Period
to 22 September 2018

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 22 September 2018 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
22 Sep 2018
Same period 2017 Same period 2016
Rank 90 87 102
Rank change year-on-year -3 +15 +2
Contract jobs citing Data Modelling 129 125 98
As % of all contract IT jobs advertised in the East of England 2.58% 2.55% 1.95%
As % of the Processes & Methodologies category 3.04% 3.00% 2.36%
Number of daily rates quoted 79 81 60
East of England median daily rate £500 £450 £456
Median daily rate % change year-on-year +11.11% -1.37% +7.35%
10th Percentile £375 £319 £331
90th Percentile £591 £588 £606
England median daily rate £500 £491 £450
% change year-on-year +1.94% +9.00% -
Number of hourly rates quoted 0 2 0
East of England median hourly rate - £17.50 -
England median hourly rate £44.50 £25.24 £44.29
% change year-on-year +76.29% -43.00% -1.59%

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 4,242 4,169 4,159
As % of all contract IT jobs advertised in the East of England 84.99% 85.13% 82.55%
Number of daily rates quoted 2,453 2,422 2,374
East of England median daily rate £435 £425 £400
Median daily rate % change year-on-year +2.35% +6.25% +3.90%
10th Percentile £240 £247 £224
90th Percentile £588 £575 £550
England median daily rate £465 £450 £425
% change year-on-year +3.33% +5.88% +3.03%
Number of hourly rates quoted 253 270 323
East of England median hourly rate £17.50 £26.97 £25.00
Median hourly rate % change year-on-year -35.11% +7.88% -
10th Percentile £11.18 £11.99 £13.80
90th Percentile £48.10 £47.55 £46.06
England median hourly rate £20.90 £23.14 £22.84
% change year-on-year -9.70% +1.31% +3.82%

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 22 September 2018.

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 22 September 2018. 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
Essex +12 53 £520 +22.35% 5
Hertfordshire -14 23 £415 +3.75% 5
Cambridgeshire +24 22 £539 +43.67% 5
Bedfordshire -5 21 £450 - 2
Suffolk -16 8 £513 +5.13% 1
Norfolk +11 2 £525 +20.00% 3
Data Modelling
England

For the 6 months to 22 September 2018, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the East of England region with a requirement for Data Modelling.

1 59 (45.74%) SQL
2 58 (44.96%) Business Intelligence
3 44 (34.11%) Agile Software Development
4 42 (32.56%) Data Warehouse
5 38 (29.46%) Oracle
6 29 (22.48%) SQL Server
7 28 (21.71%) ETL
7 28 (21.71%) Data Analysis
7 28 (21.71%) Waterfall
8 26 (20.16%) Analytics
9 25 (19.38%) Unix
10 24 (18.60%) Informatica
10 24 (18.60%) Shell Script
11 23 (17.83%) BusinessObjects
11 23 (17.83%) PL/SQL
12 21 (16.28%) Configuration Management
13 20 (15.50%) SQL Server Integration Services
14 19 (14.73%) Problem Management
14 19 (14.73%) Process Improvement
15 18 (13.95%) Java
15 18 (13.95%) RUP
15 18 (13.95%) SQL Server Reporting Services
16 17 (13.18%) Data Architecture
16 17 (13.18%) WebLogic
16 17 (13.18%) webMethods
16 17 (13.18%) Test Strategy
16 17 (13.18%) User Stories
16 17 (13.18%) Relational Database
17 16 (12.40%) Data Structures
17 16 (12.40%) Stakeholder Management

