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 30 March 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
30 Mar 2017
Same period 2016 Same period 2015
Rank 91 78 67
Rank change year-on-year -13 -11  
Contract jobs citing Data Modelling 1034 1300 1402
As % of all contract IT jobs advertised in England 2.46% 2.60% 2.88%
As % of the Processes & Methodologies category 2.96% 3.14% 3.60%
Number of daily rates quoted 702 848 871
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 £350 £325 £320
10% offered a daily rate of more than £627 £650 £600
UK excluding London median daily rate £438 £450 £425
% change year-on-year -2.77% +5.88%  
Number of hourly rates quoted 3 5 8
Median hourly rate £34.24 £43.57 £44.75
Median hourly rate % change year-on-year -21.41% -2.63%  
90% offered a hourly rate of more than £23.65 £24.50 £33.19
10% offered a hourly rate of more than £40.85 £50.00 £62.25
UK excluding London median hourly rate £38.37 £49.82 £40.00
% change year-on-year -22.98% +24.55%  

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 34952 41419 38984
As % of all contract IT job vacancies advertised in England 83.24% 82.90% 79.95%
Number of daily rates quoted 23201 27556 24587
Median daily rate £450 £438 £425
Median daily rate % change year-on-year +2.85% +2.94%  
90% offered a daily rate of more than £300 £300 £280
10% offered a daily rate of more than £600 £600 £580
UK excluding London median daily rate £410 £400 £396
% change year-on-year +2.50% +1.01%  
Number of hourly rates quoted 871 989 1142
Median hourly rate £35.00 £36.00 £27.50
Median hourly rate % change year-on-year -2.77% +30.90%  
90% offered a hourly rate of more than £13.21 £13.00 £12.00
10% offered a hourly rate of more than £52.50 £53.00 £49.50
UK excluding London median hourly rate £35.75 £38.00 £30.00
% change year-on-year -5.92% +26.66%  

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 30 March 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
Contractor Hourly Rate Histogram in England

The hourly rate distribution of IT jobs citing Data Modelling in England over the 3 months to 30 March 2017.

Contractor hourly rate histogram 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 30 March 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 -3 585 £500 +0.50% 92
South East -5 149 £475 +8.57% 17
North West +25 76 £400 -11.11% 17
West Midlands -17 69 £425 -7.60% 8
South West -14 49 £450 -0.27% 9
East of England -24 37 £450 -4.25% 10
East Midlands -11 32 £390 -2.50% 11
Yorkshire -50 23 £469 -1.83% 22
North East -27 12 £494 +40.97% 2
Midlands 0 2 - - 3
Data Modelling
UK

For the 6 months to 30 March 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.

1 885 (39.95%) SQL
2 647 (29.21%) Finance
3 602 (27.18%) Agile Software Development
4 545 (24.60%) Business Intelligence
5 525 (23.70%) ETL
6 498 (22.48%) Data Warehouse
7 456 (20.59%) Oracle
8 439 (19.82%) SQL Server
9 319 (14.40%) Data Management
10 306 (13.81%) Java
