The following table provides summary statistics for permanent job vacancies advertised in England 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 25 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 189 205 173
Rank change year-on-year +16 -32  
Permanent jobs citing Data Modelling 1575 1508 2003
As % of all permanent IT jobs advertised in England 1.90% 1.65% 1.93%
As % of the Processes & Methodologies category 2.12% 1.86% 2.19%
Number of salaries quoted 1197 1209 1570
Median salary £55,000 £55,000 £55,000
90% offered a salary of more than £38,500 £40,000 £35,500
10% offered a salary of more than £80,000 £77,500 £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 advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74281 81140 91281
As % of all permanent IT job vacancies advertised in England 89.70% 88.99% 87.96%
Number of salaries quoted 60243 68634 75471
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £32,500 £32,500 £32,000
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 in England

The job posting trend of jobs advertised in England 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 England

Data Modelling
Salary Trend in England

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

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Data Modelling in England over the 3 months to 25 June 2017.

Salary histogram for Data Modelling in England

Data Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the England region over the 3 months to 25 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
London +19 819 £62,500 +3.73% 97
South East +7 240 £50,000 +5.26% 36
Yorkshire +55 145 £50,000 +11.11% 21
North West +7 109 £43,500 -3.33% 21
South West +23 70 £42,500 +3.65% 11
West Midlands +9 70 £42,500 -5.55% 13
East of England -38 70 £55,000 +10.00% 9
East Midlands +14 35 £41,500 -22.79% 4
Midlands +11 6 £60,000 +33.33% 17
North East +14 4 £43,750 +9.37% 3
Data Modelling
UK

For the 6 months to 25 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 across the England region with a requirement for Data Modelling.

1 1654 (52.84%) SQL
2 1143 (36.52%) Business Intelligence
3 1027 (32.81%) Finance
4 934 (29.84%) SQL Server
5 925 (29.55%) Data Warehouse
6 888 (28.37%) Agile Software Development
7 852 (27.22%) ETL
8 744 (23.77%) Analytics
9 682 (21.79%) Analytical Skills
10 659 (21.05%) Microsoft
11 594 (18.98%) Oracle
12 578 (18.47%) SQL Server Integration Services
13 542 (17.32%) Java
14 509 (16.26%) SQL Server Reporting Services
15 506 (16.17%) Degree
16 412 (13.16%) .NET
17 411 (13.13%) Big Data
18 407 (13.00%) JavaScript
19 388 (12.40%) T-SQL
20 381 (12.17%) Data Analysis
21 368 (11.76%) Data Architecture
22 358 (11.44%) SQL Server Analysis Services
23 355 (11.34%) Data Management
24 352 (11.25%) C#
25 334 (10.67%) Python
26 325 (10.38%) Visualisation
27 313 (10.00%) Computer Science
28 312 (9.97%) Scrum
29 311 (9.94%) Tableau
30 308 (9.84%) Relational Database

