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Data Modelling Contracts
 
Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets

The following table provides summary statistics for contract job vacancies 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
3 months to
25 Jun 2017		 Same period 2016 Same period 2015
Rank 87 94 78
Rank change year-on-year +7 -16  
Contract jobs citing Data Modelling 1260 1287 1498
As % of all contract IT jobs advertised in the UK 2.72% 2.43% 2.67%
As % of the Processes & Methodologies category 3.22% 2.91% 3.31%
Number of daily rates quoted 845 885 991
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 £352 £338 £325
10% offered a daily rate of more than £608 £650 £600
UK excluding London median daily rate £425 £438 £423
% change year-on-year -2.85% +3.55%  
Number of hourly rates quoted 8 1 7
Median hourly rate £40.70 £100.00 £34.00
Median hourly rate % change year-on-year -59.29% +194.11%  
90% offered a hourly rate of more than £17.10 £100.00 £20.89
10% offered a hourly rate of more than £60.00 £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 with a requirement for process and methodology skills.

Contract Process & Methodology Skills
UK
Contract job vacancies with a requirement for process and methodology skills 39103 44215 45229
As % of all contract IT job vacancies advertised in the UK 84.49% 83.33% 80.71%
Number of daily rates quoted 25496 29340 29026
Median daily rate £450 £438 £413
Median daily rate % change year-on-year +2.85% +6.06%  
90% offered a daily rate of more than £313 £300 £285
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 1041 1070 1262
Median hourly rate £32.50 £27.50 £27.50
Median hourly rate % change year-on-year +18.18% -  
90% offered a hourly rate of more than £13.00 £12.58 £12.35
10% offered a hourly rate of more than £53.00 £48.70 £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

The job posting trend of jobs advertised 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 the UK

Data Modelling
Contractor Daily Rate Trend

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

Contractor daily rate trend for Data Modelling in the UK

Data Modelling
Contractor Daily Rate Histogram

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

Contractor daily rate histogram for Data Modelling in the UK

Data Modelling
Contractor Hourly Rate Trend

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

Contractor hourly rate trend for Data Modelling in the UK

Data Modelling
Contractor Hourly Rate Histogram

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

Contractor hourly rate histogram for Data Modelling 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 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
England +9 1157 £475 +2.70% 218
London -6 617 £500 - 100
South East +28 155 £445 +4.70% 36
City of London +14 102 £525 +10.52% 14
South West +33 76 £438 +2.39% 11
Yorkshire +21 76 £423 -11.05% 21
North West +34 73 £425 -1.73% 21
West Midlands -12 50 £388 -3.12% 13
Berkshire +26 49 £413 -8.33% 7
East of England -5 49 £450 -2.70% 9
West Yorkshire +26 47 £416 -4.03% 15
Scotland +14 45 £450 +5.26% 9
Leeds +26 43 £413 -6.25% 13
East Midlands +7 38 £475 +12.42% 4
Manchester +25 32 £425 -5.55% 12
Wiltshire +20 32 £500 -10.31% 2
Edinburgh -9 29 £475 +2.70% 7
Oxfordshire -10 25 £494 +16.17% 5
Wales +9 24 £393 -13.97% 1
Hampshire +3 23 £425 - 3
Swindon +20 22 £500 +8.10%
South Yorkshire 0 21 £500 -13.97% 2
Bristol +6 20 £438 +10.75% 4
Surrey +3 20 £425 +9.67% 9
South Wales +5 19 £393 -13.97% 1
Sheffield +2 19 £500 -13.97% 1
County Antrim -24 19 £413 -
Northern Ireland -30 19 £413 -
West Sussex +29 18 £435 +19.17% 2
Birmingham +24 18 £388 -18.42% 4

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 with a requirement for Data Modelling.

