The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 3 months to 25 June 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 87 96 81
Rank change year-on-year +9 -15  
Contract jobs citing Data Modelling 1157 1180 1322
As % of all contract IT jobs advertised in England 2.72% 2.42% 2.59%
As % of the Processes & Methodologies category 3.21% 2.90% 3.21%
Number of daily rates quoted 775 818 900
Median daily rate £475 £463 £450
Median daily rate % change year-on-year +2.70% +2.77%  
90% offered a daily rate of more than £360 £338 £325
10% offered a daily rate of more than £625 £650 £600
UK excluding London median daily rate £425 £438 £423
% change year-on-year -2.85% +3.55%  
Number of hourly rates quoted 4 1 7
Median hourly rate £18.00 £100.00 £34.00
Median hourly rate % change year-on-year -82.00% +194.11%  
90% offered a hourly rate of more than £15.90 £100.00 £20.89
10% offered a hourly rate of more than £23.60 £100.00 £56.00
UK excluding London median hourly rate £40.70 - £33.50

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process and methodology skills.

Contract Process & Methodology Skills
England
Contract job vacancies with a requirement for process and methodology skills 36004 40667 41211
As % of all contract IT job vacancies advertised in England 84.73% 83.47% 80.82%
Number of daily rates quoted 23651 27315 26961
Median daily rate £450 £450 £415
Median daily rate % change year-on-year - +8.43%  
90% offered a daily rate of more than £313 £300 £288
10% offered a daily rate of more than £600 £600 £588
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 936 954 1137
Median hourly rate £32.50 £27.50 £26.00
Median hourly rate % change year-on-year +18.18% +5.76%  
90% offered a hourly rate of more than £12.53 £12.58 £12.00
10% offered a hourly rate of more than £52.50 £49.46 £50.00
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

Data Modelling
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in England

Data Modelling
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Data Modelling in England

Data Modelling
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Data Modelling in England over the 3 months to 25 June 2017.

Contractor daily rate histogram for Data Modelling in England

Data Modelling
Contractor Hourly Rate Trend in England

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

Contractor hourly rate trend for Data Modelling 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 25 June 2017. 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 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 -6 617 £500 - 96
South East +28 155 £445 +4.70% 36
South West +33 76 £438 +2.39% 11
Yorkshire +21 76 £423 -11.05% 22
North West +34 73 £425 -1.73% 21
West Midlands -12 50 £388 -3.12% 13
East of England -5 49 £450 -2.70% 9
East Midlands +7 38 £475 +12.42% 4
North East +60 11 £519 +17.23% 3
Midlands +13 4 £450 -21.73% 17
Data Modelling
UK

For the 6 months to 25 June 2017, 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.

1 883 (40.50%) SQL
2 684 (31.38%) Agile Software Development
3 652 (29.91%) Finance
4 569 (26.10%) Business Intelligence
5 515 (23.62%) Data Warehouse
6 514 (23.58%) ETL
7 456 (20.92%) Oracle
8 369 (16.93%) SQL Server
9 332 (15.23%) Java
9 332 (15.23%) Analytical Skills
10 313 (14.36%) Data Analysis
11 299 (13.72%) Analytics
12 294 (13.49%) Microsoft
13 287 (13.17%) Data Management
14 286 (13.12%) Data Quality
15 278 (12.75%) Migration
16 274 (12.57%) Banking
17 245 (11.24%) Data Architecture
18 231 (10.60%) Logical Data Model
19 217 (9.95%) SAP
20 215 (9.86%) Relational Database
21 205 (9.40%) Data Migration
22 202 (9.27%) Big Data
23 201 (9.22%) Degree
24 188 (8.62%) Business Analysis
25 184 (8.44%) Scrum
26 183 (8.39%) JavaScript
27 179 (8.21%) Python
28 175 (8.03%) SQL Server Integration Services
29 174 (7.98%) Hadoop

