The following table provides summary statistics for permanent job vacancies advertised in London 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 28 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England / London
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 158 185 143
Rank change year-on-year +27 -42  
Permanent jobs citing Data Modelling 828 762 1042
As % of all permanent IT jobs advertised in London 2.26% 1.90% 2.35%
As % of the Processes & Methodologies category 2.48% 2.10% 2.65%
Number of salaries quoted 575 629 807
Median salary £62,500 £61,500 £61,500
Median salary % change year-on-year +1.62% -  
90% offered a salary of more than £45,000 £45,000 £42,500
10% offered a salary of more than £85,000 £82,500 £85,000
UK excluding London median salary £48,750 £47,500 £45,500
% change year-on-year +2.63% +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 London with a requirement for process and methodology skills.

Process & Methodology Skills
London
Permanent job vacancies with a requirement for process and methodology skills 33389 36265 39395
As % of all permanent IT job vacancies advertised in London 91.09% 90.54% 89.01%
Number of salaries quoted 26535 31435 33090
Median salary £60,104 £60,000 £57,500
Median salary % change year-on-year +0.17% +4.34%  
90% offered a salary of more than £40,000 £40,000 £37,500
10% offered a salary of more than £85,000 £82,500 £85,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in London

The job posting trend of jobs advertised in London 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 London

Data Modelling
Salary Trend in London

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

Salary trend for Data Modelling in London

Data Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Data Modelling in London over the 3 months to 28 June 2017.

Salary histogram for Data Modelling in London

Data Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the London region over the 3 months to 28 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
City of London +29 134 £67,500 +12.50% 20
Bromley 0 11 £115,000 +53.33%
Canary Wharf - 7 £70,000 -
West End of London - 6 £57,500 - 2
Hammersmith -24 2 £57,500 -14.81%
Hounslow - 2 £47,500 -
Wimbledon +14 1 £77,500 +40.90%
Chiswick -9 1 £47,500 -
Moorgate - 1 £55,000 -
Finchley - 1 £75,000 - 1
Beckenham - 1 £75,000 -
Twickenham - 1 £47,500 -
Uxbridge - 1 £80,000 -
Data Modelling
England

For the 6 months to 28 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 London region with a requirement for Data Modelling.

1 815 (51.19%) SQL
2 655 (41.14%) Finance
3 555 (34.86%) Business Intelligence
4 461 (28.96%) Agile Software Development
5 449 (28.20%) Data Warehouse
6 448 (28.14%) Analytics
7 413 (25.94%) SQL Server
8 408 (25.63%) ETL
9 367 (23.05%) Analytical Skills
10 351 (22.05%) Java
11 322 (20.23%) Microsoft
12 276 (17.34%) Degree
13 260 (16.33%) Oracle
14 254 (15.95%) JavaScript
15 251 (15.77%) .NET
16 237 (14.89%) Big Data
17 233 (14.64%) Tableau
17 233 (14.64%) SQL Server Integration Services
18 229 (14.38%) Banking
19 224 (14.07%) Python
20 217 (13.63%) Visualisation
21 216 (13.57%) Data Analysis
22 213 (13.38%) Data Architecture
23 210 (13.19%) SQL Server Reporting Services
24 204 (12.81%) C#
25 200 (12.56%) Linux
26 196 (12.31%) Computer Science
27 193 (12.12%) Amazon AWS
28 191 (12.00%) Data Management
29 187 (11.75%) Data Integration

