The table below looks at the statistics for Data Modelling skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 28 July 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
28 Jul 2016
Same period 2015 Same period 2014
Data Modelling
Rank 90 78 77
Rank change year-on-year
-12 -1
Contract jobs citing Data Modelling 1372 1487 1303
As % of all contract IT jobs located in the UK 2.54% 2.60% 2.38%
As % of the Processes & Methodologies category 3.07% 3.26% 3.03%
Number of daily rates quoted 906 981 794
Median daily rate £450 £450 £450
90% offered a daily rate of more than £338 £325 £312
10% offered a daily rate of more than £625 £600 £600
UK excluding London median daily rate £423 £425 £413
% change year-on-year
-0.58% +3.03%
Number of hourly rates quoted 4 5 8
Median hourly rate £45.00 £50.00 £21.11
Median hourly rate % change year-on-year
-10.00% +136.91%
90% offered a hourly rate of more than £41.50 £33.40 £18.62
10% offered a hourly rate of more than £83.50 £59.00 £58.50
UK excluding London median hourly rate £45.00 £42.00 £22.69
% change year-on-year
+7.14% +85.08%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised across the UK.

Processes & Methodologies Category
UK
Contract IT job ads with a match in the
Processes & Methodologies category
44682 45591 43036
As % of all contract IT jobs located in the UK 82.74% 79.87% 78.59%
Number of daily rates quoted 29538 29583 26703
Median daily rate £435 £413 £400
Median daily rate % change year-on-year
+5.45% +3.12%
90% offered a daily rate of more than £295 £280 £275
10% offered a daily rate of more than £600 £575 £560
UK excluding London median daily rate £400 £388 £375
% change year-on-year
+3.22% +3.33%
Number of hourly rates quoted 1052 1197 1205
Median hourly rate £28.50 £28.50 £25.00
Median hourly rate % change year-on-year
- +14.00%
90% offered a hourly rate of more than £12.58 £12.50 £13.00
10% offered a hourly rate of more than £52.00 £52.17 £47.50
UK excluding London median hourly rate £30.00 £30.00 £26.98
% change year-on-year
- +11.21%

Data Modelling
Jobs Demand Trend

The demand trend of contract jobs 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 UK

Data Modelling
Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Modelling within the UK.

Data Modelling Daily Rate Trend in the UK

Data Modelling
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 28 July 2016.

Data Modelling Daily Rate Histogram in the UK

Data Modelling
Hourly Rate Trend

This chart provides the 3-month moving average for hourly rates quoted in IT contractor jobs citing Data Modelling within the UK.

Data Modelling Hourly Rate Trend in the UK

Data Modelling
Hourly Rate Histogram

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 28 July 2016.

Data Modelling Hourly Rate Histogram in the UK

Data Modelling
Top 30 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the UK over the 3 months to 28 July 2016. 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
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -10 1270 £450 - 202
London -7 668 £500 +5.26% 102
South East 0 175 £418 -5.11% 23
West Midlands -12 105 £400 -5.88% 12
Yorkshire -13 92 £420 +12.00% 14
City of London -9 81 £475 - 29
North West +2 76 £425 -1.16% 26
Scotland -21 72 £450 +22.03% 10
West Yorkshire -16 56 £420 +15.70% 10
Berkshire +24 55 £450 - 3
East of England +2 51 £450 +5.88% 7
Edinburgh +14 50 £475 +25.82% 5
South West -21 43 £515 +14.44% 8
Leeds -23 38 £438 +25.00% 8
East Midlands -14 35 £394 -1.56% 7
Hampshire -15 34 £410 -1.20% 1
Warwickshire -6 28 £394 -7.35% 2
Manchester +8 26 £425 -8.10% 12
Oxfordshire +13 24 £431 -4.16% 3
Cheshire +12 23 £388 -35.41% 10
Milton Keynes +12 22 £400 +6.66% 1
Buckinghamshire 0 22 £400 +6.66% 3
Surrey 0 22 £388 -3.12% 7
Wiltshire -4 22 £600 +20.00% 2
Shropshire -22 21 £513 +78.26% 1
Coventry +4 20 £409 +2.25% 4
Glasgow -17 20 £400 +18.08% 3
Reading +8 17 £423 -11.97% 1
Bradford +7 17 £420 +29.23% 2
Bedfordshire -2 17 £450 -

