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 February 2017 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 Feb 2017
Same period 2016 Same period 2015
Data Modelling
UK / England
Rank 86 72 66
Rank change year-on-year
-14 -6
Contract jobs citing Data Modelling 1104 1320 1368
As % of all contract IT jobs located in England 2.63% 2.80% 2.87%
As % of the Processes & Methodologies category 3.17% 3.39% 3.60%
Number of daily rates quoted 745 875 848
Median daily rate £475 £450 £450
Median daily rate % change year-on-year
+5.55% -
90% offered a daily rate of more than £350 £320 £320
10% offered a daily rate of more than £638 £600 £600
UK excluding London median daily rate £450 £438 £425
% change year-on-year
+2.85% +2.94%
Number of hourly rates quoted 7 9 8
Median hourly rate £34.24 £50.00 £49.50
Median hourly rate % change year-on-year
-31.52% +1.01%
90% offered a hourly rate of more than £28.80 £18.81 £40.00
10% offered a hourly rate of more than £50.50 £53.00 £74.50
UK excluding London median hourly rate £42.50 £43.75 £49.50
% change year-on-year
-2.85% -11.61%

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
34870 38985 38045
As % of all contract IT jobs located in England 82.97% 82.80% 79.76%
Number of daily rates quoted 23337 25837 24375
Median daily rate £450 £425 £425
Median daily rate % change year-on-year
+5.88% -
90% offered a daily rate of more than £300 £300 £283
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £408 £400 £399
% change year-on-year
+1.87% +0.29%
Number of hourly rates quoted 863 1056 1033
Median hourly rate £36.00 £37.50 £27.50
Median hourly rate % change year-on-year
-4.00% +36.36%
90% offered a hourly rate of more than £13.50 £13.00 £12.00
10% offered a hourly rate of more than £53.00 £55.00 £49.50
UK excluding London median hourly rate £36.00 £40.00 £29.00
% change year-on-year
-10.00% +37.93%

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 February 2017.

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 February 2017.

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 February 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 +4 626 £480 -1.03% 82
South East 0 173 £481 +8.45% 33
North West +13 87 £375 -10.44% 8
West Midlands -18 70 £450 - 8
South West -32 45 £450 +12.50% 8
East of England -44 31 £450 -7.21% 9
East Midlands +4 29 £400 +13.47% 13
Yorkshire -28 29 £400 -0.62% 14
North East -20 14 £463 +3.35% 2
Midlands -7 1 £300 -42.85%
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 27 February 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.

1 925 (39.58%) SQL
2 632 (27.04%) Finance
3 628 (26.87%) Agile Software Development
4 584 (24.99%) Business Intelligence
5 571 (24.43%) ETL
6 564 (24.13%) Data Warehouse
7 444 (19.00%) Oracle
8 442 (18.91%) SQL Server
9 373 (15.96%) Data Management
10 312 (13.35%) Data Quality
11 306 (13.09%) Data Architecture
11 306 (13.09%) Microsoft
12 305 (13.05%) Java
13 303 (12.97%) Analytical Skills
