The table below looks at the statistics for Data Modelling skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 17 January 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
17 Jan 2017
Same period 2016 Same period 2015
Data Modelling
UK
Rank 84 70 66
Rank change year-on-year
-14 -4
Contract jobs citing Data Modelling 1188 1422 1395
As % of all contract IT jobs located in the UK 2.65% 2.85% 2.80%
As % of the Processes & Methodologies category 3.23% 3.49% 3.56%
Number of daily rates quoted 772 950 891
Median daily rate £475 £450 £450
Median daily rate % change year-on-year
+5.55% -
90% offered a daily rate of more than £340 £325 £321
10% offered a daily rate of more than £625 £625 £600
UK excluding London median daily rate £450 £438 £441
% change year-on-year
+2.85% -0.79%
Number of hourly rates quoted 8 8 1
Median hourly rate £40.25 £50.00 £70.00
Median hourly rate % change year-on-year
-19.50% -28.57%
UK excluding London median hourly rate £55.00 £43.75 £70.00
% change year-on-year
+25.71% -37.50%

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

Processes & Methodologies Category
UK
Contract IT job ads with a match in the
Processes & Methodologies category
36798 40775 39191
As % of all contract IT jobs located in the UK 82.20% 81.72% 78.55%
Number of daily rates quoted 24365 26369 25350
Median daily rate £450 £425 £423
Median daily rate % change year-on-year
+5.88% +0.59%
90% offered a daily rate of more than £300 £293 £282
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £410 £400 £390
% change year-on-year
+2.50% +2.56%
Number of hourly rates quoted 942 1196 1044
Median hourly rate £33.00 £37.50 £25.00
Median hourly rate % change year-on-year
-12.00% +50.00%
90% offered a hourly rate of more than £12.50 £13.00 £12.00
10% offered a hourly rate of more than £50.00 £55.00 £47.50
UK excluding London median hourly rate £34.50 £39.00 £25.50
% change year-on-year
-11.53% +52.94%

Data Modelling
Jobs Demand Trend

The demand trend of contract jobs citing Data Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in the UK

Data Modelling
Daily Rate Trend

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

Data Modelling Daily Rate Trend in the UK

Data Modelling
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 17 January 2017.

Data Modelling Daily Rate Histogram in the UK

Data Modelling
Hourly Rate Trend

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

Data Modelling Hourly Rate Trend in the UK

Data Modelling
Hourly Rate Histogram

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Modelling within the UK over the 3 months to 17 January 2017.

Data Modelling Hourly Rate Histogram in the UK

Data Modelling
Top 30 Contract Locations

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 UK over the 3 months to 17 January 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
England -10 1117 £488 +8.33% 202
London -1 645 £500 +5.26% 99
South East 0 166 £450 - 34
City of London +16 124 £475 -5.00% 30
North West -2 70 £375 -6.25% 18
West Midlands -31 61 £500 +20.48% 14
South West -21 55 £494 +22.67% 13
Yorkshire +1 54 £450 +5.88% 7
Scotland -6 46 £345 -23.33% 8
Manchester +23 45 £375 -11.76% 9
Berkshire +1 42 £385 -14.50% 10
West Yorkshire +12 38 £440 +10.00% 5
Hampshire -5 35 £475 +5.55% 5
Leeds +3 33 £440 +17.33% 3
Birmingham +16 28 £506 +21.98% 2
East Midlands +8 28 £394 +7.87% 10
East of England -21 26 £475 -5.09% 4
Buckinghamshire -6 24 £438 +10.75% 3
Wiltshire -7 24 £525 +31.25% 1
West Sussex +21 23 £545 -
Oxfordshire -10 19 £520 -0.47% 8
Edinburgh -22 19 £365 -18.88% 7
Glasgow +20 17 £388 +24.49% 1
Swindon +3 17 £525 +31.25% 1
Bristol -7 16 £463 +1.09% 7
Bracknell +10 15 £388 -13.88%
Milton Keynes -4 15 £438 +10.75% 3
South Yorkshire -12 15 £495 -17.50%
Cheshire +21 14 £525 +62.79% 7
Oxford -5 14 £520 -5.45% 3

Data Modelling
Top 30 Related IT Skills

For the 6 months to 17 January 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 with a requirement for Data Modelling.

