The following table provides summary statistics for permanent job vacancies advertised in the City of 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 29 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
London > City of London
3 months to
29 Jun 2017
Same period 2016 Same period 2015
Rank 113 141 133
Rank change year-on-year +28 -8  
Permanent jobs citing Data Modelling 128 136 216
As % of all permanent IT jobs advertised in the City of London 2.50% 2.14% 2.09%
As % of the Processes & Methodologies category 2.80% 2.36% 2.34%
Number of salaries quoted 115 123 185
City of London median annual salary £67,500 £60,000 £60,000
Median salary % change year-on-year +12.50% -  
10th Percentile £46,750 £46,250 £43,250
90th Percentile £86,250 £81,650 £87,500
London median annual salary £62,500 £60,500 £62,000
% change year-on-year +3.30% -2.41%  

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 the City of London with a requirement for process and methodology skills.

Process & Methodology Skills
City of London
Permanent job vacancies with a requirement for process and methodology skills 4568 5755 9220
As % of all permanent IT job vacancies advertised in the City of London 89.10% 90.63% 89.20%
Number of salaries quoted 17053 23088 30281
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.16% +4.34%  
10th Percentile £37,500 £37,500 £36,250
90th Percentile £90,000 £87,500 £87,500
London median annual salary £60,500 £60,000 £57,500
% change year-on-year +0.83% +4.34%  

Data Modelling
Job Vacancy Trend in the City of London

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Data Modelling in the City of London

Data Modelling
Salary Trend in the City of London

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

Salary trend for Data Modelling in the City of London

Data Modelling
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Modelling in the City of London over the 3 months to 29 June 2017.

Salary histogram for Data Modelling in the City of London

For the 6 months to 29 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 City of London region with a requirement for Data Modelling.

1 160 (64.00%) SQL
2 127 (50.80%) SQL Server
3 120 (48.00%) Finance
4 105 (42.00%) Data Warehouse
5 96 (38.40%) Business Intelligence
6 91 (36.40%) ETL
7 88 (35.20%) SQL Server Integration Services
8 87 (34.80%) Microsoft
9 79 (31.60%) SQL Server Reporting Services
10 65 (26.00%) Agile Software Development
11 52 (20.80%) SQL Server Analysis Services
11 52 (20.80%) Analytics
12 51 (20.40%) Degree
13 49 (19.60%) Tableau
14 47 (18.80%) Oracle
15 46 (18.40%) T-SQL
15 46 (18.40%) Java
15 46 (18.40%) Power BI
16 40 (16.00%) Linux
16 40 (16.00%) Analytical Skills
17 39 (15.60%) Data Quality
18 37 (14.80%) Banking
19 36 (14.40%) Data Management
20 35 (14.00%) Sybase
21 34 (13.60%) Data Analysis
21 34 (13.60%) Visualisation
22 32 (12.80%) Data Integration
23 31 (12.40%) Data Visualisation
23 31 (12.40%) OLAP
24 30 (12.00%) MS Visio