14 297 (12.71%) Analytics
15 284 (12.15%) Big Data
16 282 (12.07%) Banking
17 281 (12.02%) Migration
18 279 (11.94%) Logical Data Model
19 275 (11.77%) Data Analysis
20 231 (9.88%) Hadoop
21 215 (9.20%) SQL Server Integration Services
22 211 (9.03%) Scrum
23 205 (8.77%) Data Migration
24 199 (8.52%) Business Analysis
24 199 (8.52%) SAP
25 193 (8.26%) MS Excel
26 192 (8.22%) Degree
27 189 (8.09%) Stakeholder Management
28 182 (7.79%) JavaScript

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 99 (4.24%) Apache Spark
2 82 (3.51%) SAS
3 68 (2.91%) Confluence
4 54 (2.31%) Oracle SOA Suite
5 45 (1.93%) SharePoint
6 40 (1.71%) CMS
7 34 (1.45%) Apache Pig
8 33 (1.41%) Elasticsearch
9 32 (1.37%) WebLogic
10 26 (1.11%) Apache
11 23 (0.98%) JBoss
12 18 (0.77%) Umbraco
13 17 (0.73%) Oracle Workflow
14 14 (0.60%) Apache Solr
15 13 (0.56%) Tomcat
16 12 (0.51%) WebSphere
17 11 (0.47%) Drupal
18 10 (0.43%) IIS
18 10 (0.43%) Liferay
19 9 (0.39%) BizTalk Server
Applications
1 193 (8.26%) MS Excel
2 72 (3.08%) MS Office
3 65 (2.78%) MS Visio
4 26 (1.11%) MS Project
5 24 (1.03%) MS PowerPoint
6 14 (0.60%) SPSS
7 13 (0.56%) Spreadsheet
8 4 (0.17%) AutoCAD
8 4 (0.17%) Mathematica
9 3 (0.13%) CATIA
9 3 (0.13%) Pro/ENGINEER
9 3 (0.13%) PTC Creo
9 3 (0.13%) Siemens NX
10 1 (0.043%) GNU Octave
10 1 (0.043%) Weka
Business Applications
1 58 (2.48%) Dynamics CRM
2 13 (0.56%) Dynamics AX
3 12 (0.51%) Cognos Business Intelligence
3 12 (0.51%) Oracle Receivables
3 12 (0.51%) SAP Oil and Gas
4 11 (0.47%) SAP ERP
4 11 (0.47%) SAP MDG
5 9 (0.39%) Loan IQ
5 9 (0.39%) Oracle EBS
5 9 (0.39%) Remedy ITSM
6 8 (0.34%) Cognos TM1
6 8 (0.34%) Oracle Applications
7 7 (0.30%) Endur
7 7 (0.30%) Oracle BPM
8 6 (0.26%) SAP HCM
8 6 (0.26%) SAP Retail
9 5 (0.21%) Dynamics NAV
9 5 (0.21%) Oracle EBS R12
9 5 (0.21%) Oracle TCA
9 5 (0.21%) Remedy AR System
Cloud Services
1 84 (3.59%) Amazon AWS
2 65 (2.78%) Microsoft Azure
3 28 (1.20%) PaaS
4 20 (0.86%) SaaS
5 18 (0.77%) IaaS
6 12 (0.51%) Office 365
7 11 (0.47%) Amazon Kinesis
8 9 (0.39%) SuccessFactors
9 7 (0.30%) Google Analytics
10 6 (0.26%) Force.com
10 6 (0.26%) GitHub
11 5 (0.21%) IBM Cloud
12 4 (0.17%) Amazon S3
13 3 (0.13%) Azure Active Directory
13 3 (0.13%) Cloud Computing
13 3 (0.13%) Trello
14 2 (0.086%) AWS Lambda
14 2 (0.086%) OpenShift
14 2 (0.086%) Slack
15 1 (0.043%) CloudSense
Communications & Networking
1 19 (0.81%) Firewall
2 18 (0.77%) Internet
3 17 (0.73%) LDAP
4 16 (0.68%) HTTP
5 11 (0.47%) Network Security
6 9 (0.39%) TCP/IP
7 8 (0.34%) LAN
8 7 (0.30%) FTP
9 6 (0.26%) MPLS
9 6 (0.26%) WAN
10 5 (0.21%) Intranet
10 5 (0.21%) NAS
11 4 (0.17%) Kerberos
12 3 (0.13%) Ethernet
12 3 (0.13%) IPsec
12 3 (0.13%) Skype
12 3 (0.13%) VPN
13 2 (0.086%) OpenLDAP
13 2 (0.086%) PuTTY
13 2 (0.086%) SSL
Database & Business Intelligence
1 564 (24.13%) Data Warehouse
2 442 (18.91%) SQL Server
3 284 (12.15%) Big Data
4 231 (9.88%) Hadoop
5 215 (9.20%) SQL Server Integration Services
6 175 (7.49%) SQL Server Reporting Services
