Period
to 9 December 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 9 December 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
9 Dec 2018
Same period 2017 Same period 2016
Rank 81 84 121
Rank change year-on-year +3 +37 -15
Contract jobs citing Data Modelling 150 136 77
As % of all contract IT jobs advertised in the East of England 3.03% 2.69% 1.60%
As % of the Processes & Methodologies category 3.55% 3.17% 1.93%
Number of daily rates quoted 86 88 50
East of England median daily rate £478 £450 £450
Median daily rate % change year-on-year +6.11% - -
10th Percentile £375 £340 £354
90th Percentile £594 £594 £576
England median daily rate £500 £495 £475
% change year-on-year +1.01% +4.21% +5.56%
Number of hourly rates quoted 1 1 0
East of England median hourly rate £40.00 £20.00 -
Median hourly rate % change year-on-year +100.00% - -
England median hourly rate £40.00 £43.11 £41.25
% change year-on-year -7.20% +4.50% -8.33%

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 4,227 4,289 4,000
As % of all contract IT jobs advertised in the East of England 85.36% 84.83% 82.90%
Number of daily rates quoted 2,501 2,480 2,307
East of England median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% -
10th Percentile £250 £250 £220
90th Percentile £588 £575 £544
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 203 257 320
East of England median hourly rate £17.71 £33.33 £31.50
Median hourly rate % change year-on-year -46.86% +5.81% +31.25%
10th Percentile £11.17 £11.94 £12.45
90th Percentile £48.75 £50.04 £47.50
England median hourly rate £22.00 £24.69 £22.67
% change year-on-year -10.88% +8.90% +3.03%

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 9 December 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 9 December 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 +9 61 £500 +11.11% 6
Hertfordshire -6 40 £475 +11.76% 6
Cambridgeshire +28 25 £545 +39.74% 4
Bedfordshire -12 15 £450 -
Suffolk -7 7 £513 +5.07% 1
Norfolk +4 1 £300 -27.05% 1
Data Modelling
England

For the 6 months to 9 December 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 63 (42.00%) SQL
2 60 (40.00%) Business Intelligence
3 54 (36.00%) Agile Software Development
4 47 (31.33%) Data Warehouse
5 43 (28.67%) ETL
5 43 (28.67%) Oracle
6 32 (21.33%) Informatica
7 29 (19.33%) Waterfall
8 27 (18.00%) PL/SQL
8 27 (18.00%) Unix
8 27 (18.00%) Data Analysis
9 26 (17.33%) Shell Script
9 26 (17.33%) Analytics
10 25 (16.67%) BusinessObjects
11 24 (16.00%) Relational Database
12 23 (15.33%) Analytical Skills
12 23 (15.33%) Data Integration
13 21 (14.00%) Configuration Management
13 21 (14.00%) Migration
13 21 (14.00%) MySQL
14 19 (12.67%) SQL Server
14 19 (12.67%) Data Structures
14 19 (12.67%) Process Improvement
15 18 (12.00%) Test Strategy
15 18 (12.00%) ETL Development
15 18 (12.00%) BEA
15 18 (12.00%) webMethods
15 18 (12.00%) J2EE
15 18 (12.00%) WebLogic
15 18 (12.00%) Java

