Period
to 24 November 2017

The following table provides summary statistics for contract job vacancies advertised in the South East 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 24 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
England > South East
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 95 104 93
Rank change year-on-year +9 -11 +45
Contract jobs citing Data Modelling 410 367 463
As % of all contract IT jobs advertised in the South East 2.44% 2.20% 2.38%
As % of the Processes & Methodologies category 2.94% 2.67% 2.94%
Number of daily rates quoted 273 235 314
South East median daily rate £438 £438 £449
Median daily rate % change year-on-year - -2.51% +5.59%
10th Percentile £307 £326 £325
90th Percentile £575 £638 £545
England median daily rate £495 £475 £450
% change year-on-year +4.21% +5.56% -
Number of hourly rates quoted 4 3 0
South East median hourly rate £47.50 £45.00 -
Median hourly rate % change year-on-year +5.56% - -
England median hourly rate £43.11 £42.50 £45.00
% change year-on-year +1.42% -5.56% +108.14%

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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Contract vacancies with a requirement for process or methodology skills 13922 13735 15731
As % of all contract IT jobs advertised in the South East 82.74% 82.52% 80.73%
Number of daily rates quoted 8340 8261 9392
South East median daily rate £425 £400 £395
Median daily rate % change year-on-year +6.25% +1.27% +5.33%
10th Percentile £263 £250 £256
90th Percentile £575 £563 £538
England median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 456 557 611
South East median hourly rate £23.00 £26.00 £26.60
Median hourly rate % change year-on-year -11.54% -2.26% +52.00%
10th Percentile £11.25 £11.53 £12.00
90th Percentile £50.00 £50.00 £48.75
England median hourly rate £24.00 £24.00 £22.50
% change year-on-year - +6.67% +18.42%

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Modelling in the South East

Data Modelling
Contractor Daily Rate Trend in the South East

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

Contractor daily rate trend for Data Modelling in the South East

Data Modelling
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing Data Modelling in the South East over the 6 months to 24 November 2017.

Contractor daily rate histogram for Data Modelling in the South East

Data Modelling
Contractor Hourly Rate Trend in the South East

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

Contractor hourly rate trend for Data Modelling in the South East

Data Modelling
Contract Job Locations in the South East

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 South East region over the 6 months to 24 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
Thames Valley -6 216 £461 +2.50% 7
Berkshire +38 167 £450 - 1
Hampshire +17 69 £375 -16.67% 5
Surrey +16 52 £425 -2.86% 6
Oxfordshire +5 32 £500 +2.56% 3
East Sussex +10 23 £500 +33.33%
West Sussex -17 22 £465 +17.66% 4
Buckinghamshire -69 17 £460 +8.24% 3
Kent 0 11 £300 -25.00%
Middlesex +13 9 £398 +6.00% 1
M4 Corridor +6 4 £350 -
Home Counties - 1 - -
Data Modelling
England

For the 6 months to 24 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 South East region with a requirement for Data Modelling.

1 158 (38.54%) SQL
2 101 (24.63%) Business Intelligence
3 89 (21.71%) Agile Software Development
4 87 (21.22%) ETL
5 85 (20.73%) Analytics
6 82 (20.00%) SQL Server
6 82 (20.00%) Data Warehouse
7 80 (19.51%) Data Architecture
8 72 (17.56%) Finance
9 70 (17.07%) Analytical Skills
10 69 (16.83%) Oracle
11 66 (16.10%) Microsoft
12 64 (15.61%) Data Analysis
13 63 (15.37%) Migration
14 60 (14.63%) Stakeholder Management
15 59 (14.39%) Telecoms
16 57 (13.90%) Data Management
17 53 (12.93%) SAP
18 44 (10.73%) Retail
19 42 (10.24%) Data Quality
20 41 (10.00%) Data Migration
21 40 (9.76%) Degree
22 39 (9.51%) SQL Server Integration Services
22 39 (9.51%) Web Services
23 38 (9.27%) Data Structures
24 37 (9.02%) T-SQL
24 37 (9.02%) Java
24 37 (9.02%) Business Analysis
25 35 (8.54%) Big Data
26 34 (8.29%) Logical Data Model

