 88 (2.77%) Telecoms
7 72 (2.26%) Financial Institution
8 55 (1.73%) Investment Banking
9 54 (1.70%) Games
10 47 (1.48%) Advertising
10 47 (1.48%) Manufacturing
11 39 (1.23%) Pharmaceutical
12 33 (1.04%) Publishing
13 28 (0.88%) Law
14 25 (0.79%) Retail Banking
15 21 (0.66%) Back Office
16 15 (0.47%) Front Office
17 14 (0.44%) Automotive
18 13 (0.41%) Billing
18 13 (0.41%) Electronics
Job Titles
1 1076 (33.82%) Developer
2 708 (22.25%) Analyst
3 630 (19.80%) Architect
4 378 (11.88%) Data Architect
5 297 (9.33%) Business Analyst
6 284 (8.93%) Business Intelligence Developer
7 230 (7.23%) Senior Developer
8 223 (7.01%) SQL Developer
9 165 (5.19%) Business Intelligence Analyst
10 160 (5.03%) Data Analyst
11 131 (4.12%) Consultant
12 123 (3.87%) Data Warehouse Developer
13 118 (3.71%) Java Developer
14 116 (3.65%) Data Scientist
15 102 (3.21%) C# Developer
16 101 (3.17%) Oracle Developer
17 100 (3.14%) .NET Developer
18 97 (3.05%) DBA
19 95 (2.99%) Solutions Architect
20 94 (2.95%) Enterprise Architect
Libraries, Frameworks & Software Standards
1 386 (12.13%) .NET
2 303 (9.52%) XML
3 258 (8.11%) HTML
4 245 (7.70%) Web Services
5 193 (6.07%) CSS
6 164 (5.15%) ASP.NET
7 163 (5.12%) REST
8 140 (4.40%) AngularJS
9 130 (4.09%) SOAP
10 119 (3.74%) Spring
11 118 (3.71%) RESTful
12 112 (3.52%) .NET Framework
13 109 (3.43%) Ajax
14 98 (3.08%) ASP.NET MVC
15 95 (2.99%) JSON
16 86 (2.70%) jQuery
17 77 (2.42%) HTML5
18 52 (1.63%) Middleware
19 51 (1.60%) MDX
20 50 (1.57%) ASP.NET Web API
Miscellaneous
1 649 (20.40%) Analytical Skills
2 312 (9.81%) Computer Science
3 223 (7.01%) Management Information System
4 185 (5.81%) Data Structures
5 114 (3.58%) User Experience
6 102 (3.21%) Algorithms
6 102 (3.21%) Greenfield Project
7 98 (3.08%) Enterprise Software
8 71 (2.23%) Fintech
9 50 (1.57%) Data Centre
10 39 (1.23%) Reference Data
11 35 (1.10%) Mobile App
12 31 (0.97%) Foreign Exchange (FX)
13 30 (0.94%) Life Science
13 30 (0.94%) Replication
14 28 (0.88%) Fixed Income
14 28 (0.88%) N-Tier
15 25 (0.79%) Equities
15 25 (0.79%) Virtual Team
16 24 (0.75%) iPad
Operating Systems
1 240 (7.54%) Linux
2 161 (5.06%) Windows
3 156 (4.90%) Unix
4 42 (1.32%) Windows Server
5 32 (1.01%) Android
6 24 (0.75%) Apple iOS
7 22 (0.69%) Solaris
8 15 (0.47%) Mac OS X
9 12 (0.38%) Oracle Linux
10 11 (0.35%) Red Hat Enterprise Linux
11 6 (0.19%) Windows Server 2003
12 5 (0.16%) AIX
13 4 (0.13%) CentOS
13 4 (0.13%) Debian
14 2 (0.063%) Windows 10
14 2 (0.063%) Windows 8
14 2 (0.063%) Windows Server 2008
15 1 (0.031%) Windows Server 2012
Processes & Methodologies
1 1188 (37.34%) Business Intelligence
2 906 (28.47%) ETL
3 898 (28.22%) Agile Software Development
4 736 (23.13%) Analytics
5 400 (12.57%) Data Architecture
6 364 (11.44%) Data Management
7 358 (11.25%) Data Analysis
8 310 (9.74%) Visualisation
9 301 (9.46%) Scrum
10 297 (9.33%) Data Integration
11 287 (9.02%) Logical Data Model
12 261 (8.20%) Business Analysis
12 261 (8.20%) Migration