Data Modelling
Co-occurring IT Skills in England 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
1 149 (4.76%) SAS
2 102 (3.26%) Apache Spark
3 85 (2.72%) JBoss
4 71 (2.27%) SharePoint
5 52 (1.66%) Tomcat
6 44 (1.41%) Apache
6 44 (1.41%) Oracle SOA Suite
7 37 (1.18%) Confluence
8 36 (1.15%) WebLogic
9 27 (0.86%) CMS
10 25 (0.80%) WebSphere
11 20 (0.64%) Elasticsearch
12 19 (0.61%) Apache Pig
13 15 (0.48%) MS Exchange
13 15 (0.48%) Oracle Workflow
14 9 (0.29%) OpenStack
15 8 (0.26%) Sitefinity
16 7 (0.22%) BizTalk Server
17 5 (0.16%) Apache Solr
17 5 (0.16%) IIS
Applications
1 227 (7.25%) Microsoft Excel
2 91 (2.91%) MS Visio
3 65 (2.08%) SPSS
4 46 (1.47%) Microsoft Office
5 45 (1.44%) Spreadsheet
6 38 (1.21%) Microsoft PowerPoint
7 6 (0.19%) Microsoft Project
8 2 (0.064%) Moqups
8 2 (0.064%) SPSS Modeler
9 1 (0.032%) AutoCAD
9 1 (0.032%) Revit
Business Applications
1 28 (0.89%) Dynamics CRM
1 28 (0.89%) Oracle EBS R12
2 18 (0.58%) Oracle EBS
3 17 (0.54%) Oracle ERP
3 17 (0.54%) SAP Oil and Gas
4 16 (0.51%) Dynamics AX
5 14 (0.45%) Oracle 11i
6 10 (0.32%) Cognos TM1
6 10 (0.32%) SAP ERP
7 9 (0.29%) SAP CO
7 9 (0.29%) SAP FI
7 9 (0.29%) SAP FI/CO
8 8 (0.26%) Eloqua
8 8 (0.26%) Oracle Applications
8 8 (0.26%) SAP FSCM
8 8 (0.26%) SAP Hybris
8 8 (0.26%) SAP MM
8 8 (0.26%) SAP PS
8 8 (0.26%) SAP SD
9 7 (0.22%) Oracle Procure-to-Pay
Cloud Services
1 238 (7.60%) Amazon AWS
2 123 (3.93%) Microsoft Azure
3 110 (3.51%) SaaS
4 45 (1.44%) PaaS
5 31 (0.99%) IaaS
6 27 (0.86%) Cloud Computing
7 26 (0.83%) Google Analytics
8 25 (0.80%) Force.com
9 23 (0.73%) GitHub
10 22 (0.70%) Google Cloud Platform
11 18 (0.58%) Azure Machine Learning
12 14 (0.45%) Amazon S3
13 9 (0.29%) Amazon SQS
14 7 (0.22%) Cortana Intelligence Suite
14 7 (0.22%) IBM Blueworks
15 6 (0.19%) Adobe Analytics
15 6 (0.19%) Salesforce Service Cloud
16 5 (0.16%) Amazon EMR
17 4 (0.13%) Amazon EC2
17 4 (0.13%) Office 365
Communications & Networking
1 69 (2.20%) Internet
2 40 (1.28%) Intranet
3 29 (0.93%) Firewall
4 28 (0.89%) SAN
5 21 (0.67%) LAN
5 21 (0.67%) WAN
6 15 (0.48%) NAS
7 11 (0.35%) Ethernet
7 11 (0.35%) HTTP
8 10 (0.32%) VoIP
9 9 (0.29%) Wireless
10 8 (0.26%) BIG-IP
11 7 (0.22%) Skype
12 6 (0.19%) LDAP
12 6 (0.19%) Multicast
12 6 (0.19%) TCP/IP
13 4 (0.13%) Cisco Nexus
13 4 (0.13%) DHCP
13 4 (0.13%) DNS
13 4 (0.13%) SSH
Database & Business Intelligence
1 934 (29.84%) SQL Server
2 925 (29.55%) Data Warehouse
3 578 (18.47%) SQL Server Integration Services
4 509 (16.26%) SQL Server Reporting Services
5 411 (13.13%) Big Data
6 358 (11.44%) SQL Server Analysis Services
7 308 (9.84%) Relational Database
8 277 (8.85%) Power BI
9 261 (8.34%) BusinessObjects
10 235 (7.51%) Hadoop
11 221 (7.06%) QlikView
12 181 (5.78%) MySQL
13 159 (5.08%) Data Mining
14 154 (4.92%) Oracle Database
15 140 (4.47%) RDBMS
16 132 (4.22%) NoSQL
17 112 (3.58%) OLAP
18 105 (3.35%) SQL Server 2012
19 100 (3.19%) SQL Server 2008
20 96 (3.07%) Apache Hive
Development Applications
1 126 (4.03%) Git (software)
2 125 (3.99%) JIRA
3 100 (3.19%) Talend Open Studio