1 965 (37.46%) SQL
2 703 (27.29%) Agile Software Development
3 677 (26.28%) Data Warehouse
4 657 (25.50%) Finance
5 637 (24.73%) ETL
6 616 (23.91%) Business Intelligence
7 517 (20.07%) Oracle
8 443 (17.20%) SQL Server
9 394 (15.30%) Data Management
10 338 (13.12%) Data Architecture
11 320 (12.42%) Data Quality
12 318 (12.34%) Analytical Skills
13 316 (12.27%) Analytics
14 311 (12.07%) Data Analysis
15 309 (12.00%) Migration
15 309 (12.00%) Logical Data Model
16 307 (11.92%) Java
17 299 (11.61%) Big Data
18 297 (11.53%) Microsoft
19 292 (11.34%) Banking
20 249 (9.67%) SQL Server Integration Services
21 226 (8.77%) Hadoop
22 220 (8.54%) Scrum
22 220 (8.54%) Data Migration
23 217 (8.42%) SAP
24 210 (8.15%) Stakeholder Management
25 202 (7.84%) Business Analysis
26 199 (7.73%) Data Integration
27 188 (7.30%) Degree
28 185 (7.18%) SQL Server Reporting Services

Data Modelling
Top Related IT Skills 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
1 107 (4.15%) Apache Spark
2 95 (3.69%) SAS
3 65 (2.52%) Oracle SOA Suite
4 56 (2.17%) Confluence
5 46 (1.79%) SharePoint
6 37 (1.44%) Elasticsearch
7 34 (1.32%) Apache Pig
8 26 (1.01%) CMS
8 26 (1.01%) WebLogic
9 24 (0.93%) JBoss
10 19 (0.74%) Apache
11 17 (0.66%) Apache Solr
12 13 (0.50%) Oracle Workflow
12 13 (0.50%) WebSphere
13 10 (0.39%) BizTalk Server
13 10 (0.39%) Tomcat
13 10 (0.39%) Umbraco
14 8 (0.31%) IIS
15 7 (0.27%) Liferay
16 5 (0.19%) Documentum
Applications
1 184 (7.14%) MS Excel
2 70 (2.72%) MS Visio
3 63 (2.45%) MS Office
4 42 (1.63%) MS PowerPoint
5 34 (1.32%) MS Project
6 17 (0.66%) Spreadsheet
7 14 (0.54%) SPSS
8 6 (0.23%) AutoCAD
9 5 (0.19%) Siemens NX
10 3 (0.12%) CATIA
10 3 (0.12%) Mathematica
10 3 (0.12%) Pro/ENGINEER
10 3 (0.12%) PTC Creo
11 2 (0.078%) OmniGraffle
12 1 (0.039%) Acrobat
12 1 (0.039%) FrameMaker
12 1 (0.039%) LaTeX
Business Applications
1 55 (2.14%) Dynamics CRM
2 25 (0.97%) Oracle EBS
3 18 (0.70%) SAP ERP
4 15 (0.58%) Eloqua
5 14 (0.54%) Cognos Business Intelligence
6 13 (0.50%) Oracle Applications
7 12 (0.47%) Cognos TM1
7 12 (0.47%) SAP Oil and Gas
8 11 (0.43%) Dynamics AX
8 11 (0.43%) Oracle Receivables
9 9 (0.35%) Oracle EBS R12
9 9 (0.35%) SAP HCM
10 7 (0.27%) Teamcenter
11 6 (0.23%) Dynamics NAV
11 6 (0.23%) Oracle BPM
11 6 (0.23%) Remedy ITSM
12 5 (0.19%) Endur
12 5 (0.19%) Loan IQ
12 5 (0.19%) Oracle TCA
12 5 (0.19%) SAP Retail
Cloud Services
1 76 (2.95%) Amazon AWS
2 56 (2.17%) Microsoft Azure
3 31 (1.20%) PaaS
4 27 (1.05%) SaaS
5 18 (0.70%) IaaS
5 18 (0.70%) SuccessFactors