11 301 (13.59%) Analytical Skills
12 292 (13.18%) Microsoft
13 287 (12.96%) Banking
14 286 (12.91%) Data Quality
15 284 (12.82%) Migration
16 280 (12.64%) Analytics
17 273 (12.33%) Data Architecture
18 254 (11.47%) Big Data
19 252 (11.38%) Data Analysis
20 248 (11.20%) Logical Data Model
21 222 (10.02%) Hadoop
22 207 (9.35%) Data Migration
23 203 (9.16%) Scrum
24 199 (8.98%) SQL Server Integration Services
25 196 (8.85%) MS Excel
26 193 (8.71%) SAP
27 190 (8.58%) Business Analysis
28 179 (8.08%) Degree
29 175 (7.90%) Stakeholder Management
30 167 (7.54%) XML

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 95 (4.29%) Apache Spark
2 77 (3.48%) SAS
3 51 (2.30%) Confluence
4 46 (2.08%) Oracle SOA Suite
5 38 (1.72%) CMS
6 36 (1.63%) SharePoint
7 34 (1.53%) WebLogic
8 27 (1.22%) Apache Pig
9 25 (1.13%) Apache
10 22 (0.99%) Elasticsearch
11 21 (0.95%) JBoss
12 18 (0.81%) Umbraco
13 14 (0.63%) Oracle Workflow
14 12 (0.54%) Drupal
14 12 (0.54%) Tomcat
14 12 (0.54%) WebSphere
15 11 (0.50%) Apache Solr
16 9 (0.41%) Liferay
17 7 (0.32%) IIS
17 7 (0.32%) Skype for Business
Applications
1 196 (8.85%) MS Excel
2 70 (3.16%) MS Office
3 65 (2.93%) MS Visio
4 24 (1.08%) MS Project
5 19 (0.86%) MS PowerPoint
6 12 (0.54%) SPSS
7 11 (0.50%) Spreadsheet
8 4 (0.18%) Mathematica
9 3 (0.14%) AutoCAD
9 3 (0.14%) S-PLUS
10 2 (0.090%) CATIA
10 2 (0.090%) Pro/ENGINEER
10 2 (0.090%) PTC Creo
10 2 (0.090%) Siemens NX
11 1 (0.045%) GNU Octave
11 1 (0.045%) Weka
Business Applications
1 44 (1.99%) Dynamics CRM
2 14 (0.63%) SAP Oil and Gas
3 13 (0.59%) Oracle Receivables
4 12 (0.54%) Endur
4 12 (0.54%) SAP MDG
5 11 (0.50%) Loan IQ
5 11 (0.50%) Remedy ITSM
6 9 (0.41%) Cognos Business Intelligence
7 8 (0.36%) Oracle BPM
8 7 (0.32%) Dynamics AX
8 7 (0.32%) Oracle EBS
8 7 (0.32%) Remedy AR System
8 7 (0.32%) SAP ERP
9 6 (0.27%) Oracle EBS R12
9 6 (0.27%) SAP HCM
10 5 (0.23%) Oracle Retail
10 5 (0.23%) Oracle TCA
10 5 (0.23%) Salesforce.com CRM
10 5 (0.23%) SAP PSCD
10 5 (0.23%) SAP Retail
Cloud Services
1 91 (4.11%) Amazon AWS
2 63 (2.84%) Microsoft Azure
3 21 (0.95%) PaaS
4 16 (0.72%) IaaS
5 12 (0.54%) SaaS
6 8 (0.36%) Amazon Kinesis
6 8 (0.36%) Office 365
6 8 (0.36%) SuccessFactors
7 7 (0.32%) Google Analytics
8 6 (0.27%) Force.com
8 6 (0.27%) GitHub
9 4 (0.18%) Amazon S3
9 4 (0.18%) Cloud Computing
10 3 (0.14%) IBM Cloud
10 3 (0.14%) Trello
11 2 (0.090%) Google Cloud Platform
11 2 (0.090%) IBM Blueworks
11 2 (0.090%) OpenShift
11 2 (0.090%) Slack
12 1 (0.045%) CloudSense
Communications & Networking
1 18 (0.81%) Internet
2 13 (0.59%) LDAP
3 10 (0.45%) Network Security
4 9 (0.41%) HTTP
4 9 (0.41%) LAN
5 8 (0.36%) Firewall
5 8 (0.36%) FTP
6 7 (0.32%) Intranet
6 7 (0.32%) NAS
6 7 (0.32%) Skype
6 7 (0.32%) WAN
7 6 (0.27%) MPLS
8 4 (0.18%) Kerberos
9 3 (0.14%) Ethernet
9 3 (0.14%) IPsec
9 3 (0.14%) SSL
9 3 (0.14%) VPN
10 2 (0.090%) DNS
10 2 (0.090%) OpenLDAP
11 1 (0.045%) DHCP
Database & Business Intelligence
1 498 (22.48%) Data Warehouse
