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 30 August 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
30 Aug 2016
Same period 2015 Same period 2014
Data Modelling
Rank 89 75 75
Rank change year-on-year
-14 0
Contract jobs citing Data Modelling 1384 1522 1393
As % of all contract IT jobs located in the UK 2.56% 2.65% 2.50%
As % of the Processes & Methodologies category 3.09% 3.29% 3.19%
Number of daily rates quoted 916 1037 826
Median daily rate £450 £450 £450
90% offered a daily rate of more than £335 £325 £313
10% offered a daily rate of more than £600 £600 £600
UK excluding London median daily rate £420 £440 £413
% change year-on-year
-4.54% +6.66%
Number of hourly rates quoted 7 1 8
Median hourly rate £45.00 £45.00 £19.56
Median hourly rate % change year-on-year
- +130.06%
90% offered a hourly rate of more than £30.80 £45.00 £14.07
10% offered a hourly rate of more than £88.30 £45.00 £44.40
UK excluding London median hourly rate £40.00 £45.00 £17.50
% change year-on-year
-11.11% +157.14%

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
44775 46207 43715
As % of all contract IT jobs located in the UK 82.82% 80.33% 78.56%
Number of daily rates quoted 29547 30038 27060
Median daily rate £438 £425 £407
Median daily rate % change year-on-year
+2.94% +4.42%
90% offered a daily rate of more than £300 £288 £275
10% offered a daily rate of more than £595 £575 £575
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 1127 1253 1181
Median hourly rate £28.50 £31.44 £24.00
Median hourly rate % change year-on-year
-9.35% +31.00%
90% offered a hourly rate of more than £12.50 £12.50 £12.50
10% offered a hourly rate of more than £52.00 £52.13 £50.00
UK excluding London median hourly rate £30.00 £32.54 £25.75
% change year-on-year
-7.80% +26.36%

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 30 August 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 30 August 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 30 August 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 -12 1292 £450 - 199
London -3 687 £500 +1.01% 114
South East -21 177 £425 -2.01% 25
West Midlands -13 110 £388 -3.18% 11
City of London -1 103 £466 -3.86% 19
Yorkshire -8 87 £421 +5.31% 13
North West -30 67 £425 -8.60% 13
Scotland -20 65 £400 +6.66% 6
Berkshire +34 64 £470 +17.50% 8
West Yorkshire -11 59 £421 +11.44% 13
East Midlands -1 49 £378 -16.11% 2
East of England -5 48 £463 +9.00% 6
Edinburgh -1 38 £413 +1.85% 2
South West -28 35 £450 -2.43% 12
Coventry +11 32 £400 - 1
Leeds -24 29 £485 +29.33% 9
Cheshire +27 27 £388 -24.39% 5
Buckinghamshire +10 27 £375 +2.73% 1
Hampshire -47 27 £400 -3.61% 2
Bradford +18 26 £420 +29.23%
Milton Keynes +8 24 £375 +2.73%
Glasgow -6 24 £400 +18.08% 2
Manchester -11 22 £425 -5.55% 8
Shropshire -15 22 £375 +5.26%
Bedfordshire +2 21 £464 +3.11% 1
West Sussex +4 20 £400 +14.28% 3
Northamptonshire +2 20 £350 -22.22%
North East -20 20 £456 -17.04% 3
Wiltshire -8 19 £533 +8.67% 1
Reading +20 18 £550 +14.58% 1

Data Modelling
Top 30 Related IT Skills

For the 6 months to 30 August 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.