Data Modelling
Top 30 Related IT Skills

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

1 1051 (38.09%) SQL
2 768 (27.84%) Finance
3 707 (25.63%) Data Warehouse
4 670 (24.28%) Agile Software Development
5 660 (23.92%) Business Intelligence
6 655 (23.74%) Oracle
7 628 (22.76%) ETL
8 457 (16.56%) SQL Server
9 394 (14.28%) Java
9 394 (14.28%) Microsoft
10 388 (14.06%) Data Quality
11 387 (14.03%) Data Analysis
12 383 (13.88%) Data Management
13 381 (13.81%) Migration
14 379 (13.74%) Data Architecture
15 322 (11.67%) Analytics
16 319 (11.56%) Analytical Skills
17 313 (11.34%) Logical Data Model
18 275 (9.97%) Banking
19 273 (9.89%) XML
20 269 (9.75%) Data Migration
21 250 (9.06%) SQL Server Integration Services
22 237 (8.59%) SOA
23 229 (8.30%) Informatica
24 228 (8.26%) Big Data
25 222 (8.05%) Relational Database
26 209 (7.58%) Oracle Database
27 208 (7.54%) MS Excel
27 208 (7.54%) Data Integration
28 207 (7.50%) CRM

Data Modelling
Top Related IT Skills 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
1 155 (5.62%) SAS
2 71 (2.57%) Apache Spark
3 61 (2.21%) SharePoint
4 57 (2.07%) Confluence
5 37 (1.34%) Apache Pig
6 28 (1.01%) WebLogic
7 27 (0.98%) JBoss
8 26 (0.94%) CMS
9 25 (0.91%) BizTalk Server
10 24 (0.87%) WebSphere
11 18 (0.65%) Apache
12 13 (0.47%) Oracle Workflow
13 12 (0.43%) Oracle Service Bus
14 11 (0.40%) Elasticsearch
15 10 (0.36%) Tomcat
16 8 (0.29%) NetWeaver
17 7 (0.25%) Oracle Coherence
17 7 (0.25%) WebSphere Application Server
18 6 (0.22%) Apache Solr
18 6 (0.22%) Drupal
Applications
1 208 (7.54%) MS Excel
2 65 (2.36%) MS Office
3 50 (1.81%) MS PowerPoint
3 50 (1.81%) MS Visio
4 34 (1.23%) MS Project
5 25 (0.91%) SPSS
6 13 (0.47%) Stata
7 10 (0.36%) Spreadsheet
8 6 (0.22%) Siemens NX
9 3 (0.11%) AutoCAD
9 3 (0.11%) InfoPath
9 3 (0.11%) Mathematica
10 2 (0.072%) CATIA
10 2 (0.072%) OmniGraffle
10 2 (0.072%) Pro/ENGINEER
10 2 (0.072%) PTC Creo
10 2 (0.072%) SOLIDWORKS
Business Applications
1 66 (2.39%) Dynamics CRM
2 56 (2.03%) Oracle EBS
3 22 (0.80%) Eloqua
4 21 (0.76%) Oracle EBS R12
4 21 (0.76%) Oracle Receivables
5 17 (0.62%) Salesforce.com CRM
6 16 (0.58%) Remedy ITSM
7 14 (0.51%) Oracle Applications
7 14 (0.51%) SAP CRM
7 14 (0.51%) SAP MDM
8 13 (0.47%) Oracle Payables
9 12 (0.43%) Oracle Financials
10 11 (0.40%) Oracle General Ledger
10 11 (0.40%) Oracle Retail
10 11 (0.40%) Radian6
11 10 (0.36%) Dynamics AX
12 9 (0.33%) SAP IS-U
12 9 (0.33%) SAP Oil and Gas
12 9 (0.33%) Social Studio
12 9 (0.33%) Teamcenter
Cloud Services
1 77 (2.79%) Amazon AWS
2 51 (1.85%) Microsoft Azure
3 30 (1.09%) SaaS
4 18 (0.65%) GitHub
4 18 (0.65%) SuccessFactors
5 16 (0.58%) Force.com
5 16 (0.58%) PaaS
6 13 (0.47%) Heroku
6 13 (0.47%) IaaS
6 13 (0.47%) Veeva
7 11 (0.40%) Amazon Kinesis
7 11 (0.40%) Amazon S3
7 11 (0.40%) AWS Elastic Beanstalk
8 8 (0.29%) Oracle CX
