The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the City of London region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 23 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Jan 2017
Same period 2016 Same period 2015
Data Modelling
London / City of London
Rank 131 108 112
Rank change year-on-year
-23 +4
Permanent jobs citing Data Modelling 107 159 250
As % of all permanent IT jobs located in the City of London 2.13% 2.49% 2.44%
As % of the Processes & Methodologies category 2.43% 2.80% 2.85%
Number of salaries quoted 95 142 220
Median salary £60,000 £60,000 £57,500
Median salary % change year-on-year
- +4.34%
90% offered a salary of more than £42,500 £45,000 £37,250
10% offered a salary of more than £83,000 £94,500 £77,500
UK excluding London median salary £47,500 £47,772 £46,000
% change year-on-year
-0.56% +3.85%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the City of London region.

Processes & Methodologies Category
City of London
Permanent IT job ads with a match in the
Processes & Methodologies category
4412 5676 8765
As % of all permanent IT jobs located in the City of London 87.78% 88.83% 85.50%
Number of salaries quoted 3999 5086 7567
Median salary £60,000 £60,000 £57,500
Median salary % change year-on-year
- +4.34%
90% offered a salary of more than £40,000 £42,500 £38,259
10% offered a salary of more than £90,000 £82,500 £87,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in the City of London

The demand trend of job ads across the City of London region citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend 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 across the City of London region.

Data Modelling Salary Trend in the City of London

Data Modelling
Salary Histogram in the City of London

This chart provides a salary histogram for IT jobs citing Data Modelling across the City of London region over the 3 months to 23 January 2017.

Data Modelling Salary Histogram in the City of London

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

For the 6 months to 23 January 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.

1 151 (70.23%) SQL
2 103 (47.91%) ETL
3 95 (44.19%) Business Intelligence
4 77 (35.81%) Finance
5 75 (34.88%) SQL Server
6 71 (33.02%) Data Warehouse
7 50 (23.26%) Agile Software Development
8 49 (22.79%) SQL Server Integration Services
9 48 (22.33%) SQL Server Reporting Services
10 45 (20.93%) Java
10 45 (20.93%) Oracle
11 43 (20.00%) Microsoft
12 40 (18.60%) Big Data
13 38 (17.67%) T-SQL
13 38 (17.67%) Python
14 35 (16.28%) Analytics
14 35 (16.28%) Hadoop
15 33 (15.35%) Degree
16 32 (14.88%) Banking
17 31 (14.42%) SQL Server Analysis Services
17 31 (14.42%) SDLC
18 29 (13.49%) OO
19 28 (13.02%) Business Analysis
19 28 (13.02%) Data Architecture
20 27 (12.56%) Performance Tuning
20 27 (12.56%) Data Analysis
21 24 (11.16%) Linux
21 24 (11.16%) JavaScript
22 23 (10.70%) Data Management
23 21 (9.77%) Tableau