Data Modelling
Co-occurring IT Skills in the City of 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 10 (4.00%) Apache
1 10 (4.00%) JBoss
1 10 (4.00%) Tomcat
2 9 (3.60%) WebLogic
2 9 (3.60%) WebSphere
3 7 (2.80%) Apache Spark
4 6 (2.40%) Confluence
5 5 (2.00%) SAS
6 4 (1.60%) Foswiki
6 4 (1.60%) WordPress
7 3 (1.20%) BizTalk Server
7 3 (1.20%) Cloud Foundry
8 2 (0.80%) Alfresco
8 2 (0.80%) Oracle SOA Suite
9 1 (0.40%) Apache Solr
9 1 (0.40%) CMS
9 1 (0.40%) Elasticsearch
9 1 (0.40%) IIS
9 1 (0.40%) Jetty
9 1 (0.40%) SharePoint
Applications
1 30 (12.00%) MS Visio
2 21 (8.40%) Microsoft Excel
3 6 (2.40%) Spreadsheet
4 5 (2.00%) Microsoft Office
5 3 (1.20%) Microsoft PowerPoint
6 2 (0.80%) SPSS
7 1 (0.40%) Microsoft Project
Business Applications
1 3 (1.20%) NetSuite
2 2 (0.80%) Dynamics CRM
3 1 (0.40%) FastStats
3 1 (0.40%) ION MarketView
3 1 (0.40%) SAP ERP
Cloud Services
1 9 (3.60%) Amazon AWS
2 6 (2.40%) Microsoft Azure
2 6 (2.40%) SaaS
3 5 (2.00%) Cloud Computing
3 5 (2.00%) Google Analytics
4 4 (1.60%) IBM Blueworks
4 4 (1.60%) PaaS
5 3 (1.20%) Force.com
5 3 (1.20%) Google Cloud Platform
5 3 (1.20%) IaaS
6 2 (0.80%) GitHub
7 1 (0.40%) Lucidchart
7 1 (0.40%) Salesforce Sales Cloud
7 1 (0.40%) Salesforce Service Cloud
Communications & Networking
1 5 (2.00%) Internet
1 5 (2.00%) SAN
2 1 (0.40%) Firewall
2 1 (0.40%) Kerberos
2 1 (0.40%) LDAP
Database & Business Intelligence
1 127 (50.80%) SQL Server
2 105 (42.00%) Data Warehouse
3 88 (35.20%) SQL Server Integration Services
4 79 (31.60%) SQL Server Reporting Services
5 52 (20.80%) SQL Server Analysis Services
6 46 (18.40%) Power BI
7 31 (12.40%) OLAP
8 28 (11.20%) Big Data
9 26 (10.40%) OLAP Cube
10 25 (10.00%) Oracle Database
10 25 (10.00%) SSDT
11 19 (7.60%) Relational Database
11 19 (7.60%) SQL Server 2008
12 17 (6.80%) SQL Server 2012
13 14 (5.60%) Hadoop
14 11 (4.40%) QlikView
15 9 (3.60%) BusinessObjects
15 9 (3.60%) Data Lake
15 9 (3.60%) Oracle Database 12c
16 7 (2.80%) RDBMS
Development Applications
1 25 (10.00%) PowerDesigner
2 19 (7.60%) JIRA
3 8 (3.20%) Git (software)
4 6 (2.40%) Jenkins
5 5 (2.00%) Ant
5 5 (2.00%) Subversion
5 5 (2.00%) Talend Open Studio
6 4 (1.60%) Phabricator
7 3 (1.20%) Atlassian Bamboo
7 3 (1.20%) ERwin
8 2 (0.80%) Maven
8 2 (0.80%) SQL Server Management Studio (SSMS)
8 2 (0.80%) Team Foundation Server
8 2 (0.80%) Visual Studio
9 1 (0.40%) Appium
9 1 (0.40%) Bower
9 1 (0.40%) Eclipse
9 1 (0.40%) JUnit
9 1 (0.40%) LoadRunner
9 1 (0.40%) NetBeans
General
1 120 (48.00%) Finance
2 37 (14.80%) Banking
3 15 (6.00%) Financial Institution
4 10 (4.00%) Retail
5 9 (3.60%) Advertising
5 9 (3.60%) Legal
6 8 (3.20%) Front Office
6 8 (3.20%) Investment Banking
6 8 (3.20%) Marketing
7 4 (1.60%) Retail Banking
8 3 (1.20%) Publishing
9 2 (0.80%) Pharmaceutical
9 2 (0.80%) Telecoms
10 1 (0.40%) Automotive
10 1 (0.40%) Back Office
10 1 (0.40%) Law
10 1 (0.40%) Prime Brokerage
10 1 (0.40%) Private Banking
Job Titles
1 91 (36.40%) Developer
2 54 (21.60%) Analyst
3 43 (17.20%) Business Intelligence Developer
4 41 (16.40%) Architect
5 36 (14.40%) Senior Developer
6 27 (10.80%) Business Analyst
7 25 (10.00%) Senior Business Intelligence Developer
7 25 (10.00%) SSAS Developer
8 24 (9.60%) OLAP Developer
8 24 (9.60%) Senior OLAP Developer
8 24 (9.60%) Tableau Developer
9 21 (8.40%) Data Visualisation Developer
9 21 (8.40%) DBA
9 21 (8.40%) SQL DBA
9 21 (8.40%) SQL Server DBA
10 17 (6.80%) Data Architect
11 16 (6.40%) Consultant
12 15 (6.00%) Technical Architect
13 14 (5.60%) SQL Developer
13 14 (5.60%) SSIS Developer