Data Modelling
Co-occurring IT Skills in London 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 85 (5.34%) SAS
2 67 (4.21%) Apache Spark
3 53 (3.33%) Tomcat
4 51 (3.20%) JBoss
5 47 (2.95%) SharePoint
6 41 (2.58%) Apache
7 29 (1.82%) WebLogic
8 21 (1.32%) Confluence
9 16 (1.01%) Elasticsearch
9 16 (1.01%) MS Exchange
9 16 (1.01%) Oracle SOA Suite
10 15 (0.94%) WebSphere
11 13 (0.82%) Apache Pig
12 7 (0.44%) BizTalk Server
12 7 (0.44%) CMS
13 5 (0.31%) Moodle
14 4 (0.25%) Foswiki
14 4 (0.25%) WordPress
15 3 (0.19%) Apache Solr
15 3 (0.19%) Cloud Foundry
Applications
1 146 (9.17%) Microsoft Excel
2 70 (4.40%) MS Visio
3 33 (2.07%) SPSS
4 31 (1.95%) Microsoft PowerPoint
5 28 (1.76%) Microsoft Office
6 18 (1.13%) Spreadsheet
7 3 (0.19%) Microsoft Project
8 1 (0.063%) AutoCAD
8 1 (0.063%) Revit
8 1 (0.063%) SPSS Modeler
Business Applications
1 10 (0.63%) Dynamics AX
1 10 (0.63%) Dynamics CRM
2 8 (0.50%) Cognos TM1
2 8 (0.50%) SAP ERP
3 7 (0.44%) Remedy AR System
3 7 (0.44%) Remedy ITSM
4 6 (0.38%) SAP ECC
4 6 (0.38%) SAP HR
4 6 (0.38%) SAP Hybris
4 6 (0.38%) SAP MDM
4 6 (0.38%) SAP Oil and Gas
5 4 (0.25%) Oracle CRM
5 4 (0.25%) Oracle Payables
5 4 (0.25%) SAP InfiniteInsight
6 3 (0.19%) Dynamics GP
6 3 (0.19%) NetSuite
6 3 (0.19%) Oracle Receivables
7 2 (0.13%) MetaTrader
7 2 (0.13%) Oracle Retail
7 2 (0.13%) Salesforce.com CRM
Cloud Services
1 193 (12.12%) Amazon AWS
2 77 (4.84%) SaaS
3 61 (3.83%) Microsoft Azure
4 27 (1.70%) IaaS
5 25 (1.57%) PaaS
6 23 (1.44%) GitHub
7 22 (1.38%) Cloud Computing
8 21 (1.32%) Google Analytics
9 20 (1.26%) Force.com
10 13 (0.82%) Google Cloud Platform
11 9 (0.57%) Azure Machine Learning
12 7 (0.44%) IBM Blueworks
13 4 (0.25%) Amazon EC2
13 4 (0.25%) Azure Active Directory
13 4 (0.25%) Oracle CX
13 4 (0.25%) Oracle Service Cloud
13 4 (0.25%) Salesforce Service Cloud
14 3 (0.19%) Amazon EMR
14 3 (0.19%) Dynamics 365
14 3 (0.19%) Salesforce Sales Cloud
Communications & Networking
1 47 (2.95%) Internet
2 40 (2.51%) Intranet
3 28 (1.76%) Firewall
3 28 (1.76%) SAN
4 20 (1.26%) LAN
4 20 (1.26%) WAN
5 16 (1.01%) NAS
6 12 (0.75%) Ethernet
7 9 (0.57%) Wireless
8 8 (0.50%) BIG-IP
8 8 (0.50%) HTTP
8 8 (0.50%) VoIP
9 7 (0.44%) TCP/IP
10 6 (0.38%) Multicast
11 4 (0.25%) Cisco Nexus
11 4 (0.25%) DHCP
11 4 (0.25%) DNS
11 4 (0.25%) MPLS
11 4 (0.25%) SSH
12 3 (0.19%) LDAP
Database & Business Intelligence
1 449 (28.20%) Data Warehouse
2 413 (25.94%) SQL Server
3 237 (14.89%) Big Data
4 233 (14.64%) SQL Server Integration Services
5 210 (13.19%) SQL Server Reporting Services
6 154 (9.67%) Relational Database
7 151 (9.48%) Power BI
8 146 (9.17%) SQL Server Analysis Services
9 131 (8.23%) Hadoop
10 126 (7.91%) QlikView
11 121 (7.60%) MySQL
12 102 (6.41%) BusinessObjects
13 97 (6.09%) NoSQL
14 77 (4.84%) RDBMS
15 75 (4.71%) OLAP
16 71 (4.46%) Oracle Database
17 59 (3.71%) MongoDB
18 55 (3.45%) SQL Server 2012
19 51 (3.20%) Amazon Redshift
19 51 (3.20%) Apache Hive
Development Applications
1 60 (3.77%) Git (software)
1 60 (3.77%) JIRA
2 48 (3.02%) Talend Open Studio