1 972 (35.81%) SQL
2 741 (27.30%) Finance
3 740 (27.27%) Data Warehouse
4 677 (24.94%) Agile Software Development
5 675 (24.87%) Business Intelligence
6 635 (23.40%) ETL
7 620 (22.84%) Oracle
8 425 (15.66%) SQL Server
9 404 (14.89%) Data Management
10 389 (14.33%) Data Architecture
10 389 (14.33%) Data Quality
11 380 (14.00%) Data Analysis
12 362 (13.34%) Java
13 357 (13.15%) Microsoft
14 349 (12.86%) Migration
15 336 (12.38%) Analytical Skills
16 326 (12.01%) Analytics
17 313 (11.53%) Logical Data Model
18 253 (9.32%) Banking
19 252 (9.29%) XML
20 243 (8.95%) SQL Server Integration Services
21 240 (8.84%) Data Migration
22 238 (8.77%) Informatica
23 229 (8.44%) Big Data
24 219 (8.07%) Stakeholder Management
25 217 (8.00%) SOA
26 215 (7.92%) SAP
27 212 (7.81%) Data Integration
28 210 (7.74%) Relational Database
29 202 (7.44%) Business Analysis

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
1 146 (5.38%) SAS
2 75 (2.76%) Apache Spark
3 57 (2.10%) SharePoint
4 49 (1.81%) Confluence
5 31 (1.14%) WebLogic
6 30 (1.11%) Apache Pig
7 27 (0.99%) WebSphere
8 21 (0.77%) BizTalk Server
9 20 (0.74%) CMS
10 18 (0.66%) JBoss
11 14 (0.52%) Elasticsearch
12 12 (0.44%) Apache
12 12 (0.44%) Oracle Workflow
13 11 (0.41%) Oracle Service Bus
14 8 (0.29%) NetWeaver
14 8 (0.29%) Tomcat
15 7 (0.26%) Apache Solr
15 7 (0.26%) SharePoint 2010
15 7 (0.26%) WebSphere Application Server
16 4 (0.15%) Moodle
Applications
1 182 (6.71%) MS Excel
2 59 (2.17%) MS Office
3 56 (2.06%) MS PowerPoint
4 53 (1.95%) MS Visio
5 34 (1.25%) MS Project
6 23 (0.85%) SPSS
7 10 (0.37%) Spreadsheet
7 10 (0.37%) Stata
8 5 (0.18%) Siemens NX
9 3 (0.11%) AutoCAD
9 3 (0.11%) InfoPath
9 3 (0.11%) Mathematica
10 2 (0.074%) OmniGraffle
10 2 (0.074%) Pro/ENGINEER
10 2 (0.074%) PTC Creo
10 2 (0.074%) SOLIDWORKS
11 1 (0.037%) Acrobat
11 1 (0.037%) CATIA
11 1 (0.037%) FrameMaker
11 1 (0.037%) LaTeX
Business Applications
1 66 (2.43%) Oracle EBS
2 53 (1.95%) Dynamics CRM
3 32 (1.18%) Eloqua
4 22 (0.81%) Oracle EBS R12
5 21 (0.77%) Oracle Receivables
6 17 (0.63%) Salesforce.com CRM
7 15 (0.55%) Oracle Applications
8 14 (0.52%) Remedy ITSM
9 13 (0.48%) Oracle Payables
9 13 (0.48%) SAP CRM
10 12 (0.44%) Oracle Financials
10 12 (0.44%) Oracle Retail
10 12 (0.44%) SAP MDM
11 11 (0.41%) Oracle General Ledger
11 11 (0.41%) Radian6
11 11 (0.41%) SAP ERP
12 10 (0.37%) SAP IS-U
12 10 (0.37%) SAP Oil and Gas
13 9 (0.33%) Dynamics AX
13 9 (0.33%) Teamcenter
Cloud Services
1 75 (2.76%) Amazon AWS
2 58 (2.14%) Microsoft Azure
3 29 (1.07%) SaaS
4 19 (0.70%) PaaS
5 18 (0.66%) SuccessFactors
6 17 (0.63%) GitHub
7 11 (0.41%) Google Cloud Platform
7 11 (0.41%) IaaS
