Period
to 17 November 2017

The following table provides summary statistics for contract job vacancies advertised in the East of 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 17 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 > East of England
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 95 111 93
Rank change year-on-year +16 -18 +16
Contract jobs citing Data Modelling 128 79 120
As % of all contract IT jobs advertised in the East of England 2.48% 1.62% 2.02%
As % of the Processes & Methodologies category 3.01% 1.99% 2.55%
Number of daily rates quoted 77 48 62
East of England median daily rate £450 £450 £450
10th Percentile £340 £375 £325
90th Percentile £590 £561 £606
England median daily rate £495 £473 £450
% change year-on-year +4.76% +5.00% -
Number of hourly rates quoted 2 0 2
East of England median hourly rate £17.50 - £45.00
10th Percentile £15.50 - £42.50
90th Percentile £19.50 - £47.50
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 East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Contract vacancies with a requirement for process or methodology skills 4252 3972 4697
As % of all contract IT jobs advertised in the East of England 82.55% 81.46% 78.93%
Number of daily rates quoted 2450 2299 2751
East of England median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +6.67%
10th Percentile £250 £225 £234
90th Percentile £575 £540 £550
England median daily rate £450 £425 £420
% change year-on-year +5.88% +1.19% +5.00%
Number of hourly rates quoted 262 316 398
East of England median hourly rate £31.02 £31.23 £25.00
Median hourly rate % change year-on-year -0.67% +24.90% +3.91%
10th Percentile £11.56 £13.75 £11.50
90th Percentile £49.70 £47.50 £45.44
England median hourly rate £24.00 £24.03 £22.50
% change year-on-year -0.12% +6.80% +18.42%

Data Modelling
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Modelling in the East of England

Data Modelling
Contractor Daily Rate Trend in the East of England

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

Contractor daily rate trend for Data Modelling in the East of England

Data Modelling
Contractor Daily Rate Histogram in the East of England

The daily rate distribution of IT jobs citing Data Modelling in the East of England over the 6 months to 17 November 2017.

Contractor daily rate histogram for Data Modelling in the East of England

Data Modelling
Contractor Hourly Rate Trend in the East of England

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

Contractor hourly rate trend for Data Modelling in the East of England

Data Modelling
Contract Job Locations in the East of 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 East of England region over the 6 months to 17 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
Hertfordshire +19 39 £450 +2.86% 4
Bedfordshire -5 31 £450 -3.02% 4
Essex +1 27 £444 -1.39%
Cambridgeshire -19 13 £390 -16.80% 1
Suffolk +19 8 £475 - 1
Norfolk +5 8 £400 - 1
East Anglia - 2 - -
Data Modelling
England

For the 6 months to 17 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 East of England region with a requirement for Data Modelling.

1 69 (53.91%) SQL
2 48 (37.50%) Agile Software Development
3 44 (34.38%) Data Warehouse
4 31 (24.22%) Business Intelligence
5 30 (23.44%) XML
6 29 (22.66%) Oracle
7 28 (21.88%) Finance
8 26 (20.31%) ETL
8 26 (20.31%) Analytics
9 24 (18.75%) UML
10 21 (16.41%) Migration
10 21 (16.41%) Data Flow Diagram
11 20 (15.63%) Scrum
11 20 (15.63%) Microsoft
12 19 (14.84%) Middleware
12 19 (14.84%) Data Mapping
13 18 (14.06%) Stakeholder Management
13 18 (14.06%) Web Services
14 17 (13.28%) Data Integration
14 17 (13.28%) Visualisation
14 17 (13.28%) Analytical Skills
15 16 (12.50%) Qlik Sense
15 16 (12.50%) Use Case
15 16 (12.50%) Retail
15 16 (12.50%) Java
16 15 (11.72%) SQL Server
16 15 (11.72%) Power BI
16 15 (11.72%) Data Analytics
17 14 (10.94%) MySQL
17 14 (10.94%) Management Information System

