The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the City of London region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 3 December 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 45 71 56
Rank change year-on-year
+26 -15
Contract jobs citing Data Modelling 143 90 202
As % of all contract IT jobs located in the City of London 4.50% 2.60% 3.43%
As % of the Processes & Methodologies category 5.15% 3.09% 4.24%
Number of daily rates quoted 107 65 160
Median daily rate £525 £500 £500
Median daily rate % change year-on-year
+5.00% -
90% offered a daily rate of more than £425 £353 £361
10% offered a daily rate of more than £650 £620 £650
UK excluding London median daily rate £450 £425 £446
% change year-on-year
+5.88% -4.60%
Number of hourly rates quoted 0 1 0
Median hourly rate - £53.00 -
UK excluding London median hourly rate £46.50 £35.21 £74.50
% change year-on-year
+32.08% -52.74%
Data Modelling
London

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

Processes & Methodologies Category
City of London
Contract IT job ads with a match in the
Processes & Methodologies category
2778 2909 4761
As % of all contract IT jobs located in the City of London 87.41% 83.88% 80.91%
Number of daily rates quoted 2207 2336 3725
Median daily rate £500 £475 £450
Median daily rate % change year-on-year
+5.26% +5.55%
90% offered a daily rate of more than £350 £310 £304
10% offered a daily rate of more than £650 £650 £625
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 28 25 52
Median hourly rate £27.50 £24.50 £18.00
Median hourly rate % change year-on-year
+12.24% +36.11%
90% offered a hourly rate of more than £14.50 £17.70 £10.85
10% offered a hourly rate of more than £55.00 £51.59 £38.00
UK excluding London median hourly rate £31.00 £34.95 £25.00
% change year-on-year
-11.30% +39.80%

Data Modelling
Jobs Demand Trend in the City of London

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

Data Modelling Jobs Demand Trend in the City of London

Data Modelling
Daily Rate Trend in the City of London

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Modelling across the City of London region.

Data Modelling Daily Rate Trend in the City of London

Data Modelling
Daily Rate Histogram in the City of London

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the City of London region over the 3 months to 3 December 2016.

Data Modelling Daily Rate Histogram in the City of London

Data Modelling
Hourly Rate Trend in the City of London

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Modelling across the City of London region.

Data Modelling Hourly Rate Trend in the City of London

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

For the 6 months to 3 December 2016, IT contractor 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 contract ads across the City of London region with a requirement for Data Modelling.

1 118 (48.16%) SQL
2 93 (37.96%) Data Warehouse
3 89 (36.33%) Finance
4 87 (35.51%) Agile Software Development
5 64 (26.12%) Data Quality
6 63 (25.71%) ETL
7 61 (24.90%) Business Intelligence
8 53 (21.63%) SQL Server
9 50 (20.41%) Oracle
10 46 (18.78%) Banking
11 44 (17.96%) Analytics
12 41 (16.73%) Scrum
13 40 (16.33%) Data Management
14 38 (15.51%) Netezza
15 36 (14.69%) Degree
16 35 (14.29%) Predictive Modelling
17 32 (13.06%) Data Analysis
17 32 (13.06%) Performance Tuning
18 31 (12.65%) .NET
18 31 (12.65%) Data Architecture
19 28 (11.43%) Relational Database
20 26 (10.61%) Microsoft
20 26 (10.61%) Python
21 25 (10.20%) XML
21 25 (10.20%) NoSQL
21 25 (10.20%) Big Data
22 24 (9.80%) Web Services
22 24 (9.80%) Stakeholder Management
23 23 (9.39%) C#
23 23 (9.39%) Hadoop