1 959 (40.52%) SQL
2 719 (30.38%) Finance
2 719 (30.38%) Agile Software Development
3 604 (25.52%) Business Intelligence
4 561 (23.70%) ETL
5 557 (23.53%) Data Warehouse
6 496 (20.95%) Oracle
7 402 (16.98%) SQL Server
8 364 (15.38%) Java
9 350 (14.79%) Analytical Skills
10 336 (14.20%) Data Analysis
11 332 (14.03%) Analytics
12 319 (13.48%) Data Management
13 302 (12.76%) Microsoft
14 299 (12.63%) Migration
15 298 (12.59%) Banking
16 293 (12.38%) Data Quality
17 266 (11.24%) Logical Data Model
18 260 (10.98%) Data Architecture
19 241 (10.18%) Relational Database
20 227 (9.59%) SAP
21 225 (9.51%) Big Data
22 220 (9.29%) Data Migration
23 215 (9.08%) Degree
24 198 (8.37%) Business Analysis
25 197 (8.32%) SQL Server Integration Services
26 196 (8.28%) JavaScript
27 195 (8.24%) Hadoop
28 193 (8.15%) Scrum
29 189 (7.98%) XML

Data Modelling
Co-occurring 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 92 (3.89%) SAS
2 75 (3.17%) Apache Spark
3 52 (2.20%) Confluence
4 47 (1.99%) Oracle SOA Suite
5 35 (1.48%) SharePoint
6 34 (1.44%) WebSphere
7 32 (1.35%) WebLogic
8 30 (1.27%) CMS
9 23 (0.97%) Apache
10 22 (0.93%) Apache Pig
10 22 (0.93%) Tomcat
11 19 (0.80%) JBoss
12 17 (0.72%) Umbraco
13 15 (0.63%) Drupal
14 13 (0.55%) Elasticsearch
15 10 (0.42%) Apache Solr
15 10 (0.42%) Oracle Workflow
16 9 (0.38%) Skype for Business
17 6 (0.25%) IIS
18 5 (0.21%) Mule
Applications
1 149 (6.29%) Microsoft Excel
2 79 (3.34%) MS Visio
3 66 (2.79%) Microsoft Office
4 29 (1.23%) Microsoft PowerPoint
5 20 (0.84%) SPSS
6 11 (0.46%) Microsoft Project
7 6 (0.25%) Spreadsheet
8 5 (0.21%) Stata
9 4 (0.17%) InDesign
10 3 (0.13%) S-PLUS
11 2 (0.084%) AutoCAD
11 2 (0.084%) Mathematica
11 2 (0.084%) Siemens NX
12 1 (0.042%) GNU Octave
12 1 (0.042%) Weka
Business Applications
1 31 (1.31%) Dynamics CRM
1 31 (1.31%) SAP Oil and Gas
2 16 (0.68%) Markit EDM
3 14 (0.59%) Oracle EBS
4 12 (0.51%) Cognos Business Intelligence
5 11 (0.46%) Oracle Receivables
6 10 (0.42%) Loan IQ
6 10 (0.42%) Remedy ITSM
6 10 (0.42%) SAP ERP
6 10 (0.42%) Siebel CRM
7 9 (0.38%) Oracle BPM
7 9 (0.38%) Oracle EBS R12
7 9 (0.38%) Salesforce.com CRM
8 8 (0.34%) Cognos TM1
8 8 (0.34%) Remedy AR System
9 7 (0.30%) Endur
9 7 (0.30%) NetSuite
9 7 (0.30%) SAP MDG
9 7 (0.30%) SAP S/4HANA
10 6 (0.25%) Pega PRPC
Cloud Services
1 95 (4.01%) Amazon AWS
2 94 (3.97%) Microsoft Azure
3 14 (0.59%) SaaS
4 13 (0.55%) Office 365
5 11 (0.46%) Amazon S3
6 10 (0.42%) Cloud Computing
7 9 (0.38%) GitHub
8 6 (0.25%) Force.com
8 6 (0.25%) Google Cloud Platform
8 6 (0.25%) PaaS
9 5 (0.21%) Adobe Analytics