Data Modelling
Co-occurring IT Skills in the East of 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 7 (5.47%) Confluence
2 6 (4.69%) Apache Spark
3 4 (3.13%) JBoss
3 4 (3.13%) WildFly
4 3 (2.34%) WebSphere
5 2 (1.56%) Apache
5 2 (1.56%) IIS
5 2 (1.56%) WebSphere Application Server
6 1 (0.78%) Commerce Server
6 1 (0.78%) Mule
6 1 (0.78%) Mule ESB
6 1 (0.78%) Tomcat
6 1 (0.78%) WebLogic
6 1 (0.78%) WebLogic Portal
Applications
1 6 (4.69%) MS Visio
2 3 (2.34%) Microsoft Excel
2 3 (2.34%) Microsoft Office
3 1 (0.78%) AutoCAD
3 1 (0.78%) CATIA
3 1 (0.78%) Microsoft PowerPoint
3 1 (0.78%) Pro/ENGINEER
3 1 (0.78%) PTC Creo
3 1 (0.78%) Siemens NX
Business Applications
1 3 (2.34%) SessionCam
2 2 (1.56%) Remedy ITSM
3 1 (0.78%) Oracle BPM
3 1 (0.78%) Remedy AR System
3 1 (0.78%) Teamcenter
Cloud Services
1 11 (8.59%) Amazon AWS
2 7 (5.47%) Microsoft Azure
3 4 (3.13%) SaaS
4 3 (2.34%) Google Analytics
5 1 (0.78%) Amazon EC2
5 1 (0.78%) Azure Data Factory
5 1 (0.78%) GitHub
Communications & Networking
1 1 (0.78%) Internet
1 1 (0.78%) LDAP
Database & Business Intelligence
1 44 (34.38%) Data Warehouse
2 16 (12.50%) Qlik Sense
3 15 (11.72%) Power BI
3 15 (11.72%) SQL Server
4 14 (10.94%) MySQL
4 14 (10.94%) SQL Server Integration Services
5 13 (10.16%) Data Mining
6 12 (9.38%) QlikView
6 12 (9.38%) SQL Server Analysis Services
7 11 (8.59%) Ingres
7 11 (8.59%) Relational Database
8 10 (7.81%) Oracle Database
8 10 (7.81%) RDBMS
9 9 (7.03%) Big Data
10 8 (6.25%) SQL Server Reporting Services
11 6 (4.69%) Data Lake
11 6 (4.69%) Oracle Database 11g
11 6 (4.69%) Oracle Reports
12 5 (3.91%) Oracle Database 10g
12 5 (3.91%) SQLPlus
Development Applications
1 9 (7.03%) JIRA
2 6 (4.69%) Team Foundation Server
2 6 (4.69%) Visual Studio
3 5 (3.91%) Toad
3 5 (3.91%) XMLSpy
4 4 (3.13%) PowerDesigner
5 2 (1.56%) Git (software)
5 2 (1.56%) Subversion
6 1 (0.78%) ERwin
General
1 28 (21.88%) Finance
2 16 (12.50%) Retail
3 5 (3.91%) Marketing
4 4 (3.13%) Publishing
5 2 (1.56%) Law
5 2 (1.56%) Legal
6 1 (0.78%) Aerospace
6 1 (0.78%) Automotive
6 1 (0.78%) Games
6 1 (0.78%) General Ledger
Job Titles
1 50 (39.06%) Analyst
2 45 (35.16%) Developer
3 29 (22.66%) Architect
4 26 (20.31%) Business Analyst
5 12 (9.38%) Data Analyst
6 10 (7.81%) Solutions Architect
7 8 (6.25%) Business Intelligence Analyst
7 8 (6.25%) Data Architect
7 8 (6.25%) QlikView Developer
7 8 (6.25%) Senior Developer
7 8 (6.25%) Technical Analyst
8 7 (5.47%) Technical Business Analyst
9 6 (4.69%) Analyst Developer
9 6 (4.69%) Business Intelligence Developer
9 6 (4.69%) Oracle Developer
10 5 (3.91%) Business Systems Analyst
10 5 (3.91%) Senior Oracle Developer