6 11 (0.43%) Amazon Kinesis
7 7 (0.27%) Google Analytics
7 7 (0.27%) Office 365
8 6 (0.23%) IBM Cloud
9 5 (0.19%) Azure Active Directory
10 4 (0.16%) Force.com
10 4 (0.16%) Google Cloud Platform
10 4 (0.16%) OpenShift
11 3 (0.12%) Amazon S3
11 3 (0.12%) GitHub
11 3 (0.12%) Veeva
12 2 (0.078%) iPaaS
12 2 (0.078%) Lucidchart
12 2 (0.078%) Oracle CX
Communications & Networking
1 20 (0.78%) Firewall
2 17 (0.66%) HTTP
3 16 (0.62%) Internet
4 14 (0.54%) LDAP
5 10 (0.39%) TCP/IP
6 8 (0.31%) Network Security
7 7 (0.27%) LAN
8 6 (0.23%) FTP
8 6 (0.23%) MPLS
8 6 (0.23%) WAN
9 5 (0.19%) NAS
10 3 (0.12%) Ethernet
10 3 (0.12%) IPsec
10 3 (0.12%) VPN
10 3 (0.12%) Wireless
11 2 (0.078%) Kerberos
11 2 (0.078%) OpenLDAP
11 2 (0.078%) SSL
12 1 (0.039%) BIG-IP
12 1 (0.039%) PuTTY
Database & Business Intelligence
1 677 (26.28%) Data Warehouse
2 443 (17.20%) SQL Server
3 299 (11.61%) Big Data
4 249 (9.67%) SQL Server Integration Services
5 226 (8.77%) Hadoop
6 185 (7.18%) SQL Server Reporting Services
7 183 (7.10%) Relational Database
8 123 (4.77%) BusinessObjects
8 123 (4.77%) Oracle Database
9 121 (4.70%) SQL Server Analysis Services
10 113 (4.39%) QlikView
11 108 (4.19%) NoSQL
12 97 (3.77%) Apache Hive
13 84 (3.26%) DB2
14 78 (3.03%) RDBMS
15 72 (2.80%) SQL Server 2012
16 67 (2.60%) HBase
16 67 (2.60%) Power BI
17 60 (2.33%) Oracle ODI
18 57 (2.21%) SQL Server 2014
Development Applications
1 94 (3.65%) JIRA
2 85 (3.30%) ERwin
3 79 (3.07%) Talend Open Studio
4 68 (2.64%) Team Foundation Server
5 48 (1.86%) Git (software)
6 39 (1.51%) Visual Studio
7 36 (1.40%) JUnit
8 35 (1.36%) Eclipse
8 35 (1.36%) Jenkins
9 23 (0.89%) Subversion
10 22 (0.85%) Maven
11 20 (0.78%) Toad
12 16 (0.62%) SonarQube
13 15 (0.58%) Gradle
13 15 (0.58%) PowerDesigner
14 14 (0.54%) JProfiler
15 13 (0.50%) Bitbucket
15 13 (0.50%) IntelliJ
16 12 (0.47%) Oracle Forms
17 10 (0.39%) NUnit
General
1 657 (25.50%) Finance
2 292 (11.34%) Banking
3 138 (5.36%) Retail
4 81 (3.14%) Investment Banking
5 69 (2.68%) Marketing
6 54 (2.10%) Legal
7 49 (1.90%) Telecoms
8 32 (1.24%) Back Office
9 31 (1.20%) Publishing
10 28 (1.09%) Manufacturing
11 24 (0.93%) Law
12 22 (0.85%) Advertising
13 21 (0.82%) Financial Institution
14 20 (0.78%) Billing
14 20 (0.78%) Retail Banking
15 18 (0.70%) Pharmaceutical
16 17 (0.66%) Front Office
17 12 (0.47%) Automotive
18 10 (0.39%) International Banking
19 9 (0.35%) Games
Job Titles
1 679 (26.36%) Architect
2 662 (25.70%) Analyst
3 645 (25.04%) Developer
4 426 (16.54%) Data Architect
