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 23 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 182 197 173
Rank change year-on-year +15 -24  
Permanent jobs citing Data Modelling 1669 1659 2137
As % of all permanent IT jobs advertised in the UK 1.87% 1.69% 1.93%
As % of the Processes & Methodologies category 2.09% 1.90% 2.19%
Number of salaries quoted 1261 1303 1646
Median salary £55,000 £54,660 £54,000
Median salary % change year-on-year +0.62% +1.22%  
90% offered a salary of more than £37,500 £40,000 £35,500
10% offered a salary of more than £78,650 £77,000 £80,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +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 79960 87478 97573
As % of all permanent IT job vacancies advertised in the UK 89.72% 88.95% 88.00%
Number of salaries quoted 64514 73057 79746
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 23 June 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 23 June 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 +15 1582 £55,000 - 227
London +21 823 £62,500 - 102
South East +8 242 £50,000 +5.26% 37
Yorkshire +48 147 £50,000 +11.11% 21
City of London +21 135 £67,500 +12.50% 18
West Yorkshire +41 111 £47,500 - 16
North West 0 109 £43,500 -3.33% 22
Berkshire +63 89 £50,000 -14.31% 7
Leeds +17 86 £47,500 -5.00% 12
East of England -42 71 £55,000 +10.00% 8
South West +24 69 £42,500 +3.65% 12
Manchester +5 69 £43,500 -17.14% 13
West Midlands +7 68 £42,500 -5.55% 17
Scotland -18 45 £48,500 - 10
Surrey -15 38 £55,000 +15.78% 10
East Midlands +6 36 £38,000 -27.61% 4
Glasgow +12 31 £48,500 +7.77% 1
Oxfordshire -14 27 £53,750 -2.27% 5
Wiltshire +19 23 £42,500 -39.28% 3
South Yorkshire +4 23 £60,000 +23.07% 2
Buckinghamshire +1 23 £62,000 +30.52% 6
Hampshire -6 23 £46,500 +6.28% 3
Warwickshire +15 22 £42,500 -19.04% 4
Swindon +19 21 £42,500 -39.28% 1
Hertfordshire -27 21 £70,000 +33.33%
Sheffield +15 20 £60,000 +23.07% 1
Northamptonshire +8 20 £36,750 -54.06% 1
Kent +9 18 £45,000 -18.18% 3
Bedfordshire +14 17 £55,000 +10.00% 2
Milton Keynes -9 17 £74,000 +55.78% 5

For the 6 months to 23 June 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 1744 (52.55%) SQL
2 1198 (36.10%) Business Intelligence
3 1088 (32.78%) Finance
4 981 (29.56%) Data Warehouse
5 973 (29.32%) SQL Server
6 934 (28.14%) Agile Software Development
7 909 (27.39%) ETL
8 796 (23.98%) Analytics
9 705 (21.24%) Analytical Skills
10 693 (20.88%) Microsoft
11 651 (19.61%) Oracle
12 586 (17.66%) SQL Server Integration Services
13 570 (17.17%) Java
14 533 (16.06%) Degree
15 513 (15.46%) SQL Server Reporting Services
16 437 (13.17%) Big Data
17 426 (12.84%) .NET
18 424 (12.77%) JavaScript
19 398 (11.99%) Data Analysis
20 397 (11.96%) Data Architecture
21 393 (11.84%) Data Management
22 391 (11.78%) T-SQL
23 368 (11.09%) C#
24 361 (10.88%) SQL Server Analysis Services
24 361 (10.88%) Relational Database
25 342 (10.30%) Visualisation
26 338 (10.18%) Python
27 327 (9.85%) Tableau
28 326 (9.82%) Data Quality
29 324 (9.76%) 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
