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 9 December 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
9 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 84 79 77
Rank change year-on-year
-5 -2
Contract jobs citing Data Modelling 1263 1336 1297
As % of all contract IT jobs located in England 2.75% 2.65% 2.52%
As % of the Processes & Methodologies category 3.33% 3.25% 3.26%
Number of daily rates quoted 859 888 878
Median daily rate £487 £450 £454
Median daily rate % change year-on-year
+8.27% -0.88%
90% offered a daily rate of more than £338 £340 £325
10% offered a daily rate of more than £650 £625 £600
UK excluding London median daily rate £450 £425 £438
% change year-on-year
+5.88% -2.85%
Number of hourly rates quoted 4 2 2
Median hourly rate £38.25 £34.55 £74.50
Median hourly rate % change year-on-year
+10.72% -53.63%
90% offered a hourly rate of more than £30.85 £19.78 £68.50
10% offered a hourly rate of more than £56.50 £49.31 £80.50
UK excluding London median hourly rate £55.00 £21.00 £74.50
% change year-on-year
+161.90% -71.81%
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
37968 41123 39833
As % of all contract IT jobs located in England 82.80% 81.48% 77.29%
Number of daily rates quoted 25471 27052 26380
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 £280
10% offered a daily rate of more than £600 £600 £600
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 996 1222 1137
Median hourly rate £28.00 £30.00 £25.00
Median hourly rate % change year-on-year
-6.66% +20.00%
90% offered a hourly rate of more than £12.50 £12.35 £11.75
10% offered a hourly rate of more than £50.00 £50.00 £47.50
UK excluding London median hourly rate £30.25 £34.00 £25.00
% change year-on-year
-11.02% +36.00%

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 9 December 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 9 December 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 9 December 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 +12 709 £500 +3.30% 92
South East 0 190 £450 - 20
West Midlands -25 80 £438 +6.70% 13
Yorkshire +5 74 £450 +5.26% 13
North West -17 65 £450 +5.88% 14
South West -11 59 £485 +29.33% 5
East Midlands +9 44 £371 +6.07% 7
East of England -6 30 £450 -10.08% 16
North East -43 6 £230 -53.06%
Midlands +6 4 £550 +37.50%
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in England

For the 6 months to 9 December 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.

1 959 (37.21%) SQL
2 692 (26.85%) Agile Software Development
3 681 (26.43%) Data Warehouse
4 673 (26.12%) Finance
5 621 (24.10%) ETL
6 596 (23.13%) Business Intelligence
7 514 (19.95%) Oracle
8 435 (16.88%) SQL Server
9 369 (14.32%) Data Management
10 355 (13.78%) Data Architecture
11 332 (12.88%) Data Quality
12 319 (12.38%) Java
13 312 (12.11%) Microsoft
14 308 (11.95%) Migration
14 308 (11.95%) Data Analysis
15 303 (11.76%) Logical Data Model
16 299 (11.60%) Big Data
17 296 (11.49%) Analytics
18 283 (10.98%) Analytical Skills
19 278 (10.79%) Banking