3 32 (2.01%) Maven
4 29 (1.82%) Jenkins
5 28 (1.76%) JUnit
6 27 (1.70%) PowerDesigner
7 26 (1.63%) ERwin
8 24 (1.51%) Visual Studio
9 22 (1.38%) Mockito
9 22 (1.38%) Sonatype Nexus
9 22 (1.38%) Team Foundation Server
10 21 (1.32%) MagicDraw
10 21 (1.32%) XMLSpy
11 20 (1.26%) Toad
12 16 (1.01%) Selenium
13 15 (0.94%) Cucumber
13 15 (0.94%) Subversion
14 14 (0.88%) JMeter
14 14 (0.88%) WebDriver
General
1 655 (41.14%) Finance
2 229 (14.38%) Banking
3 166 (10.43%) Retail
4 102 (6.41%) Investment Banking
5 100 (6.28%) Marketing
6 70 (4.40%) Retail Banking
7 58 (3.64%) Financial Institution
8 52 (3.27%) Legal
9 48 (3.02%) Telecoms
10 33 (2.07%) Games
11 32 (2.01%) Publishing
12 28 (1.76%) Pharmaceutical
13 26 (1.63%) Advertising
14 17 (1.07%) Manufacturing
15 16 (1.01%) Front Office
16 15 (0.94%) Law
17 11 (0.69%) Back Office
18 8 (0.50%) Billing
19 6 (0.38%) Electronics
20 4 (0.25%) General Ledger
Job Titles
1 544 (34.17%) Developer
2 305 (19.16%) Architect
3 293 (18.40%) Analyst
4 174 (10.93%) Data Architect
5 173 (10.87%) Business Intelligence Developer
6 133 (8.35%) Business Analyst
7 117 (7.35%) Senior Developer
8 74 (4.65%) Data Scientist
9 70 (4.40%) Java Developer
10 68 (4.27%) Consultant
11 63 (3.96%) Data Analyst
12 62 (3.89%) SQL Developer
13 53 (3.33%) Business Developer
14 52 (3.27%) .NET Developer
14 52 (3.27%) Business Intelligence Analyst
14 52 (3.27%) Solutions Architect
15 49 (3.08%) DBA
16 47 (2.95%) Data Engineer
17 46 (2.89%) C# Developer
18 45 (2.83%) SQL DBA
Libraries, Frameworks & Software Standards
1 251 (15.77%) .NET
2 123 (7.73%) XML
3 120 (7.54%) Web Services
4 107 (6.72%) HTML
5 104 (6.53%) AngularJS
6 95 (5.97%) CSS
7 87 (5.46%) ASP.NET
8 67 (4.21%) .NET Framework
9 64 (4.02%) Ajax
9 64 (4.02%) ASP.NET MVC
10 63 (3.96%) RESTful
11 59 (3.71%) Spring
12 54 (3.39%) Middleware
12 54 (3.39%) REST
13 44 (2.76%) JMS
14 42 (2.64%) JSON
15 40 (2.51%) JDBC
16 39 (2.45%) J2EE
17 37 (2.32%) FIX Protocol
18 34 (2.14%) SOAP
Miscellaneous
1 367 (23.05%) Analytical Skills
2 196 (12.31%) Computer Science
3 128 (8.04%) Data Structures
4 123 (7.73%) Management Information System
5 71 (4.46%) User Experience
6 62 (3.89%) Algorithms
7 61 (3.83%) Fintech
8 47 (2.95%) Enterprise Software
9 34 (2.14%) Data Centre
10 33 (2.07%) Greenfield Project
11 30 (1.88%) Reference Data
12 29 (1.82%) Fixed Income
13 27 (1.70%) Credit Risk
13 27 (1.70%) Equities
14 23 (1.44%) Linux Command Line
15 22 (1.38%) Life Science
16 21 (1.32%) Replication
17 16 (1.01%) Foreign Exchange (FX)
18 15 (0.94%) Derivative
18 15 (0.94%) Hedge funds
Operating Systems
1 200 (12.56%) Linux
2 117 (7.35%) Unix
3 83 (5.21%) Windows
4 23 (1.44%) Solaris
5 16 (1.01%) Oracle Linux
6 7 (0.44%) Android
7 6 (0.38%) Red Hat Enterprise Linux
8 4 (0.25%) CentOS
8 4 (0.25%) Debian
9 3 (0.19%) Windows Server 2003
10 2 (0.13%) AIX
10 2 (0.13%) Apple iOS
10 2 (0.13%) Windows Server
11 1 (0.063%) Windows Server 2008
11 1 (0.063%) Windows Server 2012
Processes & Methodologies
1 555 (34.86%) Business Intelligence