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 21 (9.77%) Apache Spark
2 13 (6.05%) Confluence
3 9 (4.19%) Apache
4 6 (2.79%) SAS
5 3 (1.40%) Cloud Foundry
5 3 (1.40%) IIS
5 3 (1.40%) SharePoint
6 2 (0.93%) Drupal
7 1 (0.47%) CMS
7 1 (0.47%) FileNet
7 1 (0.47%) Jetty
7 1 (0.47%) MS Exchange
7 1 (0.47%) Oracle SOA Suite
7 1 (0.47%) WebSphere
Applications
1 15 (6.98%) MS Excel
2 7 (3.26%) MS Office
3 5 (2.33%) MS Visio
4 3 (1.40%) SPSS
4 3 (1.40%) Stata
5 1 (0.47%) MS PowerPoint
5 1 (0.47%) MS Project
5 1 (0.47%) Spreadsheet
Business Applications
1 3 (1.40%) OpenText MBPM
1 3 (1.40%) SAP ERP
2 1 (0.47%) Dynamics CRM
2 1 (0.47%) Oracle BPM
2 1 (0.47%) Oracle Retail
2 1 (0.47%) StreamServe
Cloud Services
1 7 (3.26%) Amazon AWS
2 6 (2.79%) GitHub
3 5 (2.33%) Google Analytics
3 5 (2.33%) SaaS
4 4 (1.86%) Microsoft Azure
5 3 (1.40%) Force.com
5 3 (1.40%) Google Cloud Platform
5 3 (1.40%) PaaS
6 2 (0.93%) Amazon S3
7 1 (0.47%) Amazon Kinesis
7 1 (0.47%) Amazon SQS
7 1 (0.47%) Cloud Computing
Communications & Networking
1 6 (2.79%) Internet
2 3 (1.40%) Kerberos
2 3 (1.40%) LDAP
3 2 (0.93%) Intranet
4 1 (0.47%) HTTP
4 1 (0.47%) LAN
4 1 (0.47%) SAN
4 1 (0.47%) WAN
Database & Business Intelligence
1 75 (34.88%) SQL Server
2 71 (33.02%) Data Warehouse
3 49 (22.79%) SQL Server Integration Services
4 48 (22.33%) SQL Server Reporting Services
5 40 (18.60%) Big Data
6 35 (16.28%) Hadoop
7 31 (14.42%) SQL Server Analysis Services
8 20 (9.30%) MySQL
9 19 (8.84%) Oracle Database
9 19 (8.84%) Power BI
10 18 (8.37%) NoSQL
11 17 (7.91%) Oracle Database 11g
11 17 (7.91%) Relational Database
12 15 (6.98%) Apache Hive
12 15 (6.98%) Data Mining
13 12 (5.58%) BusinessObjects
13 12 (5.58%) OLAP
13 12 (5.58%) QlikView
13 12 (5.58%) SQL Server 2008
13 12 (5.58%) SQL Server 2012
Development Applications
1 18 (8.37%) JIRA
2 9 (4.19%) Toad
3 8 (3.72%) Git (software)
3 8 (3.72%) Jenkins
4 7 (3.26%) FishEye
4 7 (3.26%) Liquibase
5 6 (2.79%) Phabricator
6 5 (2.33%) Subversion
7 4 (1.86%) PowerDesigner
7 4 (1.86%) Talend Open Studio
7 4 (1.86%) Team Foundation Server
8 3 (1.40%) Atlassian Bamboo
9 2 (0.93%) ERwin
10 1 (0.47%) Gradle
10 1 (0.47%) gulp
10 1 (0.47%) Maven
10 1 (0.47%) Sonatype Nexus
10 1 (0.47%) SQL Server Management Studio (SSMS)
10 1 (0.47%) Visual Studio
General
1 77 (35.81%) Finance
2 32 (14.88%) Banking
3 19 (8.84%) Investment Banking
4 16 (7.44%) Marketing
5 14 (6.51%) Legal
6 10 (4.65%) Financial Institution
7 6 (2.79%) Law
8 5 (2.33%) Front Office
8 5 (2.33%) Retail
9 4 (1.86%) Automotive
10 3 (1.40%) Publishing
11 2 (0.93%) Advertising
12 1 (0.47%) Corporate Banking
Job Titles
1 75 (34.88%) Developer
2 50 (23.26%) Analyst
3 28 (13.02%) Architect
4 27 (12.56%) Data Analyst
5 24 (11.16%) Business Intelligence Developer
6 23 (10.70%) Data Architect
7 18 (8.37%) Business Analyst
8 16 (7.44%) DBA
8 16 (7.44%) SQL DBA
8 16 (7.44%) SQL Developer
9 15 (6.98%) Senior Developer
10 11 (5.12%) Business Developer
10 11 (5.12%) Data Warehouse Developer
11 10 (4.65%) Production DBA
12 9 (4.19%) Consultant
12 9 (4.19%) IT Manager
12 9 (4.19%) IT Project Manager
12 9 (4.19%) Project Manager
13 8 (3.72%) SQL Server DBA
13 8 (3.72%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 18 (8.37%) XML
2 16 (7.44%) HTML
3 15 (6.98%) CSS
4 12 (5.58%) Node.js
4 12 (5.58%) REST