1 170 (5.12%) SAS
2 111 (3.34%) Apache Spark
3 91 (2.74%) JBoss
4 80 (2.41%) SharePoint
5 58 (1.75%) Oracle SOA Suite
6 52 (1.57%) Tomcat
7 44 (1.33%) Apache
8 38 (1.14%) Confluence
9 36 (1.08%) WebLogic
10 27 (0.81%) CMS
11 26 (0.78%) WebSphere
12 20 (0.60%) Elasticsearch
13 19 (0.57%) Apache Pig
14 17 (0.51%) Oracle Workflow
15 15 (0.45%) MS Exchange
16 10 (0.30%) BizTalk Server
16 10 (0.30%) OpenStack
17 8 (0.24%) Sitefinity
18 7 (0.21%) IIS
19 5 (0.15%) Moodle
Applications
1 233 (7.02%) Microsoft Excel
2 93 (2.80%) MS Visio
3 72 (2.17%) SPSS
4 53 (1.60%) Microsoft Office
5 45 (1.36%) Spreadsheet
6 38 (1.14%) Microsoft PowerPoint
7 6 (0.18%) Microsoft Project
8 2 (0.060%) Moqups
8 2 (0.060%) SPSS Modeler
9 1 (0.030%) AutoCAD
9 1 (0.030%) Revit
Business Applications
1 33 (0.99%) Dynamics CRM
2 29 (0.87%) Oracle EBS R12
3 21 (0.63%) Dynamics AX
4 20 (0.60%) Oracle EBS
5 19 (0.57%) Oracle ERP
6 16 (0.48%) SAP Oil and Gas
7 15 (0.45%) Oracle 11i
8 13 (0.39%) Oracle BPM
9 11 (0.33%) Cognos TM1
10 10 (0.30%) SAP ERP
11 9 (0.27%) Eloqua
11 9 (0.27%) SAP CO
11 9 (0.27%) SAP FI
11 9 (0.27%) SAP FI/CO
12 8 (0.24%) Oracle Applications
12 8 (0.24%) Oracle Procure-to-Pay
12 8 (0.24%) SAP Hybris
12 8 (0.24%) SAP MM
12 8 (0.24%) SAP PS
12 8 (0.24%) SAP SD
Cloud Services
1 246 (7.41%) Amazon AWS
2 130 (3.92%) Microsoft Azure
3 113 (3.40%) SaaS
4 46 (1.39%) PaaS
5 31 (0.93%) IaaS
6 28 (0.84%) Google Analytics
6 28 (0.84%) Google Cloud Platform
7 27 (0.81%) Cloud Computing
8 25 (0.75%) Force.com
9 23 (0.69%) GitHub
10 18 (0.54%) Azure Machine Learning
11 15 (0.45%) Amazon S3
12 9 (0.27%) Amazon SQS
13 7 (0.21%) Cortana Intelligence Suite
13 7 (0.21%) IBM Blueworks
14 6 (0.18%) Adobe Analytics
14 6 (0.18%) Salesforce Service Cloud
15 5 (0.15%) Amazon EC2
15 5 (0.15%) Amazon EMR
16 4 (0.12%) Office 365
Communications & Networking
1 69 (2.08%) Internet
2 39 (1.18%) Intranet
3 29 (0.87%) Firewall
4 28 (0.84%) SAN
5 21 (0.63%) LAN
5 21 (0.63%) WAN
6 15 (0.45%) NAS
7 11 (0.33%) Ethernet
7 11 (0.33%) HTTP
8 10 (0.30%) VoIP
9 9 (0.27%) Wireless
10 8 (0.24%) BIG-IP
11 7 (0.21%) Skype
11 7 (0.21%) TCP/IP
12 6 (0.18%) LDAP
12 6 (0.18%) Multicast
13 4 (0.12%) DHCP
13 4 (0.12%) DNS
13 4 (0.12%) MPLS
13 4 (0.12%) SSH
Database & Business Intelligence
1 981 (29.56%) Data Warehouse
2 973 (29.32%) SQL Server
3 586 (17.66%) SQL Server Integration Services
4 513 (15.46%) SQL Server Reporting Services
5 437 (13.17%) Big Data
6 361 (10.88%) Relational Database
6 361 (10.88%) SQL Server Analysis Services
7 280 (8.44%) Power BI
8 275 (8.29%) BusinessObjects
9 259 (7.80%) Hadoop
10 228 (6.87%) QlikView
11 183 (5.51%) MySQL
12 179 (5.39%) Oracle Database
13 174 (5.24%) Data Mining
14 167 (5.03%) RDBMS
15 155 (4.67%) NoSQL
16 113 (3.40%) OLAP
17 111 (3.34%) SQL Server 2012
18 105 (3.16%) Apache Hive
19 101 (3.04%) SQL Server 2008
Development Applications
1 135 (4.07%) Git (software)
2 129 (3.89%) JIRA
3 122 (3.68%) Talend Open Studio
4 71 (2.14%) Team Foundation Server
5 52 (1.57%) ERwin
5 52 (1.57%) Visual Studio
6 51 (1.54%) JUnit
