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

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Data Modelling
London / City of London
Rank 112 98 129
Rank change year-on-year -14 +31  
Permanent jobs citing Data Modelling 112 196 217
As % of all permanent IT jobs advertised in the City of London 2.24% 2.79% 2.15%
As % of the Processes & Methodologies category 2.47% 3.09% 2.44%
Number of salaries quoted 103 162 181
Median salary £65,000 £60,750 £60,000
Median salary % change year-on-year +6.99% +1.25%  
90% offered a salary of more than £42,500 £47,500 £40,000
10% offered a salary of more than £90,000 £90,000 £80,000
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 4527 6340 8881
As % of all permanent IT job vacancies advertised in the City of London 90.36% 90.21% 87.81%
Number of salaries quoted 4133 5640 7475
Median salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.16% +4.34%  
90% offered a salary of more than £41,000 £42,500 £37,500
10% offered a salary of more than £87,500 £82,500 £85,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in the City of London

The job posting trend of jobs advertised in the City of 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 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 23 March 2017.

Salary histogram for Data Modelling in the City of London

Data Modelling
Top 30 Related IT Skills in the City of London

For the 6 months to 23 March 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.

1 138 (64.19%) SQL
2 93 (43.26%) Finance
3 92 (42.79%) Business Intelligence
4 82 (38.14%) ETL
5 79 (36.74%) Data Warehouse
6 75 (34.88%) SQL Server
7 55 (25.58%) Agile Software Development
8 52 (24.19%) Java
9 48 (22.33%) Oracle
10 43 (20.00%) Microsoft
11 42 (19.53%) SQL Server Reporting Services
12 41 (19.07%) Analytics
13 38 (17.67%) SQL Server Integration Services
14 34 (15.81%) Banking
14 34 (15.81%) Big Data
15 30 (13.95%) Oracle Database
16 29 (13.49%) Linux
16 29 (13.49%) Python
16 29 (13.49%) Hadoop
17 26 (12.09%) SQL Server Analysis Services
17 26 (12.09%) Data Analysis
18 25 (11.63%) Business Analysis
18 25 (11.63%) Degree
19 23 (10.70%) T-SQL
19 23 (10.70%) SDLC
19 23 (10.70%) Power BI
20 22 (10.23%) Data Management
21 21 (9.77%) Tableau
21 21 (9.77%) Data Quality
21 21 (9.77%) Analytical Skills