20 244 (9.47%) SQL Server Integration Services
21 234 (9.08%) Hadoop
22 222 (8.61%) SAP
23 218 (8.46%) Stakeholder Management
24 216 (8.38%) Data Migration
25 207 (8.03%) XML
26 203 (7.88%) Scrum
27 197 (7.64%) Data Integration
28 196 (7.61%) MS Excel
29 186 (7.22%) Degree

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
1 116 (4.50%) Apache Spark
2 93 (3.61%) SAS
3 61 (2.37%) Oracle SOA Suite
4 56 (2.17%) SharePoint
5 55 (2.13%) Confluence
6 33 (1.28%) Elasticsearch
7 32 (1.24%) Apache Pig
8 22 (0.85%) CMS
9 21 (0.81%) BizTalk Server
10 20 (0.78%) WebSphere
11 15 (0.58%) Apache
11 15 (0.58%) Apache Solr
11 15 (0.58%) Oracle Workflow
12 13 (0.50%) JBoss
13 12 (0.47%) Tomcat
14 10 (0.39%) WebLogic
15 9 (0.35%) IIS
16 8 (0.31%) Oracle Service Bus
16 8 (0.31%) SharePoint 2010
17 6 (0.23%) Liferay
Applications
1 196 (7.61%) MS Excel
2 61 (2.37%) MS Office
3 56 (2.17%) MS Visio
4 45 (1.75%) MS PowerPoint
5 33 (1.28%) MS Project
6 15 (0.58%) Spreadsheet
7 11 (0.43%) SPSS
8 4 (0.16%) AutoCAD
9 3 (0.12%) CATIA
9 3 (0.12%) InfoPath
9 3 (0.12%) Pro/ENGINEER
9 3 (0.12%) PTC Creo
9 3 (0.12%) Siemens NX
10 2 (0.078%) Mathematica
10 2 (0.078%) OmniGraffle
11 1 (0.039%) Acrobat
11 1 (0.039%) FrameMaker
11 1 (0.039%) LaTeX
Business Applications
1 67 (2.60%) Dynamics CRM
2 48 (1.86%) Oracle EBS
3 28 (1.09%) Eloqua
4 19 (0.74%) Oracle Receivables
4 19 (0.74%) SAP ERP
5 17 (0.66%) Oracle EBS R12
6 16 (0.62%) Oracle Applications
7 15 (0.58%) Cognos Business Intelligence
8 13 (0.50%) Dynamics AX
9 12 (0.47%) Cognos TM1
10 11 (0.43%) Remedy ITSM
10 11 (0.43%) SAP Oil and Gas
11 10 (0.39%) Radian6
11 10 (0.39%) Salesforce.com CRM
12 9 (0.35%) Social Studio
13 8 (0.31%) Remedy AR System
14 7 (0.27%) Endur
15 6 (0.23%) Dynamics NAV
15 6 (0.23%) Oracle Cash Management
15 6 (0.23%) Oracle Payables
Cloud Services
1 93 (3.61%) Amazon AWS
2 58 (2.25%) Microsoft Azure
3 34 (1.32%) PaaS
4 31 (1.20%) SaaS
5 19 (0.74%) IaaS
6 15 (0.58%) SuccessFactors
7 11 (0.43%) Amazon Kinesis
8 10 (0.39%) Google Cloud Platform
9 8 (0.31%) Google Analytics
10 7 (0.27%) Office 365
11 6 (0.23%) GitHub
11 6 (0.23%) IBM Cloud
12 5 (0.19%) Azure Active Directory
12 5 (0.19%) Force.com
13 4 (0.16%) OpenShift
14 3 (0.12%) G Suite
14 3 (0.12%) iPaaS
14 3 (0.12%) Veeva
15 2 (0.078%) AWS Lambda
15 2 (0.078%) Boomi
Communications & Networking
1 21 (0.81%) HTTP
2 18 (0.70%) Internet
3 17 (0.66%) Firewall
4 16 (0.62%) LDAP
5 10 (0.39%) CTI
6 9 (0.35%) TCP/IP
7 7 (0.27%) FTP
7 7 (0.27%) LAN
7 7 (0.27%) Network Security
8 5 (0.19%) NAS
9 3 (0.12%) PuTTY
9 3 (0.12%) VoIP
9 3 (0.12%) WAN
10 2 (0.078%) Kerberos
10 2 (0.078%) OpenLDAP
10 2 (0.078%) SSL
10 2 (0.078%) Wireless
11 1 (0.039%) BIG-IP
11 1 (0.039%) IPsec
11 1 (0.039%) OSPF
Database & Business Intelligence
1 681 (26.43%) Data Warehouse
2 435 (16.88%) SQL Server
3 299 (11.60%) Big Data
4 244 (9.47%) SQL Server Integration Services
5 234 (9.08%) Hadoop
6 186 (7.22%) SQL Server Reporting Services
7 167 (6.48%) Relational Database
8 120 (4.66%) SQL Server Analysis Services
9 113 (4.38%) NoSQL
10 108 (4.19%) Oracle Database
