Period
to 22 November 2017

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 6 months to 22 November 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
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 89 89 79
Rank change year-on-year 0 -10 0
Contract jobs citing Data Modelling 2596 2550 2685
As % of all contract IT jobs advertised in England 2.74% 2.60% 2.61%
As % of the Processes & Methodologies category 3.23% 3.09% 3.18%
Number of daily rates quoted 1841 1738 1893
England median daily rate £495 £475 £450
Median daily rate % change year-on-year +4.21% +5.56% -
10th Percentile £336 £325 £319
90th Percentile £650 £650 £638
UK median daily rate £475 £465 £450
% change year-on-year +2.15% +3.33% -
Number of hourly rates quoted 27 8 5
England median hourly rate £43.11 £42.50 £45.00
Median hourly rate % change year-on-year +1.42% -5.56% +108.14%
10th Percentile £15.95 £15.50 £32.10
90th Percentile £58.75 £86.53 £58.00
UK median hourly rate £35.00 £42.50 £39.50
% change year-on-year -17.65% +7.59% +82.70%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Contract vacancies with a requirement for process or methodology skills 80305 82432 84439
As % of all contract IT jobs advertised in England 84.63% 84.16% 81.97%
Number of daily rates quoted 54036 54950 55644
England median daily rate £450 £425 £423
Median daily rate % change year-on-year +5.88% +0.47% +5.75%
10th Percentile £288 £265 £263
90th Percentile £638 £613 £600
UK median daily rate £450 £425 £413
% change year-on-year +5.88% +2.91% +3.25%
Number of hourly rates quoted 1882 2137 2504
England median hourly rate £24.00 £24.43 £22.50
Median hourly rate % change year-on-year -1.76% +8.58% +18.42%
10th Percentile £11.43 £11.50 £11.26
90th Percentile £50.00 £48.75 £47.50
UK median hourly rate £23.63 £24.00 £22.50
% change year-on-year -1.56% +6.67% +18.42%

Data Modelling
Job Vacancy Trend in England

Job postings citing Data Modelling as a percentage of all IT jobs advertised in England.

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 6 months to 22 November 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 6 months to 22 November 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 6 months to 22 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -5 1368 £525 +5.00% 97
South East +20 409 £438 -0.28% 26
North of England +69 364 £450 +5.88% 43
Yorkshire +27 175 £450 +1.12% 18
North West +39 172 £450 +5.88% 16
Midlands -39 155 £450 +12.50% 17
South West +36 152 £438 -9.79% 12
East of England +26 131 £450 - 17
East Midlands -9 80 £463 +23.33% 6
West Midlands -55 73 £425 +6.25% 11
North East +77 36 £519 +29.69% 9
Data Modelling