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 11 (4.49%) SAS
2 9 (3.67%) WebSphere
3 8 (3.27%) Apache Spark
3 8 (3.27%) SharePoint
4 5 (2.04%) CMS
5 4 (1.63%) Apache Pig
6 3 (1.22%) Apache
6 3 (1.22%) Elasticsearch
7 2 (0.82%) Confluence
7 2 (0.82%) Tomcat
8 1 (0.41%) Drupal
8 1 (0.41%) Facebook Platform
8 1 (0.41%) IIS
8 1 (0.41%) JBoss
8 1 (0.41%) Joomla!
8 1 (0.41%) WebLogic
8 1 (0.41%) WordPress
Applications
1 16 (6.53%) MS Excel
2 6 (2.45%) MS Office
3 5 (2.04%) MS Visio
4 4 (1.63%) MS PowerPoint
5 3 (1.22%) MS Project
6 2 (0.82%) Spreadsheet
6 2 (0.82%) SPSS
7 1 (0.41%) OmniGraffle
Business Applications
1 6 (2.45%) Dynamics CRM
2 3 (1.22%) Endur
3 2 (0.82%) Dynamics AX
3 2 (0.82%) Oracle EBS
3 2 (0.82%) Radian6
4 1 (0.41%) Cognos Business Intelligence
4 1 (0.41%) Cognos Controller
4 1 (0.41%) Cognos TM1
4 1 (0.41%) Markit EDM
4 1 (0.41%) Oracle Retail
4 1 (0.41%) Salesforce.com CRM
4 1 (0.41%) Social Studio
4 1 (0.41%) WebTrends
Cloud Services
1 10 (4.08%) Amazon AWS
2 8 (3.27%) Microsoft Azure
3 4 (1.63%) SuccessFactors
4 2 (0.82%) Amazon Kinesis
4 2 (0.82%) Force.com
4 2 (0.82%) G Suite
5 1 (0.41%) AdWords
5 1 (0.41%) Azure Active Directory
5 1 (0.41%) Boomi
5 1 (0.41%) Google Analytics
5 1 (0.41%) Google Cloud Platform
5 1 (0.41%) Lucidchart
5 1 (0.41%) Oracle CX
5 1 (0.41%) Responsys
Communications & Networking
1 4 (1.63%) CTI
1 4 (1.63%) Internet
2 3 (1.22%) Firewall
2 3 (1.22%) HTTP
2 3 (1.22%) Network Security
3 1 (0.41%) BIG-IP
3 1 (0.41%) DHCP
3 1 (0.41%) DNS
3 1 (0.41%) LAN
3 1 (0.41%) NAS
3 1 (0.41%) SAN
3 1 (0.41%) VoIP
3 1 (0.41%) WAN
3 1 (0.41%) Wireless
Database & Business Intelligence
1 93 (37.96%) Data Warehouse
2 53 (21.63%) SQL Server
3 28 (11.43%) Relational Database
4 25 (10.20%) Big Data
4 25 (10.20%) NoSQL
5 23 (9.39%) Hadoop
5 23 (9.39%) SQL Server Integration Services
6 22 (8.98%) SQL Server Reporting Services
7 15 (6.12%) SQL Server Analysis Services
8 14 (5.71%) DB2
9 13 (5.31%) SQL Server 2012
10 8 (3.27%) Apache Hive
10 8 (3.27%) Data Mining
11 7 (2.86%) Oracle Database
11 7 (2.86%) SQL Server 2014
12 6 (2.45%) BusinessObjects
12 6 (2.45%) Oracle Database 11g
13 5 (2.04%) Base SAS
13 5 (2.04%) MongoDB
13 5 (2.04%) SQL Server 2008
Development Applications
1 12 (4.90%) ERwin
1 12 (4.90%) Subversion
2 9 (3.67%) JIRA
3 7 (2.86%) VSS/SourceSafe
4 6 (2.45%) MSTest
4 6 (2.45%) NUnit
5 5 (2.04%) Git (software)
5 5 (2.04%) Team Foundation Server
6 3 (1.22%) Cucumber
6 3 (1.22%) Grunt
6 3 (1.22%) gulp
6 3 (1.22%) Talend Open Studio