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 17 (13.18%) WebLogic
2 9 (6.98%) Confluence
3 8 (6.20%) Apache Spark
4 4 (3.10%) SAS
5 2 (1.55%) Oracle SOA Suite
6 1 (0.78%) SharePoint
Applications
1 6 (4.65%) Microsoft Office
2 4 (3.10%) MS Visio
3 3 (2.33%) Microsoft Excel
4 2 (1.55%) OmniGraffle
4 2 (1.55%) SPSS
Business Applications
1 3 (2.33%) Dynamics CRM
Cloud Services
1 10 (7.75%) Amazon AWS
2 8 (6.20%) Microsoft Azure
3 4 (3.10%) Cloud Computing
4 2 (1.55%) Dynamics 365
5 1 (0.78%) AtomSphere
5 1 (0.78%) Boomi
5 1 (0.78%) SaaS
5 1 (0.78%) Taleo
Communications & Networking
1 1 (0.78%) Wireless
Database & Business Intelligence
1 42 (32.56%) Data Warehouse
2 29 (22.48%) SQL Server
3 23 (17.83%) BusinessObjects
4 20 (15.50%) SQL Server Integration Services
5 18 (13.95%) SQL Server Reporting Services
6 17 (13.18%) Relational Database
7 16 (12.40%) SQL Server Analysis Services
8 14 (10.85%) MySQL
9 10 (7.75%) Big Data
9 10 (7.75%) Hadoop
10 9 (6.98%) OLTP
10 9 (6.98%) RDBMS
11 8 (6.20%) Apache Hive
12 7 (5.43%) Oracle Database
13 6 (4.65%) NoSQL
13 6 (4.65%) SQL Server 2008
14 5 (3.88%) Apache Kudu
14 5 (3.88%) Impala
14 5 (3.88%) MongoDB
14 5 (3.88%) QlikView
Development Applications
1 16 (12.40%) JIRA
2 15 (11.63%) CA Gen
3 4 (3.10%) Checkstyle
3 4 (3.10%) Jenkins
3 4 (3.10%) Maven
4 3 (2.33%) Visual Studio Team System
5 2 (1.55%) Axure RP
5 2 (1.55%) Bitbucket
5 2 (1.55%) PowerDesigner
6 1 (0.78%) Zephyr
General
1 10 (7.75%) Retail
2 9 (6.98%) Finance
3 4 (3.10%) Pharmaceutical
4 3 (2.33%) Legal
4 3 (2.33%) Manufacturing
5 2 (1.55%) Multimedia
6 1 (0.78%) Automotive
6 1 (0.78%) Marketing
Job Titles
1 39 (30.23%) Analyst
2 33 (25.58%) Architect
2 33 (25.58%) Developer
3 20 (15.50%) Business Analyst
4 19 (14.73%) Data Architect
5 18 (13.95%) Data Analyst
6 8 (6.20%) Business Intelligence Developer
7 7 (5.43%) Business Intelligence Analyst
7 7 (5.43%) Business Intelligence Business Analyst
7 7 (5.43%) Java Developer
7 7 (5.43%) Solutions Architect
8 6 (4.65%) Designer
8 6 (4.65%) ETL Developer
8 6 (4.65%) Technical Architect
9 5 (3.88%) Business Intelligence Lead
9 5 (3.88%) QlikView Developer
9 5 (3.88%) Senior Analyst
10 4 (3.10%) Business Intelligence Architect
10 4 (3.10%) Senior Developer
11 3 (2.33%) Senior Designer
Libraries, Frameworks & Software Standards
1 16 (12.40%) XML
2 14 (10.85%) J2EE
3 6 (4.65%) Kafka
3 6 (4.65%) Spring
3 6 (4.65%) XSD
4 4 (3.10%) RabbitMQ
4 4 (3.10%) Spring Boot
5 3 (2.33%) MDX
5 3 (2.33%) XML Schema
6 2 (1.55%) JSON
6 2 (1.55%) Middleware
6 2 (1.55%) Web Services
7 1 (0.78%) EDI
7 1 (0.78%) Hibernate
7 1 (0.78%) JPA
7 1 (0.78%) ODBC
7 1 (0.78%) REST