13 254 (7.98%) Stakeholder Management
14 248 (7.79%) OO
15 219 (6.88%) Mentoring
16 217 (6.82%) Data Analytics
17 212 (6.66%) Software Engineering
18 203 (6.38%) Data Visualisation
19 202 (6.35%) SDLC
Programming Languages
1 1668 (52.42%) SQL
2 535 (16.81%) Java
3 401 (12.60%) JavaScript
4 397 (12.48%) T-SQL
5 325 (10.21%) C#
6 291 (9.15%) Python
7 193 (6.07%) PL/SQL
8 164 (5.15%) R
9 84 (2.64%) Scala
10 79 (2.48%) Perl
10 79 (2.48%) VBA
11 72 (2.26%) PHP
12 65 (2.04%) C++
13 57 (1.79%) C
14 56 (1.76%) Shell Script
15 48 (1.51%) MATLAB
16 41 (1.29%) Ruby
16 41 (1.29%) VB
17 36 (1.13%) VB.NET
18 34 (1.07%) PowerShell
Qualifications
1 502 (15.78%) Degree
2 128 (4.02%) Computer Science Degree
3 78 (2.45%) PhD
3 78 (2.45%) Security Cleared
4 39 (1.23%) Microsoft Certification
5 38 (1.19%) Master's Degree
6 34 (1.07%) ISEB
6 34 (1.07%) SC Cleared
7 30 (0.94%) Numerate Degree
8 22 (0.69%) CBAP
9 15 (0.47%) ITIL Certification
9 15 (0.47%) MCSA
10 11 (0.35%) IIBA
10 11 (0.35%) ITIL Foundation Certificate
10 11 (0.35%) MCITP
11 9 (0.28%) DV Cleared
12 8 (0.25%) CITP
12 8 (0.25%) MCTS
13 7 (0.22%) MCSE
14 6 (0.19%) Oracle Certification
Quality Assurance & Compliance
1 305 (9.59%) Data Quality
2 120 (3.77%) QA
3 43 (1.35%) GDPR
4 22 (0.69%) SLA
5 21 (0.66%) PCI DSS
6 20 (0.63%) MiFID
7 12 (0.38%) Solvency II
8 9 (0.28%) ISO 20022
9 6 (0.19%) ISO/IEC 27001
9 6 (0.19%) PMO
10 4 (0.13%) Dodd-Frank
10 4 (0.13%) SNOMED CT
11 3 (0.094%) EMIR
11 3 (0.094%) FATCA
11 3 (0.094%) GxP
12 2 (0.063%) COBIT
12 2 (0.063%) CRD IV
12 2 (0.063%) ISO 9001
12 2 (0.063%) ISO/IEC 20000
13 1 (0.031%) ISO/IEC 19770
System Software
1 32 (1.01%) Active Directory
1 32 (1.01%) VMware Infrastructure
2 29 (0.91%) Docker
3 15 (0.47%) HDFS
3 15 (0.47%) Oracle RAC
4 12 (0.38%) Virtual Machines
5 5 (0.16%) Apache Flume
6 4 (0.13%) Virtual Desktop
6 4 (0.13%) VMware ESXi
7 2 (0.063%) Apache ZooKeeper
8 1 (0.031%) Firmware
8 1 (0.031%) Oracle Clusterware
8 1 (0.031%) Samba
Systems Management
1 32 (1.01%) Ansible
2 24 (0.75%) Control-M
3 19 (0.60%) Tivoli
4 16 (0.50%) SCCM
5 15 (0.47%) Oozie
6 9 (0.28%) Oracle Enterprise Manager
7 8 (0.25%) BladeLogic
8 7 (0.22%) Kubernetes
9 6 (0.19%) Data Guard
10 4 (0.13%) Enterprise Manager Cloud Control
10 4 (0.13%) HP Quality Center
10 4 (0.13%) MIMEsweeper
10 4 (0.13%) Norton AntiVirus
10 4 (0.13%) Oracle Identity Management
10 4 (0.13%) Puppet
10 4 (0.13%) SCOM
10 4 (0.13%) Tivoli Storage Manager
11 3 (0.094%) Failover Clustering
11 3 (0.094%) Opscode Chef
11 3 (0.094%) Terraform
Vendors
1 637 (20.02%) Oracle
2 636 (19.99%) Microsoft
3 267 (8.39%) Tableau
4 206 (6.47%) SAP
5 148 (4.65%) Informatica
6 136 (4.27%) Talend
7 88 (2.77%) Cognos
8 82 (2.58%) Salesforce.com
9 80 (2.51%) Google
10 75 (2.36%) IBM
10 75 (2.36%) Teradata
11 59 (1.85%) MicroStrategy
12 49 (1.54%) Jaspersoft
13 43 (1.35%) Sybase
14 36 (1.13%) Cognizant
15 35 (1.10%) VMware
16 33 (1.04%) Cisco
17 31 (0.97%) Cloudera
18 24 (0.75%) Birst
19 23 (0.72%) Hyperion