Data Modelling
Co-occurring IT Skills in the South East 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 18 (4.39%) SharePoint
2 16 (3.90%) Oracle SOA Suite
3 13 (3.17%) Apache Spark
4 8 (1.95%) SAS
5 7 (1.71%) Drupal
5 7 (1.71%) WebSphere
6 4 (0.98%) Oracle Workflow
6 4 (0.98%) Smallworld
6 4 (0.98%) WebLogic
7 3 (0.73%) BizTalk Server
8 2 (0.49%) Apache Pig
8 2 (0.49%) Documentum
8 2 (0.49%) OpenStack
8 2 (0.49%) Oracle Service Bus
9 1 (0.24%) ArcGIS
9 1 (0.24%) IBM Domino
9 1 (0.24%) IIS
9 1 (0.24%) MS Exchange
9 1 (0.24%) NetWeaver
9 1 (0.24%) PowerExchange
Applications
1 25 (6.10%) Microsoft Excel
2 9 (2.20%) Microsoft PowerPoint
2 9 (2.20%) MS Visio
3 1 (0.24%) GNU Octave
3 1 (0.24%) InDesign
3 1 (0.24%) Microsoft Office
3 1 (0.24%) Stata
Business Applications
1 7 (1.71%) Remedy ITSM
1 7 (1.71%) SAP APO
1 7 (1.71%) SAP MM
2 6 (1.46%) Oracle EBS
2 6 (1.46%) Oracle EBS R12
2 6 (1.46%) Oracle Financials
2 6 (1.46%) Oracle Receivables
3 5 (1.22%) Adobe Campaign
3 5 (1.22%) Remedy AR System
3 5 (1.22%) SAP MDM
4 4 (0.98%) Dynamics CRM
4 4 (0.98%) Markit EDM
4 4 (0.98%) SAP Oil and Gas
5 2 (0.49%) Maximo
5 2 (0.49%) Oracle ERP
5 2 (0.49%) SAP ERP
5 2 (0.49%) SAP HR
5 2 (0.49%) SAP S/4HANA
6 1 (0.24%) SAP FI/CO
6 1 (0.24%) Unit4 Business World
Cloud Services
1 33 (8.05%) Microsoft Azure
2 13 (3.17%) Amazon AWS
3 10 (2.44%) SaaS
4 8 (1.95%) Google Cloud Platform
5 6 (1.46%) IaaS
5 6 (1.46%) PaaS
6 4 (0.98%) Amazon Glacier
6 4 (0.98%) Amazon S3
6 4 (0.98%) Boomi
6 4 (0.98%) Data Lake Analytics
6 4 (0.98%) Salesforce Sales Cloud
6 4 (0.98%) Salesforce Service Cloud
7 3 (0.73%) Azure Data Factory
8 2 (0.49%) Adobe Analytics
8 2 (0.49%) Azure Machine Learning
8 2 (0.49%) Force.com
8 2 (0.49%) Office 365
8 2 (0.49%) Serverless
8 2 (0.49%) SuccessFactors
9 1 (0.24%) Cloud Computing
Communications & Networking
1 8 (1.95%) AMQP
1 8 (1.95%) SMTP
2 6 (1.46%) Internet
2 6 (1.46%) Radio Access Network
2 6 (1.46%) SMS
3 4 (0.98%) 5G
3 4 (0.98%) Ethernet
3 4 (0.98%) FTP
3 4 (0.98%) Wireless
4 3 (0.73%) Intranet
4 3 (0.73%) OpenFlow
5 2 (0.49%) DOCSIS
5 2 (0.49%) SDH
6 1 (0.24%) Firewall
6 1 (0.24%) HTTP
6 1 (0.24%) LAN
6 1 (0.24%) LTE
6 1 (0.24%) SSL
6 1 (0.24%) VLAN
6 1 (0.24%) VoLTE
Database & Business Intelligence
1 82 (20.00%) Data Warehouse
1 82 (20.00%) SQL Server
2 39 (9.51%) SQL Server Integration Services
3 35 (8.54%) Big Data
4 29 (7.07%) SQL Server Reporting Services
5 25 (6.10%) SAP BW
6 23 (5.61%) Hadoop
7 19 (4.63%) Data Mining
8 17 (4.15%) Oracle BI EE
8 17 (4.15%) QlikView
8 17 (4.15%) SQL Server 2008
9 16 (3.90%) NoSQL
9 16 (3.90%) SQL Server Analysis Services
10 14 (3.41%) Qlik Sense
11 13 (3.17%) Apache Hive
12 12 (2.93%) DB2
13 11 (2.68%) GIS
13 11 (2.68%) Oracle Database
14 10 (2.44%) Power BI
14 10 (2.44%) Relational Database
Development Applications