7 42 (1.27%) Oracle Forms
8 41 (1.24%) Maven
9 40 (1.21%) Jenkins
10 33 (0.99%) Toad
11 32 (0.96%) Subversion
12 31 (0.93%) SQL Server Management Studio (SSMS)
13 29 (0.87%) PowerDesigner
14 27 (0.81%) Mockito
14 27 (0.81%) NUnit
15 24 (0.72%) Selenium
16 22 (0.66%) MagicDraw
17 21 (0.63%) Sonatype Nexus
18 20 (0.60%) NuGet
General
1 1088 (32.78%) Finance
2 267 (8.04%) Banking
3 241 (7.26%) Retail
4 202 (6.09%) Marketing
5 96 (2.89%) Telecoms
6 95 (2.86%) Investment Banking
7 90 (2.71%) Legal
8 66 (1.99%) Retail Banking
9 63 (1.90%) Financial Institution
10 62 (1.87%) Games
11 54 (1.63%) Advertising
11 54 (1.63%) Manufacturing
12 45 (1.36%) Publishing
13 40 (1.21%) Pharmaceutical
14 27 (0.81%) Law
15 25 (0.75%) Back Office
16 21 (0.63%) Electronics
17 20 (0.60%) Billing
18 17 (0.51%) Front Office
19 13 (0.39%) Automotive
Job Titles
1 1115 (33.59%) Developer
2 737 (22.21%) Analyst
3 640 (19.28%) Architect
4 379 (11.42%) Data Architect
5 319 (9.61%) Business Analyst
6 304 (9.16%) Business Intelligence Developer
7 243 (7.32%) Senior Developer
8 213 (6.42%) SQL Developer
9 167 (5.03%) Data Analyst
10 146 (4.40%) Business Intelligence Analyst
11 143 (4.31%) Java Developer
12 142 (4.28%) Consultant
13 136 (4.10%) Data Warehouse Developer
14 127 (3.83%) Data Scientist
15 112 (3.37%) Oracle Developer
16 108 (3.25%) .NET Developer
17 105 (3.16%) Senior Analyst
18 104 (3.13%) C# Developer
19 100 (3.01%) DBA
20 94 (2.83%) Solutions Architect
Libraries, Frameworks & Software Standards
1 426 (12.84%) .NET
2 306 (9.22%) XML
3 280 (8.44%) HTML
4 243 (7.32%) Web Services
5 204 (6.15%) CSS
6 184 (5.54%) ASP.NET
7 157 (4.73%) REST
8 138 (4.16%) RESTful
9 134 (4.04%) AngularJS
10 131 (3.95%) Spring
11 126 (3.80%) .NET Framework
12 125 (3.77%) SOAP
13 111 (3.34%) ASP.NET MVC
14 105 (3.16%) Ajax
15 91 (2.74%) JSON
16 83 (2.50%) jQuery
17 81 (2.44%) HTML5
18 67 (2.02%) Middleware
19 58 (1.75%) J2EE
20 55 (1.66%) XML Schema
Miscellaneous
1 705 (21.24%) Analytical Skills
2 324 (9.76%) Computer Science
3 249 (7.50%) Management Information System
4 185 (5.57%) Data Structures
5 135 (4.07%) User Experience
6 117 (3.53%) Algorithms
7 96 (2.89%) Enterprise Software
8 92 (2.77%) Greenfield Project
9 61 (1.84%) Fintech
10 47 (1.42%) Data Centre
11 40 (1.21%) Reference Data
12 33 (0.99%) Foreign Exchange (FX)
13 32 (0.96%) Fixed Income
14 30 (0.90%) Life Science
15 29 (0.87%) Equities
16 28 (0.84%) N-Tier
17 27 (0.81%) Credit Risk
18 26 (0.78%) Replication
18 26 (0.78%) Virtual Team
19 25 (0.75%) Mobile App
Operating Systems
1 264 (7.95%) Linux
2 177 (5.33%) Unix
3 157 (4.73%) Windows
4 41 (1.24%) Windows Server
5 28 (0.84%) Android
6 25 (0.75%) Solaris
7 23 (0.69%) Apple iOS
8 15 (0.45%) Mac OS X
8 15 (0.45%) Oracle Linux
9 12 (0.36%) Red Hat Enterprise Linux
10 6 (0.18%) Windows Server 2003
11 5 (0.15%) AIX
12 4 (0.12%) CentOS
12 4 (0.12%) Debian
13 2 (0.060%) Windows 10
13 2 (0.060%) Windows 8
13 2 (0.060%) Windows Server 2008
14 1 (0.030%) Windows Server 2012
Processes & Methodologies
1 1198 (36.10%) Business Intelligence