6 3 (1.22%) webpack
7 1 (0.41%) Bitbucket
7 1 (0.41%) Mercurial
7 1 (0.41%) PowerDesigner
7 1 (0.41%) PVCS
7 1 (0.41%) TeamCity
7 1 (0.41%) Visual Studio
General
1 89 (36.33%) Finance
2 46 (18.78%) Banking
3 21 (8.57%) Retail
4 13 (5.31%) Investment Banking
5 12 (4.90%) Marketing
6 11 (4.49%) Financial Institution
7 8 (3.27%) Legal
8 6 (2.45%) Back Office
9 5 (2.04%) Retail Banking
9 5 (2.04%) Telecoms
10 4 (1.63%) Games
11 3 (1.22%) Advertising
12 2 (0.82%) Law
13 1 (0.41%) Electronics
13 1 (0.41%) Front Office
13 1 (0.41%) Pharmaceutical
Job Titles
1 81 (33.06%) Analyst
1 81 (33.06%) Developer
2 54 (22.04%) Architect
3 41 (16.73%) Data Analyst
4 38 (15.51%) Data Architect
5 28 (11.43%) Business Analyst
6 20 (8.16%) Netezza Developer
7 18 (7.35%) SQL Analyst
7 18 (7.35%) SQL Data Analyst
8 16 (6.53%) Agile Developer
9 12 (4.90%) Analyst Developer
10 10 (4.08%) Solutions Architect
11 9 (3.67%) C# Developer
11 9 (3.67%) Oracle Analyst
11 9 (3.67%) Teradata Analyst
12 8 (3.27%) Big Data Architect
12 8 (3.27%) DBA
12 8 (3.27%) Integration Analyst
12 8 (3.27%) Senior Developer
12 8 (3.27%) WebSphere Developer
Libraries, Frameworks & Software Standards
1 31 (12.65%) .NET
2 25 (10.20%) XML
3 24 (9.80%) Web Services
4 13 (5.31%) RESTful
5 12 (4.90%) REST
6 9 (3.67%) HTML
6 9 (3.67%) IBM Integration Bus
6 9 (3.67%) SOAP
6 9 (3.67%) XSLT
7 8 (3.27%) .NET Framework
7 8 (3.27%) Middleware
8 7 (2.86%) CSS
8 7 (2.86%) WCF
8 7 (2.86%) WebSphere MQ
9 6 (2.45%) AngularJS
9 6 (2.45%) ASP.NET
9 6 (2.45%) JSON
10 5 (2.04%) React
11 4 (1.63%) Gherkin
11 4 (1.63%) Kafka
Miscellaneous
1 22 (8.98%) Data Integration
2 19 (7.76%) Analytical Skills
2 19 (7.76%) Data Structures
3 17 (6.94%) Statistics
4 13 (5.31%) Computer Science
5 10 (4.08%) Visualisation
6 9 (3.67%) Fixed Income
6 9 (3.67%) Foreign Exchange (FX)
7 8 (3.27%) Equities
7 8 (3.27%) Reference Data
8 7 (2.86%) Management Information System
8 7 (2.86%) User Experience
9 4 (1.63%) Algorithms
9 4 (1.63%) Data Protection Act
9 4 (1.63%) Enterprise Software
9 4 (1.63%) IVR
9 4 (1.63%) Taxonomies
10 3 (1.22%) Derivative
10 3 (1.22%) Mathematics
10 3 (1.22%) Mobile App
Operating Systems
1 16 (6.53%) Windows
2 14 (5.71%) Unix
3 7 (2.86%) Linux
4 4 (1.63%) Windows Server
5 2 (0.82%) Red Hat Enterprise Linux
5 2 (0.82%) Windows 2000
5 2 (0.82%) Windows 8
5 2 (0.82%) Windows Server 2008
5 2 (0.82%) Windows Server 2012
5 2 (0.82%) Windows Vista
5 2 (0.82%) Windows XP
6 1 (0.41%) CentOS
6 1 (0.41%) Solaris
Processes & Methodologies
1 87 (35.51%) Agile Software Development