7 143 (6.12%) Relational Database
8 120 (5.13%) BusinessObjects
8 120 (5.13%) QlikView
9 114 (4.88%) SQL Server Analysis Services
10 113 (4.84%) NoSQL
11 103 (4.41%) Oracle Database
12 101 (4.32%) Apache Hive
13 90 (3.85%) DB2
14 80 (3.42%) Power BI
15 68 (2.91%) HBase
16 63 (2.70%) SQL Server 2012
17 60 (2.57%) MongoDB
18 58 (2.48%) RDBMS
18 58 (2.48%) SQL Server 2008
Development Applications
1 108 (4.62%) JIRA
2 91 (3.89%) Team Foundation Server
3 88 (3.77%) ERwin
4 68 (2.91%) Talend Open Studio
5 46 (1.97%) Git (software)
6 37 (1.58%) Jenkins
6 37 (1.58%) JUnit
7 35 (1.50%) Visual Studio
8 24 (1.03%) Eclipse
9 23 (0.98%) PowerDesigner
10 21 (0.90%) Toad
11 20 (0.86%) Maven
12 18 (0.77%) Subversion
13 16 (0.68%) Bitbucket
13 16 (0.68%) Oracle APEX
14 14 (0.60%) Gradle
15 13 (0.56%) IntelliJ
15 13 (0.56%) SonarQube
16 11 (0.47%) HP UFT
16 11 (0.47%) NUnit
General
1 632 (27.04%) Finance
2 282 (12.07%) Banking
3 113 (4.84%) Retail
4 82 (3.51%) Investment Banking
5 53 (2.27%) Legal
6 51 (2.18%) Marketing
7 41 (1.75%) Telecoms
8 33 (1.41%) Publishing
9 30 (1.28%) Back Office
10 28 (1.20%) Manufacturing
11 18 (0.77%) Advertising
11 18 (0.77%) Financial Institution
11 18 (0.77%) Law
12 16 (0.68%) Pharmaceutical
13 15 (0.64%) Front Office
14 13 (0.56%) Retail Banking
15 12 (0.51%) Automotive
15 12 (0.51%) Billing
16 11 (0.47%) Electronics
17 9 (0.39%) Games
Job Titles
1 647 (27.69%) Architect
2 621 (26.57%) Developer
3 595 (25.46%) Analyst
4 413 (17.67%) Data Architect
5 276 (11.81%) Business Analyst
6 240 (10.27%) Data Analyst
7 158 (6.76%) Consultant
8 109 (4.66%) SQL Developer
9 90 (3.85%) Data Modeller
10 78 (3.34%) Java Developer
11 77 (3.29%) Solutions Architect
12 70 (3.00%) Business Intelligence Developer
13 68 (2.91%) SQL Analyst
14 63 (2.70%) ETL Developer
15 56 (2.40%) Business Intelligence Analyst
16 55 (2.35%) Data Business Analyst
17 54 (2.31%) Senior Developer
18 51 (2.18%) Data Consultant
18 51 (2.18%) Oracle Developer
19 49 (2.10%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 179 (7.66%) XML
2 178 (7.62%) .NET
3 135 (5.78%) Web Services
4 131 (5.61%) HTML
5 106 (4.54%) REST
6 102 (4.36%) CSS
7 88 (3.77%) J2EE
8 85 (3.64%) Spring
9 83 (3.55%) AngularJS
10 79 (3.38%) SOAP
11 67 (2.87%) JSON
12 66 (2.82%) jQuery
13 64 (2.74%) ASP.NET
14 60 (2.57%) HTML5
14 60 (2.57%) RESTful
15 52 (2.23%) Hibernate
16 44 (1.88%) MDX
17 43 (1.84%) Kafka
18 38 (1.63%) Node.js
19 35 (1.50%) Spring Boot
Miscellaneous
1 303 (12.97%) Analytical Skills
2 134 (5.73%) Management Information System
3 124 (5.31%) Data Structures
4 89 (3.81%) Computer Science
5 84 (3.59%) Reference Data
6 57 (2.44%) User Experience
7 30 (1.28%) Credit Risk
8 26 (1.11%) Foreign Exchange (FX)
8 26 (1.11%) Replication
9 22 (0.94%) Mainframe
9 22 (0.94%) NHS
10 21 (0.90%) Taxonomies
11 20 (0.86%) Algorithms
11 20 (0.86%) Data Centre
12 18 (0.77%) Enterprise Software
12 18 (0.77%) Fixed Income
13 17 (0.73%) Derivative
13 17 (0.73%) Market Risk
