The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the England region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 27 September 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
27 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 86 76 79
Rank change year-on-year
-10 +3
Contract jobs citing Data Modelling 1338 1363 1282
As % of all contract IT jobs located in England 2.69% 2.62% 2.47%
As % of the Processes & Methodologies category 3.22% 3.23% 3.18%
Number of daily rates quoted 909 937 802
Median daily rate £450 £475 £455
Median daily rate % change year-on-year
-5.26% +4.39%
90% offered a daily rate of more than £350 £325 £325
10% offered a daily rate of more than £600 £625 £600
UK excluding London median daily rate £420 £450 £413
% change year-on-year
-6.66% +9.09%
Number of hourly rates quoted 6 1 6
Median hourly rate £42.50 £45.00 £21.62
Median hourly rate % change year-on-year
-5.55% +108.14%
90% offered a hourly rate of more than £12.50 £45.00 £13.19
10% offered a hourly rate of more than £62.75 £45.00 £80.00
UK excluding London median hourly rate £39.00 £33.00 £30.00
% change year-on-year
+18.18% +10.00%
Data Modelling
UK

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

Processes & Methodologies Category
England
Contract IT job ads with a match in the
Processes & Methodologies category
41492 42194 40271
As % of all contract IT jobs located in England 83.40% 81.13% 77.49%
Number of daily rates quoted 27669 28069 25578
Median daily rate £450 £425 £413
Median daily rate % change year-on-year
+5.88% +3.03%
90% offered a daily rate of more than £300 £290 £275
10% offered a daily rate of more than £600 £595 £575
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 1048 1167 1122
Median hourly rate £31.50 £32.00 £23.50
Median hourly rate % change year-on-year
-1.56% +36.17%
90% offered a hourly rate of more than £13.00 £13.00 £12.50
10% offered a hourly rate of more than £50.00 £47.83 £48.00
UK excluding London median hourly rate £32.50 £33.64 £26.25
% change year-on-year
-3.38% +28.15%

Data Modelling
Jobs Demand Trend in England

The demand trend of contract jobs across the England 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 England

Data Modelling
Daily Rate Trend in England

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

Data Modelling Daily Rate Trend in England

Data Modelling
Daily Rate Histogram in England

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the England region over the 3 months to 27 September 2016.

Data Modelling Daily Rate Histogram in England

Data Modelling
Hourly Rate Trend in England

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

Data Modelling Hourly Rate Trend in England

Data Modelling
Hourly Rate Histogram in England

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Modelling across the England region over the 3 months to 27 September 2016.

Data Modelling Hourly Rate Histogram in England

Data Modelling
Contract Job Locations in England

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 England region over the 3 months to 27 September 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
London +13 699 £475 -5.00% 93
South East -24 190 £440 -2.22% 28
West Midlands -16 105 £389 -8.52% 9
Yorkshire +9 96 £420 -1.17% 14
North West -39 70 £425 -10.52% 13
East Midlands +6 56 £388 -13.88% 7
East of England -2 48 £463 +2.77% 12
South West -16 39 £450 -2.70% 13
North East -42 21 £425 -19.04% 2
Midlands -3 12 £525 +5.00%
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 27 September 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 England region with a requirement for Data Modelling.

1 889 (35.00%) SQL
2 694 (27.32%) Data Warehouse
3 661 (26.02%) Finance
4 657 (25.87%) Agile Software Development
5 623 (24.53%) Business Intelligence
6 542 (21.34%) ETL
7 506 (19.92%) Oracle
8 410 (16.14%) Data Management
9 381 (15.00%) SQL Server
10 353 (13.90%) Data Architecture
11 352 (13.86%) Data Analysis
12 340 (13.39%) Microsoft
12 340 (13.39%) Data Quality
13 338 (13.31%) Java
14 311 (12.24%) Analytics
15 299 (11.77%) Migration
16 285 (11.22%) Analytical Skills
17 284 (11.18%) Logical Data Model
18 250 (9.84%) Banking
19 248 (9.76%) Big Data
20 247 (9.72%) XML
21 226 (8.90%) SQL Server Integration Services
22 224 (8.82%) Degree
23 206 (8.11%) Web Services
24 204 (8.03%) Data Migration
25 202 (7.95%) Stakeholder Management
26 199 (7.83%) SAP
27 191 (7.52%) Hadoop
28 189 (7.44%) SOA
28 189 (7.44%) Business Analysis