5 11 (5.12%) Django
5 11 (5.12%) JSON
6 10 (4.65%) jQuery
7 9 (4.19%) .NET
7 9 (4.19%) LAMP
7 9 (4.19%) SOAP
7 9 (4.19%) Web Services
8 8 (3.72%) React
9 7 (3.26%) Ajax
9 7 (3.26%) AngularJS
9 7 (3.26%) Grails
9 7 (3.26%) HTML5
9 7 (3.26%) JRuby
10 6 (2.79%) NumPy
10 6 (2.79%) SciPy
Miscellaneous
1 19 (8.84%) Analytical Skills
2 16 (7.44%) Data Integration
3 15 (6.98%) Replication
4 14 (6.51%) Statistics
4 14 (6.51%) Visualisation
5 13 (6.05%) PMI
6 12 (5.58%) Data Structures
6 12 (5.58%) Fintech
7 11 (5.12%) Computer Science
7 11 (5.12%) Reference Data
8 9 (4.19%) Credit Risk
8 9 (4.19%) Market Risk
9 8 (3.72%) Management Information System
9 8 (3.72%) User Experience
10 7 (3.26%) Algorithms
10 7 (3.26%) Mathematics
11 4 (1.86%) Data Extraction
12 3 (1.40%) Clustering
12 3 (1.40%) Economics
12 3 (1.40%) Fixed Income
Operating Systems
1 24 (11.16%) Linux
2 15 (6.98%) Unix
3 8 (3.72%) Windows
4 5 (2.33%) Debian
5 4 (1.86%) Android
5 4 (1.86%) Red Hat Enterprise Linux
6 3 (1.40%) Windows XP
7 1 (0.47%) Apple iOS
Processes & Methodologies
1 103 (47.91%) ETL
2 95 (44.19%) Business Intelligence
3 50 (23.26%) Agile Software Development
4 35 (16.28%) Analytics
5 31 (14.42%) SDLC
6 29 (13.49%) OO
7 28 (13.02%) Business Analysis
7 28 (13.02%) Data Architecture
8 27 (12.56%) Data Analysis
8 27 (12.56%) Performance Tuning
9 23 (10.70%) Data Management
10 21 (9.77%) Logical Data Model
11 19 (8.84%) OOP
12 17 (7.91%) Project Management
13 16 (7.44%) CRM
14 15 (6.98%) Open Source
15 14 (6.51%) Mentoring
15 14 (6.51%) UML
16 13 (6.05%) Migration
16 13 (6.05%) PRINCE2
Programming Languages
1 151 (70.23%) SQL
2 45 (20.93%) Java
3 38 (17.67%) Python
3 38 (17.67%) T-SQL
4 24 (11.16%) JavaScript
5 19 (8.84%) C#
6 15 (6.98%) Scala
7 13 (6.05%) PL/SQL
8 12 (5.58%) PHP
9 11 (5.12%) R
10 8 (3.72%) C++
10 8 (3.72%) MATLAB
10 8 (3.72%) Shell Script
11 7 (3.26%) Clojure
11 7 (3.26%) Groovy
11 7 (3.26%) Jython
12 6 (2.79%) PowerShell
13 5 (2.33%) Perl
13 5 (2.33%) VBA
14 4 (1.86%) Ruby
Qualifications
1 33 (15.35%) Degree
2 13 (6.05%) PMI Certification
3 8 (3.72%) OCP
3 8 (3.72%) Oracle Certification
4 5 (2.33%) PhD
5 2 (0.93%) MCP
5 2 (0.93%) Security Cleared
6 1 (0.47%) APMP
6 1 (0.47%) CBAP
6 1 (0.47%) IIBA
6 1 (0.47%) ISEB
6 1 (0.47%) MCDBA
6 1 (0.47%) MCPD
6 1 (0.47%) Microsoft Certification
6 1 (0.47%) PMP
6 1 (0.47%) Postgraduate
Quality Assurance & Compliance
1 17 (7.91%) Data Quality
2 5 (2.33%) MiFID
3 1 (0.47%) P3O
3 1 (0.47%) QA
System Software
1 4 (1.86%) Active Directory
2 3 (1.40%) Apache Flume
2 3 (1.40%) Docker
2 3 (1.40%) HDFS
3 2 (0.93%) Oracle RAC
Systems Management
1 11 (5.12%) Oozie
2 8 (3.72%) Failover Clustering
3 5 (2.33%) Data Guard
4 3 (1.40%) Ansible
5 2 (0.93%) Control-M
5 2 (0.93%) Enterprise Manager Cloud Control
6 1 (0.47%) Dokku
6 1 (0.47%) Oracle RMAN
Vendors
1 45 (20.93%) Oracle
2 43 (20.00%) Microsoft
3 21 (9.77%) Tableau
4 18 (8.37%) Cognos
5 15 (6.98%) Informatica
6 10 (4.65%) Salesforce.com
7 9 (4.19%) Sybase
8 8 (3.72%) Google
9 6 (2.79%) SAP
9 6 (2.79%) Sencha
9 6 (2.79%) Twitter
10 4 (1.86%) Cloudera
10 4 (1.86%) Hortonworks
10 4 (1.86%) Talend
11 3 (1.40%) IBM
11 3 (1.40%) MapR
11 3 (1.40%) Murex
11 3 (1.40%) OpenText
12 2 (0.93%) Ab Initio
12 2 (0.93%) Teradata
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