10 4 (0.17%) Adobe Creative Cloud
10 4 (0.17%) AWS Elastic Beanstalk
10 4 (0.17%) IaaS
10 4 (0.17%) OpenShift
10 4 (0.17%) Salesforce Service Cloud
10 4 (0.17%) SuccessFactors
11 3 (0.13%) Amazon EMR
11 3 (0.13%) Amazon Kinesis
11 3 (0.13%) AWS Lambda
Communications & Networking
1 26 (1.10%) Internet
2 20 (0.84%) HTTP
3 13 (0.55%) LDAP
4 11 (0.46%) Skype
5 9 (0.38%) Intranet
6 8 (0.34%) Firewall
6 8 (0.34%) FTP
6 8 (0.34%) LAN
7 7 (0.30%) MPLS
7 7 (0.30%) NAS
7 7 (0.30%) Network Security
7 7 (0.30%) WAN
8 5 (0.21%) Ethernet
8 5 (0.21%) IPsec
8 5 (0.21%) SSL
8 5 (0.21%) VPN
9 3 (0.13%) DNS
9 3 (0.13%) TCP/IP
10 2 (0.084%) Extranet
10 2 (0.084%) Kerberos
Database & Business Intelligence
1 557 (23.53%) Data Warehouse
2 402 (16.98%) SQL Server
3 241 (10.18%) Relational Database
4 225 (9.51%) Big Data
5 197 (8.32%) SQL Server Integration Services
6 195 (8.24%) Hadoop
7 155 (6.55%) SQL Server Reporting Services
8 142 (6.00%) QlikView
9 123 (5.20%) NoSQL
10 121 (5.11%) Oracle Database
11 116 (4.90%) RDBMS
12 113 (4.77%) Power BI
13 112 (4.73%) BusinessObjects
14 104 (4.39%) SQL Server Analysis Services
15 92 (3.89%) MongoDB
16 90 (3.80%) MySQL
17 84 (3.55%) Apache Hive
18 67 (2.83%) Data Mining
19 66 (2.79%) Oracle BI EE
20 64 (2.70%) DB2
Development Applications
1 119 (5.03%) JIRA
2 94 (3.97%) ERwin
3 87 (3.68%) Team Foundation Server
4 80 (3.38%) Talend Open Studio
5 78 (3.30%) Git (software)
6 56 (2.37%) Jenkins
7 47 (1.99%) JUnit
8 37 (1.56%) Visual Studio
9 29 (1.23%) PowerDesigner
10 28 (1.18%) Eclipse
11 26 (1.10%) Maven
12 25 (1.06%) Oracle APEX
13 23 (0.97%) IntelliJ
14 22 (0.93%) Gradle
15 17 (0.72%) Subversion
16 15 (0.63%) Cucumber
17 14 (0.59%) JProfiler
18 13 (0.55%) Bitbucket
18 13 (0.55%) NUnit
18 13 (0.55%) TeamCity
General
1 719 (30.38%) Finance
2 298 (12.59%) Banking
3 111 (4.69%) Retail
4 96 (4.06%) Legal
5 83 (3.51%) Marketing
6 80 (3.38%) Telecoms
7 76 (3.21%) Investment Banking
8 47 (1.99%) Back Office
9 36 (1.52%) Manufacturing
10 32 (1.35%) Front Office
11 31 (1.31%) Electronics
12 26 (1.10%) Billing
12 26 (1.10%) Publishing
13 20 (0.84%) Pharmaceutical
14 19 (0.80%) Financial Institution
14 19 (0.80%) Law
14 19 (0.80%) Retail Banking
15 11 (0.46%) Advertising
16 7 (0.30%) Automotive
16 7 (0.30%) Games
Job Titles
1 736 (31.09%) Developer
2 631 (26.66%) Analyst
3 540 (22.81%) Architect
4 288 (12.17%) Business Analyst
5 282 (11.91%) Data Architect
6 239 (10.10%) Data Analyst
7 147 (6.21%) Java Developer
8 124 (5.24%) Consultant
9 108 (4.56%) Data Modeller
10 103 (4.35%) SQL Developer