Data Modelling
Top Related IT Skills in England 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
1 106 (4.17%) SAS
2 83 (3.27%) Apache Spark
3 63 (2.48%) Confluence
3 63 (2.48%) SharePoint
4 32 (1.26%) Apache Pig
5 25 (0.98%) BizTalk Server
5 25 (0.98%) Elasticsearch
6 23 (0.91%) WebSphere
7 22 (0.87%) CMS
8 20 (0.79%) WebLogic
9 15 (0.59%) JBoss
10 13 (0.51%) Apache Solr
11 12 (0.47%) Apache
12 11 (0.43%) Oracle Service Bus
13 10 (0.39%) Oracle Workflow
14 8 (0.31%) NetWeaver
14 8 (0.31%) Tomcat
15 7 (0.28%) SharePoint 2010
16 5 (0.20%) Sitecore CMS
16 5 (0.20%) WebSphere Application Server
Applications
1 175 (6.89%) MS Excel
2 57 (2.24%) MS Office
3 55 (2.17%) MS PowerPoint
4 45 (1.77%) MS Visio
5 34 (1.34%) MS Project
6 20 (0.79%) SPSS
7 11 (0.43%) Spreadsheet
8 7 (0.28%) Stata
9 3 (0.12%) InfoPath
10 2 (0.079%) Mathematica
10 2 (0.079%) OmniGraffle
10 2 (0.079%) Siemens NX
11 1 (0.039%) Acrobat
11 1 (0.039%) AutoCAD
11 1 (0.039%) CATIA
11 1 (0.039%) FrameMaker
11 1 (0.039%) LaTeX
11 1 (0.039%) Pro/ENGINEER
11 1 (0.039%) PTC Creo
Business Applications
1 61 (2.40%) Dynamics CRM
2 57 (2.24%) Oracle EBS
3 32 (1.26%) Eloqua
4 18 (0.71%) Oracle EBS R12
4 18 (0.71%) Oracle Receivables
5 15 (0.59%) Dynamics AX
6 14 (0.55%) Oracle Applications
7 13 (0.51%) Cognos TM1
7 13 (0.51%) Remedy ITSM
7 13 (0.51%) Salesforce.com CRM
7 13 (0.51%) SAP ERP
8 12 (0.47%) Oracle Retail
8 12 (0.47%) SAP CRM
9 11 (0.43%) Radian6
10 10 (0.39%) Cognos Business Intelligence
10 10 (0.39%) Oracle Payables
11 9 (0.35%) SAP hybris
11 9 (0.35%) SAP MDM
11 9 (0.35%) SAP Oil and Gas
11 9 (0.35%) Social Studio
Cloud Services
1 73 (2.87%) Amazon AWS
2 59 (2.32%) Microsoft Azure
3 37 (1.46%) SaaS
4 27 (1.06%) PaaS
5 17 (0.67%) GitHub
5 17 (0.67%) SuccessFactors
6 13 (0.51%) IaaS
7 11 (0.43%) Google Cloud Platform
8 9 (0.35%) Force.com
8 9 (0.35%) Office 365
8 9 (0.35%) Oracle CX
9 6 (0.24%) Heroku
10 5 (0.20%) Amazon Kinesis
11 4 (0.16%) Amazon EC2
11 4 (0.16%) Azure Active Directory
11 4 (0.16%) Google Analytics
11 4 (0.16%) OpenShift
11 4 (0.16%) Veeva
12 3 (0.12%) Google Apps
12 3 (0.12%) iPaaS
Communications & Networking
1 27 (1.06%) HTTP
2 17 (0.67%) Internet
3 16 (0.63%) Firewall
3 16 (0.63%) LDAP
4 13 (0.51%) CTI
5 9 (0.35%) TCP/IP
6 7 (0.28%) FTP
7 6 (0.24%) VPN
8 5 (0.20%) Network Security
9 4 (0.16%) DNS
9 4 (0.16%) LAN
9 4 (0.16%) NAS
10 3 (0.12%) PuTTY
11 2 (0.079%) BGP