7 1 (0.78%) WCF
7 1 (0.78%) XML Messaging
7 1 (0.78%) XSLT
Miscellaneous
1 16 (12.40%) Data Structures
2 12 (9.30%) Analytical Skills
3 8 (6.20%) Management Information System
3 8 (6.20%) Reference Data
4 7 (5.43%) Self-Motivation
5 6 (4.65%) Greenfield Project
5 6 (4.65%) User Experience
6 4 (3.10%) Hybrid Cloud
6 4 (3.10%) Taxonomies
7 2 (1.55%) Computer Science
7 2 (1.55%) Data Protection Act
7 2 (1.55%) N-Tier
8 1 (0.78%) Biotechnology
8 1 (0.78%) Data Centre
8 1 (0.78%) e-Health
8 1 (0.78%) LIMS
8 1 (0.78%) Mainframe
8 1 (0.78%) NHS
8 1 (0.78%) PACS
8 1 (0.78%) Replication
Operating Systems
1 25 (19.38%) Unix
2 8 (6.20%) Windows
3 7 (5.43%) Linux
4 3 (2.33%) AIX
4 3 (2.33%) CentOS
4 3 (2.33%) Red Hat Enterprise Linux
4 3 (2.33%) Solaris
Processes & Methodologies
1 58 (44.96%) Business Intelligence
2 44 (34.11%) Agile Software Development
3 28 (21.71%) Data Analysis
3 28 (21.71%) ETL
3 28 (21.71%) Waterfall
4 26 (20.16%) Analytics
5 21 (16.28%) Configuration Management
6 19 (14.73%) Problem Management
6 19 (14.73%) Process Improvement
7 18 (13.95%) RUP
8 17 (13.18%) Data Architecture
8 17 (13.18%) Test Strategy
8 17 (13.18%) User Stories
9 16 (12.40%) Stakeholder Management
10 15 (11.63%) Scrum
11 14 (10.85%) Business Analysis
11 14 (10.85%) OO
12 13 (10.08%) Data Flow Diagram
12 13 (10.08%) Data Integration
12 13 (10.08%) Data Mapping
Programming Languages
1 59 (45.74%) SQL
2 24 (18.60%) Shell Script
3 23 (17.83%) PL/SQL
4 18 (13.95%) Java
5 15 (11.63%) Perl
6 8 (6.20%) T-SQL
7 6 (4.65%) Python
8 4 (3.10%) Java 8
9 3 (2.33%) C#
10 2 (1.55%) JavaScript
11 1 (0.78%) VB.NET
11 1 (0.78%) VBA
11 1 (0.78%) VBScript
Qualifications
1 8 (6.20%) Security Cleared
2 6 (4.65%) Degree
3 2 (1.55%) SC Cleared
4 1 (0.78%) BPSS Clearance
4 1 (0.78%) DBS Check
4 1 (0.78%) ISEB
4 1 (0.78%) ISTQB
4 1 (0.78%) ISTQB Foundation Certification
4 1 (0.78%) MBA
4 1 (0.78%) PRINCE2 Certification
4 1 (0.78%) TOGAF Certification
Quality Assurance & Compliance
1 15 (11.63%) Data Quality
2 2 (1.55%) PMO
2 2 (1.55%) QA
3 1 (0.78%) GDPR
3 1 (0.78%) GLP
3 1 (0.78%) GMP
3 1 (0.78%) GxP
3 1 (0.78%) HL7
System Software
1 6 (4.65%) Apache Flume
2 5 (3.88%) HDFS
3 4 (3.10%) Docker
Systems Management
1 5 (3.88%) Oozie
2 1 (0.78%) Tivoli
Vendors
1 38 (29.46%) Oracle
2 24 (18.60%) Informatica
3 17 (13.18%) webMethods
4 15 (11.63%) BEA
5 14 (10.85%) Microsoft
6 12 (9.30%) Pega
7 5 (3.88%) Cognos
8 4 (3.10%) SAP
9 3 (2.33%) MicroStrategy
9 3 (2.33%) Workday
10 2 (1.55%) Databricks
10 2 (1.55%) Omniture
10 2 (1.55%) Tableau
10 2 (1.55%) Teradata
11 1 (0.78%) Dell
11 1 (0.78%) hybris
11 1 (0.78%) IBM
11 1 (0.78%) OpenLink
11 1 (0.78%) Salesforce.com