5 320 (12.42%) Business Analyst
6 244 (9.47%) Data Analyst
7 179 (6.95%) Consultant
8 121 (4.70%) SQL Developer
9 96 (3.73%) Data Modeller
10 90 (3.49%) ETL Developer
11 88 (3.42%) Solutions Architect
12 73 (2.83%) Oracle Developer
13 72 (2.80%) Data Business Analyst
14 71 (2.76%) Designer
15 69 (2.68%) Business Intelligence Developer
16 61 (2.37%) Business Intelligence Analyst
16 61 (2.37%) Senior Developer
17 59 (2.29%) Java Developer
17 59 (2.29%) SQL Analyst
18 58 (2.25%) Technical Architect
Libraries, Frameworks & Software Standards
1 172 (6.68%) XML
2 161 (6.25%) .NET
3 151 (5.86%) Web Services
4 108 (4.19%) HTML
5 105 (4.08%) REST
6 79 (3.07%) RESTful
7 76 (2.95%) SOAP
8 74 (2.87%) Spring
9 70 (2.72%) J2EE
10 69 (2.68%) CSS
11 64 (2.48%) JSON
12 63 (2.45%) AngularJS
13 56 (2.17%) ASP.NET
13 56 (2.17%) Hibernate
14 46 (1.79%) jQuery
15 45 (1.75%) Kafka
16 44 (1.71%) MDX
17 40 (1.55%) XSLT
18 38 (1.48%) HTML5
19 37 (1.44%) Middleware
Miscellaneous
1 318 (12.34%) Analytical Skills
2 199 (7.73%) Data Integration
3 152 (5.90%) Visualisation
4 148 (5.75%) Management Information System
5 111 (4.31%) Data Structures
6 89 (3.45%) Computer Science
7 87 (3.38%) Reference Data
8 69 (2.68%) Statistics
9 44 (1.71%) User Experience
10 42 (1.63%) Mathematics
11 32 (1.24%) Credit Risk
11 32 (1.24%) Data Extraction
12 30 (1.16%) Mainframe
12 30 (1.16%) Replication
13 27 (1.05%) Algorithms
14 25 (0.97%) Foreign Exchange (FX)
15 22 (0.85%) Enterprise Software
15 22 (0.85%) NHS
15 22 (0.85%) Ontologies
15 22 (0.85%) Taxonomies
Operating Systems
1 123 (4.77%) Unix
2 100 (3.88%) Windows
3 78 (3.03%) Linux
4 16 (0.62%) Windows Server
5 6 (0.23%) Windows Vista
6 5 (0.19%) Windows XP
7 4 (0.16%) AIX
7 4 (0.16%) Red Hat Enterprise Linux
8 3 (0.12%) Solaris
8 3 (0.12%) Windows 7
8 3 (0.12%) Windows Server 2012
9 2 (0.078%) Android
9 2 (0.078%) Apple iOS
9 2 (0.078%) VME
9 2 (0.078%) Windows 2000
9 2 (0.078%) Windows 8
9 2 (0.078%) Windows Server 2008
9 2 (0.078%) zOS
10 1 (0.039%) Mac OS
10 1 (0.039%) Ubuntu
Processes & Methodologies
1 703 (27.29%) Agile Software Development
2 637 (24.73%) ETL
3 616 (23.91%) Business Intelligence
4 394 (15.30%) Data Management
5 338 (13.12%) Data Architecture
6 316 (12.27%) Analytics
7 311 (12.07%) Data Analysis
8 309 (12.00%) Logical Data Model
8 309 (12.00%) Migration
9 220 (8.54%) Data Migration
9 220 (8.54%) Scrum
10 210 (8.15%) Stakeholder Management
11 202 (7.84%) Business Analysis
12 178 (6.91%) Physical Data Model
13 173 (6.72%) Project Management