2 934 (28.14%) Agile Software Development
3 909 (27.39%) ETL
4 796 (23.98%) Analytics
5 398 (11.99%) Data Analysis
6 397 (11.96%) Data Architecture
7 393 (11.84%) Data Management
8 342 (10.30%) Visualisation
9 318 (9.58%) Scrum
10 310 (9.34%) Data Integration
11 291 (8.77%) Business Analysis
12 285 (8.59%) Logical Data Model
13 265 (7.98%) Migration
14 263 (7.92%) Stakeholder Management
15 254 (7.65%) OO
16 250 (7.53%) Data Analytics
17 233 (7.02%) SDLC
18 232 (6.99%) Mentoring
19 226 (6.81%) Data Visualisation
20 214 (6.45%) Software Engineering
Programming Languages
1 1744 (52.55%) SQL
2 570 (17.17%) Java
3 424 (12.77%) JavaScript
4 391 (11.78%) T-SQL
5 368 (11.09%) C#
6 338 (10.18%) Python
7 211 (6.36%) PL/SQL
8 182 (5.48%) R
9 90 (2.71%) Scala
10 82 (2.47%) Perl
11 79 (2.38%) VBA
12 72 (2.17%) Shell Script
13 71 (2.14%) PHP
14 67 (2.02%) C++
15 54 (1.63%) C
16 51 (1.54%) PowerShell
16 51 (1.54%) VB
17 48 (1.45%) Bash Shell
18 46 (1.39%) MATLAB
19 45 (1.36%) Ruby
Qualifications
1 533 (16.06%) Degree
2 123 (3.71%) Computer Science Degree
3 93 (2.80%) Security Cleared
4 75 (2.26%) PhD
5 44 (1.33%) SC Cleared
6 41 (1.24%) Microsoft Certification
7 37 (1.11%) ISEB
8 35 (1.05%) Master's Degree
9 33 (0.99%) Numerate Degree
10 19 (0.57%) CBAP
11 18 (0.54%) ITIL Foundation Certificate
12 17 (0.51%) ITIL Certification
13 14 (0.42%) MCITP
13 14 (0.42%) MCSA
14 13 (0.39%) MCTS
15 11 (0.33%) MCSE
16 10 (0.30%) DV Cleared
17 9 (0.27%) IIBA
18 8 (0.24%) CITP
18 8 (0.24%) Oracle Certification
Quality Assurance & Compliance
1 326 (9.82%) Data Quality
2 146 (4.40%) QA
3 45 (1.36%) GDPR
4 25 (0.75%) SLA
5 23 (0.69%) ISO 20022
6 22 (0.66%) MiFID
7 17 (0.51%) PCI DSS
8 11 (0.33%) ISO/IEC 20000
8 11 (0.33%) Solvency II
9 8 (0.24%) ISO/IEC 27001
10 6 (0.18%) Dodd-Frank
11 5 (0.15%) EMIR
11 5 (0.15%) PMO
12 4 (0.12%) ISO 9001
13 3 (0.090%) FATCA
13 3 (0.090%) GxP
13 3 (0.090%) SNOMED CT
14 2 (0.060%) COBIT
14 2 (0.060%) GCP
15 1 (0.030%) Sarbanes-Oxley
System Software
1 38 (1.14%) Active Directory
2 29 (0.87%) VMware Infrastructure
3 28 (0.84%) Docker
4 15 (0.45%) HDFS
4 15 (0.45%) Virtual Machines
5 13 (0.39%) Oracle RAC
6 5 (0.15%) Apache Flume
7 4 (0.12%) Virtual Desktop
7 4 (0.12%) VMware ESXi
8 1 (0.030%) Apache ZooKeeper
8 1 (0.030%) Oracle Clusterware
8 1 (0.030%) Samba
Systems Management
1 33 (0.99%) Control-M
2 27 (0.81%) Ansible
3 20 (0.60%) Tivoli
4 15 (0.45%) SCCM
5 12 (0.36%) Oozie
6 9 (0.27%) Oracle Enterprise Manager
7 8 (0.24%) BladeLogic
8 6 (0.18%) Kubernetes
9 5 (0.15%) HP Quality Center
10 4 (0.12%) Kibana
10 4 (0.12%) MIMEsweeper
10 4 (0.12%) Norton AntiVirus
10 4 (0.12%) Oracle Identity Management
10 4 (0.12%) SCOM
10 4 (0.12%) Tivoli Storage Manager
11 3 (0.090%) Data Guard
11 3 (0.090%) Enterprise Manager Cloud Control
11 3 (0.090%) Failover Clustering
11 3 (0.090%) Opscode Chef
11 3 (0.090%) Terraform
Vendors
1 693 (20.88%) Microsoft
2 651 (19.61%) Oracle
3 327 (9.85%) Tableau
4 210 (6.33%) SAP
5 147 (4.43%) Informatica
6 122 (3.68%) Talend
7 93 (2.80%) IBM
8 92 (2.77%) Cognos
9 85 (2.56%) Google
10 84 (2.53%) Salesforce.com