4 58 (1.85%) Team Foundation Server
5 49 (1.57%) JUnit
6 42 (1.34%) Oracle Forms
7 41 (1.31%) Visual Studio
8 40 (1.28%) ERwin
8 40 (1.28%) Maven
9 38 (1.21%) Jenkins
10 34 (1.09%) Toad
11 31 (0.99%) SQL Server Management Studio (SSMS)
12 30 (0.96%) Subversion
13 29 (0.93%) PowerDesigner
14 27 (0.86%) Mockito
15 24 (0.77%) Selenium
16 21 (0.67%) Sonatype Nexus
17 20 (0.64%) MagicDraw
17 20 (0.64%) NuGet
17 20 (0.64%) XMLSpy
General
1 1027 (32.81%) Finance
2 263 (8.40%) Banking
3 234 (7.48%) Retail
4 187 (5.97%) Marketing
5 98 (3.13%) Investment Banking
6 94 (3.00%) Telecoms
7 86 (2.75%) Legal
8 69 (2.20%) Retail Banking
9 62 (1.98%) Financial Institution
10 58 (1.85%) Games
11 55 (1.76%) Manufacturing
12 45 (1.44%) Publishing
13 44 (1.41%) Advertising
14 40 (1.28%) Pharmaceutical
15 26 (0.83%) Law
16 25 (0.80%) Back Office
17 22 (0.70%) Electronics
18 17 (0.54%) Front Office
19 16 (0.51%) Billing
20 13 (0.42%) Automotive
Job Titles
1 1076 (34.38%) Developer
2 673 (21.50%) Analyst
3 593 (18.95%) Architect
4 348 (11.12%) Data Architect
5 301 (9.62%) Business Intelligence Developer
6 283 (9.04%) Business Analyst
7 223 (7.12%) Senior Developer
8 204 (6.52%) SQL Developer
9 157 (5.02%) Data Analyst
10 144 (4.60%) Java Developer
11 137 (4.38%) Business Intelligence Analyst
12 136 (4.35%) Data Warehouse Developer
13 125 (3.99%) Consultant
14 120 (3.83%) Data Scientist
15 100 (3.19%) .NET Developer
16 99 (3.16%) DBA
17 97 (3.10%) C# Developer
18 96 (3.07%) Senior Analyst
19 94 (3.00%) Oracle Developer
20 88 (2.81%) Solutions Architect
Libraries, Frameworks & Software Standards
1 412 (13.16%) .NET
2 292 (9.33%) XML
3 272 (8.69%) HTML
4 238 (7.60%) Web Services
5 201 (6.42%) CSS
6 172 (5.50%) ASP.NET
7 151 (4.82%) REST
8 131 (4.19%) AngularJS
8 131 (4.19%) Spring
9 130 (4.15%) RESTful
10 119 (3.80%) .NET Framework
11 111 (3.55%) SOAP
12 104 (3.32%) Ajax
13 102 (3.26%) ASP.NET MVC
14 83 (2.65%) JSON
15 82 (2.62%) jQuery
16 77 (2.46%) HTML5
17 66 (2.11%) Middleware
18 57 (1.82%) J2EE
19 52 (1.66%) XML Schema
Miscellaneous
1 682 (21.79%) Analytical Skills
2 313 (10.00%) Computer Science
3 240 (7.67%) Management Information System
4 173 (5.53%) Data Structures
5 135 (4.31%) User Experience
6 110 (3.51%) Algorithms
7 96 (3.07%) Enterprise Software
8 91 (2.91%) Greenfield Project
9 60 (1.92%) Fintech
10 41 (1.31%) Data Centre
11 34 (1.09%) Foreign Exchange (FX)
12 31 (0.99%) Reference Data
13 30 (0.96%) Fixed Income
13 30 (0.96%) Life Science
14 28 (0.89%) Credit Risk
14 28 (0.89%) N-Tier
15 27 (0.86%) Equities
16 26 (0.83%) Virtual Team
17 25 (0.80%) Mobile App
17 25 (0.80%) Replication
Operating Systems
1 257 (8.21%) Linux
2 156 (4.98%) Unix
3 153 (4.89%) Windows
4 39 (1.25%) Windows Server
5 28 (0.89%) Android
6 25 (0.80%) Solaris
7 23 (0.73%) Apple iOS
8 15 (0.48%) Mac OS X
8 15 (0.48%) Oracle Linux
9 12 (0.38%) Red Hat Enterprise Linux
10 6 (0.19%) Windows Server 2003
11 5 (0.16%) AIX
12 4 (0.13%) CentOS
12 4 (0.13%) Debian
13 2 (0.064%) Windows 10
13 2 (0.064%) Windows 8
13 2 (0.064%) Windows Server 2008