14 168 (6.52%) Data Governance
15 146 (5.67%) SOA
16 142 (5.51%) CRM
17 137 (5.32%) Performance Tuning
18 134 (5.20%) SDLC
Programming Languages
1 965 (37.46%) SQL
2 307 (11.92%) Java
3 175 (6.79%) T-SQL
4 171 (6.64%) PL/SQL
5 160 (6.21%) Python
6 156 (6.06%) JavaScript
7 127 (4.93%) C#
8 66 (2.56%) R
9 64 (2.48%) VBA
10 61 (2.37%) Scala
11 54 (2.10%) Perl
12 50 (1.94%) C++
13 43 (1.67%) Shell Script
14 32 (1.24%) ABAP
15 24 (0.93%) PHP
15 24 (0.93%) VB
16 19 (0.74%) Bash Shell
17 17 (0.66%) Ruby
18 14 (0.54%) Apex Code
19 13 (0.50%) C
Qualifications
1 188 (7.30%) Degree
2 134 (5.20%) Security Cleared
3 91 (3.53%) SC Cleared
4 38 (1.48%) ISEB
5 26 (1.01%) PhD
6 20 (0.78%) DV Cleared
7 17 (0.66%) PMP
8 14 (0.54%) BPSS Clearance
9 13 (0.50%) ISTQB
10 9 (0.35%) Microsoft Certification
10 9 (0.35%) PMI Certification
11 7 (0.27%) CTC Cleared
12 6 (0.23%) IIBA
13 5 (0.19%) APMP
13 5 (0.19%) ITIL Certification
14 4 (0.16%) CBAP
14 4 (0.16%) CISSP
14 4 (0.16%) Six Sigma Green Belt
15 3 (0.12%) BC Cleared
15 3 (0.12%) CCA
Quality Assurance & Compliance
1 320 (12.42%) Data Quality
2 75 (2.91%) QA
3 26 (1.01%) ISO20022
4 21 (0.82%) Disclosure Scotland
5 20 (0.78%) SLA
6 18 (0.70%) MiFID
6 18 (0.70%) Solvency II
7 17 (0.66%) FATCA
8 8 (0.31%) PCI DSS
9 6 (0.23%) Basel II
10 5 (0.19%) Basel III
10 5 (0.19%) COBIT
10 5 (0.19%) Dodd-Frank
10 5 (0.19%) GDPR
11 4 (0.16%) ISO/IEC 27001
11 4 (0.16%) Sarbanes-Oxley
12 3 (0.12%) EMIR
12 3 (0.12%) P3O
13 2 (0.078%) Dublin Core
13 2 (0.078%) ISO 9001
System Software
1 22 (0.85%) Apache Flume
1 22 (0.85%) HDFS
2 21 (0.82%) Docker
3 19 (0.74%) Active Directory
4 9 (0.35%) Oracle RAC
5 7 (0.27%) VMware Infrastructure
6 4 (0.16%) vCloud
6 4 (0.16%) VMware Workstation
7 2 (0.078%) Btrfs
8 1 (0.039%) Apache ZooKeeper
8 1 (0.039%) Time Sharing Option
8 1 (0.039%) Virtual Desktop
8 1 (0.039%) VMware ESX
Systems Management
1 12 (0.47%) Hadoop YARN
2 11 (0.43%) Kubernetes
3 9 (0.35%) Ansible
3 9 (0.35%) Rsyslog
4 7 (0.27%) Kibana
5 6 (0.23%) Data Guard
5 6 (0.23%) HP Quality Center
5 6 (0.23%) Nagios
5 6 (0.23%) Oozie
5 6 (0.23%) SCOM
6 5 (0.19%) Control-M
6 5 (0.19%) Puppet
7 4 (0.16%) Forefront Identity Manager
7 4 (0.16%) Opscode Chef
7 4 (0.16%) Oracle Enterprise Manager
7 4 (0.16%) Tivoli
8 3 (0.12%) SCCM
9 2 (0.078%) Enterprise Manager Cloud Control
9 2 (0.078%) Grafana
9 2 (0.078%) logstash
Vendors
1 517 (20.07%) Oracle
2 297 (11.53%) Microsoft
3 217 (8.42%) SAP
4 124 (4.81%) Informatica
5 120 (4.66%) Tableau
6 103 (4.00%) Netezza
7 99 (3.84%) Cognos