UK

For the 6 months to 22 November 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 1058 (40.76%) SQL
2 761 (29.31%) Agile Software Development
3 708 (27.27%) Finance
4 645 (24.85%) Business Intelligence
5 583 (22.46%) ETL
6 560 (21.57%) Data Warehouse
7 522 (20.11%) SQL Server
8 420 (16.18%) Oracle
9 418 (16.10%) Analytics
10 411 (15.83%) Analytical Skills
11 395 (15.22%) Microsoft
12 386 (14.87%) Data Analysis
13 373 (14.37%) Banking
14 367 (14.14%) Data Architecture
15 365 (14.06%) Java
16 351 (13.52%) Data Quality
17 347 (13.37%) Migration
18 314 (12.10%) Big Data
19 308 (11.86%) Data Management
20 301 (11.59%) Logical Data Model
21 287 (11.06%) SQL Server Integration Services
22 258 (9.94%) Relational Database
23 257 (9.90%) XML
24 251 (9.67%) Data Migration
25 239 (9.21%) Stakeholder Management
26 232 (8.94%) Python
27 222 (8.55%) T-SQL
28 211 (8.13%) Data Integration
28 211 (8.13%) Hadoop
29 208 (8.01%) JavaScript

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
1 132 (5.08%) Apache Spark
2 66 (2.54%) SharePoint
3 65 (2.50%) Confluence
4 60 (2.31%) SAS
5 47 (1.81%) Apache
6 39 (1.50%) Oracle SOA Suite
7 33 (1.27%) Elasticsearch
8 23 (0.89%) WebSphere
9 19 (0.73%) JBoss
10 15 (0.58%) Apache Pig
11 14 (0.54%) BizTalk Server
12 10 (0.39%) CMS
13 9 (0.35%) WebLogic
14 8 (0.31%) Drupal
14 8 (0.31%) Tomcat
14 8 (0.31%) WildFly
15 7 (0.27%) IIS
15 7 (0.27%) Oracle Workflow
15 7 (0.27%) WebSphere Application Server
16 6 (0.23%) Skype for Business
Applications
1 153 (5.89%) Microsoft Excel
2 85 (3.27%) MS Visio
3 38 (1.46%) Microsoft Office
4 26 (1.00%) Microsoft PowerPoint
5 12 (0.46%) SPSS
6 10 (0.39%) Microsoft Project
7 9 (0.35%) InDesign
8 7 (0.27%) Spreadsheet
9 3 (0.12%) Stata
10 2 (0.077%) Photoshop
11 1 (0.039%) Adobe Illustrator
11 1 (0.039%) AutoCAD
11 1 (0.039%) CATIA
11 1 (0.039%) Fireworks
11 1 (0.039%) GNU Octave
11 1 (0.039%) InVision
11 1 (0.039%) Pro/ENGINEER
11 1 (0.039%) PTC Creo
11 1 (0.039%) Siemens NX
Business Applications
1 45 (1.73%) Dynamics CRM
2 26 (1.00%) Markit EDM
3 11 (0.42%) Remedy ITSM
4 10 (0.39%) Oracle EBS
4 10 (0.39%) SAP S/4HANA
5 9 (0.35%) ION MarketView
5 9 (0.35%) SAP HR
5 9 (0.35%) SAP MM
6 8 (0.31%) Dynamics AX
6 8 (0.31%) Oracle EBS R12
6 8 (0.31%) Oracle Financials
6 8 (0.31%) SAP CO
6 8 (0.31%) SAP FI
6 8 (0.31%) SAP FI/CO
6 8 (0.31%) SAP Oil and Gas
7 7 (0.27%) Remedy AR System
7 7 (0.27%) SAP APO
8 6 (0.23%) Adobe Campaign
8 6 (0.23%) Endur
8 6 (0.23%) Teamcenter
Cloud Services
1 156 (6.01%) Amazon AWS
2 122 (4.70%) Microsoft Azure
3 29 (1.12%) GitHub
4 26 (1.00%) SaaS
5 25 (0.96%) Google Cloud Platform
6 19 (0.73%) Amazon S3
7 17 (0.65%) Amazon EMR