11 92 (3.89%) Senior Developer
12 82 (3.46%) Business Intelligence Developer
13 74 (3.13%) Solutions Architect
14 52 (2.20%) ETL Developer
15 50 (2.11%) Lead Architect
16 49 (2.07%) Data Warehouse Developer
17 46 (1.94%) Data Business Analyst
18 43 (1.82%) Enterprise Architect
19 41 (1.73%) Lead Developer
20 40 (1.69%) Technical Architect
Libraries, Frameworks & Software Standards
1 189 (7.98%) XML
2 141 (5.96%) Web Services
3 133 (5.62%) HTML
4 112 (4.73%) .NET
5 108 (4.56%) CSS
6 105 (4.44%) REST
6 105 (4.44%) Spring
7 100 (4.22%) Node.js
8 97 (4.10%) SOAP
9 96 (4.06%) RESTful
10 93 (3.93%) J2EE
11 77 (3.25%) AngularJS
12 71 (3.00%) HTML5
13 63 (2.66%) Middleware
14 60 (2.53%) Hibernate
14 60 (2.53%) JSON
15 50 (2.11%) jQuery
15 50 (2.11%) XSLT
16 48 (2.03%) JPA
17 41 (1.73%) Spring Boot
Miscellaneous
1 350 (14.79%) Analytical Skills
2 133 (5.62%) Data Structures
3 129 (5.45%) Management Information System
4 86 (3.63%) Computer Science
5 68 (2.87%) Reference Data
6 63 (2.66%) User Experience
7 31 (1.31%) Credit Risk
8 27 (1.14%) Greenfield Project
9 26 (1.10%) Virtual Team
10 25 (1.06%) Fixed Income
11 24 (1.01%) Algorithms
11 24 (1.01%) Derivative
11 24 (1.01%) Enterprise Software
11 24 (1.01%) Foreign Exchange (FX)
12 23 (0.97%) Market Risk
12 23 (0.97%) Taxonomies
13 21 (0.89%) Equities
14 20 (0.84%) Private Cloud
15 19 (0.80%) Replication
16 17 (0.72%) CMDB
Operating Systems
1 110 (4.65%) Unix
2 102 (4.31%) Linux
3 67 (2.83%) Windows
4 17 (0.72%) Windows Server
5 14 (0.59%) Mac OS
5 14 (0.59%) Windows Server 2012
6 8 (0.34%) Android
6 8 (0.34%) Apple iOS
7 5 (0.21%) Windows Server 2003
7 5 (0.21%) Windows Server 2008
8 3 (0.13%) CentOS
9 2 (0.084%) Solaris
10 1 (0.042%) Ubuntu
10 1 (0.042%) Windows 10
Processes & Methodologies
1 719 (30.38%) Agile Software Development
2 604 (25.52%) Business Intelligence
3 561 (23.70%) ETL
4 336 (14.20%) Data Analysis
5 332 (14.03%) Analytics
6 319 (13.48%) Data Management
7 299 (12.63%) Migration
8 266 (11.24%) Logical Data Model
9 260 (10.98%) Data Architecture
10 220 (9.29%) Data Migration
11 198 (8.37%) Business Analysis
12 193 (8.15%) Scrum
13 182 (7.69%) Physical Data Model
14 175 (7.39%) Stakeholder Management
15 162 (6.84%) Data Integration
16 157 (6.63%) Visualisation
17 154 (6.51%) SDLC
18 153 (6.46%) Project Management
19 146 (6.17%) OO
20 145 (6.13%) Performance Tuning
Programming Languages
1 959 (40.52%) SQL
2 364 (15.38%) Java
3 196 (8.28%) JavaScript
4 183 (7.73%) Python
5 158 (6.68%) PL/SQL
6 114 (4.82%) T-SQL
7 102 (4.31%) C#
8 95 (4.01%) R