8 88 (3.42%) Teradata
9 81 (3.14%) IBM
10 79 (3.07%) Talend
11 68 (2.64%) Sybase
12 51 (1.98%) Salesforce.com
13 36 (1.40%) Splunk
14 30 (1.16%) Ab Initio
14 30 (1.16%) Atlassian
15 29 (1.13%) Cloudera
15 29 (1.13%) MicroStrategy
16 26 (1.01%) ServiceNow
17 25 (0.97%) Google
18 23 (0.89%) hybris
Edinburgh, Midlothian
HAYS INFORMATION TECHNOLOGY
Rate: £300.00 - £325 per day
Posted: 5 hours ago
Southampton, Hampshire
Lorien Resourcing
Posted: 6 hours ago
Southampton, Hampshire
The Bridge Ltd
Rate: Unspecified Neg
Posted: 5 hours ago
London
Westbourne Partners
Posted: 11 hours ago
East London
Michael Bailey Associates
Rate: market rates
Posted: 15 hours ago
London
Premier IT
Rate: £335.76 - £336.60 per day
Posted: 5 hours ago
Slough, Berkshire
Hydrogen Group
Rate: £250.00 - £270.00 per day
Posted: 14 hours ago
Kingswinford, West Midlands (County)
Rullion IT Plus
Posted: Yesterday
London
TEKsystems
Rate: £400 - £450 per day + Market Rate
Posted: Yesterday
Leicestershire
Lawrence Harvey Enterprise
Rate: £300.00 - £350.00 per day
Posted: Yesterday
London
McGregor Boyall
Rate: £550 - £650 per annum
Posted: Yesterday
London
Spier Consulting Ltd
Rate: £500 - £550 per day
Posted: 13 hours ago
London
Canary Wharf and City
Rate: Up to £500 per day
Posted: Yesterday
City, London
Lawrence Harvey Enterprise
Rate: £400.00 - £600.00 per day
Posted: 4 days ago
City, London
Venturi
Rate: £275.00 - £320.00 per day
Posted: 2 days ago
City, London
Salt
Rate: £350 - £400 per day
Posted: 4 days ago
London
ComputAppoint
Rate: £400 - £430 per annum
Posted: 4 days ago
London
Talent International
Rate: £450 - £500 per day
Posted: Yesterday
London
TEKsystems
Rate: £500 - £650 per day
Posted: Yesterday
City, London
ANSON MCCADE
Rate: £400 - £550 per day
Posted: 4 days ago
West Midlands
Experis Ltd
Posted: 4 days ago
Runcorn, Cheshire
Uniting Ambition
Rate: £450 - 550 per day
Posted: Yesterday
Slough, Berkshire
McGregor Boyall
Rate: £500 - £600 per day
Posted: 6 days ago
West Midlands
Experis Ltd
Rate: £1 per annum
Posted: 4 days ago
City, London
Hays Finance Technology
Rate: £700.00 - £800.00 per day
Posted: 5 days ago
London
Salt
Rate: £0.00 - £550.00 per annum
Posted: Yesterday
Birmingham, West Midlands (County)
TEKsystems
Rate: £400 - £500 per day
Posted: Yesterday
London
Salt
Rate: £450 - £550 per day
Posted: 4 days ago
Altrincham, Cheshire
Applause IT Innovation
Rate: £350 - £400 per day + bens
Posted: 6 days ago
London
McGregor Boyall
Rate: £750 - £800 per day
Posted: 5 days ago