7 17 (0.65%) Salesforce Sales Cloud
8 16 (0.62%) npm
8 16 (0.62%) Office 365
9 13 (0.50%) Cloud Computing
9 13 (0.50%) PaaS
9 13 (0.50%) Serverless
10 10 (0.39%) Boomi
10 10 (0.39%) Dynamics 365
10 10 (0.39%) Salesforce Service Cloud
11 9 (0.35%) Adobe Creative Cloud
11 9 (0.35%) Amazon Glacier
11 9 (0.35%) Force.com
12 8 (0.31%) Google Analytics
Communications & Networking
1 22 (0.85%) Intranet
2 14 (0.54%) Internet
2 14 (0.54%) SMS
3 12 (0.46%) LDAP
4 9 (0.35%) SNMP
5 8 (0.31%) AMQP
5 8 (0.31%) SMTP
6 7 (0.27%) Firewall
6 7 (0.27%) HTTP
7 5 (0.19%) Radio Access Network
7 5 (0.19%) Skype
7 5 (0.19%) TCP/IP
8 4 (0.15%) Ethernet
8 4 (0.15%) FTP
8 4 (0.15%) LAN
8 4 (0.15%) VLAN
8 4 (0.15%) WAN
9 3 (0.12%) CTI
9 3 (0.12%) OpenFlow
9 3 (0.12%) Wireless
Database & Business Intelligence
1 560 (21.57%) Data Warehouse
2 522 (20.11%) SQL Server
3 314 (12.10%) Big Data
4 287 (11.06%) SQL Server Integration Services
5 258 (9.94%) Relational Database
6 211 (8.13%) Hadoop
7 203 (7.82%) NoSQL
8 168 (6.47%) SQL Server Reporting Services
9 148 (5.70%) RDBMS
10 138 (5.32%) Power BI
11 126 (4.85%) SQL Server Analysis Services
12 112 (4.31%) Apache Hive
13 95 (3.66%) MySQL
14 94 (3.62%) MongoDB
14 94 (3.62%) PostgreSQL
15 91 (3.51%) BusinessObjects
16 88 (3.39%) HBase
17 81 (3.12%) Oracle Database
18 79 (3.04%) QlikView
19 78 (3.00%) Data Mining
Development Applications
1 140 (5.39%) Git (software)
2 132 (5.08%) JIRA
3 71 (2.73%) ERwin
4 52 (2.00%) Visual Studio
5 50 (1.93%) Talend Open Studio
6 40 (1.54%) JUnit
7 39 (1.50%) Jenkins
7 39 (1.50%) Team Foundation Server
8 31 (1.19%) Maven
9 30 (1.16%) Eclipse
10 25 (0.96%) Gradle
11 24 (0.92%) Subversion
12 21 (0.81%) TeamCity
13 19 (0.73%) IntelliJ
14 18 (0.69%) PowerDesigner
14 18 (0.69%) SonarQube
15 16 (0.62%) JProfiler
16 13 (0.50%) Mocha
17 12 (0.46%) Cucumber
17 12 (0.46%) XMLSpy
General
1 708 (27.27%) Finance
2 373 (14.37%) Banking
3 138 (5.32%) Retail
4 111 (4.28%) Investment Banking
5 107 (4.12%) Telecoms
6 94 (3.62%) Marketing
7 78 (3.00%) Legal
8 61 (2.35%) Front Office
9 44 (1.69%) Manufacturing
10 41 (1.58%) Back Office
11 35 (1.35%) Pharmaceutical
12 30 (1.16%) Financial Institution
12 30 (1.16%) Publishing
13 26 (1.00%) Electronics
14 23 (0.89%) Law
14 23 (0.89%) Retail Banking
15 17 (0.65%) Advertising
16 14 (0.54%) Billing
17 13 (0.50%) Automotive
18 8 (0.31%) Military
Job Titles
1 809 (31.16%) Developer
2 682 (26.27%) Analyst
3 614 (23.65%) Architect
4 351 (13.52%) Data Architect
5 293 (11.29%) Business Analyst
6 280 (10.79%) Data Analyst
7 154 (5.93%) SQL Developer
8 110 (4.24%) Senior Developer
9 109 (4.20%) Data Modeller