1 16 (3.90%) Talend Open Studio
2 10 (2.44%) JIRA
3 9 (2.20%) Git (software)
3 9 (2.20%) Visual Studio
4 8 (1.95%) Eclipse
4 8 (1.95%) Subversion
5 6 (1.46%) LSMW
6 5 (1.22%) Oracle Forms
6 5 (1.22%) SoapUI
6 5 (1.22%) XMLSpy
7 4 (0.98%) JDeveloper
8 3 (0.73%) PowerDesigner
8 3 (0.73%) Team Foundation Server
9 2 (0.49%) ERwin
10 1 (0.24%) Fiddler
10 1 (0.24%) Jenkins
10 1 (0.24%) NUnit
10 1 (0.24%) ReSharper
10 1 (0.24%) RStudio
10 1 (0.24%) TortoiseSVN
General
1 72 (17.56%) Finance
2 59 (14.39%) Telecoms
3 44 (10.73%) Retail
4 26 (6.34%) Banking
5 15 (3.66%) Marketing
6 7 (1.71%) Pharmaceutical
7 6 (1.46%) Retail Banking
8 5 (1.22%) Billing
9 4 (0.98%) Electronics
10 2 (0.49%) Investment Banking
10 2 (0.49%) Manufacturing
10 2 (0.49%) Publishing
11 1 (0.24%) Aerospace
11 1 (0.24%) Front Office
11 1 (0.24%) General Ledger
11 1 (0.24%) Law
11 1 (0.24%) Legal
Job Titles
1 108 (26.34%) Developer
2 105 (25.61%) Architect
3 104 (25.37%) Analyst
4 68 (16.59%) Data Architect
5 63 (15.37%) Data Analyst
6 33 (8.05%) Business Analyst
7 24 (5.85%) Data Modeller
7 24 (5.85%) SQL Developer
8 23 (5.61%) Solutions Architect
9 22 (5.37%) Designer
10 21 (5.12%) Consultant
11 15 (3.66%) Senior Developer
12 14 (3.41%) .NET Developer
12 14 (3.41%) Data Warehouse Developer
13 13 (3.17%) Business Intelligence Developer
13 13 (3.17%) Solutions Designer
14 11 (2.68%) Data Engineer
14 11 (2.68%) ETL Developer
14 11 (2.68%) Supply Chain Architect
14 11 (2.68%) Talend Developer
Libraries, Frameworks & Software Standards
1 39 (9.51%) Web Services
2 27 (6.59%) .NET
3 22 (5.37%) SOAP
4 20 (4.88%) REST
4 20 (4.88%) XML
5 17 (4.15%) HTML
6 15 (3.66%) CSS
7 11 (2.68%) J2EE
7 11 (2.68%) MDX
7 11 (2.68%) RESTful
8 10 (2.44%) Hibernate
8 10 (2.44%) RabbitMQ
8 10 (2.44%) Struts
8 10 (2.44%) WCF
9 9 (2.20%) ASP.NET
10 8 (1.95%) Apache Tez
10 8 (1.95%) ASP.NET Web API
10 8 (1.95%) ASP.NET Web Forms
11 7 (1.71%) .NET Core
11 7 (1.71%) Apache Camel
Miscellaneous
1 70 (17.07%) Analytical Skills
2 38 (9.27%) Data Structures
3 22 (5.37%) Management Information System
4 18 (4.39%) Enterprise Software
5 12 (2.93%) User Experience
6 8 (1.95%) CMDB
6 8 (1.95%) Data Protection Act
7 7 (1.71%) Computer Science
7 7 (1.71%) Mainframe
8 6 (1.46%) AS400
8 6 (1.46%) Credit Risk
9 5 (1.22%) Data Centre
9 5 (1.22%) Reference Data
10 4 (0.98%) Frameworx
10 4 (0.98%) Greenfield Project
11 3 (0.73%) Replication
12 2 (0.49%) Derivative
12 2 (0.49%) Equities
12 2 (0.49%) PMI
12 2 (0.49%) Virtual Team
Operating Systems
1 16 (3.90%) Windows
2 5 (1.22%) Linux
3 4 (0.98%) Unix
4 3 (0.73%) HPUX
5 2 (0.49%) Windows Server
6 1 (0.24%) CentOS
6 1 (0.24%) OpenVMS
6 1 (0.24%) Red Hat Enterprise Linux
6 1 (0.24%) Solaris
6 1 (0.24%) SUSE
6 1 (0.24%) Windows 10
6 1 (0.24%) Windows 8
6 1 (0.24%) Windows Server 2003
6 1 (0.24%) Windows Server 2008