14 16 (0.68%) Equities
15 14 (0.60%) Virtual Team
Operating Systems
1 108 (4.62%) Unix
2 93 (3.98%) Windows
3 87 (3.72%) Linux
4 14 (0.60%) Windows Server
5 6 (0.26%) Mac OS
6 4 (0.17%) Windows Vista
7 3 (0.13%) Windows 7
7 3 (0.13%) Windows XP
8 2 (0.086%) AIX
8 2 (0.086%) Android
8 2 (0.086%) Apple iOS
8 2 (0.086%) CentOS
8 2 (0.086%) Red Hat Enterprise Linux
8 2 (0.086%) Solaris
8 2 (0.086%) VME
9 1 (0.043%) Ubuntu
9 1 (0.043%) Windows Server 2012
9 1 (0.043%) zOS
Processes & Methodologies
1 628 (26.87%) Agile Software Development
2 584 (24.99%) Business Intelligence
3 571 (24.43%) ETL
4 373 (15.96%) Data Management
5 306 (13.09%) Data Architecture
6 297 (12.71%) Analytics
7 281 (12.02%) Migration
8 279 (11.94%) Logical Data Model
9 275 (11.77%) Data Analysis
10 211 (9.03%) Scrum
11 205 (8.77%) Data Migration
12 199 (8.52%) Business Analysis
13 189 (8.09%) Stakeholder Management
14 166 (7.10%) Data Integration
15 164 (7.02%) Data Governance
15 164 (7.02%) Project Management
16 160 (6.85%) Physical Data Model
17 149 (6.38%) Visualisation
18 138 (5.91%) OO
19 137 (5.86%) CRM
Programming Languages
1 925 (39.58%) SQL
2 305 (13.05%) Java
3 182 (7.79%) JavaScript
4 179 (7.66%) Python
5 165 (7.06%) T-SQL
6 143 (6.12%) C#
7 135 (5.78%) PL/SQL
8 70 (3.00%) R
9 65 (2.78%) Scala
10 51 (2.18%) Perl
11 42 (1.80%) Shell Script
12 41 (1.75%) C++
13 39 (1.67%) VBA
14 27 (1.16%) ABAP
15 26 (1.11%) Ruby
16 18 (0.77%) VB
17 17 (0.73%) PHP
18 15 (0.64%) C
19 12 (0.51%) Apex Code
20 11 (0.47%) Bash Shell
Qualifications
1 192 (8.22%) Degree
2 122 (5.22%) Security Cleared
3 84 (3.59%) SC Cleared
4 36 (1.54%) ISEB
5 17 (0.73%) DV Cleared
6 14 (0.60%) ISTQB
6 14 (0.60%) PhD
6 14 (0.60%) PMP
7 13 (0.56%) BPSS Clearance
8 12 (0.51%) CCA
9 9 (0.39%) PMI Certification
10 7 (0.30%) BC Cleared
10 7 (0.30%) CTC Cleared
11 6 (0.26%) Microsoft Certification
12 5 (0.21%) APMP
12 5 (0.21%) IIBA
12 5 (0.21%) OCPJP
13 4 (0.17%) ITIL Certification
13 4 (0.17%) Six Sigma Green Belt
13 4 (0.17%) Sun Certification
Quality Assurance & Compliance
1 312 (13.35%) Data Quality
2 69 (2.95%) QA
3 29 (1.24%) MiFID
4 19 (0.81%) Disclosure Scotland
4 19 (0.81%) ISO20022
4 19 (0.81%) SLA
5 18 (0.77%) Solvency II
6 17 (0.73%) IFRS
7 16 (0.68%) FATCA
8 14 (0.60%) IFRS 9
9 11 (0.47%) GDPR
10 9 (0.39%) PMO
11 7 (0.30%) Dodd-Frank
12 5 (0.21%) Basel III
12 5 (0.21%) EMIR
12 5 (0.21%) PCI DSS
12 5 (0.21%) Sarbanes-Oxley
13 4 (0.17%) Basel II
13 4 (0.17%) COBIT
14 3 (0.13%) ISO/IEC 27001
System Software
1 24 (1.03%) Apache Flume
2 20 (0.86%) HDFS
3 18 (0.77%) Docker
4 16 (0.68%) Active Directory
5 10 (0.43%) Oracle RAC
6 8 (0.34%) VMware Infrastructure
7 7 (0.30%) vCloud
8 3 (0.13%) VMware Workstation
9 1 (0.043%) Btrfs
9 1 (0.043%) Time Sharing Option
9 1 (0.043%) Virtual Desktop
9 1 (0.043%) VMware ESX
Systems Management
1 12 (0.51%) Hadoop YARN
2 9 (0.39%) Oozie
2 9 (0.39%) Rsyslog
3 8 (0.34%) Data Guard
3 8 (0.34%) Kubernetes
4 7 (0.30%) Opscode Chef
4 7 (0.30%) Puppet
5 6 (0.26%) Control-M