10 103 (3.97%) Business Intelligence Developer
11 100 (3.85%) Consultant
11 100 (3.85%) Solutions Architect
12 87 (3.35%) Java Developer
13 71 (2.73%) Data Engineer
14 62 (2.39%) Business Intelligence Analyst
14 62 (2.39%) SQL Analyst
15 58 (2.23%) Lead Architect
16 55 (2.12%) Data Business Analyst
17 51 (1.96%) Lead Developer
17 51 (1.96%) SSIS Developer
Libraries, Frameworks & Software Standards
1 257 (9.90%) XML
2 191 (7.36%) Web Services
3 144 (5.55%) .NET
4 130 (5.01%) HTML
5 116 (4.47%) REST
6 102 (3.93%) RESTful
7 95 (3.66%) CSS
8 91 (3.51%) SOAP
9 90 (3.47%) JSON
10 85 (3.27%) AngularJS
11 84 (3.24%) Node.js
12 73 (2.81%) HTML5
13 72 (2.77%) Spring
14 64 (2.47%) Hibernate
15 62 (2.39%) J2EE
15 62 (2.39%) Kafka
16 57 (2.20%) XSD
17 50 (1.93%) JPA
17 50 (1.93%) MDX
17 50 (1.93%) XSLT
Miscellaneous
1 411 (15.83%) Analytical Skills
2 163 (6.28%) Data Structures
3 148 (5.70%) Management Information System
4 89 (3.43%) Reference Data
5 85 (3.27%) Computer Science
6 71 (2.73%) User Experience
7 53 (2.04%) Fixed Income
8 49 (1.89%) Greenfield Project
9 41 (1.58%) Derivative
10 36 (1.39%) Equities
11 34 (1.31%) Taxonomies
12 31 (1.19%) Algorithms
13 30 (1.16%) Enterprise Software
13 30 (1.16%) Foreign Exchange (FX)
14 28 (1.08%) Credit Risk
15 25 (0.96%) Market Risk
16 21 (0.81%) Data Centre
16 21 (0.81%) NHS
17 20 (0.77%) CMDB
18 18 (0.69%) Replication
Operating Systems
1 86 (3.31%) Unix
2 65 (2.50%) Linux
3 55 (2.12%) Windows
4 10 (0.39%) Mac OS
5 9 (0.35%) Windows Server
6 4 (0.15%) Windows 10
7 3 (0.12%) HPUX
7 3 (0.12%) Red Hat Enterprise Linux
8 2 (0.077%) Solaris
8 2 (0.077%) Windows Server 2008
8 2 (0.077%) Windows Server 2012
9 1 (0.039%) CentOS
9 1 (0.039%) OpenVMS
9 1 (0.039%) SUSE
9 1 (0.039%) Windows 7
9 1 (0.039%) Windows 8
9 1 (0.039%) Windows Server 2003
Processes & Methodologies
1 761 (29.31%) Agile Software Development
2 645 (24.85%) Business Intelligence
3 583 (22.46%) ETL
4 418 (16.10%) Analytics
5 386 (14.87%) Data Analysis
6 367 (14.14%) Data Architecture
7 347 (13.37%) Migration
8 308 (11.86%) Data Management
9 301 (11.59%) Logical Data Model
10 251 (9.67%) Data Migration
11 239 (9.21%) Stakeholder Management
12 211 (8.13%) Data Integration
13 201 (7.74%) Business Analysis
14 196 (7.55%) Scrum
15 184 (7.09%) Visualisation
16 177 (6.82%) TDD
17 170 (6.55%) SDLC
18 163 (6.28%) OO
19 158 (6.09%) Data Governance
20 156 (6.01%) Data Cleansing
Programming Languages
1 1058 (40.76%) SQL
2 365 (14.06%) Java
3 232 (8.94%) Python
4 222 (8.55%) T-SQL
5 208 (8.01%) JavaScript
6 156 (6.01%) C#
7 138 (5.32%) PL/SQL
8 79 (3.04%) R
9 76 (2.93%) Scala
10 72 (2.77%) Shell Script
11 47 (1.81%) C
11 47 (1.81%) PHP