9 5 (0.18%) Google Analytics
9 5 (0.18%) Office 365
10 4 (0.14%) Google Cloud Platform
10 4 (0.14%) Taleo
11 3 (0.11%) AdWords
11 3 (0.11%) Amazon EC2
Communications & Networking
1 25 (0.91%) HTTP
2 17 (0.62%) CTI
3 16 (0.58%) Internet
4 15 (0.54%) LDAP
5 8 (0.29%) FTP
5 8 (0.29%) VPN
6 6 (0.22%) DNS
7 4 (0.14%) Network Security
8 3 (0.11%) Firewall
8 3 (0.11%) Kerberos
8 3 (0.11%) LAN
8 3 (0.11%) SNMP
8 3 (0.11%) VoIP
8 3 (0.11%) WAN
9 2 (0.072%) ATM
9 2 (0.072%) BGP
9 2 (0.072%) EIGRP
9 2 (0.072%) Intranet
9 2 (0.072%) IPsec
9 2 (0.072%) IPv6
Database & Business Intelligence
1 707 (25.63%) Data Warehouse
2 457 (16.56%) SQL Server
3 250 (9.06%) SQL Server Integration Services
4 228 (8.26%) Big Data
5 222 (8.05%) Relational Database
6 209 (7.58%) Oracle Database
7 204 (7.39%) Hadoop
8 195 (7.07%) SQL Server Reporting Services
9 152 (5.51%) BusinessObjects
10 134 (4.86%) SQL Server Analysis Services
11 112 (4.06%) NoSQL
12 98 (3.55%) MongoDB
13 96 (3.48%) RDBMS
14 94 (3.41%) MySQL
14 94 (3.41%) QlikView
15 93 (3.37%) Enterprise Data Warehouse
16 90 (3.26%) Data Mining
17 89 (3.23%) Apache Hive
17 89 (3.23%) PostgreSQL
18 87 (3.15%) Star Schema
Development Applications
1 147 (5.33%) ERwin
2 78 (2.83%) JIRA
3 77 (2.79%) Talend Open Studio
4 51 (1.85%) Git (software)
5 45 (1.63%) Team Foundation Server
6 41 (1.49%) Visual Studio
7 40 (1.45%) Subversion
8 32 (1.16%) JUnit
9 25 (0.91%) Jenkins
10 23 (0.83%) Eclipse
10 23 (0.83%) Maven
10 23 (0.83%) Oracle APEX
11 21 (0.76%) SoapUI
12 16 (0.58%) PowerDesigner
13 14 (0.51%) Atlassian Bamboo
13 14 (0.51%) SQL Server Management Studio (SSMS)
14 13 (0.47%) Oracle Forms
15 12 (0.43%) Bitbucket
16 11 (0.40%) NUnit
17 10 (0.36%) MSTest
General
1 768 (27.84%) Finance
2 275 (9.97%) Banking
3 154 (5.58%) Retail
4 116 (4.20%) Marketing
5 105 (3.81%) Investment Banking
6 55 (1.99%) Telecoms
7 41 (1.49%) Front Office
8 36 (1.30%) Legal
9 32 (1.16%) Pharmaceutical
10 26 (0.94%) Publishing
11 24 (0.87%) Advertising
11 24 (0.87%) Back Office
12 21 (0.76%) Manufacturing
13 20 (0.72%) Retail Banking
14 18 (0.65%) Financial Institution
15 17 (0.62%) Billing
15 17 (0.62%) Law
16 9 (0.33%) Automotive
17 8 (0.29%) Electronics
18 7 (0.25%) Corporate Banking
Job Titles
1 730 (26.46%) Developer
2 714 (25.88%) Analyst
3 699 (25.34%) Architect
4 391 (14.17%) Data Architect
5 345 (12.50%) Business Analyst
6 270 (9.79%) Data Analyst
7 182 (6.60%) Consultant
8 164 (5.94%) SQL Developer
9 131 (4.75%) Data Modeller
10 120 (4.35%) Solutions Architect
11 98 (3.55%) Senior Developer
12 95 (3.44%) Business Intelligence Developer
13 87 (3.15%) Java Developer
14 84 (3.04%) Technical Architect
15 81 (2.94%) Enterprise Architect
16 77 (2.79%) ETL Developer
17 73 (2.65%) Oracle Developer
18 68 (2.46%) SSIS Developer
19 65 (2.36%) Data Business Analyst
19 65 (2.36%) Designer