8 9 (0.33%) Force.com
8 9 (0.33%) Oracle CX
9 8 (0.29%) Amazon Kinesis
9 8 (0.29%) Amazon S3
9 8 (0.29%) AWS Elastic Beanstalk
9 8 (0.29%) Veeva
10 6 (0.22%) Heroku
11 4 (0.15%) Azure Active Directory
11 4 (0.15%) Google Analytics
11 4 (0.15%) Office 365
11 4 (0.15%) OpenShift
12 3 (0.11%) Responsys
Communications & Networking
1 27 (0.99%) HTTP
2 15 (0.55%) Internet
3 14 (0.52%) LDAP
4 13 (0.48%) CTI
5 10 (0.37%) FTP
6 8 (0.29%) VPN
7 6 (0.22%) DNS
8 4 (0.15%) Firewall
8 4 (0.15%) LAN
8 4 (0.15%) Network Security
9 3 (0.11%) SNMP
9 3 (0.11%) VoIP
10 2 (0.074%) EIGRP
10 2 (0.074%) IPsec
10 2 (0.074%) IPv6
10 2 (0.074%) OSPF
10 2 (0.074%) PuTTY
10 2 (0.074%) SSH
10 2 (0.074%) SSL
10 2 (0.074%) WAN
Database & Business Intelligence
1 740 (27.27%) Data Warehouse
2 425 (15.66%) SQL Server
3 243 (8.95%) SQL Server Integration Services
4 229 (8.44%) Big Data
5 210 (7.74%) Relational Database
6 194 (7.15%) Hadoop
7 186 (6.85%) Oracle Database
8 183 (6.74%) SQL Server Reporting Services
9 138 (5.08%) BusinessObjects
10 123 (4.53%) SQL Server Analysis Services
11 95 (3.50%) Enterprise Data Warehouse
12 94 (3.46%) NoSQL
13 91 (3.35%) PostgreSQL
14 90 (3.32%) MySQL
14 90 (3.32%) QlikView
15 84 (3.10%) Apache Hive
16 82 (3.02%) Data Mining
17 81 (2.98%) MongoDB
18 80 (2.95%) RDBMS
19 76 (2.80%) Star Schema
Development Applications
1 137 (5.05%) ERwin
2 78 (2.87%) Talend Open Studio
3 68 (2.51%) JIRA
4 53 (1.95%) Team Foundation Server
5 52 (1.92%) Git (software)
6 51 (1.88%) Visual Studio
7 41 (1.51%) Subversion
8 32 (1.18%) Eclipse
8 32 (1.18%) JUnit
9 30 (1.11%) Jenkins
10 25 (0.92%) Maven
11 22 (0.81%) Oracle APEX
12 17 (0.63%) SoapUI
13 14 (0.52%) Bitbucket
14 13 (0.48%) Gradle
14 13 (0.48%) SQL Server Management Studio (SSMS)
15 12 (0.44%) Oracle Forms
15 12 (0.44%) PowerDesigner
16 11 (0.41%) Ant
17 10 (0.37%) Atlassian Bamboo
General
1 741 (27.30%) Finance
2 253 (9.32%) Banking
3 163 (6.01%) Retail
4 118 (4.35%) Marketing
5 83 (3.06%) Investment Banking
6 53 (1.95%) Telecoms
7 35 (1.29%) Front Office
7 35 (1.29%) Legal
8 30 (1.11%) Publishing
9 26 (0.96%) Pharmaceutical
10 22 (0.81%) Advertising
10 22 (0.81%) Retail Banking
11 21 (0.77%) Law
12 20 (0.74%) Back Office
12 20 (0.74%) Financial Institution
12 20 (0.74%) Manufacturing
13 19 (0.70%) Billing
14 8 (0.29%) Automotive
14 8 (0.29%) Electronics
15 5 (0.18%) Corporate Banking
Job Titles
1 711 (26.20%) Architect
2 696 (25.64%) Developer
3 686 (25.28%) Analyst
4 398 (14.66%) Data Architect
5 327 (12.05%) Business Analyst
6 261 (9.62%) Data Analyst
7 172 (6.34%) Consultant
8 149 (5.49%) SQL Developer
9 124 (4.57%) Data Modeller