6 1 (0.24%) Windows Server 2012
Processes & Methodologies
1 101 (24.63%) Business Intelligence
2 89 (21.71%) Agile Software Development
3 87 (21.22%) ETL
4 85 (20.73%) Analytics
5 80 (19.51%) Data Architecture
6 64 (15.61%) Data Analysis
7 63 (15.37%) Migration
8 60 (14.63%) Stakeholder Management
9 57 (13.90%) Data Management
10 41 (10.00%) Data Migration
11 37 (9.02%) Business Analysis
12 34 (8.29%) Logical Data Model
13 30 (7.32%) Data Mapping
14 29 (7.07%) Performance Tuning
15 28 (6.83%) Project Management
16 27 (6.59%) ITIL
17 24 (5.85%) Data Governance
17 24 (5.85%) Dimensional Modelling
17 24 (5.85%) Software Engineering
18 23 (5.61%) Data Protection
Programming Languages
1 158 (38.54%) SQL
2 37 (9.02%) Java
2 37 (9.02%) T-SQL
3 34 (8.29%) PL/SQL
4 33 (8.05%) C#
5 19 (4.63%) Python
6 12 (2.93%) JavaScript
7 11 (2.68%) Scala
8 7 (1.71%) ABAP
8 7 (1.71%) PHP
9 5 (1.22%) Apex Code
9 5 (1.22%) R
10 4 (0.98%) C++
10 4 (0.98%) VBA
11 3 (0.73%) MATLAB
12 2 (0.49%) C
12 2 (0.49%) VB.NET
13 1 (0.24%) Bash Shell
13 1 (0.24%) Data Analysis Expressions (DAX)
13 1 (0.24%) PowerShell
Qualifications
1 40 (9.76%) Degree
2 13 (3.17%) Security Cleared
3 9 (2.20%) SC Cleared
4 8 (1.95%) Numerate Degree
5 6 (1.46%) ISEB
5 6 (1.46%) Microsoft Certification
6 4 (0.98%) MCITP
7 2 (0.49%) BPSS Clearance
7 2 (0.49%) ITIL Certification
7 2 (0.49%) ITIL Foundation Certificate
7 2 (0.49%) PMI Certification
8 1 (0.24%) DV Cleared
8 1 (0.24%) PhD
8 1 (0.24%) SAP Certification
Quality Assurance & Compliance
1 42 (10.24%) Data Quality
2 25 (6.10%) GDPR
3 12 (2.93%) Sarbanes-Oxley
4 10 (2.44%) QA
5 7 (1.71%) GxP
5 7 (1.71%) SLA
6 6 (1.46%) Basel II
6 6 (1.46%) IFRS
6 6 (1.46%) IFRS 9
7 4 (0.98%) ISO/IEC 27001
8 2 (0.49%) Disclosure Scotland
8 2 (0.49%) GAMP
9 1 (0.24%) HL7
9 1 (0.24%) PMO
System Software
1 7 (1.71%) Active Directory
2 2 (0.49%) Firmware
3 1 (0.24%) Docker
3 1 (0.24%) Hyper-V
3 1 (0.24%) vCloud
3 1 (0.24%) Virtual Machines
3 1 (0.24%) VMware ESXi
3 1 (0.24%) VMware Infrastructure
3 1 (0.24%) VMware NSX
3 1 (0.24%) vSphere
Systems Management
1 3 (0.73%) Oozie
2 2 (0.49%) Control-M
2 2 (0.49%) Oracle EDQ
3 1 (0.24%) Amdocs OSS
3 1 (0.24%) Ansible
3 1 (0.24%) CFEngine
3 1 (0.24%) Opscode Chef
3 1 (0.24%) Puppet
3 1 (0.24%) SCCM
3 1 (0.24%) SCOM
3 1 (0.24%) SCOrch
3 1 (0.24%) SCVMM
3 1 (0.24%) Unicenter
3 1 (0.24%) vCenter Server
3 1 (0.24%) vMotion
3 1 (0.24%) vRealize
Vendors
1 69 (16.83%) Oracle
2 66 (16.10%) Microsoft
3 53 (12.93%) SAP
4 31 (7.56%) IBM
5 22 (5.37%) Tableau
6 18 (4.39%) JDA
7 16 (3.90%) Talend
8 15 (3.66%) Google
9 12 (2.93%) Salesforce.com
10 11 (2.68%) Informatica
11 10 (2.44%) Remedy
12 8 (1.95%) Adobe
12 8 (1.95%) BMC
12 8 (1.95%) Hortonworks
13 5 (1.22%) Ab Initio
13 5 (1.22%) Cloudera
13 5 (1.22%) Dell
13 5 (1.22%) Mapinfo
14 4 (0.98%) Cisco
14 4 (0.98%) Intergraph