2 461 (28.96%) Agile Software Development
3 448 (28.14%) Analytics
4 408 (25.63%) ETL
5 217 (13.63%) Visualisation
6 216 (13.57%) Data Analysis
7 213 (13.38%) Data Architecture
8 191 (12.00%) Data Management
9 187 (11.75%) Data Integration
10 174 (10.93%) Scrum
11 167 (10.49%) Migration
12 154 (9.67%) Business Analysis
13 148 (9.30%) Data Analytics
14 136 (8.54%) Data Visualisation
15 134 (8.42%) OO
16 130 (8.17%) Logical Data Model
17 127 (7.98%) Asset Management
18 122 (7.66%) Stakeholder Management
19 119 (7.47%) Software Engineering
20 118 (7.41%) Mentoring
Programming Languages
1 815 (51.19%) SQL
2 351 (22.05%) Java
3 254 (15.95%) JavaScript
4 224 (14.07%) Python
5 204 (12.81%) C#
6 151 (9.48%) T-SQL
7 115 (7.22%) R
8 88 (5.53%) PL/SQL
9 74 (4.65%) Perl
10 62 (3.89%) Scala
11 46 (2.89%) PHP
12 36 (2.26%) C++
12 36 (2.26%) VBA
13 35 (2.20%) Shell Script
14 32 (2.01%) Bash Shell
15 29 (1.82%) MATLAB
15 29 (1.82%) VB
16 27 (1.70%) Groovy
17 24 (1.51%) Apex Code
17 24 (1.51%) C
Qualifications
1 276 (17.34%) Degree
2 54 (3.39%) Computer Science Degree
3 41 (2.58%) PhD
4 20 (1.26%) ISEB
5 19 (1.19%) Numerate Degree
5 19 (1.19%) Security Cleared
6 18 (1.13%) ITIL Foundation Certificate
7 15 (0.94%) SC Cleared
8 14 (0.88%) Master's Degree
9 12 (0.75%) CBAP
10 11 (0.69%) Microsoft Certification
11 7 (0.44%) Oracle Certification
12 5 (0.31%) ITIL Certification
12 5 (0.31%) MCITP
12 5 (0.31%) Postgraduate
13 4 (0.25%) ACCA
13 4 (0.25%) Cisco Certification
14 3 (0.19%) CIMA
14 3 (0.19%) DV Cleared
15 2 (0.13%) PMI Certification
Quality Assurance & Compliance
1 160 (10.05%) Data Quality
2 97 (6.09%) QA
3 37 (2.32%) GDPR
4 23 (1.44%) ISO 20022
4 23 (1.44%) MiFID
5 16 (1.01%) SLA
6 11 (0.69%) Solvency II
7 9 (0.57%) ISO/IEC 20000
8 7 (0.44%) Dodd-Frank
9 6 (0.38%) EMIR
10 5 (0.31%) PMO
11 4 (0.25%) ISO/IEC 27001
12 3 (0.19%) FATCA
12 3 (0.19%) PCI DSS
13 2 (0.13%) GCP
14 1 (0.063%) Actionable Recommendations
14 1 (0.063%) Basel III
14 1 (0.063%) IFRS
14 1 (0.063%) P3O
14 1 (0.063%) Sarbanes-Oxley
System Software
1 22 (1.38%) Active Directory
1 22 (1.38%) VMware Infrastructure
2 16 (1.01%) Virtual Machines
3 14 (0.88%) Docker
4 12 (0.75%) HDFS
5 5 (0.31%) Apache Flume
6 4 (0.25%) Oracle RAC
6 4 (0.25%) Virtual Desktop
6 4 (0.25%) VMware ESXi
7 1 (0.063%) Apache ZooKeeper
7 1 (0.063%) Oracle Clusterware
Systems Management
1 35 (2.20%) Control-M
2 18 (1.13%) Ansible
3 11 (0.69%) SCCM
4 9 (0.57%) Oracle Enterprise Manager
5 8 (0.50%) BladeLogic
5 8 (0.50%) Tivoli
6 5 (0.31%) HP Quality Center
7 4 (0.25%) Kubernetes
7 4 (0.25%) MIMEsweeper
7 4 (0.25%) Norton AntiVirus
7 4 (0.25%) Oozie
7 4 (0.25%) Oracle Identity Management
7 4 (0.25%) Tivoli Storage Manager
8 3 (0.19%) Data Guard
8 3 (0.19%) Enterprise Manager Cloud Control
8 3 (0.19%) Failover Clustering
8 3 (0.19%) Opscode Chef
8 3 (0.19%) Terraform
9 1 (0.063%) Ambari
9 1 (0.063%) Hadoop YARN
Vendors
1 322 (20.23%) Microsoft
2 260 (16.33%) Oracle
3 233 (14.64%) Tableau
4 79 (4.96%) SAP
5 68 (4.27%) Informatica
6 64 (4.02%) Salesforce.com