10 116 (4.27%) Solutions Architect
11 88 (3.24%) Senior Developer
11 88 (3.24%) Technical Architect
12 81 (2.98%) Oracle Developer
13 79 (2.91%) ETL Developer
14 78 (2.87%) Business Intelligence Developer
15 77 (2.84%) Designer
15 77 (2.84%) Enterprise Architect
16 76 (2.80%) Java Developer
17 61 (2.25%) Data Business Analyst
18 60 (2.21%) SSIS Developer
Libraries, Frameworks & Software Standards
1 252 (9.29%) XML
2 198 (7.30%) Web Services
3 158 (5.82%) .NET
4 126 (4.64%) REST
5 110 (4.05%) SOAP
6 106 (3.91%) HTML
7 72 (2.65%) RESTful
8 69 (2.54%) CSS
9 68 (2.51%) Middleware
10 62 (2.28%) XSD
11 60 (2.21%) JSON
12 53 (1.95%) .NET Framework
13 49 (1.81%) Spring
14 47 (1.73%) MDX
15 45 (1.66%) J2EE
15 45 (1.66%) WSDL
16 41 (1.51%) XSLT
17 37 (1.36%) ASP.NET
18 33 (1.22%) jQuery
19 31 (1.14%) Hibernate
Miscellaneous
1 336 (12.38%) Analytical Skills
2 212 (7.81%) Data Integration
3 156 (5.75%) Management Information System
4 134 (4.94%) Data Structures
5 120 (4.42%) Visualisation
6 83 (3.06%) Reference Data
7 82 (3.02%) Computer Science
8 64 (2.36%) Algorithms
9 44 (1.62%) Enterprise Software
10 38 (1.40%) Credit Risk
10 38 (1.40%) Statistics
11 33 (1.22%) Mathematics
12 32 (1.18%) User Experience
13 31 (1.14%) Equities
13 31 (1.14%) Fixed Income
14 29 (1.07%) Data Conversion
15 28 (1.03%) Replication
16 27 (0.99%) Market Risk
16 27 (0.99%) Mobile App
17 26 (0.96%) Data Extraction
Operating Systems
1 160 (5.90%) Unix
2 86 (3.17%) Linux
3 75 (2.76%) Windows
4 15 (0.55%) Windows Server
5 7 (0.26%) AIX
5 7 (0.26%) Apple iOS
6 6 (0.22%) Android
7 5 (0.18%) CentOS
7 5 (0.18%) Red Hat Enterprise Linux
7 5 (0.18%) zOS
8 3 (0.11%) Oracle Linux
8 3 (0.11%) Solaris
8 3 (0.11%) Ubuntu
8 3 (0.11%) VME
8 3 (0.11%) Windows XP
9 2 (0.074%) Windows 2000
9 2 (0.074%) Windows 8
9 2 (0.074%) Windows Server 2008
9 2 (0.074%) Windows Server 2012
9 2 (0.074%) Windows Vista
Processes & Methodologies
1 677 (24.94%) Agile Software Development
2 675 (24.87%) Business Intelligence
3 635 (23.40%) ETL
4 404 (14.89%) Data Management
5 389 (14.33%) Data Architecture
6 380 (14.00%) Data Analysis
7 349 (12.86%) Migration
8 326 (12.01%) Analytics
9 313 (11.53%) Logical Data Model
10 240 (8.84%) Data Migration
11 219 (8.07%) Stakeholder Management
12 217 (8.00%) SOA
13 202 (7.44%) Business Analysis
14 196 (7.22%) Use Case
15 193 (7.11%) Physical Data Model
16 190 (7.00%) Data Governance
17 188 (6.93%) UML
18 187 (6.89%) CRM
19 177 (6.52%) Scrum
20 173 (6.37%) Project Management
Programming Languages
1 972 (35.81%) SQL
2 362 (13.34%) Java
3 189 (6.96%) PL/SQL
4 154 (5.67%) JavaScript
5 140 (5.16%) T-SQL
6 110 (4.05%) C#
7 90 (3.32%) Shell Script