Data Modelling
Top Related 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 17 (7.91%) Apache Spark
2 10 (4.65%) Confluence
3 8 (3.72%) Apache
4 6 (2.79%) SAS
5 5 (2.33%) Cloud Foundry
6 3 (1.40%) IIS
6 3 (1.40%) JBoss
6 3 (1.40%) SharePoint
6 3 (1.40%) Tomcat
6 3 (1.40%) WebSphere
7 2 (0.93%) Drupal
7 2 (0.93%) WebLogic
8 1 (0.47%) Alfresco
8 1 (0.47%) FileNet
8 1 (0.47%) Jetty
8 1 (0.47%) MS Exchange
8 1 (0.47%) Oracle SOA Suite
Applications
1 17 (7.91%) MS Excel
2 9 (4.19%) MS Visio
3 5 (2.33%) MS Office
4 1 (0.47%) MS PowerPoint
4 1 (0.47%) MS Project
4 1 (0.47%) Spreadsheet
Business Applications
1 4 (1.86%) SAP ERP
2 3 (1.40%) OpenText MBPM
3 1 (0.47%) NetSuite
3 1 (0.47%) Oracle BPM
3 1 (0.47%) Oracle Retail
3 1 (0.47%) StreamServe
Cloud Services
1 9 (4.19%) Amazon AWS
2 6 (2.79%) GitHub
2 6 (2.79%) Google Analytics
3 4 (1.86%) Cloud Computing
3 4 (1.86%) Force.com
3 4 (1.86%) Microsoft Azure
3 4 (1.86%) SaaS
4 3 (1.40%) Google Cloud Platform
5 2 (0.93%) Amazon S3
5 2 (0.93%) PaaS
6 1 (0.47%) Amazon Kinesis
6 1 (0.47%) Amazon SQS
6 1 (0.47%) Lucidchart
Communications & Networking
1 3 (1.40%) Kerberos
1 3 (1.40%) LDAP
2 2 (0.93%) Internet
2 2 (0.93%) Intranet
3 1 (0.47%) Firewall
3 1 (0.47%) HTTP
3 1 (0.47%) SAN
Database & Business Intelligence
1 79 (36.74%) Data Warehouse
2 75 (34.88%) SQL Server
3 42 (19.53%) SQL Server Reporting Services
4 38 (17.67%) SQL Server Integration Services
5 34 (15.81%) Big Data
6 30 (13.95%) Oracle Database
7 29 (13.49%) Hadoop
8 26 (12.09%) SQL Server Analysis Services
9 23 (10.70%) Power BI
10 18 (8.37%) Relational Database
11 16 (7.44%) NoSQL
11 16 (7.44%) Oracle Database 11g
12 15 (6.98%) OLAP
13 13 (6.05%) SQL Server 2012
14 12 (5.58%) Apache Hive
14 12 (5.58%) Data Mining
15 11 (5.12%) MySQL
15 11 (5.12%) OLAP Cube
16 10 (4.65%) Impala
16 10 (4.65%) SQL Server 2008
Development Applications
1 17 (7.91%) JIRA
2 12 (5.58%) Git (software)
3 9 (4.19%) Jenkins
3 9 (4.19%) Toad
4 8 (3.72%) PowerDesigner
4 8 (3.72%) Subversion
5 5 (2.33%) Ant
5 5 (2.33%) Atlassian Bamboo
6 4 (1.86%) Team Foundation Server
7 3 (1.40%) FishEye
7 3 (1.40%) Liquibase
7 3 (1.40%) Talend Open Studio
8 2 (0.93%) ERwin
9 1 (0.47%) Apache Ivy
9 1 (0.47%) Cucumber
9 1 (0.47%) gulp
9 1 (0.47%) JUnit
9 1 (0.47%) LoadRunner
9 1 (0.47%) Maven
9 1 (0.47%) Visual Studio
General
1 93 (43.26%) Finance
2 34 (15.81%) Banking
3 17 (7.91%) Investment Banking
4 14 (6.51%) Marketing
5 13 (6.05%) Financial Institution
6 9 (4.19%) Legal
7 6 (2.79%) Law
7 6 (2.79%) Retail
8 5 (2.33%) Front Office
9 4 (1.86%) Advertising
9 4 (1.86%) Automotive
10 3 (1.40%) Publishing
11 1 (0.47%) Telecoms
Job Titles
1 73 (33.95%) Developer
2 49 (22.79%) Analyst
3 30 (13.95%) Architect
4 24 (11.16%) Business Intelligence Developer
5 20 (9.30%) Business Analyst
6 19 (8.84%) Senior Developer
7 18 (8.37%) Data Analyst
8 17 (7.91%) Data Architect
9 15 (6.98%) DBA
9 15 (6.98%) SQL DBA
9 15 (6.98%) SQL Server DBA
10 13 (6.05%) Java Developer
11 12 (5.58%) Data Warehouse Developer
12 11 (5.12%) Consultant
12 11 (5.12%) Oracle DBA
12 11 (5.12%) Oracle SQL Server DBA
13 10 (4.65%) Production DBA
13 10 (4.65%) SQL Server Production DBA
13 10 (4.65%) SSAS Developer
14 9 (4.19%) Oracle Financials Support
Libraries, Frameworks & Software Standards
1 17 (7.91%) HTML
1 17 (7.91%) REST
2 15 (6.98%) Web Services
3 12 (5.58%) .NET
4 10 (4.65%) CSS
4 10 (4.65%) SOAP
4 10 (4.65%) Spring
5 9 (4.19%) Node.js
5 9 (4.19%) XML
6 8 (3.72%) FIX Protocol
6 8 (3.72%) J2EE
6 8 (3.72%) jQuery
6 8 (3.72%) JSON
7 7 (3.26%) Django
7 7 (3.26%) Hibernate
7 7 (3.26%) HTML5
8 5 (2.33%) AngularJS
8 5 (2.33%) NumPy
8 5 (2.33%) SciPy
8 5 (2.33%) Unity DI Container
Miscellaneous
1 21 (9.77%) Analytical Skills
2 13 (6.05%) Data Structures
3 11 (5.12%) Computer Science
4 10 (4.65%) Credit Risk
4 10 (4.65%) Reference Data
5 9 (4.19%) Management Information System
5 9 (4.19%) Market Risk
5 9 (4.19%) PMI
6 8 (3.72%) Fintech
7 6 (2.79%) Algorithms
7 6 (2.79%) Fixed Income
8 5 (2.33%) Replication
9 4 (1.86%) Enterprise Software
9 4 (1.86%) Mobile App
9 4 (1.86%) User Experience
10 3 (1.40%) Linux Command Line
11 2 (0.93%) Clustering
11 2 (0.93%) Hedge funds
11 2 (0.93%) Social Media
11 2 (0.93%) Spread Betting
Operating Systems
1 29 (13.49%) Linux