2 439 (19.82%) SQL Server
3 254 (11.47%) Big Data
4 222 (10.02%) Hadoop
5 199 (8.98%) SQL Server Integration Services
6 165 (7.45%) SQL Server Reporting Services
7 145 (6.55%) Relational Database
8 125 (5.64%) QlikView
9 116 (5.24%) SQL Server Analysis Services
10 113 (5.10%) BusinessObjects
11 107 (4.83%) Oracle Database
12 98 (4.42%) Apache Hive
13 93 (4.20%) DB2
14 89 (4.02%) NoSQL
15 84 (3.79%) Power BI
16 67 (3.02%) RDBMS
17 65 (2.93%) MongoDB
18 58 (2.62%) SQL Server 2008
19 56 (2.53%) HBase
19 56 (2.53%) SQL Server 2012
Development Applications
1 97 (4.38%) JIRA
2 89 (4.02%) Team Foundation Server
3 87 (3.93%) ERwin
4 71 (3.21%) Talend Open Studio
5 48 (2.17%) Git (software)
6 45 (2.03%) JUnit
7 43 (1.94%) Jenkins
8 34 (1.53%) Visual Studio
9 26 (1.17%) Eclipse
10 24 (1.08%) PowerDesigner
11 23 (1.04%) Toad
12 21 (0.95%) Subversion
13 20 (0.90%) Maven
14 17 (0.77%) Bitbucket
14 17 (0.77%) Cucumber
15 16 (0.72%) Oracle APEX
16 15 (0.68%) Gradle
16 15 (0.68%) HP UFT
16 15 (0.68%) NUnit
17 14 (0.63%) IntelliJ
General
1 647 (29.21%) Finance
2 287 (12.96%) Banking
3 99 (4.47%) Retail
4 81 (3.66%) Investment Banking
5 68 (3.07%) Legal
6 49 (2.21%) Marketing
7 47 (2.12%) Telecoms
8 37 (1.67%) Back Office
9 24 (1.08%) Manufacturing
10 21 (0.95%) Financial Institution
11 20 (0.90%) Pharmaceutical
11 20 (0.90%) Publishing
12 18 (0.81%) Billing
13 15 (0.68%) Advertising
13 15 (0.68%) Front Office
13 15 (0.68%) Law
14 14 (0.63%) Electronics
15 10 (0.45%) Automotive
15 10 (0.45%) Games
16 7 (0.32%) Retail Banking
Job Titles
1 603 (27.22%) Developer
2 589 (26.59%) Architect
3 565 (25.51%) Analyst
4 362 (16.34%) Data Architect
5 265 (11.96%) Business Analyst
6 233 (10.52%) Data Analyst
7 141 (6.37%) Consultant
8 101 (4.56%) SQL Developer
9 93 (4.20%) Java Developer
10 89 (4.02%) Data Modeller
11 70 (3.16%) Business Intelligence Developer
12 63 (2.84%) Solutions Architect
13 56 (2.53%) SQL Analyst
14 55 (2.48%) ETL Developer
15 53 (2.39%) Data Business Analyst
16 52 (2.35%) Senior Developer
17 48 (2.17%) Business Intelligence Analyst
18 47 (2.12%) Technical Architect
19 46 (2.08%) Enterprise Architect
20 45 (2.03%) Data Consultant
Libraries, Frameworks & Software Standards
1 167 (7.54%) XML
2 150 (6.77%) .NET
3 119 (5.37%) Web Services
4 104 (4.70%) HTML
5 100 (4.51%) CSS
6 97 (4.38%) Spring
7 96 (4.33%) REST
8 90 (4.06%) SOAP
9 87 (3.93%) J2EE
10 74 (3.34%) AngularJS
11 58 (2.62%) Hibernate
11 58 (2.62%) jQuery
12 57 (2.57%) HTML5
13 56 (2.53%) JSON
14 48 (2.17%) MDX
15 47 (2.12%) RESTful
16 41 (1.85%) Kafka
17 40 (1.81%) JPA
17 40 (1.81%) XSLT
18 39 (1.76%) ASP.NET
Miscellaneous
1 301 (13.59%) Analytical Skills
2 124 (5.60%) Management Information System
3 122 (5.51%) Data Structures
4 89 (4.02%) Reference Data
5 80 (3.61%) Computer Science
6 62 (2.80%) User Experience
7 29 (1.31%) Credit Risk
8 26 (1.17%) Replication
9 24 (1.08%) Foreign Exchange (FX)
10 23 (1.04%) Mainframe
11 22 (0.99%) Taxonomies
12 19 (0.86%) Algorithms