11 2 (0.079%) IPv6
11 2 (0.079%) OSPF
11 2 (0.079%) SNMP
11 2 (0.079%) SSL
11 2 (0.079%) VoIP
11 2 (0.079%) WAN
Database & Business Intelligence
1 694 (27.32%) Data Warehouse
2 381 (15.00%) SQL Server
3 248 (9.76%) Big Data
4 226 (8.90%) SQL Server Integration Services
5 191 (7.52%) Hadoop
6 186 (7.32%) Relational Database
7 175 (6.89%) SQL Server Reporting Services
8 120 (4.72%) NoSQL
9 116 (4.57%) SQL Server Analysis Services
10 115 (4.53%) Oracle Database
11 110 (4.33%) BusinessObjects
12 83 (3.27%) QlikView
13 76 (2.99%) Data Mining
14 74 (2.91%) Apache Hive
15 73 (2.87%) MySQL
16 70 (2.76%) Oracle ODI
17 68 (2.68%) Star Schema
18 66 (2.60%) SQL Server 2008
19 63 (2.48%) HBase
20 59 (2.32%) PostgreSQL
Development Applications
1 92 (3.62%) JIRA
2 84 (3.31%) ERwin
3 59 (2.32%) Talend Open Studio
4 55 (2.17%) Team Foundation Server
5 54 (2.13%) Git (software)
6 53 (2.09%) Visual Studio
7 39 (1.54%) Eclipse
8 35 (1.38%) Jenkins
9 34 (1.34%) Subversion
10 31 (1.22%) JUnit
10 31 (1.22%) Maven
11 20 (0.79%) Gradle
12 18 (0.71%) Oracle APEX
13 17 (0.67%) JProfiler
14 15 (0.59%) Bitbucket
14 15 (0.59%) SonarQube
15 14 (0.55%) IntelliJ
15 14 (0.55%) SQL Server Management Studio (SSMS)
16 11 (0.43%) Ant
16 11 (0.43%) Oracle Forms
General
1 661 (26.02%) Finance
2 250 (9.84%) Banking
3 163 (6.42%) Retail
4 115 (4.53%) Marketing
5 86 (3.39%) Investment Banking
6 41 (1.61%) Telecoms
7 37 (1.46%) Publishing
8 36 (1.42%) Legal
9 26 (1.02%) Front Office
10 24 (0.94%) Advertising
11 22 (0.87%) Retail Banking
12 20 (0.79%) Back Office
12 20 (0.79%) Financial Institution
12 20 (0.79%) Law
13 19 (0.75%) Manufacturing
14 18 (0.71%) Pharmaceutical
15 12 (0.47%) Billing
16 8 (0.31%) Automotive
17 6 (0.24%) Corporate Banking
17 6 (0.24%) Electronics
Job Titles
1 689 (27.13%) Architect
2 670 (26.38%) Developer
3 648 (25.51%) Analyst
4 384 (15.12%) Data Architect
5 318 (12.52%) Business Analyst
6 231 (9.09%) Data Analyst
7 162 (6.38%) Consultant
8 130 (5.12%) SQL Developer
9 108 (4.25%) Solutions Architect
10 107 (4.21%) Data Modeller
11 85 (3.35%) Oracle Developer
12 83 (3.27%) Technical Architect
13 75 (2.95%) Business Intelligence Developer
14 70 (2.76%) ETL Developer
15 68 (2.68%) Java Developer
16 66 (2.60%) Senior Developer
17 65 (2.56%) Designer
18 61 (2.40%) Enterprise Architect
19 58 (2.28%) Data Business Analyst
20 51 (2.01%) Systems Analyst
Libraries, Frameworks & Software Standards