9 54 (2.28%) Scala
10 39 (1.65%) C
11 36 (1.52%) Shell Script
12 33 (1.39%) C++
13 30 (1.27%) PHP
13 30 (1.27%) Ruby
14 28 (1.18%) VBA
15 20 (0.84%) ABAP
15 20 (0.84%) Perl
16 18 (0.76%) VB
17 17 (0.72%) Data Analysis Expressions (DAX)
17 17 (0.72%) MATLAB
Qualifications
1 215 (9.08%) Degree
2 162 (6.84%) Security Cleared
3 130 (5.49%) SC Cleared
4 40 (1.69%) Computer Science Degree
5 32 (1.35%) ISEB
6 18 (0.76%) BPSS Clearance
7 16 (0.68%) Numerate Degree
8 13 (0.55%) DV Cleared
8 13 (0.55%) ISTQB
8 13 (0.55%) OCPJP
9 11 (0.46%) Microsoft Certification
10 10 (0.42%) BC Cleared
11 9 (0.38%) CCA
12 7 (0.30%) Master's Degree
13 6 (0.25%) IIBA
13 6 (0.25%) PMI Certification
13 6 (0.25%) PRINCE2 Certification
14 5 (0.21%) ACCA
14 5 (0.21%) MCSE
14 5 (0.21%) PMP
Quality Assurance & Compliance
1 293 (12.38%) Data Quality
2 80 (3.38%) QA
3 44 (1.86%) MiFID
4 30 (1.27%) GDPR
5 22 (0.93%) Disclosure Scotland
6 19 (0.80%) ISO 20022
6 19 (0.80%) PCI DSS
7 16 (0.68%) IFRS
8 14 (0.59%) IFRS 9
9 10 (0.42%) Sarbanes-Oxley
10 9 (0.38%) Basel II
10 9 (0.38%) Dodd-Frank
11 7 (0.30%) EMIR
11 7 (0.30%) ISO/IEC 27001
12 6 (0.25%) Solvency II
13 5 (0.21%) PMO
14 4 (0.17%) WCAG
15 3 (0.13%) JSP 440
15 3 (0.13%) SLA
16 2 (0.084%) HL7
System Software
1 47 (1.99%) Docker
2 13 (0.55%) Active Directory
3 11 (0.46%) Apache Flume
4 8 (0.34%) Oracle RAC
5 7 (0.30%) vCloud
6 6 (0.25%) HDFS
7 4 (0.17%) VMware Infrastructure
7 4 (0.17%) VMware Workstation
8 3 (0.13%) Apache ZooKeeper
9 1 (0.042%) Firmware
9 1 (0.042%) Hyper-V
9 1 (0.042%) Tivoli Workload Scheduler
Systems Management
1 38 (1.61%) Kubernetes
2 17 (0.72%) Puppet
3 12 (0.51%) Opscode Chef
4 10 (0.42%) Oozie
5 9 (0.38%) Ansible
6 8 (0.34%) SCCM
7 6 (0.25%) Data Guard
8 5 (0.21%) CFEngine
8 5 (0.21%) HP SiteScope
8 5 (0.21%) MOM
8 5 (0.21%) Nagios
9 4 (0.17%) Forefront Identity Manager
9 4 (0.17%) Hadoop YARN
9 4 (0.17%) Oracle EDQ
10 3 (0.13%) Oracle Enterprise Manager
10 3 (0.13%) Oracle RMAN
11 2 (0.084%) Control-M
12 1 (0.042%) HP Quality Center
12 1 (0.042%) SCOM
12 1 (0.042%) Tivoli
Vendors
1 496 (20.95%) Oracle
2 302 (12.76%) Microsoft
3 227 (9.59%) SAP
4 124 (5.24%) Informatica
5 108 (4.56%) IBM
6 106 (4.48%) Tableau
7 84 (3.55%) Teradata
8 80 (3.38%) Talend
9 54 (2.28%) Cloudera
9 54 (2.28%) Cognos
10 43 (1.82%) MicroStrategy
10 43 (1.82%) Sybase
11 39 (1.65%) Salesforce.com
12 38 (1.61%) Netezza
12 38 (1.61%) ServiceNow
13 35 (1.48%) Splunk
14 24 (1.01%) MapR
15 23 (0.97%) Bloomberg
16 21 (0.89%) Ab Initio
16 21 (0.89%) Nuix
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