12 19 (0.86%) Enterprise Software
12 19 (0.86%) Fixed Income
12 19 (0.86%) Market Risk
13 17 (0.77%) Derivative
13 17 (0.77%) NHS
14 16 (0.72%) Data Centre
14 16 (0.72%) Equities
15 14 (0.63%) Virtual Team
Operating Systems
1 106 (4.79%) Unix
2 80 (3.61%) Linux
3 74 (3.34%) Windows
4 19 (0.86%) Windows Server
5 9 (0.41%) Android
5 9 (0.41%) Apple iOS
6 6 (0.27%) Mac OS
6 6 (0.27%) Windows Server 2012
7 5 (0.23%) Windows Server 2003
7 5 (0.23%) Windows Server 2008
8 4 (0.18%) Windows Vista
9 2 (0.090%) AIX
9 2 (0.090%) CentOS
9 2 (0.090%) Solaris
10 1 (0.045%) Red Hat Enterprise Linux
10 1 (0.045%) Ubuntu
10 1 (0.045%) zOS
Processes & Methodologies
1 602 (27.18%) Agile Software Development
2 545 (24.60%) Business Intelligence
3 525 (23.70%) ETL
4 319 (14.40%) Data Management
5 284 (12.82%) Migration
6 280 (12.64%) Analytics
7 273 (12.33%) Data Architecture
8 252 (11.38%) Data Analysis
9 248 (11.20%) Logical Data Model
10 207 (9.35%) Data Migration
11 203 (9.16%) Scrum
12 190 (8.58%) Business Analysis
13 175 (7.90%) Stakeholder Management
14 160 (7.22%) Data Integration
15 151 (6.82%) Project Management
16 148 (6.68%) Physical Data Model
17 141 (6.37%) OO
18 140 (6.32%) Data Governance
19 129 (5.82%) Visualisation
20 125 (5.64%) CRM
Programming Languages
1 885 (39.95%) SQL
2 306 (13.81%) Java
3 160 (7.22%) JavaScript
4 159 (7.18%) Python
5 147 (6.64%) T-SQL
6 140 (6.32%) PL/SQL
7 124 (5.60%) C#
8 70 (3.16%) R
9 57 (2.57%) Scala
10 36 (1.63%) C++
10 36 (1.63%) Shell Script
10 36 (1.63%) VBA
11 32 (1.44%) Perl
12 26 (1.17%) ABAP
13 19 (0.86%) C
13 19 (0.86%) Ruby
14 16 (0.72%) PHP
14 16 (0.72%) VB
15 15 (0.68%) Data Analysis Expressions (DAX)
16 13 (0.59%) Apex Code
Qualifications
1 179 (8.08%) Degree
2 119 (5.37%) Security Cleared
3 85 (3.84%) SC Cleared
4 31 (1.40%) ISEB
5 15 (0.68%) DV Cleared
6 14 (0.63%) PMP
7 12 (0.54%) BPSS Clearance
7 12 (0.54%) Microsoft Certification
8 10 (0.45%) CCA
8 10 (0.45%) ISTQB
8 10 (0.45%) PMI Certification
9 9 (0.41%) PhD
10 8 (0.36%) BC Cleared
10 8 (0.36%) CTC Cleared
11 6 (0.27%) OCPJP
12 5 (0.23%) APMP
12 5 (0.23%) CFA
12 5 (0.23%) IIBA
12 5 (0.23%) MCSE
13 4 (0.18%) Sun Certification
Quality Assurance & Compliance
1 286 (12.91%) Data Quality
2 74 (3.34%) QA
3 28 (1.26%) MiFID
4 19 (0.86%) Solvency II
5 17 (0.77%) Disclosure Scotland
5 17 (0.77%) IFRS
5 17 (0.77%) ISO20022
6 16 (0.72%) FATCA
7 14 (0.63%) IFRS 9
7 14 (0.63%) SLA
8 13 (0.59%) GDPR
9 7 (0.32%) Dodd-Frank
9 7 (0.32%) EMIR
10 6 (0.27%) PCI DSS
11 5 (0.23%) Sarbanes-Oxley
11 5 (0.23%) SDET
12 4 (0.18%) PMO
13 3 (0.14%) Basel III
13 3 (0.14%) JSP 440
13 3 (0.14%) P3O
System Software
1 16 (0.72%) Docker
2 15 (0.68%) Active Directory
3 13 (0.59%) Apache Flume
4 11 (0.50%) Oracle RAC
5 10 (0.45%) HDFS
6 7 (0.32%) vCloud
7 5 (0.23%) VMware Infrastructure
8 1 (0.045%) Time Sharing Option
8 1 (0.045%) Virtual Desktop
8 1 (0.045%) VMware ESX
Systems Management
1 9 (0.41%) Kubernetes
1 9 (0.41%) Oozie
2 8 (0.36%) Data Guard