8 82 (3.02%) Python
9 63 (2.32%) VBA
10 62 (2.28%) C++
11 60 (2.21%) Scala
12 48 (1.77%) PHP
13 44 (1.62%) R
14 37 (1.36%) Perl
15 29 (1.07%) C
16 28 (1.03%) Ruby
17 20 (0.74%) ABAP
17 20 (0.74%) Apex Code
18 18 (0.66%) VB
19 17 (0.63%) MATLAB
Qualifications
1 200 (7.37%) Degree
2 177 (6.52%) Security Cleared
3 121 (4.46%) SC Cleared
4 49 (1.81%) ISEB
5 22 (0.81%) BPSS Clearance
6 20 (0.74%) DV Cleared
7 16 (0.59%) PhD
8 15 (0.55%) Microsoft Certification
9 11 (0.41%) PRINCE2 Practitioner
10 9 (0.33%) MCTS
11 7 (0.26%) MCITP
11 7 (0.26%) PMP
12 6 (0.22%) BC Cleared
12 6 (0.22%) PMI Certification
13 5 (0.18%) ITIL Certification
13 5 (0.18%) SAS Certification
14 4 (0.15%) Sun Certification
15 3 (0.11%) ACCA
15 3 (0.11%) CCA
15 3 (0.11%) PRINCE2 Certification
Quality Assurance & Compliance
1 389 (14.33%) Data Quality
2 94 (3.46%) QA
3 26 (0.96%) Disclosure Scotland
4 25 (0.92%) Solvency II
5 17 (0.63%) ISO20022
6 13 (0.48%) SLA
7 7 (0.26%) GCP
7 7 (0.26%) MiFID
8 5 (0.18%) FATCA
8 5 (0.18%) Sarbanes-Oxley
8 5 (0.18%) SAS 70
9 4 (0.15%) COREP
9 4 (0.15%) GxP
10 3 (0.11%) PCI DSS
11 2 (0.074%) Basel II
11 2 (0.074%) Basel III
11 2 (0.074%) FINREP
12 1 (0.037%) Dublin Core
12 1 (0.037%) HL7
12 1 (0.037%) ISO/IEC 27001
System Software
1 27 (0.99%) Active Directory
2 25 (0.92%) Docker
3 19 (0.70%) Oracle RAC
4 14 (0.52%) VMware Infrastructure
5 10 (0.37%) HDFS
6 9 (0.33%) Xen
7 7 (0.26%) Apache Flume
7 7 (0.26%) Hyper-V
8 4 (0.15%) Virtual Machines
8 4 (0.15%) VMware Workstation
9 2 (0.074%) iptables
9 2 (0.074%) ISA Server
9 2 (0.074%) Postfix
9 2 (0.074%) Samba
9 2 (0.074%) XenServer
10 1 (0.037%) Apache ZooKeeper
10 1 (0.037%) Btrfs
10 1 (0.037%) etcd
10 1 (0.037%) flannel
10 1 (0.037%) Oracle Clusterware
Systems Management
1 22 (0.81%) Puppet
2 13 (0.48%) Kubernetes
3 9 (0.33%) HP Quality Center
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%) DBAmp
5 6 (0.22%) Ambari
5 6 (0.22%) SCOM
6 5 (0.18%) Ansible
6 5 (0.18%) Control-M
7 4 (0.15%) CFEngine
7 4 (0.15%) Data Guard
7 4 (0.15%) Kibana
7 4 (0.15%) Oracle Enterprise Manager
8 3 (0.11%) Oracle RMAN
9 2 (0.074%) Hadoop YARN
9 2 (0.074%) ZABBIX
Vendors
1 620 (22.84%) Oracle
2 357 (13.15%) Microsoft
3 238 (8.77%) Informatica
4 215 (7.92%) SAP
5 109 (4.02%) Salesforce.com
6 108 (3.98%) Teradata
7 101 (3.72%) Tableau
8 83 (3.06%) Netezza
9 78 (2.87%) Talend
10 57 (2.10%) IBM
11 54 (1.99%) Cognos
12 47 (1.73%) Pega
13 42 (1.55%) CA
14 37 (1.36%) Sybase
15 35 (1.29%) Hyperion
16 34 (1.25%) MicroStrategy
17 28 (1.03%) Siebel
18 25 (0.92%) ServiceNow
19 23 (0.85%) Ab Initio
19 23 (0.85%) Google
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