Libraries, Frameworks & Software Standards
1 273 (9.89%) XML
2 200 (7.25%) Web Services
3 162 (5.87%) .NET
4 129 (4.68%) REST
5 114 (4.13%) HTML
6 112 (4.06%) SOAP
7 79 (2.86%) RESTful
8 78 (2.83%) CSS
9 75 (2.72%) XSD
10 74 (2.68%) JSON
11 60 (2.17%) Middleware
12 59 (2.14%) .NET Framework
13 52 (1.88%) MDX
14 49 (1.78%) J2EE
14 49 (1.78%) WSDL
15 48 (1.74%) Spring
16 39 (1.41%) XSLT
17 33 (1.20%) Hibernate
17 33 (1.20%) jQuery
18 31 (1.12%) ASP.NET
Miscellaneous
1 319 (11.56%) Analytical Skills
2 208 (7.54%) Data Integration
3 146 (5.29%) Management Information System
4 135 (4.89%) Data Structures
5 109 (3.95%) Visualisation
6 86 (3.12%) Reference Data
7 72 (2.61%) Computer Science
8 60 (2.17%) Algorithms
9 53 (1.92%) Enterprise Software
10 40 (1.45%) Fixed Income
11 37 (1.34%) Equities
12 36 (1.30%) Credit Risk
13 33 (1.20%) Mobile App
13 33 (1.20%) Replication
13 33 (1.20%) User Experience
14 30 (1.09%) Statistics
15 29 (1.05%) Market Risk
16 26 (0.94%) Data Conversion
17 25 (0.91%) Data Extraction
17 25 (0.91%) NHS
Operating Systems
1 167 (6.05%) Unix
2 83 (3.01%) Linux
3 76 (2.75%) Windows
4 17 (0.62%) Windows Server
5 13 (0.47%) Apple iOS
6 12 (0.43%) Android
7 9 (0.33%) zOS
8 8 (0.29%) AIX
9 4 (0.14%) CentOS
9 4 (0.14%) Mac OS X
9 4 (0.14%) Red Hat Enterprise Linux
10 3 (0.11%) Oracle Linux
10 3 (0.11%) Ubuntu
11 2 (0.072%) Debian
11 2 (0.072%) Solaris
11 2 (0.072%) Windows Server 2003
12 1 (0.036%) VME
12 1 (0.036%) Windows 7
12 1 (0.036%) Windows XP
Processes & Methodologies
1 670 (24.28%) Agile Software Development
2 660 (23.92%) Business Intelligence
3 628 (22.76%) ETL
4 387 (14.03%) Data Analysis
5 383 (13.88%) Data Management
6 381 (13.81%) Migration
7 379 (13.74%) Data Architecture
8 322 (11.67%) Analytics
9 313 (11.34%) Logical Data Model
10 269 (9.75%) Data Migration
11 237 (8.59%) SOA
12 207 (7.50%) CRM
12 207 (7.50%) Stakeholder Management
13 204 (7.39%) Business Analysis
13 204 (7.39%) UML
14 189 (6.85%) Use Case
15 186 (6.74%) Scrum
16 180 (6.52%) SDLC
17 179 (6.49%) Data Governance
18 177 (6.42%) Physical Data Model
Programming Languages
1 1051 (38.09%) SQL
2 394 (14.28%) Java
3 191 (6.92%) PL/SQL
4 169 (6.13%) T-SQL
5 149 (5.40%) JavaScript
6 120 (4.35%) C#
7 93 (3.37%) Shell Script
8 77 (2.79%) Python
9 67 (2.43%) Scala
10 65 (2.36%) VBA
11 58 (2.10%) C++
12 50 (1.81%) PHP
13 44 (1.59%) R
14 35 (1.27%) Perl
15 34 (1.23%) Ruby
16 30 (1.09%) C
17 22 (0.80%) Apex Code
18 19 (0.69%) MATLAB
19 18 (0.65%) VB
20 13 (0.47%) ABAP
Qualifications
1 189 (6.85%) Security Cleared
2 181 (6.56%) Degree
3 127 (4.60%) SC Cleared
4 47 (1.70%) ISEB
5 21 (0.76%) BPSS Clearance
5 21 (0.76%) DV Cleared
6 18 (0.65%) Microsoft Certification
7 12 (0.43%) PhD
8 11 (0.40%) PRINCE2 Practitioner
9 10 (0.36%) MCSE
10 9 (0.33%) MCTS
11 8 (0.29%) ITIL Certification
12 7 (0.25%) MCITP
13 6 (0.22%) BC Cleared
13 6 (0.22%) CCA