2 14 (6.51%) Windows
3 9 (4.19%) Unix
4 6 (2.79%) Android
5 4 (1.86%) Red Hat Enterprise Linux
6 3 (1.40%) Windows XP
7 1 (0.47%) Apple iOS
Processes & Methodologies
1 92 (42.79%) Business Intelligence
2 82 (38.14%) ETL
3 55 (25.58%) Agile Software Development
4 41 (19.07%) Analytics
5 26 (12.09%) Data Analysis
6 25 (11.63%) Business Analysis
7 23 (10.70%) SDLC
8 22 (10.23%) Data Management
9 18 (8.37%) Data Architecture
9 18 (8.37%) Performance Tuning
10 17 (7.91%) OO
10 17 (7.91%) Visualisation
11 16 (7.44%) Scrum
12 14 (6.51%) Data Governance
12 14 (6.51%) Data Visualisation
12 14 (6.51%) Logical Data Model
12 14 (6.51%) Project Management
12 14 (6.51%) Stakeholder Management
13 13 (6.05%) ETL Development
13 13 (6.05%) Use Case
Programming Languages
1 138 (64.19%) SQL
2 52 (24.19%) Java
3 29 (13.49%) Python
4 23 (10.70%) T-SQL
5 19 (8.84%) JavaScript
6 14 (6.51%) C#
7 12 (5.58%) R
8 11 (5.12%) Shell Script
9 10 (4.65%) Scala
10 8 (3.72%) PL/SQL
11 7 (3.26%) Perl
12 6 (2.79%) Bash Shell
12 6 (2.79%) MATLAB
12 6 (2.79%) PHP
13 5 (2.33%) Apple Swift
13 5 (2.33%) C++
13 5 (2.33%) Objective-C
14 4 (1.86%) ANSI SQL
14 4 (1.86%) Apex Code
14 4 (1.86%) Ruby
Qualifications
1 25 (11.63%) Degree
2 9 (4.19%) PMI Certification
3 4 (1.86%) PhD
4 2 (0.93%) ITIL Foundation Certificate
5 1 (0.47%) APMP
5 1 (0.47%) PMP
5 1 (0.47%) Postgraduate
Quality Assurance & Compliance
1 21 (9.77%) Data Quality
2 6 (2.79%) MiFID
3 2 (0.93%) GDPR
3 2 (0.93%) QA
4 1 (0.47%) P3O
4 1 (0.47%) SLA
4 1 (0.47%) Solvency II
System Software
1 4 (1.86%) Active Directory
2 2 (0.93%) Docker
2 2 (0.93%) Oracle RAC
3 1 (0.47%) Apache Flume
3 1 (0.47%) HDFS
Systems Management
1 9 (4.19%) Oozie
2 5 (2.33%) Ansible
2 5 (2.33%) Data Guard
3 2 (0.93%) Enterprise Manager Cloud Control
4 1 (0.47%) Dokku
4 1 (0.47%) Oracle RMAN
Vendors
1 48 (22.33%) Oracle
2 43 (20.00%) Microsoft
3 21 (9.77%) Tableau
4 13 (6.05%) Sybase
5 10 (4.65%) Cognos
5 10 (4.65%) Informatica
6 9 (4.19%) Google
6 9 (4.19%) Salesforce.com
7 6 (2.79%) Hortonworks
8 5 (2.33%) IBM
8 5 (2.33%) SAP
9 4 (1.86%) Cloudera
9 4 (1.86%) Forcepoint
9 4 (1.86%) MicroStrategy
10 3 (1.40%) Charles River
10 3 (1.40%) OpenText
10 3 (1.40%) Talend
11 2 (0.93%) Alias
11 2 (0.93%) Netezza
11 2 (0.93%) Teradata
City, London
Venturi
Salary: £65000 - £71500 per annum + benefits
Posted: 3 hours ago
City, London
Understanding Recruitment
Salary: £55000.00 - £60000.00 per annum + Gym, Pension, Remote/Flexi Work
Posted: Yesterday
City, London
The Datawarehousing Company
Salary: £65,000 per annum + pension, medical, dental, critical illness, childc
Posted: Yesterday
City, London
Testing Circle Ltd
Salary: £0.00 per annum
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 plus exceptional benefits package
Posted: 2 days ago
City of London
Lawrence Harvey
Salary: £600 - £700 per annum
Posted: 3 days ago
City, London
I3
Salary: £65000 - £70000 per annum + benefits + bonus
Posted: 3 days ago
City of London
ABILITY Resorucing Ltd
Salary: £40000 - £60000 per annum
Posted: Yesterday
City, London
Asset Resourcing Ltd
Salary: £60000 - £65000 per annum
Posted: 3 days ago
City, London
Experis Ltd
Salary: £65000.00 - £74000.00 per annum + BENEFITS
Posted: 2 days ago
City, London
GTA
Posted: 7 days ago
City, London
BT
Salary: From £40,000 to £50,000 per annum 10% bonus, pension, Broadband, Phone
Posted: 13 days ago
City of London
Hays London City Cheapside
Salary: £85000.00 - £95000.00 per annum + bonus and benefits
Posted: 9 days ago
City, London
Digital Gurus
Salary: £40000 - £50000 Per Annum + benefits
Posted: 22 days ago
City of London
Mint
Salary: £65000 - £75000 per annum + Excellent
Posted: 9 days ago
City, London
Altus Analytics
Posted: 15 days ago
City, Sheffield
The SmartList
Posted: 3 days ago
City of London
Huxley
Salary: £45000 - £55000 per annum + Package
Posted: 16 days ago
City of London
Hays London City Cheapside
Salary: £80000.00 - £100000.00 per annum
Posted: 20 days ago
City, London
Altus Analytics
Posted: 15 days ago
City, London
Altus Analytics
Posted: 15 days ago
City of London
Hays London City Cheapside
Salary: £80000.00 - £110000.00 per annum
Posted: 27 days ago
City of London
Lawrence Harvey
Salary: £90000.00 - £110000.00 per annum
Posted: 23 days ago