12 45 (1.73%) VBA
13 35 (1.35%) C++
14 33 (1.27%) Data Analysis Expressions (DAX)
15 24 (0.92%) Apex Code
16 23 (0.89%) XPath
17 22 (0.85%) Perl
17 22 (0.85%) TypeScript
18 20 (0.77%) VB
Qualifications
1 187 (7.20%) Security Cleared
2 157 (6.05%) Degree
3 102 (3.93%) SC Cleared
4 43 (1.66%) DV Cleared
5 32 (1.23%) ISEB
6 28 (1.08%) Computer Science Degree
7 26 (1.00%) BPSS Clearance
8 24 (0.92%) CTC Cleared
9 14 (0.54%) ISTQB
9 14 (0.54%) Microsoft Certification
10 11 (0.42%) Numerate Degree
11 7 (0.27%) CISSP
11 7 (0.27%) MCITP
12 6 (0.23%) CISM
12 6 (0.23%) CRISC
12 6 (0.23%) IIBA
12 6 (0.23%) ITIL Certification
13 5 (0.19%) SAP Certification
14 4 (0.15%) PMI Certification
15 3 (0.12%) HNC
Quality Assurance & Compliance
1 351 (13.52%) Data Quality
2 85 (3.27%) GDPR
3 83 (3.20%) QA
4 36 (1.39%) MiFID
5 17 (0.65%) Sarbanes-Oxley
6 15 (0.58%) Disclosure Scotland
7 14 (0.54%) EMIR
8 9 (0.35%) Actionable Recommendations
8 9 (0.35%) GxP
8 9 (0.35%) PMO
8 9 (0.35%) SLA
8 9 (0.35%) WCAG
9 8 (0.31%) HL7
9 8 (0.31%) WAI
10 7 (0.27%) Basel II
10 7 (0.27%) Dodd-Frank
10 7 (0.27%) IFRS
10 7 (0.27%) IFRS 9
10 7 (0.27%) ISO 20022
10 7 (0.27%) ISO/IEC 27001
System Software
1 59 (2.27%) Docker
2 38 (1.46%) Apache Flume
3 36 (1.39%) HDFS
4 23 (0.89%) Active Directory
5 21 (0.81%) Oracle RAC
6 15 (0.58%) Oracle Clusterware
7 11 (0.42%) Virtual Machines
8 9 (0.35%) Apache ZooKeeper
9 4 (0.15%) Tivoli Workload Scheduler
10 3 (0.12%) Firmware
11 2 (0.077%) VMware Workstation
12 1 (0.039%) Hyper-V
12 1 (0.039%) ISA Server
12 1 (0.039%) OpenAM
12 1 (0.039%) OpenDJ
12 1 (0.039%) vCloud
12 1 (0.039%) VMware ESXi
12 1 (0.039%) VMware Infrastructure
12 1 (0.039%) VMware NSX
12 1 (0.039%) vSphere
Systems Management
1 41 (1.58%) Kubernetes
2 29 (1.12%) Oozie
3 23 (0.89%) Data Guard
4 18 (0.69%) Oracle RMAN
5 15 (0.58%) Oracle Flashback
6 13 (0.50%) Ansible
7 9 (0.35%) SCCM
8 8 (0.31%) Puppet
9 7 (0.27%) Opscode Chef
10 6 (0.23%) CFEngine
10 6 (0.23%) Control-M
10 6 (0.23%) Nagios
11 5 (0.19%) Hadoop YARN
11 5 (0.19%) HP SiteScope
11 5 (0.19%) Kibana
11 5 (0.19%) Systems Management Server (SMS)
11 5 (0.19%) vCenter Server
12 4 (0.15%) logstash
12 4 (0.15%) Oracle EDQ
12 4 (0.15%) SCOM
Vendors
1 420 (16.18%) Oracle
2 395 (15.22%) Microsoft
3 183 (7.05%) SAP
4 171 (6.59%) Tableau
5 125 (4.82%) IBM
6 120 (4.62%) Informatica
7 69 (2.66%) Salesforce.com
8 62 (2.39%) ServiceNow
9 50 (1.93%) Talend
10 47 (1.81%) Teradata
11 43 (1.66%) Cognos
11 43 (1.66%) Google
12 27 (1.04%) Perforce
13 26 (1.00%) Sybase
14 25 (0.96%) Alteryx
15 24 (0.92%) Cloudera
16 23 (0.89%) Adobe
17 20 (0.77%) Hortonworks
18 19 (0.73%) Splunk
19 18 (0.69%) MapR