11 76 (2.29%) Teradata
12 72 (2.17%) MicroStrategy
13 60 (1.81%) Jaspersoft
14 48 (1.45%) Sybase
15 46 (1.39%) Cognizant
16 32 (0.96%) Cisco
16 32 (0.96%) VMware
17 31 (0.93%) Cloudera
17 31 (0.93%) TIBCO
18 28 (0.84%) Birst
Walsall, West Midlands (County)
Opus Recruitment Solutions Ltd
Salary: £40000 - £50000 per annum
Posted: 20 hours ago
Birmingham, West Midlands (County)
Opus Recruitment Solutions Ltd
Salary: £40000 - £50000 per annum
Posted: 20 hours ago
York, North Yorkshire
Capita Resourcing - IT Resourcing
Salary: £45000 - £47000 per annum
Posted: 23 hours ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £48000 per annum
Posted: 20 hours ago
Salford, Lancashire
Premier IT
Posted: 19 hours ago
Nottingham, Nottinghamshire
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £40000.00 per annum
Posted: Yesterday
Plymouth, Devon
Experis Ltd
Salary: £35000 - £45000 per annum + Benefits
Posted: 21 hours ago
Reigate, Surrey
TLP Consultancy Ltd.
Salary: £40000 - £48000 per annum + excellent package
Posted: Yesterday
Maidenhead, Berkshire
onezeero.
Salary: £44000 - £60000 per annum
Posted: Yesterday
Leeds, West Yorkshire
Harvey Nash plc
Salary: £23000 per annum
Posted: 19 hours ago
Manchester, Lancashire
Peninsula
Salary: £30k - 40k per year + Benefits
Posted: 2 days ago
London
Digitech Resourcing Ltd
Salary: From £70,000 to £90,000 per annum
Posted: 22 hours ago
Edinburgh, Midlothian
Lorien Resourcing
Salary: Competitive salary + benefits
Posted: Yesterday
West London
Morgan Mckinley
Salary: £0.00 - £45000 per annum
Posted: 2 days ago
Norwich, Norfolk
Pure Resourcing Solutions
Salary: £30000 - £45000 per annum
Posted: 22 hours ago
Reigate, Surrey
Client Server
Salary: £55k to £65k + benefits
Posted: Yesterday
City, London
Oliver James Associates
Salary: £60000 - £80000 per annum
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £70k - £90k base + 5k sign on
Posted: Yesterday
London
Client Server
Salary: £35k to £45k + benefits
Posted: 3 days ago
London
Harvey Nash plc
Salary: £60000 - £65000 per annum
Posted: 3 days ago
London
Westbourne Partners
Salary: From £70,000 to £80,000 per annum
Posted: Yesterday
London
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Oxfordshire
Haybrook IT Resourcing Ltd
Salary: Up to £70,000 per annum + benefits like Training, Healthcare coverage
Posted: 21 hours ago
Stockport, Cheshire
Cheshire Datasystems Limited
Salary: Up to £45,000 per annum dependant on experience
Posted: 3 days ago
Crawley, West Sussex
Comtecs
Salary: £65000 - £70000 Per Annum + Bonus + Excellent Benefits
Posted: Yesterday
Surrey
Pioneer Search
Salary: £55000.00 - £65000.00 per annum
Posted: 2 days ago
London
Investigo
Salary: Up to £110,000 per annum + benefits
Posted: 18 hours ago
London
McGregor Boyall
Salary: £60000 - £70000 per annum + Package
Posted: 2 days ago
London
Oliver Bernard
Salary: £60000 - £70000 per annum + bonus, pension, benefits
Posted: 3 days ago
Rochdale, Lancashire
Zen Internet Ltd
Salary: Up to £57,000 per annum depending on experience + benefits
Posted: 2 days ago