Data Modelling
Co-occurring 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 77 (3.53%) SAS
2 70 (3.21%) Apache Spark
3 52 (2.39%) Confluence
4 45 (2.06%) Oracle SOA Suite
5 32 (1.47%) WebLogic
6 31 (1.42%) SharePoint
7 30 (1.38%) CMS
8 23 (1.06%) Apache
9 22 (1.01%) Apache Pig
10 21 (0.96%) Tomcat
11 19 (0.87%) JBoss
12 17 (0.78%) Umbraco
13 15 (0.69%) Drupal
13 15 (0.69%) WebSphere
14 13 (0.60%) Elasticsearch
15 10 (0.46%) Oracle Workflow
16 9 (0.41%) Apache Solr
16 9 (0.41%) Skype for Business
17 6 (0.28%) IIS
18 5 (0.23%) Mule
Applications
1 142 (6.51%) Microsoft Excel
2 67 (3.07%) MS Visio
3 66 (3.03%) Microsoft Office
4 27 (1.24%) Microsoft PowerPoint
5 20 (0.92%) SPSS
6 8 (0.37%) Microsoft Project
7 6 (0.28%) Spreadsheet
8 5 (0.23%) Stata
9 4 (0.18%) InDesign
10 3 (0.14%) S-PLUS
11 2 (0.092%) Mathematica
12 1 (0.046%) GNU Octave
12 1 (0.046%) Weka
Business Applications
1 31 (1.42%) Dynamics CRM
1 31 (1.42%) SAP Oil and Gas
2 14 (0.64%) Oracle EBS
3 11 (0.50%) Oracle Receivables
4 10 (0.46%) Cognos Business Intelligence
4 10 (0.46%) Loan IQ
4 10 (0.46%) Remedy ITSM
4 10 (0.46%) SAP ERP
4 10 (0.46%) Siebel CRM
5 9 (0.41%) Oracle BPM
5 9 (0.41%) Salesforce.com CRM
6 8 (0.37%) Cognos TM1
6 8 (0.37%) Oracle EBS R12
6 8 (0.37%) Remedy AR System
7 7 (0.32%) Endur
7 7 (0.32%) Markit EDM
7 7 (0.32%) NetSuite
7 7 (0.32%) SAP MDG
7 7 (0.32%) SAP S/4HANA
8 6 (0.28%) Pega PRPC
Cloud Services
1 94 (4.31%) Amazon AWS
2 92 (4.22%) Microsoft Azure
3 14 (0.64%) SaaS
4 13 (0.60%) Office 365
5 11 (0.50%) Amazon S3
6 9 (0.41%) GitHub
7 6 (0.28%) Cloud Computing
7 6 (0.28%) Force.com
7 6 (0.28%) Google Cloud Platform
7 6 (0.28%) PaaS
8 4 (0.18%) Adobe Creative Cloud
8 4 (0.18%) AWS Elastic Beanstalk
8 4 (0.18%) IaaS
8 4 (0.18%) OpenShift
8 4 (0.18%) Salesforce Service Cloud
9 3 (0.14%) Amazon EMR
9 3 (0.14%) Amazon Kinesis
9 3 (0.14%) AWS Lambda
9 3 (0.14%) Google Analytics
9 3 (0.14%) SuccessFactors
Communications & Networking
1 26 (1.19%) Internet
2 19 (0.87%) HTTP
3 13 (0.60%) LDAP
4 11 (0.50%) Skype
5 9 (0.41%) Intranet
6 8 (0.37%) FTP
6 8 (0.37%) LAN
7 7 (0.32%) MPLS
7 7 (0.32%) NAS
7 7 (0.32%) Network Security
7 7 (0.32%) WAN
8 6 (0.28%) Firewall
9 5 (0.23%) Ethernet
9 5 (0.23%) IPsec
9 5 (0.23%) VPN
10 4 (0.18%) SSL
11 3 (0.14%) TCP/IP
12 2 (0.092%) Extranet
12 2 (0.092%) Kerberos
12 2 (0.092%) Radio Access Network
Database & Business Intelligence
1 515 (23.62%) Data Warehouse
2 369 (16.93%) SQL Server
3 215 (9.86%) Relational Database
4 202 (9.27%) Big Data
5 175 (8.03%) SQL Server Integration Services
6 174 (7.98%) Hadoop
7 136 (6.24%) SQL Server Reporting Services
8 135 (6.19%) QlikView
9 117 (5.37%) NoSQL
10 111 (5.09%) RDBMS
11 109 (5.00%) Power BI
12 106 (4.86%) Oracle Database
13 104 (4.77%) BusinessObjects
14 92 (4.22%) MongoDB
15 91 (4.17%) SQL Server Analysis Services
16 86 (3.94%) MySQL
17 78 (3.58%) Apache Hive