11 101 (3.92%) BusinessObjects
12 86 (3.34%) Apache Hive
13 85 (3.30%) QlikView
14 73 (2.83%) Oracle ODI
15 66 (2.56%) DB2
15 66 (2.56%) MySQL
16 64 (2.48%) SQL Server 2012
17 60 (2.33%) Data Mining
18 58 (2.25%) HBase
19 55 (2.13%) SQL Server 2008
Development Applications
1 95 (3.69%) JIRA
2 85 (3.30%) ERwin
3 76 (2.95%) Talend Open Studio
4 57 (2.21%) Git (software)
4 57 (2.21%) Team Foundation Server
5 52 (2.02%) Visual Studio
6 37 (1.44%) Eclipse
7 36 (1.40%) JUnit
8 33 (1.28%) Subversion
9 30 (1.16%) Jenkins
10 21 (0.81%) Maven
11 19 (0.74%) Toad
12 17 (0.66%) Gradle
13 15 (0.58%) Bitbucket
13 15 (0.58%) JProfiler
13 15 (0.58%) PowerDesigner
13 15 (0.58%) SonarQube
14 14 (0.54%) IntelliJ
15 13 (0.50%) SQL Server Management Studio (SSMS)
16 12 (0.47%) Oracle Forms
General
1 673 (26.12%) Finance
2 278 (10.79%) Banking
3 144 (5.59%) Retail
4 94 (3.65%) Marketing
5 87 (3.38%) Investment Banking
6 42 (1.63%) Telecoms
7 36 (1.40%) Legal
8 34 (1.32%) Publishing
9 29 (1.13%) Back Office
10 28 (1.09%) Financial Institution
11 25 (0.97%) Advertising
12 24 (0.93%) Law
12 24 (0.93%) Manufacturing
13 23 (0.89%) Retail Banking
14 18 (0.70%) Front Office
14 18 (0.70%) Pharmaceutical
15 13 (0.50%) Automotive
16 10 (0.39%) Billing
17 8 (0.31%) Electronics
17 8 (0.31%) Games
Job Titles
1 698 (27.09%) Architect
2 673 (26.12%) Developer
3 631 (24.49%) Analyst
4 428 (16.61%) Data Architect
5 294 (11.41%) Business Analyst
6 238 (9.24%) Data Analyst
7 181 (7.02%) Consultant
8 123 (4.77%) SQL Developer
9 105 (4.07%) Data Modeller
10 103 (4.00%) Solutions Architect
11 86 (3.34%) ETL Developer
12 83 (3.22%) Technical Architect
13 79 (3.07%) Oracle Developer
14 72 (2.79%) Business Intelligence Developer
15 70 (2.72%) Java Developer
16 63 (2.44%) Senior Developer
17 61 (2.37%) Designer
17 61 (2.37%) SQL Analyst
18 60 (2.33%) Data Business Analyst
19 52 (2.02%) Data Consultant
Libraries, Frameworks & Software Standards
1 207 (8.03%) XML
2 182 (7.06%) .NET
3 171 (6.64%) Web Services
4 118 (4.58%) REST
5 101 (3.92%) HTML
6 93 (3.61%) RESTful
7 87 (3.38%) JSON
8 78 (3.03%) SOAP
9 73 (2.83%) Spring
10 63 (2.44%) CSS
11 61 (2.37%) AngularJS
12 60 (2.33%) J2EE
13 57 (2.21%) ASP.NET
14 52 (2.02%) Hibernate
15 51 (1.98%) XSLT
16 49 (1.90%) Kafka
17 46 (1.79%) .NET Framework
17 46 (1.79%) MDX
18 43 (1.67%) jQuery
19 36 (1.40%) Java EE
Miscellaneous
1 283 (10.98%) Analytical Skills
2 197 (7.64%) Data Integration
3 139 (5.39%) Management Information System
4 138 (5.36%) Visualisation
5 129 (5.01%) Data Structures
6 100 (3.88%) Computer Science
7 75 (2.91%) Reference Data
8 67 (2.60%) Statistics
9 49 (1.90%) User Experience
10 47 (1.82%) Algorithms
11 44 (1.71%) Mathematics
12 32 (1.24%) Data Extraction
12 32 (1.24%) Mainframe
13 29 (1.13%) Replication
14 27 (1.05%) Equities
15 24 (0.93%) Credit Risk
15 24 (0.93%) Fixed Income
16 23 (0.89%) Enterprise Software
16 23 (0.89%) Taxonomies
17 22 (0.85%) Ontologies
Operating Systems
1 111 (4.31%) Unix
2 97 (3.76%) Windows
3 78 (3.03%) Linux
4 16 (0.62%) Windows Server