1 247 (9.72%) XML
2 206 (8.11%) Web Services
3 172 (6.77%) .NET
4 136 (5.35%) REST
5 119 (4.69%) HTML
6 98 (3.86%) SOAP
7 77 (3.03%) JSON
7 77 (3.03%) RESTful
8 66 (2.60%) CSS
9 55 (2.17%) ASP.NET
9 55 (2.17%) J2EE
10 53 (2.09%) Spring
11 50 (1.97%) .NET Framework
12 49 (1.93%) MDX
12 49 (1.93%) XSD
13 48 (1.89%) Middleware
14 42 (1.65%) XSLT
15 40 (1.57%) Hibernate
16 37 (1.46%) jQuery
17 36 (1.42%) AngularJS
Miscellaneous
1 285 (11.22%) Analytical Skills
2 187 (7.36%) Data Integration
3 150 (5.91%) Management Information System
4 133 (5.24%) Data Structures
5 121 (4.76%) Visualisation
6 97 (3.82%) Computer Science
7 66 (2.60%) Reference Data
8 57 (2.24%) Algorithms
9 44 (1.73%) Statistics
10 36 (1.42%) Mathematics
11 35 (1.38%) Enterprise Software
12 29 (1.14%) User Experience
13 28 (1.10%) Equities
13 28 (1.10%) Fixed Income
14 26 (1.02%) Credit Risk
15 24 (0.94%) Mobile App
15 24 (0.94%) NHS
15 24 (0.94%) Replication
16 23 (0.91%) Data Conversion
17 22 (0.87%) Data Extraction
Operating Systems
1 115 (4.53%) Unix
2 91 (3.58%) Linux
3 87 (3.43%) Windows
4 14 (0.55%) Windows Server
5 7 (0.28%) Apple iOS
6 6 (0.24%) Android
6 6 (0.24%) Red Hat Enterprise Linux
7 5 (0.20%) CentOS
8 4 (0.16%) AIX
8 4 (0.16%) Windows XP
8 4 (0.16%) zOS
9 3 (0.12%) Oracle Linux
9 3 (0.12%) Solaris
9 3 (0.12%) Ubuntu
9 3 (0.12%) VME
10 2 (0.079%) Windows 7
10 2 (0.079%) Windows 8
10 2 (0.079%) Windows Server 2008
10 2 (0.079%) Windows Server 2012
10 2 (0.079%) Windows Vista
Processes & Methodologies
1 657 (25.87%) Agile Software Development
2 623 (24.53%) Business Intelligence
3 542 (21.34%) ETL
4 410 (16.14%) Data Management
5 353 (13.90%) Data Architecture
6 352 (13.86%) Data Analysis
7 311 (12.24%) Analytics
8 299 (11.77%) Migration
9 284 (11.18%) Logical Data Model
10 204 (8.03%) Data Migration
11 202 (7.95%) Stakeholder Management
12 189 (7.44%) Business Analysis
12 189 (7.44%) SOA
13 187 (7.36%) Data Governance
14 179 (7.05%) UML
15 177 (6.97%) CRM
16 174 (6.85%) Physical Data Model
17 173 (6.81%) Use Case
18 171 (6.73%) Project Management
19 166 (6.54%) Scrum
Programming Languages
1 889 (35.00%) SQL
2 338 (13.31%) Java
3 163 (6.42%) JavaScript
4 147 (5.79%) PL/SQL
5 141 (5.55%) T-SQL
6 123 (4.84%) C#
7 101 (3.98%) Python
8 69 (2.72%) Scala
9 64 (2.52%) VBA
10 62 (2.44%) Shell Script
11 51 (2.01%) C++
12 48 (1.89%) Perl
12 48 (1.89%) R
13 40 (1.57%) PHP
14 32 (1.26%) Ruby