18 64 (2.94%) DB2
19 63 (2.89%) Oracle BI EE
20 57 (2.61%) Data Mining
Development Applications
1 116 (5.32%) JIRA
2 84 (3.85%) ERwin
3 83 (3.81%) Team Foundation Server
4 79 (3.62%) Talend Open Studio
5 76 (3.49%) Git (software)
6 54 (2.48%) Jenkins
7 46 (2.11%) JUnit
8 37 (1.70%) Visual Studio
9 27 (1.24%) Eclipse
9 27 (1.24%) PowerDesigner
10 24 (1.10%) Maven
11 23 (1.06%) IntelliJ
12 22 (1.01%) Gradle
13 20 (0.92%) Oracle APEX
14 17 (0.78%) Subversion
15 14 (0.64%) Cucumber
15 14 (0.64%) JProfiler
16 13 (0.60%) Ant
16 13 (0.60%) Bitbucket
16 13 (0.60%) TeamCity
General
1 652 (29.91%) Finance
2 274 (12.57%) Banking
3 101 (4.63%) Retail
4 89 (4.08%) Legal
5 75 (3.44%) Investment Banking
5 75 (3.44%) Telecoms
6 73 (3.35%) Marketing
7 40 (1.83%) Back Office
8 35 (1.61%) Manufacturing
9 31 (1.42%) Electronics
9 31 (1.42%) Front Office
10 24 (1.10%) Billing
11 23 (1.06%) Publishing
12 20 (0.92%) Pharmaceutical
13 19 (0.87%) Financial Institution
14 18 (0.83%) Law
15 11 (0.50%) Advertising
16 10 (0.46%) Retail Banking
17 7 (0.32%) Automotive
17 7 (0.32%) German Language
Job Titles
1 689 (31.61%) Developer
2 579 (26.56%) Analyst
3 493 (22.61%) Architect
4 265 (12.16%) Business Analyst
5 264 (12.11%) Data Architect
6 227 (10.41%) Data Analyst
7 124 (5.69%) Java Developer
8 109 (5.00%) Consultant
9 96 (4.40%) Data Modeller
10 94 (4.31%) SQL Developer
11 75 (3.44%) Business Intelligence Developer
12 74 (3.39%) Senior Developer
13 56 (2.57%) Solutions Architect
14 51 (2.34%) ETL Developer
15 48 (2.20%) Lead Architect
16 45 (2.06%) Data Business Analyst
16 45 (2.06%) Data Warehouse Developer
17 42 (1.93%) Enterprise Architect
18 41 (1.88%) Lead Developer
19 39 (1.79%) Technical Architect
Libraries, Frameworks & Software Standards
1 165 (7.57%) XML
2 127 (5.83%) Web Services
3 121 (5.55%) HTML
4 112 (5.14%) .NET
5 104 (4.77%) REST
6 100 (4.59%) CSS
7 96 (4.40%) SOAP
7 96 (4.40%) Spring
8 92 (4.22%) Node.js
9 90 (4.13%) J2EE
10 82 (3.76%) RESTful
11 76 (3.49%) AngularJS
12 71 (3.26%) HTML5
13 55 (2.52%) Middleware
14 52 (2.39%) Hibernate
15 50 (2.29%) jQuery
15 50 (2.29%) JSON
16 43 (1.97%) XSLT
17 40 (1.83%) JPA
18 37 (1.70%) MDX
Miscellaneous
1 332 (15.23%) Analytical Skills
2 125 (5.73%) Data Structures
3 124 (5.69%) Management Information System
4 82 (3.76%) Computer Science
5 65 (2.98%) Reference Data
6 63 (2.89%) User Experience
7 28 (1.28%) Credit Risk
8 25 (1.15%) Fixed Income
8 25 (1.15%) Greenfield Project
9 24 (1.10%) Foreign Exchange (FX)
10 23 (1.06%) Algorithms
10 23 (1.06%) Enterprise Software
10 23 (1.06%) Market Risk
11 20 (0.92%) Derivative
11 20 (0.92%) Private Cloud
11 20 (0.92%) Taxonomies
12 17 (0.78%) CMDB
12 17 (0.78%) Equities
13 16 (0.73%) Data Centre
13 16 (0.73%) Replication
Operating Systems
1 103 (4.72%) Unix
2 98 (4.50%) Linux
3 64 (2.94%) Windows
4 17 (0.78%) Windows Server
5 14 (0.64%) Mac OS