5 6 (0.23%) Windows Vista
5 6 (0.23%) Windows XP
6 4 (0.16%) Solaris
6 4 (0.16%) Windows 7
7 3 (0.12%) AIX
7 3 (0.12%) Red Hat Enterprise Linux
7 3 (0.12%) Windows Server 2012
7 3 (0.12%) zOS
8 2 (0.078%) Android
8 2 (0.078%) Apple iOS
8 2 (0.078%) CentOS
8 2 (0.078%) Ubuntu
8 2 (0.078%) VME
8 2 (0.078%) Windows 2000
8 2 (0.078%) Windows 8
8 2 (0.078%) Windows Server 2008
Processes & Methodologies
1 692 (26.85%) Agile Software Development
2 621 (24.10%) ETL
3 596 (23.13%) Business Intelligence
4 369 (14.32%) Data Management
5 355 (13.78%) Data Architecture
6 308 (11.95%) Data Analysis
6 308 (11.95%) Migration
7 303 (11.76%) Logical Data Model
8 296 (11.49%) Analytics
9 218 (8.46%) Stakeholder Management
10 216 (8.38%) Data Migration
11 203 (7.88%) Scrum
12 183 (7.10%) Physical Data Model
13 174 (6.75%) Business Analysis
14 173 (6.71%) Data Governance
15 165 (6.40%) CRM
16 160 (6.21%) Project Management
17 157 (6.09%) SOA
18 147 (5.70%) Use Case
19 139 (5.39%) UML
Programming Languages
1 959 (37.21%) SQL
2 319 (12.38%) Java
3 167 (6.48%) T-SQL
4 153 (5.94%) PL/SQL
5 142 (5.51%) JavaScript
5 142 (5.51%) Python
6 136 (5.28%) C#
7 74 (2.87%) Scala
8 71 (2.76%) VBA
9 56 (2.17%) Perl
10 53 (2.06%) R
11 49 (1.90%) C++
12 44 (1.71%) Shell Script
13 31 (1.20%) ABAP
14 26 (1.01%) PHP
15 23 (0.89%) C
16 22 (0.85%) Bash Shell
17 21 (0.81%) VB
18 19 (0.74%) Ruby
19 13 (0.50%) Apex Code
Qualifications
1 186 (7.22%) Degree
2 140 (5.43%) Security Cleared
3 97 (3.76%) SC Cleared
4 38 (1.47%) ISEB
5 26 (1.01%) DV Cleared
5 26 (1.01%) PhD
6 18 (0.70%) BPSS Clearance
7 14 (0.54%) PMP
8 12 (0.47%) ISTQB
9 8 (0.31%) Microsoft Certification
10 6 (0.23%) IIBA
11 5 (0.19%) CCA
11 5 (0.19%) CTC Cleared
11 5 (0.19%) PMI Certification
12 4 (0.16%) CBAP
12 4 (0.16%) PRINCE2 Practitioner
12 4 (0.16%) Six Sigma Green Belt
13 3 (0.12%) APMP
13 3 (0.12%) CFA
13 3 (0.12%) PRINCE2 Certification
Quality Assurance & Compliance
1 332 (12.88%) Data Quality
2 69 (2.68%) QA
3 23 (0.89%) SLA
4 21 (0.81%) ISO20022
5 20 (0.78%) Disclosure Scotland
6 18 (0.70%) Solvency II
7 17 (0.66%) MiFID
8 16 (0.62%) FATCA
9 7 (0.27%) GCP
9 7 (0.27%) Sarbanes-Oxley
10 4 (0.16%) Basel II
10 4 (0.16%) Basel III
10 4 (0.16%) Dodd-Frank
10 4 (0.16%) SAS 70
11 3 (0.12%) COBIT
11 3 (0.12%) PCI DSS
12 2 (0.078%) Dublin Core
12 2 (0.078%) EMIR
12 2 (0.078%) ISO 9001
12 2 (0.078%) ISO/IEC 27001
System Software
1 24 (0.93%) Apache Flume
2 22 (0.85%) HDFS
3 20 (0.78%) Docker
4 19 (0.74%) Active Directory
5 7 (0.27%) VMware Infrastructure
6 6 (0.23%) VMware Workstation
7 5 (0.19%) Oracle RAC
8 2 (0.078%) Btrfs
9 1 (0.039%) Apache ZooKeeper
9 1 (0.039%) etcd
9 1 (0.039%) flannel
9 1 (0.039%) iptables
9 1 (0.039%) Postfix
9 1 (0.039%) Samba
9 1 (0.039%) Time Sharing Option
9 1 (0.039%) Tivoli Workload Scheduler
9 1 (0.039%) Virtual Desktop
9 1 (0.039%) VMware ESX
9 1 (0.039%) XenServer
Systems Management
1 12 (0.47%) Kubernetes
2 11 (0.43%) Hadoop YARN
3 9 (0.35%) Rsyslog
4 8 (0.31%) HP Quality Center
5 7 (0.27%) Kibana
6 6 (0.23%) Ambari
6 6 (0.23%) Control-M