7 58 (3.64%) Google
8 54 (3.39%) Jaspersoft
9 48 (3.02%) Talend
10 46 (2.89%) Cognizant
11 45 (2.83%) MicroStrategy
12 44 (2.76%) IBM
12 44 (2.76%) Sybase
13 42 (2.64%) Cognos
14 32 (2.01%) TIBCO
15 27 (1.70%) Birst
15 27 (1.70%) Teradata
16 25 (1.57%) Cisco
17 22 (1.38%) Vertica
17 22 (1.38%) VMware
City, London
Harrington Starr
Salary: £70000 - £80000 per annum + plus package
Posted: 9 hours ago
London
Maclean Moore Consulting
Salary: From £60,000 to £80,000 per annum Bonus, Pension, Healthcare, Life Cov
Posted: 1 hour ago
City, London
I3
Salary: £75000 - £85000 per annum + benefits + bonus
Posted: Yesterday
London
Maclean Moore Consulting
Salary: From £60,000 to £80,000 per annum Bonus, Pension, Healthcare, Life Cov
Posted: 1 hour ago
London
Cognizant
Salary: Unspecified
Posted: 3 hours ago
City, London
Eutopia Solutions Ltd
Salary: £50000 - £60000 per annum
Posted: 6 hours ago
London
Oliver James Associates
Salary: £47500 - £52500 per annum + benefits, pension, bonus, PMI
Posted: 23 hours ago
London
Nicoll Curtin
Salary: £26000 - £30000.00 per annum
Posted: Yesterday
London
Prime Insight
Salary: Up to £55,000 per annum plus bonus and benefits
Posted: 2 days ago
London
Digitech Resourcing Ltd
Salary: From £65,000 to £75,000 per annum 1-2 days remote + Full Bens
Posted: Yesterday
London
Networkers
Salary: £70000 - £100000 per annum
Posted: Yesterday
London
Big Wednesday Digital Ltd
Salary: £35000 - £55000 per annum + Negotiable
Posted: 4 days ago
London
Bluewolf
Salary: Competitive
Posted: 2 days ago
City, London
Sogeti
Salary: Competitive salary + benefits
Posted: 2 days ago
London
Talent Spa
Salary: £70k per year
Posted: 5 days ago
London
Michael Page Technology
Salary: £70k to 78k + Bonus + Package
Posted: 2 days ago
City, London
Venturi
Salary: £50000 - £110000 per annum + 20% bonus & full bens
Posted: 5 days ago
London
Bluewolf
Salary: Competitive
Posted: 2 days ago
London
Digitech Resourcing Ltd
Salary: From £60,000 to £80,000 per annum Great Bens and fantastic onsite faci
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £70k - £90k base + 5k sign on
Posted: 6 days ago
London
Digitech Resourcing Ltd
Salary: From £70,000 to £90,000 per annum
Posted: 6 days ago
London
Westbourne Partners
Salary: From £70,000 to £80,000 per annum
Posted: 6 days ago
London
Harrington Starr
Salary: £65000 - £85000 per annum + bonus + benefits
Posted: 4 days ago
City, London
Oliver James Associates
Salary: £60000 - £80000 per annum
Posted: 6 days ago
London
Bluewolf
Salary: Competitive
Posted: 2 days ago
London
Austin Fraser
Salary: £80000 - £100000 per annum
Posted: 5 days ago
London
People Source Consulting
Salary: £70000 - £100000 per annum + Extensive Benefits
Posted: 5 days ago
London
Investigo
Salary: Up to £110,000 per annum + benefits
Posted: 5 days ago
South East London
Evolution Recruitment Solutions
Salary: 70,000-75,000+12.5% Bonus +Benefits
Posted: 6 days ago
London
Digitech Resourcing Ltd
Salary: From £60,000 to £80,000 per annum + Package
Posted: 5 days ago