5 6 (0.26%) Nagios
5 6 (0.26%) SCOM
6 5 (0.21%) Ansible
6 5 (0.21%) Oracle Enterprise Manager
7 4 (0.17%) Forefront Identity Manager
7 4 (0.17%) Tivoli
8 3 (0.13%) HP Quality Center
8 3 (0.13%) Kibana
8 3 (0.13%) MOM
8 3 (0.13%) SCCM
9 2 (0.086%) CFEngine
9 2 (0.086%) HP SiteScope
Vendors
1 444 (19.00%) Oracle
2 306 (13.09%) Microsoft
3 199 (8.52%) SAP
4 118 (5.05%) Tableau
5 110 (4.71%) Informatica
6 88 (3.77%) IBM
7 83 (3.55%) Teradata
8 79 (3.38%) Cognos
9 74 (3.17%) Netezza
10 68 (2.91%) Talend
11 63 (2.70%) Sybase
12 38 (1.63%) Salesforce.com
12 38 (1.63%) Splunk
13 35 (1.50%) Cloudera
14 31 (1.33%) Atlassian
15 24 (1.03%) Pega
16 23 (0.98%) MicroStrategy
17 19 (0.81%) Ab Initio
17 19 (0.81%) hybris
17 19 (0.81%) ServiceNow
London
Contingency Team
Rate: Negotiable
Posted: 3 days ago
South West London
Harris Global
Rate: Unspecified Market Rate
Posted: 3 days ago
Hertfordshire
Graham Matthews
Rate: From £70,000 to £80,000 per annum
Posted: 2 days ago
Basingstoke, Hampshire
LA International
Rate: £403 per day
Posted: 3 days ago
London
Canary Wharf and City
Rate: Up to £550 per day
Posted: 3 days ago
London
TEKsystems
Rate: £500 - £550 per day
Posted: 4 days ago
City, London
Hydrogen Group
Rate: £300.00 - £400.00 per annum
Posted: 3 days ago
Basingstoke, Hampshire
LA International
Posted: 4 days ago
City, London
Comtecs
Rate: £400 - £425 Per Annum
Posted: 4 days ago
City, London
Mane Contract Services Limited
Rate: £350 - £430 per day
Posted: 4 days ago
Leicestershire
HAYS INFORMATION TECHNOLOGY
Rate: £41709.00 - £52793.00 per annum
Posted: 4 days ago
Basingstoke, Hampshire
Lorien Resourcing
Posted: 4 days ago
Slough, Berkshire
Venturi
Rate: £500 - £650 per day
Posted: 4 days ago
Maidenhead, Berkshire
Vadis People
Rate: £350 - £450 per day
Posted: 4 days ago
Bath, Avon
People Source Consulting
Rate: £280 - £370 per day
Posted: 4 days ago
Macclesfield, Cheshire
Spring Technology
Rate: £400.00 per day
Posted: 3 days ago
London
TEKsystems
Rate: £550 - £600 per day
Posted: 3 days ago
Guildford, Surrey
Clearwater People Solutions
Rate: £400 - £475 Per Day
Posted: 5 days ago
Northamptonshire
Icore Tech
Rate: £400 - £425 per annum
Posted: 2 days ago
Cheshire
Icore Tech
Rate: £400 - £425 per annum
Posted: 2 days ago
City, London
Harvey Nash plc
Rate: £400 - £500 per day
Posted: 6 days ago
Bradford, West Yorkshire
Rullion
Posted: 2 days ago
Oxfordshire
TEKsystems
Rate: £400 - £505 per day
Posted: 5 days ago
Feltham
Interquest - IQ Tech
Rate: £450 - £500 per day
Posted: 2 days ago
East London
Eaglecliff
Rate: From £550 to £680 per day
Posted: 6 days ago
London
Cititec
Rate: £550 - £600 per day
Posted: 3 days ago
City of London
Pearson Frank
Rate: £550 - £600 per day
Posted: 6 days ago
Andover
People Source Consulting
Rate: £450 - £500 per day
Posted: 13 days ago
City, London
Harvey Nash plc
Rate: £550 - £650 per day
Posted: 5 days ago
North London
People Source Consulting
Rate: £400 - £500 per day
Posted: 14 days ago