6 6 (0.23%) SCOM
7 5 (0.19%) Data Guard
7 5 (0.19%) DBAmp
7 5 (0.19%) Oracle Enterprise Manager
7 5 (0.19%) Puppet
8 4 (0.16%) Nagios
9 3 (0.12%) Tivoli
10 2 (0.078%) Grafana
10 2 (0.078%) logstash
10 2 (0.078%) Oozie
10 2 (0.078%) Opscode Chef
11 1 (0.039%) Host Intrusion Detection System
11 1 (0.039%) Network Intrusion Detection System
Vendors
1 514 (19.95%) Oracle
2 312 (12.11%) Microsoft
3 222 (8.61%) SAP
4 138 (5.36%) Informatica
5 99 (3.84%) Netezza
6 96 (3.73%) Tableau
7 94 (3.65%) Salesforce.com
8 82 (3.18%) Teradata
9 77 (2.99%) Cognos
10 76 (2.95%) Talend
11 68 (2.64%) IBM
12 61 (2.37%) Sybase
13 32 (1.24%) Hyperion
14 29 (1.13%) Ab Initio
15 28 (1.09%) Atlassian
16 27 (1.05%) Google
17 26 (1.01%) ServiceNow
18 24 (0.93%) Splunk
19 23 (0.89%) Cloudera
19 23 (0.89%) Pega
London
Salt
Rate: £350 - £351 per day
Posted: 13 hours ago
London
Nigel Frank International Ltd
Rate: £400 - £425 per day
Posted: 13 hours ago
Halifax, West Yorkshire
4it Recruitment Ltd
Rate: Unspecified Market Rates
Posted: 13 hours ago
Oxfordshire
Lawrence Harvey Enterprise
Posted: 2 days ago
Leeds, West Yorkshire
Hotfoot Recruitment
Rate: Up to £425 per day
Posted: Yesterday
London
Ideal Training
Rate: Excellent Daily Rate Negotiable
Posted: Yesterday
City, London
Michael Bailey Associates
Rate: £450 per day + Negotiable
Posted: 9 hours ago
Manchester, Lancashire
ReThink Recruitment
Posted: Yesterday
Blackburn, Lancashire
Applause IT Innovation
Rate: £350 - £450 per day
Posted: 9 hours ago
London
Venn Group
Rate: £45000 - £50000 Per Annum
Posted: Yesterday
London
TEKsystems
Rate: £550 - £650 per day
Posted: Yesterday
Hertfordshire
Staffworx Ltd
Rate: excellent rates
Posted: Yesterday
London
Opus Recruitment Solutions Ltd
Rate: £500 - £550 per day
Posted: Yesterday
City, London
Experis Ltd
Rate: £300 - £360 per day
Posted: Yesterday
Northamptonshire
ninesharp
Rate: Market Rates
Posted: 3 days ago
Nottingham, Nottinghamshire
The Bridge Ltd
Rate: Up to £500 per day
Posted: 3 days ago
Hampshire
The Bridge Ltd
Rate: Up to £500 per day
Posted: 3 days ago
London
Proactive Appointments
Rate: £475 per day
Posted: 4 days ago
Central London / West End
First Point
Rate: £500.00 - £575.00 per day
Posted: 4 days ago
City, London
Careerwise UK Limited
Rate: £600 - £650 per day
Posted: 8 hours ago
London
Keystream Resources Limited
Rate: From £31,383 to £41,373 per annum
Posted: 4 days ago
Liverpool, Merseyside
HAYS INFORMATION TECHNOLOGY
Rate: £100.00 per day
Posted: 2 days ago
Bracknell, Berkshire
Hydrogen Group
Rate: £400.00 - £500.00 per day
Posted: 4 days ago
Manchester, Lancashire
ReThink Recruitment
Posted: 4 days ago
London
Staffworx Ltd
Rate: excellent rates + expenses
Posted: 8 hours ago
Havant, Hampshire
Sopra Steria Recruitment
Rate: Unspecified
Posted: 4 days ago
Wiltshire
Talent International
Posted: 2 days ago
East London
Careerwise UK Limited
Rate: £600 - £650 per day
Posted: 9 hours ago
Manchester, Lancashire
Sanderson
Posted: 3 days ago
Cheshire
Uniting Ambition
Rate: £350 - 400 per day
Posted: 2 days ago