Greater Manchester
Harvey Nash plc
Salary: £35000 - £45000 per annum
Posted: 2 hours ago
City, London
Asset Resourcing Ltd
Salary: £40000 - £65000 per annum + + benefits
Posted: 6 hours ago
South East London
Evolution Recruitment Solutions
Salary: 60,000-75,000
Posted: 7 hours ago
South East London
Evolution Recruitment Solutions
Salary: 55,000-65,000
Posted: 6 hours ago
Dartford, Kent
Cadence Resourcing
Salary: £40000 - £55000 per annum
Posted: 3 days ago
City, London
KPRS
Salary: From £45,000 to £50,000 per annum £45k - £50k + benefits
Posted: 2 days ago
Leeds, West Yorkshire
Amsource Technology Ltd
Salary: From £32,000 to £35,000 per annum
Posted: 4 days ago
Reigate, Surrey
ARC IT Recruitment Ltd
Salary: £48K plus bonus plus benefits
Posted: 3 days ago
City, London
ARC IT Recruitment Ltd
Salary: £62k plus bonus plus benefits
Posted: 3 days ago
City, London
I3
Salary: £75000 - £85000 per annum + benefits + bonus
Posted: 4 days ago
City, London
Comtecs
Salary: £65000 - £70000 Per Annum + Bonus + Excellent Benefits
Posted: 3 days ago
Milton Keynes, Buckinghamshire
Source Technology
Salary: From £30,000 to £40,000 per annum + bonus package
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £45k - £90k base + competitive benefits
Posted: 5 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £45,000 to £55,000 per annum plus excellent additional benefits
Posted: 3 days ago
Newcastle Upon Tyne, Tyne and Wear
Computer Futures
Salary: £55000 - £66000 per annum + P.Healthcare, Pension, Childcare Vouchers
Posted: 5 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £45,000 per annum + Benefits
Posted: 6 days ago
Chester, Cheshire
Searchability
Salary: £40000 - £45000 per annum + Benefits
Posted: 5 days ago
Surrey
Pioneer Search
Salary: £38000 - £48000 per annum
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 plus exceptional benefits package
Posted: 5 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 3 days ago
Wellingborough, Northamptonshire
Latcom Ltd
Salary: From £36,000 to £40,000 per annum + Excellent Pension + Benefits
Posted: 5 days ago
Huddersfield, West Yorkshire
Searchability
Salary: £30000 - £34000 per annum + Benefits
Posted: 5 days ago
London
Oliver Bernard
Salary: £50000 - £65000 per annum + Excellent benefits and bonus package
Posted: 3 days ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £45000 per annum + bonus + benefits
Posted: 6 days ago
City, London
Client Server
Salary: £50k to £65k + bonus + benefits
Posted: 4 days ago
Chester, Cheshire
Searchability
Salary: £25000 - £35000 per annum + Benefits
Posted: 5 days ago
East London
Cognizant
Salary: Unspecified Competitive + Benefits
Posted: 2 days ago
London
People Source Consulting
Salary: £48000 - £55000 per annum + bonus + benefits
Posted: 4 days ago
Glasgow, Lanarkshire
Net Talent
Posted: 5 days ago
Glasgow, Lanarkshire
Empiric
Salary: From £65,000 to £75,000 per annum + Benefits package + Bonus
Posted: 3 days ago