14 1 (0.032%) Windows Server 2012
Processes & Methodologies
1 1143 (36.52%) Business Intelligence
2 888 (28.37%) Agile Software Development
3 852 (27.22%) ETL
4 744 (23.77%) Analytics
5 381 (12.17%) Data Analysis
6 368 (11.76%) Data Architecture
7 355 (11.34%) Data Management
8 325 (10.38%) Visualisation
9 312 (9.97%) Scrum
10 292 (9.33%) Data Integration
11 271 (8.66%) Logical Data Model
12 269 (8.59%) Business Analysis
13 239 (7.64%) Migration
14 235 (7.51%) OO
15 232 (7.41%) Data Analytics
16 225 (7.19%) SDLC
17 221 (7.06%) Stakeholder Management
18 220 (7.03%) Data Visualisation
19 219 (7.00%) Mentoring
20 209 (6.68%) Software Engineering
Programming Languages
1 1654 (52.84%) SQL
2 542 (17.32%) Java
3 407 (13.00%) JavaScript
4 388 (12.40%) T-SQL
5 352 (11.25%) C#
6 334 (10.67%) Python
7 187 (5.97%) PL/SQL
8 178 (5.69%) R
9 90 (2.88%) Scala
10 79 (2.52%) Perl
11 78 (2.49%) VBA
12 71 (2.27%) Shell Script
13 69 (2.20%) PHP
14 61 (1.95%) C++
15 50 (1.60%) C
16 48 (1.53%) PowerShell
16 48 (1.53%) VB
17 47 (1.50%) Bash Shell
18 43 (1.37%) MATLAB
18 43 (1.37%) Ruby
Qualifications
1 506 (16.17%) Degree
2 123 (3.93%) Computer Science Degree
3 74 (2.36%) PhD
4 70 (2.24%) Security Cleared
5 44 (1.41%) SC Cleared
6 39 (1.25%) Microsoft Certification
7 34 (1.09%) Master's Degree
8 33 (1.05%) Numerate Degree
9 29 (0.93%) ISEB
10 19 (0.61%) CBAP
11 17 (0.54%) ITIL Foundation Certificate
12 15 (0.48%) MCITP
13 14 (0.45%) MCSA
14 11 (0.35%) ITIL Certification
14 11 (0.35%) MCSE
15 10 (0.32%) DV Cleared
15 10 (0.32%) MCTS
16 8 (0.26%) IIBA
17 7 (0.22%) Oracle Certification
18 6 (0.19%) Cisco Certification
Quality Assurance & Compliance
1 305 (9.74%) Data Quality
2 140 (4.47%) QA
3 45 (1.44%) GDPR
4 24 (0.77%) SLA
5 23 (0.73%) MiFID
6 22 (0.70%) ISO 20022
7 17 (0.54%) PCI DSS
8 11 (0.35%) ISO/IEC 20000
8 11 (0.35%) Solvency II
9 8 (0.26%) ISO/IEC 27001
10 7 (0.22%) Dodd-Frank
11 6 (0.19%) EMIR
12 5 (0.16%) PMO
13 4 (0.13%) ISO 9001
14 3 (0.096%) FATCA
14 3 (0.096%) GxP
14 3 (0.096%) SNOMED CT
15 2 (0.064%) COBIT
15 2 (0.064%) GCP
16 1 (0.032%) Sarbanes-Oxley
System Software
1 37 (1.18%) Active Directory
2 28 (0.89%) VMware Infrastructure
3 26 (0.83%) Docker
4 15 (0.48%) HDFS
4 15 (0.48%) Virtual Machines
5 13 (0.42%) Oracle RAC
6 5 (0.16%) Apache Flume
7 4 (0.13%) Virtual Desktop
7 4 (0.13%) VMware ESXi
8 1 (0.032%) Apache ZooKeeper
8 1 (0.032%) Oracle Clusterware
Systems Management
1 33 (1.05%) Control-M
2 27 (0.86%) Ansible
3 19 (0.61%) Tivoli
4 15 (0.48%) SCCM
5 12 (0.38%) Oozie
6 9 (0.29%) Oracle Enterprise Manager
7 8 (0.26%) BladeLogic
8 5 (0.16%) HP Quality Center
8 5 (0.16%) Kubernetes
9 4 (0.13%) Kibana
9 4 (0.13%) MIMEsweeper
9 4 (0.13%) Norton AntiVirus
9 4 (0.13%) Oracle Identity Management
9 4 (0.13%) SCOM
9 4 (0.13%) Tivoli Storage Manager
10 3 (0.096%) Data Guard
10 3 (0.096%) Enterprise Manager Cloud Control
10 3 (0.096%) Failover Clustering
10 3 (0.096%) Opscode Chef
10 3 (0.096%) Terraform
Vendors
1 659 (21.05%) Microsoft
2 594 (18.98%) Oracle
3 311 (9.94%) Tableau