10 5 (3.91%) Systems Analyst
10 5 (3.91%) Technical Leader
11 4 (3.13%) Lead Developer
Libraries, Frameworks & Software Standards
1 30 (23.44%) XML
2 19 (14.84%) Middleware
3 18 (14.06%) Web Services
4 13 (10.16%) .NET
4 13 (10.16%) REST
5 11 (8.59%) XSLT
6 8 (6.25%) JMS
6 8 (6.25%) SOAP
7 6 (4.69%) EJB
7 6 (4.69%) J2EE
8 5 (3.91%) HTML
8 5 (3.91%) Java EE
8 5 (3.91%) JPA
8 5 (3.91%) JSON
9 4 (3.13%) ASP.NET
9 4 (3.13%) CSS
9 4 (3.13%) JDBC
9 4 (3.13%) Servlets
9 4 (3.13%) XML Schema
9 4 (3.13%) XSD
Miscellaneous
1 17 (13.28%) Analytical Skills
2 14 (10.94%) Management Information System
3 13 (10.16%) Data Structures
4 9 (7.03%) User Experience
5 5 (3.91%) Reference Data
6 4 (3.13%) Hybrid Cloud
6 4 (3.13%) N-Tier
6 4 (3.13%) RIA
7 3 (2.34%) LIMS
8 1 (0.78%) Algorithms
8 1 (0.78%) Data Protection Act
8 1 (0.78%) FMCG
8 1 (0.78%) IVR
8 1 (0.78%) Mobile App
Operating Systems
1 2 (1.56%) Linux
2 1 (0.78%) Red Hat Enterprise Linux
2 1 (0.78%) Unix
Processes & Methodologies
1 48 (37.50%) Agile Software Development
2 31 (24.22%) Business Intelligence
3 26 (20.31%) Analytics
3 26 (20.31%) ETL
4 24 (18.75%) UML
5 21 (16.41%) Data Flow Diagram
5 21 (16.41%) Migration
6 20 (15.63%) Scrum
7 19 (14.84%) Data Mapping
8 18 (14.06%) Stakeholder Management
9 17 (13.28%) Data Integration
9 17 (13.28%) Visualisation
10 16 (12.50%) Use Case
11 15 (11.72%) Data Analytics
12 13 (10.16%) Physical Data Model
12 13 (10.16%) Wireframes
13 12 (9.38%) Data Cleansing
13 12 (9.38%) Data Migration
13 12 (9.38%) Data Transformation
13 12 (9.38%) Logical Data Model
Programming Languages
1 69 (53.91%) SQL
2 16 (12.50%) Java
3 13 (10.16%) Python
4 12 (9.38%) C#
5 10 (7.81%) T-SQL
6 6 (4.69%) PL/SQL
7 5 (3.91%) R
8 3 (2.34%) C
8 3 (2.34%) C++
8 3 (2.34%) JavaScript
8 3 (2.34%) PHP
8 3 (2.34%) VB.NET
8 3 (2.34%) VBA
9 2 (1.56%) PowerShell
9 2 (1.56%) Shell Script
10 1 (0.78%) Apex Code
Qualifications
1 3 (2.34%) Security Cleared
2 2 (1.56%) Degree
3 1 (0.78%) ISEB
3 1 (0.78%) ITIL Certification
Quality Assurance & Compliance
1 13 (10.16%) Data Quality
2 6 (4.69%) QA
3 2 (1.56%) GDPR
System Software
1 1 (0.78%) Active Directory
Systems Management
1 2 (1.56%) Hadoop YARN
1 2 (1.56%) Oozie
2 1 (0.78%) Data Guard
2 1 (0.78%) ThinApp
Vendors
1 29 (22.66%) Oracle
2 20 (15.63%) Microsoft
3 8 (6.25%) Tableau
4 6 (4.69%) IBM
5 5 (3.91%) Altova
5 5 (3.91%) Cognos
6 4 (3.13%) Alteryx
6 4 (3.13%) Atlassian
6 4 (3.13%) Red Hat
7 3 (2.34%) Ensighten
7 3 (2.34%) Google
7 3 (2.34%) Sitecore
7 3 (2.34%) Teradata
8 2 (1.56%) BMC
8 2 (1.56%) Cloudera
8 2 (1.56%) MicroStrategy
8 2 (1.56%) MuleSoft
8 2 (1.56%) Remedy
9 1 (0.78%) SAP
9 1 (0.78%) Siemens