15 30 (1.18%) C
16 23 (0.91%) Bash Shell
17 19 (0.75%) Apex Code
18 18 (0.71%) ABAP
19 17 (0.67%) COBOL
Qualifications
1 224 (8.82%) Degree
2 164 (6.46%) Security Cleared
3 120 (4.72%) SC Cleared
4 42 (1.65%) ISEB
5 24 (0.94%) DV Cleared
6 20 (0.79%) PhD
7 17 (0.67%) BPSS Clearance
8 12 (0.47%) Microsoft Certification
9 9 (0.35%) PRINCE2 Practitioner
10 7 (0.28%) MCTS
11 6 (0.24%) BC Cleared
11 6 (0.24%) MCITP
11 6 (0.24%) PMP
12 5 (0.20%) PMI Certification
13 4 (0.16%) CCA
13 4 (0.16%) IIBA
13 4 (0.16%) ISTQB
13 4 (0.16%) ITIL Certification
13 4 (0.16%) MBA
13 4 (0.16%) Sun Certification
Quality Assurance & Compliance
1 340 (13.39%) Data Quality
2 90 (3.54%) QA
3 21 (0.83%) ISO20022
4 18 (0.71%) Solvency II
5 16 (0.63%) SLA
6 14 (0.55%) Disclosure Scotland
7 12 (0.47%) MiFID
8 7 (0.28%) GCP
9 5 (0.20%) Sarbanes-Oxley
9 5 (0.20%) SAS 70
10 4 (0.16%) Basel II
10 4 (0.16%) Basel III
10 4 (0.16%) FATCA
10 4 (0.16%) GxP
11 3 (0.12%) COREP
11 3 (0.12%) Dodd-Frank
11 3 (0.12%) ISO/IEC 27001
12 2 (0.079%) Dublin Core
12 2 (0.079%) PCI DSS
13 1 (0.039%) COBIT
System Software
1 26 (1.02%) Active Directory
2 22 (0.87%) Docker
3 17 (0.67%) Apache Flume
3 17 (0.67%) HDFS
4 15 (0.59%) Oracle RAC
5 14 (0.55%) VMware Infrastructure
6 9 (0.35%) Xen
7 5 (0.20%) Hyper-V
7 5 (0.20%) VMware Workstation
8 2 (0.079%) Btrfs
8 2 (0.079%) iptables
8 2 (0.079%) ISA Server
8 2 (0.079%) Postfix
8 2 (0.079%) Samba
8 2 (0.079%) Virtual Machines
8 2 (0.079%) XenServer
9 1 (0.039%) etcd
9 1 (0.039%) flannel
9 1 (0.039%) Oracle Clusterware
9 1 (0.039%) Tivoli Workload Scheduler
Systems Management
1 19 (0.75%) Puppet
2 13 (0.51%) Kubernetes
3 9 (0.35%) Hadoop YARN
3 9 (0.35%) HP Quality Center
3 9 (0.35%) Microsoft Intune
3 9 (0.35%) Nagios
3 9 (0.35%) Rsyslog
3 9 (0.35%) SCOM
4 8 (0.31%) DBAmp
5 7 (0.28%) HP SiteScope
5 7 (0.28%) Opscode Chef
5 7 (0.28%) SCCM
6 6 (0.24%) Ambari
6 6 (0.24%) Kibana
6 6 (0.24%) Oracle Enterprise Manager
7 5 (0.20%) Ansible
7 5 (0.20%) Control-M
8 3 (0.12%) Data Guard
8 3 (0.12%) Grafana
8 3 (0.12%) Oracle RMAN
Vendors
1 506 (19.92%) Oracle
2 340 (13.39%) Microsoft
3 199 (7.83%) SAP
4 161 (6.34%) Informatica
5 102 (4.02%) Salesforce.com
6 100 (3.94%) Netezza
7 91 (3.58%) Tableau
8 82 (3.23%) Teradata
9 63 (2.48%) Cognos
10 59 (2.32%) Talend
11 52 (2.05%) IBM
12 41 (1.61%) Sybase
13 34 (1.34%) Hyperion
14 33 (1.30%) Pega
15 25 (0.98%) Google
15 25 (0.98%) Splunk