4 197 (6.29%) SAP
5 123 (3.93%) Informatica
6 100 (3.19%) Talend
7 88 (2.81%) Cognos
8 81 (2.59%) Salesforce.com
9 79 (2.52%) IBM
10 77 (2.46%) Google
11 67 (2.14%) Teradata
12 60 (1.92%) Jaspersoft
13 53 (1.69%) MicroStrategy
14 46 (1.47%) Sybase
15 43 (1.37%) Cognizant
16 31 (0.99%) Cisco
16 31 (0.99%) TIBCO
17 29 (0.93%) VMware
18 28 (0.89%) Birst
19 25 (0.80%) Netezza
Colchester, Essex
Bristow Holland
Salary: From £50,000 to £55,000 per annum plus benefits
Posted: 2 days ago
London
Big Wednesday Digital Ltd
Salary: £35000 - £55000 per annum + Negotiable
Posted: 2 days ago
Walsall, West Midlands (County)
Opus Recruitment Solutions Ltd
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Birmingham, West Midlands (County)
Opus Recruitment Solutions Ltd
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: Up to £50,000 per annum + Benefits
Posted: 2 days ago
York, North Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £40000.00 - £45000.00 per annum
Posted: 2 days ago
Hull, North Humberside
Senitor Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £42,000 per annum Pension, Healthcare
Posted: 2 days ago
Reigate, Surrey
ARC IT Recruitment Ltd
Salary: £48K plus bonus plus benefits
Posted: 2 days ago
Reigate, Surrey
ARC IT Recruitment Ltd
Salary: £60000 - £70000 per annum + Plus Bonus and Benefits
Posted: 2 days ago
Nottingham, Nottinghamshire
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £40000.00 per annum
Posted: 4 days ago
York, North Yorkshire
Capita Resourcing - IT Resourcing
Salary: £45000 - £47000 per annum
Posted: 3 days ago
Maidenhead, Berkshire
onezeero.
Salary: £44000 - £60000 per annum
Posted: 4 days ago
Manchester, Lancashire
Peninsula
Salary: £30k - 40k per year + Benefits
Posted: 4 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £48000 per annum
Posted: 3 days ago
West London
Morgan Mckinley
Salary: £0.00 - £45000 per annum
Posted: 5 days ago
London
Talent Spa
Salary: £70k per year
Posted: 2 days ago
City, London
Venturi
Salary: £50000 - £110000 per annum + 20% bonus & full bens
Posted: 2 days ago
Salford, Lancashire
Premier IT
Posted: 3 days ago
Plymouth, Devon
Experis Ltd
Salary: £35000 - £45000 per annum + Benefits
Posted: 3 days ago
Reigate, Surrey
TLP Consultancy Ltd.
Salary: £40000 - £48000 per annum + excellent package
Posted: 3 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: 2 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £23000 per annum
Posted: 3 days ago
London
Harvey Nash plc
Salary: £40000 - £50000 per annum
Posted: 6 days ago
London
Client Server
Salary: £35k to £45k + benefits
Posted: 5 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £30,330 to £39,852 per annum
Posted: 2 days ago
London
Harrington Starr
Salary: £65000 - £85000 per annum + bonus + benefits
Posted: Yesterday
London
Harvey Nash plc
Salary: £60000 - £65000 per annum
Posted: 5 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £32,893 to £44,289 per annum
Posted: 2 days ago
Reigate, Surrey
Client Server
Salary: £55k to £65k + benefits
Posted: 4 days ago