14 5 (0.18%) MCSA
14 5 (0.18%) SAS Certification
15 4 (0.14%) CBAP
15 4 (0.14%) PMI Certification
15 4 (0.14%) Sun Certification
Quality Assurance & Compliance
1 388 (14.06%) Data Quality
2 94 (3.41%) QA
3 31 (1.12%) Solvency II
4 26 (0.94%) Disclosure Scotland
5 14 (0.51%) SLA
6 9 (0.33%) ISO20022
7 8 (0.29%) MiFID
8 7 (0.25%) GCP
8 7 (0.25%) Sarbanes-Oxley
9 6 (0.22%) GxP
10 5 (0.18%) SAS 70
11 4 (0.14%) COBIT
11 4 (0.14%) FATCA
12 3 (0.11%) Basel III
12 3 (0.11%) COREP
12 3 (0.11%) ISO/IEC 27001
13 2 (0.072%) Dodd-Frank
13 2 (0.072%) EMIR
14 1 (0.036%) FINREP
14 1 (0.036%) HL7
System Software
1 25 (0.91%) Docker
2 24 (0.87%) Active Directory
3 18 (0.65%) Oracle RAC
4 14 (0.51%) VMware Infrastructure
5 9 (0.33%) HDFS
5 9 (0.33%) Xen
6 7 (0.25%) Apache Flume
6 7 (0.25%) Hyper-V
7 4 (0.14%) Virtual Machines
8 3 (0.11%) VMware Workstation
9 2 (0.072%) iptables
9 2 (0.072%) ISA Server
9 2 (0.072%) Postfix
9 2 (0.072%) Samba
9 2 (0.072%) Varnish
9 2 (0.072%) XenServer
10 1 (0.036%) Apache ZooKeeper
10 1 (0.036%) etcd
10 1 (0.036%) flannel
10 1 (0.036%) Oracle Clusterware
Systems Management
1 21 (0.76%) Puppet
2 10 (0.36%) Kubernetes
3 9 (0.33%) HP SiteScope
3 9 (0.33%) Microsoft Intune
3 9 (0.33%) Nagios
3 9 (0.33%) Opscode Chef
3 9 (0.33%) SCCM
4 8 (0.29%) Data Guard
4 8 (0.29%) DBAmp
5 7 (0.25%) Ambari
5 7 (0.25%) Control-M
5 7 (0.25%) HP Quality Center
6 6 (0.22%) SCOM
7 5 (0.18%) Ansible
8 4 (0.14%) CFEngine
8 4 (0.14%) Oracle Enterprise Manager
9 3 (0.11%) Oracle RMAN
10 2 (0.072%) Hadoop YARN
10 2 (0.072%) Oracle EDQ
10 2 (0.072%) ZABBIX
Vendors
1 655 (23.74%) Oracle
2 394 (14.28%) Microsoft
3 229 (8.30%) Informatica
4 206 (7.47%) SAP
5 109 (3.95%) Salesforce.com
5 109 (3.95%) Teradata
6 102 (3.70%) Tableau
7 77 (2.79%) Talend
8 65 (2.36%) IBM
9 61 (2.21%) Netezza
10 55 (1.99%) Pega
11 42 (1.52%) CA
12 41 (1.49%) Cognos
13 40 (1.45%) Siebel
14 32 (1.16%) MicroStrategy
15 31 (1.12%) Sybase
16 28 (1.01%) Hyperion
17 24 (0.87%) Ab Initio
17 24 (0.87%) Remedy
18 20 (0.72%) Splunk
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City, London
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West Midlands
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London
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City, London
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London
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City, London
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Edinburgh & Lothians
Ping IT Recruitment ltd
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Bracknell, Berkshire
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Rate: £300 - £450 per day
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London
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Verticality Ltd
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