2 63 (25.71%) ETL
3 61 (24.90%) Business Intelligence
4 44 (17.96%) Analytics
5 41 (16.73%) Scrum
6 40 (16.33%) Data Management
7 35 (14.29%) Predictive Modelling
8 32 (13.06%) Data Analysis
8 32 (13.06%) Performance Tuning
9 31 (12.65%) Data Architecture
10 24 (9.80%) Stakeholder Management
11 23 (9.39%) SDLC
12 22 (8.98%) Dimensional Modelling
13 21 (8.57%) Database Optimisation
14 20 (8.16%) Project Management
15 19 (7.76%) Migration
15 19 (7.76%) OO
16 18 (7.35%) Data Migration
17 17 (6.94%) Business Analysis
17 17 (6.94%) Data Transformation
Programming Languages
1 118 (48.16%) SQL
2 26 (10.61%) Python
3 23 (9.39%) C#
4 21 (8.57%) Java
5 18 (7.35%) R
6 17 (6.94%) T-SQL
7 14 (5.71%) C++
8 13 (5.31%) JavaScript
8 13 (5.31%) PL/SQL
9 11 (4.49%) Shell Script
10 7 (2.86%) Perl
10 7 (2.86%) VBA
11 6 (2.45%) Scala
12 3 (1.22%) C
12 3 (1.22%) PHP
12 3 (1.22%) PowerShell
12 3 (1.22%) SAS Macro
13 2 (0.82%) Delphi
13 2 (0.82%) Objective-C
13 2 (0.82%) Ruby
Qualifications
1 36 (14.69%) Degree
2 7 (2.86%) Security Cleared
3 5 (2.04%) PMP
3 5 (2.04%) SC Cleared
4 1 (0.41%) BPSS Clearance
4 1 (0.41%) CFA
4 1 (0.41%) CISSP
4 1 (0.41%) CTC Cleared
4 1 (0.41%) DV Cleared
4 1 (0.41%) ISEB
4 1 (0.41%) ITIL Certification
4 1 (0.41%) MBA
4 1 (0.41%) PhD
Quality Assurance & Compliance
1 64 (26.12%) Data Quality
2 7 (2.86%) QA
3 5 (2.04%) Solvency II
4 3 (1.22%) PCI DSS
5 2 (0.82%) Basel II
5 2 (0.82%) Basel III
5 2 (0.82%) Dodd-Frank
5 2 (0.82%) MiFID
6 1 (0.41%) COBIT
6 1 (0.41%) FATCA
6 1 (0.41%) GAAP
6 1 (0.41%) ISO/IEC 27001
6 1 (0.41%) ISO20022
6 1 (0.41%) Sarbanes-Oxley
System Software
1 2 (0.82%) Oracle RAC
2 1 (0.41%) Active Directory
2 1 (0.41%) Apache Flume
2 1 (0.41%) HDFS
2 1 (0.41%) Virtual Desktop
2 1 (0.41%) VMware ESX
2 1 (0.41%) VMware Infrastructure
Systems Management
1 3 (1.22%) Control-M
2 2 (0.82%) Oracle Enterprise Manager
2 2 (0.82%) Tivoli
3 1 (0.41%) BladeLogic
3 1 (0.41%) MIMEsweeper
3 1 (0.41%) Norton AntiVirus
3 1 (0.41%) Oracle Identity Management
3 1 (0.41%) SCCM
Vendors
1 50 (20.41%) Oracle
2 38 (15.51%) Netezza
3 26 (10.61%) Microsoft
4 22 (8.98%) Teradata
5 18 (7.35%) Sybase
6 10 (4.08%) Cognos
6 10 (4.08%) Salesforce.com
7 9 (3.67%) Informatica
7 9 (3.67%) Tableau
8 6 (2.45%) Serena
9 5 (2.04%) SAP
10 4 (1.63%) Google
10 4 (1.63%) Splunk
11 3 (1.22%) Alteryx
11 3 (1.22%) MicroStrategy
11 3 (1.22%) OpenText
11 3 (1.22%) RedDot
11 3 (1.22%) Talend
12 2 (0.82%) Red Hat
12 2 (0.82%) TIBCO
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