5 14 (0.64%) Windows Server 2012
6 8 (0.37%) Android
6 8 (0.37%) Apple iOS
7 5 (0.23%) Windows Server 2003
7 5 (0.23%) Windows Server 2008
8 3 (0.14%) CentOS
9 2 (0.092%) Solaris
10 1 (0.046%) Ubuntu
10 1 (0.046%) Windows 10
Processes & Methodologies
1 684 (31.38%) Agile Software Development
2 569 (26.10%) Business Intelligence
3 514 (23.58%) ETL
4 313 (14.36%) Data Analysis
5 299 (13.72%) Analytics
6 287 (13.17%) Data Management
7 278 (12.75%) Migration
8 245 (11.24%) Data Architecture
9 231 (10.60%) Logical Data Model
10 205 (9.40%) Data Migration
11 188 (8.62%) Business Analysis
12 184 (8.44%) Scrum
13 168 (7.71%) Physical Data Model
14 160 (7.34%) Stakeholder Management
15 151 (6.93%) Data Integration
16 146 (6.70%) Visualisation
17 145 (6.65%) Project Management
18 143 (6.56%) SDLC
19 140 (6.42%) OO
20 137 (6.28%) Performance Tuning
Programming Languages
1 883 (40.50%) SQL
2 332 (15.23%) Java
3 183 (8.39%) JavaScript
4 179 (8.21%) Python
5 148 (6.79%) PL/SQL
6 109 (5.00%) T-SQL
7 96 (4.40%) C#
8 88 (4.04%) R
9 52 (2.39%) Scala
10 36 (1.65%) Shell Script
11 33 (1.51%) C
12 31 (1.42%) C++
13 30 (1.38%) PHP
13 30 (1.38%) Ruby
14 28 (1.28%) VBA
15 18 (0.83%) ABAP
15 18 (0.83%) Perl
16 17 (0.78%) Data Analysis Expressions (DAX)
16 17 (0.78%) VB
17 15 (0.69%) MATLAB
Qualifications
1 201 (9.22%) Degree
2 148 (6.79%) Security Cleared
3 119 (5.46%) SC Cleared
4 37 (1.70%) Computer Science Degree
5 32 (1.47%) ISEB
6 15 (0.69%) BPSS Clearance
7 14 (0.64%) Numerate Degree
8 13 (0.60%) DV Cleared
8 13 (0.60%) ISTQB
8 13 (0.60%) OCPJP
9 10 (0.46%) BC Cleared
10 9 (0.41%) CCA
11 7 (0.32%) Master's Degree
11 7 (0.32%) Microsoft Certification
12 6 (0.28%) IIBA
12 6 (0.28%) PMI Certification
12 6 (0.28%) PRINCE2 Certification
13 5 (0.23%) ACCA
13 5 (0.23%) MCSE
13 5 (0.23%) PMP
Quality Assurance & Compliance
1 286 (13.12%) Data Quality
2 76 (3.49%) QA
3 40 (1.83%) MiFID
4 29 (1.33%) GDPR
5 19 (0.87%) ISO 20022
5 19 (0.87%) PCI DSS
6 16 (0.73%) IFRS
7 15 (0.69%) Disclosure Scotland
8 14 (0.64%) IFRS 9
9 9 (0.41%) Basel II
9 9 (0.41%) Dodd-Frank
9 9 (0.41%) Sarbanes-Oxley
10 7 (0.32%) EMIR
10 7 (0.32%) ISO/IEC 27001
11 6 (0.28%) Solvency II
12 5 (0.23%) PMO
13 4 (0.18%) WCAG
14 3 (0.14%) JSP 440
14 3 (0.14%) SLA
15 2 (0.092%) HL7
System Software
1 47 (2.16%) Docker
2 13 (0.60%) Active Directory
3 11 (0.50%) Apache Flume
4 8 (0.37%) Oracle RAC
5 7 (0.32%) vCloud
6 6 (0.28%) HDFS
7 4 (0.18%) VMware Infrastructure
7 4 (0.18%) VMware Workstation
8 3 (0.14%) Apache ZooKeeper
9 1 (0.046%) Hyper-V
9 1 (0.046%) Tivoli Workload Scheduler
Systems Management
1 38 (1.74%) Kubernetes
2 17 (0.78%) Puppet
3 12 (0.55%) Opscode Chef
4 9 (0.41%) Ansible
4 9 (0.41%) Oozie
5 8 (0.37%) SCCM
6 6 (0.28%) Data Guard
7 5 (0.23%) CFEngine
7 5 (0.23%) HP SiteScope
7 5 (0.23%) MOM
7 5 (0.23%) Nagios
8 4 (0.18%) Forefront Identity Manager
8 4 (0.18%) Hadoop YARN
8 4 (0.18%) Oracle EDQ