16 23 (0.91%) Ab Initio
16 23 (0.91%) Atlassian
16 23 (0.91%) ServiceNow
17 22 (0.87%) Cloudera
Leeds, West Yorkshire
Hotfoot Recruitment
Rate: Up to £350 per day
Posted: 1 hour ago
London
McGregor Boyall
Rate: £600 - £650 per annum
Posted: 1 hour ago
Oxford, Oxfordshire
Haybrook IT Resourcing Ltd
Rate: Up to £525 per day
Posted: 47 minutes ago
City, London
TEKsystems
Rate: £550 - £600 per day
Posted: 19 hours ago
Wokingham, Berkshire
Spring Technology
Posted: 19 hours ago
Wokingham, Berkshire
Skilliantech Limited
Rate: Unspecified
Posted: Yesterday
Nottinghamshire
HAYS INFORMATION TECHNOLOGY
Rate: £400.00 - £425.00 per day
Posted: 18 hours ago
City, London
Twenty Recruitment Group
Rate: £650 - £750 per day
Posted: 20 hours ago
Warwick, Warwickshire
Hydrogen Group
Posted: 20 hours ago
Milton Keynes, Buckinghamshire
Hydrogen Group
Posted: 20 hours ago
Lichfield, Staffordshire
Networkers
Rate: £400 - £450 per day
Posted: 6 days ago
City, London
ComputAppoint
Rate: £400 - £450 per day
Posted: 5 days ago
London
Ebury
Rate: £400.00 - £423.00 per day
Posted: 20 hours ago
Leeds, West Yorkshire
CoreCom Consulting
Rate: £300 - £375 per day
Posted: 4 days ago
London
Engage PSG
Rate: £400 - £600 per day
Posted: 5 days ago
London
Digitech Resourcing Ltd
Rate: From £500 to £550 per annum
Posted: 5 days ago
London
Engage PSG
Rate: £500 - £700 per day
Posted: 5 days ago
City, London
Harvey Nash plc
Rate: £400 - £500 per day
Posted: 4 days ago
Surrey
Stott & May
Posted: 5 days ago
Buckinghamshire
Reuben Chase
Rate: Unspecified Competitive
Posted: 3 days ago
City, London
Harvey Nash plc
Rate: £400 - £500 per day
Posted: 6 days ago
London
Opilio Recruitment
Posted: 4 days ago
Nottingham, Nottinghamshire
Adalta Recruitment Solutions
Rate: £400 - £450 per day + Benefits + Bonus
Posted: 4 days ago
London
Twenty Recruitment Group
Rate: £500 - £700 per day
Posted: 6 days ago
London
Harvey Nash plc
Rate: £500 - £525 per annum
Posted: 4 days ago
London
Hydrogen Group
Rate: £500.00 - £600.00 per day
Posted: 3 days ago
South Yorkshire
HAYS INFORMATION TECHNOLOGY
Rate: £350.00 - £425.00 per day + Negotiable Day Rate
Posted: 4 days ago
South West London
Catchfish
Rate: NEGOTIABLE DEPENDING ON SKILLS AND EXPERIENCE
Posted: 5 days ago
Luton, Bedfordshire
Advantage XPO
Rate: £400 - £425 per day
Posted: 5 days ago
East London
Reed Technology
Rate: £550 - £600 per day
Posted: 6 days ago