Libraries, Frameworks & Software Standards
1 28 (11.20%) .NET
2 16 (6.40%) HTML
3 13 (5.20%) Spring
4 11 (4.40%) FIX Protocol
4 11 (4.40%) XML
5 10 (4.00%) .NET Framework
5 10 (4.00%) MDX
6 9 (3.60%) JMS
6 9 (3.60%) Web Services
7 8 (3.20%) CSS
7 8 (3.20%) REST
8 7 (2.80%) ASP.NET
8 7 (2.80%) HTML5
8 7 (2.80%) Node.js
8 7 (2.80%) Oracle GoldenGate
9 6 (2.40%) Ajax
10 5 (2.00%) Hibernate
10 5 (2.00%) J2EE
10 5 (2.00%) LAMP
10 5 (2.00%) XSLT
Miscellaneous
1 40 (16.00%) Analytical Skills
2 28 (11.20%) Data Structures
3 25 (10.00%) Management Information System
4 12 (4.80%) Replication
5 11 (4.40%) Computer Science
5 11 (4.40%) Greenfield Project
6 8 (3.20%) Hedge funds
7 6 (2.40%) Linux Command Line
7 6 (2.40%) User Experience
8 5 (2.00%) Clustering
9 4 (1.60%) Credit Risk
9 4 (1.60%) Equities
9 4 (1.60%) Fintech
9 4 (1.60%) Fixed Income
9 4 (1.60%) Reinsurance
10 3 (1.20%) Algorithms
10 3 (1.20%) Foreign Exchange (FX)
10 3 (1.20%) Minimum Viable Product
10 3 (1.20%) Reference Data
11 2 (0.80%) Mobile App
Operating Systems
1 40 (16.00%) Linux
2 20 (8.00%) Windows
3 17 (6.80%) Unix
4 4 (1.60%) Debian
5 3 (1.20%) Android
6 2 (0.80%) Red Hat Enterprise Linux
Processes & Methodologies
1 96 (38.40%) Business Intelligence
2 91 (36.40%) ETL
3 65 (26.00%) Agile Software Development
4 52 (20.80%) Analytics
5 36 (14.40%) Data Management
6 34 (13.60%) Data Analysis
6 34 (13.60%) Visualisation
7 32 (12.80%) Data Integration
8 31 (12.40%) Data Visualisation
9 27 (10.80%) Scrum
10 25 (10.00%) Regression Testing
11 23 (9.20%) ITIL
11 23 (9.20%) Stakeholder Management
12 22 (8.80%) OO
13 21 (8.40%) SDLC
14 20 (8.00%) Logical Data Model
14 20 (8.00%) Performance Tuning
14 20 (8.00%) Physical Data Model
14 20 (8.00%) Test Automation
15 18 (7.20%) Use Case
Programming Languages
1 160 (64.00%) SQL
2 46 (18.40%) Java
2 46 (18.40%) T-SQL
3 29 (11.60%) C#
4 20 (8.00%) JavaScript
5 18 (7.20%) Python
6 13 (5.20%) R
7 12 (4.80%) Shell Script
8 10 (4.00%) C
8 10 (4.00%) C++
8 10 (4.00%) PL/SQL
9 7 (2.80%) Perl
10 6 (2.40%) PHP
10 6 (2.40%) Scala
10 6 (2.40%) VB
10 6 (2.40%) VBA
11 5 (2.00%) MATLAB
12 4 (1.60%) ANSI SQL
12 4 (1.60%) Bash Shell
12 4 (1.60%) Data Analysis Expressions (DAX)
Qualifications
1 51 (20.40%) Degree
2 6 (2.40%) ITIL Foundation Certificate
3 5 (2.00%) Computer Science Degree
4 4 (1.60%) Master's Degree
4 4 (1.60%) MCITP
4 4 (1.60%) Microsoft Certification
5 2 (0.80%) Oracle Certification
6 1 (0.40%) APMP
6 1 (0.40%) IIBA
6 1 (0.40%) ISEB
6 1 (0.40%) Numerate Degree
6 1 (0.40%) PMI Certification
6 1 (0.40%) PMP
Quality Assurance & Compliance
1 39 (15.60%) Data Quality
2 16 (6.40%) QA
3 4 (1.60%) GDPR
3 4 (1.60%) MiFID
4 3 (1.20%) ISO 20022
4 3 (1.20%) SLA
4 3 (1.20%) Solvency II
5 1 (0.40%) P3O
5 1 (0.40%) PMO
System Software
1 1 (0.40%) Active Directory
1 1 (0.40%) Docker
1 1 (0.40%) Oracle RAC
Systems Management
1 3 (1.20%) Ansible
2 2 (0.80%) Control-M
2 2 (0.80%) Data Guard
3 1 (0.40%) Enterprise Manager Cloud Control
Vendors
1 87 (34.80%) Microsoft
2 49 (19.60%) Tableau
3 47 (18.80%) Oracle
4 35 (14.00%) Sybase
5 12 (4.80%) IBM
5 12 (4.80%) Informatica
6 8 (3.20%) Google
7 6 (2.40%) Siebel
8 5 (2.00%) Cognos
8 5 (2.00%) MicroStrategy
8 5 (2.00%) Talend
9 4 (1.60%) Forcepoint
9 4 (1.60%) Hortonworks
9 4 (1.60%) Salesforce.com
9 4 (1.60%) SAP
9 4 (1.60%) Sencha
10 3 (1.20%) Charles River
10 3 (1.20%) Cisco
10 3 (1.20%) Cloudera
10 3 (1.20%) Teradata
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Salary: £80k - £90k base + £5,000 Sign on + Competitive benefits
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