9 3 (0.14%) Oracle RMAN
10 2 (0.092%) Control-M
10 2 (0.092%) Oracle Enterprise Manager
11 1 (0.046%) HP Quality Center
11 1 (0.046%) SCOM
11 1 (0.046%) Tivoli
Vendors
1 456 (20.92%) Oracle
2 294 (13.49%) Microsoft
3 217 (9.95%) SAP
4 117 (5.37%) Informatica
5 103 (4.72%) IBM
6 98 (4.50%) Tableau
7 79 (3.62%) Talend
8 71 (3.26%) Teradata
9 49 (2.25%) Cloudera
10 47 (2.16%) Cognos
11 43 (1.97%) Sybase
12 39 (1.79%) MicroStrategy
13 38 (1.74%) Salesforce.com
14 37 (1.70%) ServiceNow
15 32 (1.47%) Splunk
16 31 (1.42%) Netezza
17 24 (1.10%) MapR
18 21 (0.96%) Nuix
19 19 (0.87%) hybris
19 19 (0.87%) Siebel
Leeds, West Yorkshire
Difrent
Rate: From £500 to £530 per day
Posted: 28 minutes ago
West Midlands
ReThink Recruitment
Posted: 2 days ago
London
Oliver James Associates
Rate: £650 - £700 per day + DOE
Posted: 5 days ago
Leeds, West Yorkshire
Spring Technology
Posted: 3 days ago
Leeds, West Yorkshire
Harvey Nash plc
Rate: £500 - £550 per annum +
Posted: 3 days ago
Doncaster, South Yorkshire
Oscar
Rate: £300 - £400 per day
Posted: 5 days ago
London
Harris Global
Rate: Unspecified COMPETITIVE
Posted: 3 days ago
London
Client Server
Rate: £550 to £650 per day
Posted: 4 days ago
Leeds, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Rate: £400.00 - £450.00 per day
Posted: 2 days ago
City, London
ARC IT Recruitment Ltd
Rate: £500 - £650 per day
Posted: 4 days ago
London
Michael Bailey Associates
Rate: Market Rates
Posted: 5 days ago
London
Pioneer Search
Rate: £550 - £650 per day
Posted: 4 days ago
London
Nigel Frank International Ltd
Rate: £500 - £650 per annum
Posted: 3 days ago
Greater Manchester
Spier Consulting Ltd
Rate: £300 - £320 per day
Posted: 3 days ago
London
TLP Consultancy Ltd.
Rate: £550 - £650 per day
Posted: 4 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Rate: From £400 to £450 per day
Posted: 3 days ago
Newcastle Upon Tyne, Tyne and Wear
Elevate Direct
Rate: From £400 to £450 per day
Posted: 4 days ago
Newcastle Upon Tyne, Tyne and Wear
Elevate Direct
Rate: From £720 to £766 per day
Posted: 4 days ago
North London
The Bridge Ltd
Rate: Unspecified
Posted: 6 days ago
Merseyside
Rullion
Posted: 6 days ago
London
AMS contingency
Posted: 9 days ago
Leeds, West Yorkshire
Experis Ltd
Rate: £450.00 - £640.00 per day
Posted: 3 days ago
Manchester, Lancashire
Capita Resourcing - IT Resourcing
Rate: £425 - £475 per day
Posted: 4 days ago
North West
Rullion
Posted: 4 days ago
London
Computer People
Posted: 3 days ago
Knutsford, Cheshire
Capita Resourcing - IT Resourcing
Rate: £400 - £500 per day
Posted: 5 days ago
Coventry, West Midlands (County)
TEKsystems
Rate: £400 - £500 per day
Posted: 4 days ago
Surrey
Hydrogen Group
Rate: £400.00 - £450.00 per annum
Posted: 5 days ago
Surrey
Hydrogen Group
Rate: £400.00 - £450.00 per annum
Posted: 5 days ago
Chester, Cheshire
Icore Tech
Rate: £0.00 per annum
Posted: 5 days ago