2 8 (0.36%) Puppet
3 7 (0.32%) Opscode Chef
4 5 (0.23%) Ansible
4 5 (0.23%) Control-M
5 4 (0.18%) Forefront Identity Manager
5 4 (0.18%) Hadoop YARN
5 4 (0.18%) HP Quality Center
5 4 (0.18%) MOM
5 4 (0.18%) Nagios
5 4 (0.18%) SCCM
5 4 (0.18%) Tivoli
6 3 (0.14%) Oracle Enterprise Manager
7 2 (0.090%) CFEngine
7 2 (0.090%) Enterprise Manager Cloud Control
7 2 (0.090%) HP SiteScope
7 2 (0.090%) SCOM
8 1 (0.045%) AirWatch
Vendors
1 456 (20.59%) Oracle
2 292 (13.18%) Microsoft
3 193 (8.71%) SAP
4 121 (5.46%) Informatica
5 109 (4.92%) Tableau
6 93 (4.20%) IBM
7 71 (3.21%) Talend
8 67 (3.02%) Teradata
9 57 (2.57%) Cognos
9 57 (2.57%) Sybase
10 50 (2.26%) Netezza
11 42 (1.90%) Salesforce.com
12 34 (1.53%) Cloudera
13 29 (1.31%) MicroStrategy
14 26 (1.17%) Splunk
15 25 (1.13%) Ab Initio
16 24 (1.08%) ServiceNow
17 22 (0.99%) Pega
18 19 (0.86%) Adobe
19 18 (0.81%) hybris
London
Networkers
Rate: £550 - £650 per day
Posted: 5 hours ago
Crawley, West Sussex
TekSkills
Posted: 10 hours ago
Central London / West End
Evolution Recruitment Solutions
Posted: 4 hours ago
London
Spencer Rose
Rate: From £400 to £450 per annum
Posted: Yesterday
Bedfordshire
Montash
Rate: £340 - £440 per day
Posted: Yesterday
Chester, Cheshire
Reed Technology
Rate: £400 - £450 per day
Posted: Yesterday
London
Venturi
Rate: £450 - £500 per annum
Posted: 3 days ago
London
The Bridge Ltd
Rate: Unspecified
Posted: Yesterday
London
AMS contingency
Posted: 2 days ago
London
TEKsystems
Rate: £550 - £600 per day
Posted: 3 days ago
London
AMS contingency
Posted: 3 days ago
Ipswich, Suffolk
LEXSTRA
Rate: £450 - £550 per day
Posted: Yesterday
Oxfordshire
TEKsystems
Rate: £449 - £501 per day
Posted: 3 days ago
Leeds, West Yorkshire
The Bridge Ltd
Rate: From £400 to £500 per day
Posted: 2 days ago
Crawley, West Sussex
Oliver James Associates
Rate: £400 - £450 per day + DOE
Posted: 6 days ago
London
Hydrogen Group
Rate: £450.00 per day
Posted: Yesterday
Stockport, Cheshire
Evolution Recruitment Solutions
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Rate: From £300 to £350 per day 3 Months initially
Posted: 3 days ago
London
Eutopia Solutions Ltd
Rate: Market Rates
Posted: 2 days ago
Leeds, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Rate: £350.00 per day
Posted: 2 days ago
City, London
Deerfoot IT Resources Ltd
Rate: £450 - £500 per day + 6 month term initailly
Posted: 3 days ago
London
AMS contingency
Posted: 9 days ago
London
Ebury
Rate: £400.00 - £450.00 per day
Posted: 6 days ago
London
Ebury
Rate: £400.00 - £450.00 per day
Posted: 6 days ago
Blackburn, Lancashire
Applause IT Innovation
Rate: £380 - £450 per day
Posted: 5 days ago
London
Ebury
Rate: £454.00 per day
Posted: 6 days ago
Derby, Derbyshire
Rullion
Rate: £550.00 per day
Posted: 3 days ago
City, London
People Source Consulting
Rate: £500 - £650 per day
Posted: 6 days ago
Derby, Derbyshire
Experis Ltd
Rate: £555.00 per day
Posted: 2 days ago
London
AMS contingency
Posted: 14 days ago