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 18 (12.00%) WebLogic
2 14 (9.33%) Confluence
3 11 (7.33%) Apache Spark
4 5 (3.33%) SAS
5 2 (1.33%) Oracle SOA Suite
6 1 (0.67%) SharePoint
Applications
1 7 (4.67%) Microsoft Excel
2 6 (4.00%) Microsoft Office
3 4 (2.67%) Microsoft PowerPoint
3 4 (2.67%) MS Visio
4 2 (1.33%) OmniGraffle
4 2 (1.33%) SPSS
5 1 (0.67%) Spreadsheet
Business Applications
1 3 (2.00%) Dynamics CRM
1 3 (2.00%) SAP FI
1 3 (2.00%) SAP HR
2 1 (0.67%) Infor M3
Cloud Services
1 9 (6.00%) Microsoft Azure
2 8 (5.33%) Amazon AWS
3 4 (2.67%) Cloud Computing
4 3 (2.00%) SuccessFactors
5 2 (1.33%) Dynamics 365
5 2 (1.33%) Slack
6 1 (0.67%) AtomSphere
6 1 (0.67%) Boomi
6 1 (0.67%) SaaS
6 1 (0.67%) Taleo
6 1 (0.67%) Veeva
Communications & Networking
1 1 (0.67%) SpaceWire
1 1 (0.67%) Wireless
Database & Business Intelligence
1 47 (31.33%) Data Warehouse
2 25 (16.67%) BusinessObjects
3 24 (16.00%) Relational Database
4 21 (14.00%) MySQL
5 19 (12.67%) SQL Server
6 17 (11.33%) SQL Server Integration Services
7 13 (8.67%) SQL Server Reporting Services
8 12 (8.00%) SQL Server Analysis Services
9 11 (7.33%) Apache Hive
9 11 (7.33%) Hadoop
10 10 (6.67%) HBase
10 10 (6.67%) Pentaho
10 10 (6.67%) Power BI
11 9 (6.00%) Big Data
11 9 (6.00%) MongoDB
11 9 (6.00%) PostgreSQL
12 8 (5.33%) NoSQL
13 7 (4.67%) RDBMS
14 6 (4.00%) OLTP
14 6 (4.00%) Oracle Database
Development Applications
1 18 (12.00%) JIRA
2 15 (10.00%) CA Gen
3 7 (4.67%) Jenkins
4 5 (3.33%) Checkstyle
4 5 (3.33%) Maven
5 3 (2.00%) Bitbucket
5 3 (2.00%) PowerDesigner
6 2 (1.33%) Axure RP
6 2 (1.33%) ERwin
7 1 (0.67%) Eclipse
7 1 (0.67%) Eclipse RCP
7 1 (0.67%) Git (software)
7 1 (0.67%) SQL Server Management Studio (SSMS)
7 1 (0.67%) Subversion
General
1 16 (10.67%) Finance
2 7 (4.67%) Pharmaceutical
2 7 (4.67%) Retail
3 5 (3.33%) Multimedia
4 3 (2.00%) Legal
4 3 (2.00%) Manufacturing
5 2 (1.33%) Marketing
6 1 (0.67%) Advertising
6 1 (0.67%) Aerospace
6 1 (0.67%) Automotive
6 1 (0.67%) Avionics
6 1 (0.67%) Law
Job Titles
1 50 (33.33%) Developer
2 43 (28.67%) Analyst
3 36 (24.00%) Architect
4 22 (14.67%) Data Architect
5 19 (12.67%) Data Analyst
6 17 (11.33%) Business Analyst
7 13 (8.67%) ETL Developer
8 10 (6.67%) Senior Developer
8 10 (6.67%) Solutions Architect
9 9 (6.00%) Business Intelligence Developer
9 9 (6.00%) Java Developer
10 8 (5.33%) SQL Analyst
10 8 (5.33%) SQL Data Analyst
11 6 (4.00%) Designer
12 5 (3.33%) Business Intelligence Analyst
12 5 (3.33%) Business Intelligence Architect
12 5 (3.33%) Data Migration Analyst
12 5 (3.33%) Developer Analyst
12 5 (3.33%) Migration Analyst
12 5 (3.33%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 18 (12.00%) J2EE
2 14 (9.33%) XML
3 6 (4.00%) Spring
4 5 (3.33%) RabbitMQ
4 5 (3.33%) Spring Boot
5 4 (2.67%) Kafka
5 4 (2.67%) Middleware
5 4 (2.67%) XML Schema
6 3 (2.00%) EDI
6 3 (2.00%) JSON
6 3 (2.00%) MDX
7 2 (1.33%) JDBC
7 2 (1.33%) SOAP
7 2 (1.33%) Web Services
7 2 (1.33%) XSD
8 1 (0.67%) Hibernate
8 1 (0.67%) HTML
8 1 (0.67%) JPA
8 1 (0.67%) WCF
8 1 (0.67%) XSLT
Miscellaneous
1 23 (15.33%) Analytical Skills
2 19 (12.67%) Data Structures
3 7 (4.67%) Self-Motivation
4 6 (4.00%) Management Information System
4 6 (4.00%) Taxonomies
5 5 (3.33%) Data Protection Act
5 5 (3.33%) Hybrid Cloud
6 4 (2.67%) Reference Data
7 3 (2.00%) Greenfield Project
7 3 (2.00%) N-Tier
7 3 (2.00%) User Experience
8 2 (1.33%) NHS
9 1 (0.67%) Biotechnology
9 1 (0.67%) Client/Server
9 1 (0.67%) e-Health
9 1 (0.67%) Life Science
9 1 (0.67%) LIMS
9 1 (0.67%) Machine to Machine
9 1 (0.67%) PACS
9 1 (0.67%) PKI
Operating Systems
1 27 (18.00%) Unix
2 7 (4.67%) Windows
3 4 (2.67%) Linux
4 3 (2.00%) AIX
4 3 (2.00%) CentOS
4 3 (2.00%) Red Hat Enterprise Linux
4 3 (2.00%) Solaris
Processes & Methodologies
1 60 (40.00%) Business Intelligence
2 54 (36.00%) Agile Software Development
3 43 (28.67%) ETL
4 29 (19.33%) Waterfall
5 27 (18.00%) Data Analysis
6 26 (17.33%) Analytics
7 23 (15.33%) Data Integration
8 21 (14.00%) Configuration Management
8 21 (14.00%) Migration
9 19 (12.67%) Process Improvement
10 18 (12.00%) ETL Development
10 18 (12.00%) Problem Management
10 18 (12.00%) Test Strategy
11 17 (11.33%) Problem-Solving
11 17 (11.33%) RUP
11 17 (11.33%) Scrum
12 16 (10.67%) Data Engineering
13 14 (9.33%) Coaching
13 14 (9.33%) Data Migration
14 13 (8.67%) Data Architecture
Programming Languages
1 63 (42.00%) SQL
2 27 (18.00%) PL/SQL
3 26 (17.33%) Shell Script
4 18 (12.00%) Java
5 15 (10.00%) Perl
6 6 (4.00%) T-SQL
7 5 (3.33%) Java 8
8 3 (2.00%) C#
9 2 (1.33%) JavaScript
9 2 (1.33%) Python
Qualifications
1 13 (8.67%) Security Cleared
2 9 (6.00%) Degree
3 8 (5.33%) SC Cleared
4 3 (2.00%) Computer Science Degree
5 1 (0.67%) BPSS Clearance
5 1 (0.67%) ITIL Certification
5 1 (0.67%) MBA
5 1 (0.67%) Oracle Certification
5 1 (0.67%) PRINCE2 Certification
5 1 (0.67%) TOGAF Certification
Quality Assurance & Compliance
1 17 (11.33%) Data Quality
2 4 (2.67%) QA
3 3 (2.00%) PMO
4 1 (0.67%) ECSS
4 1 (0.67%) GLP
4 1 (0.67%) GMP
4 1 (0.67%) GxP
4 1 (0.67%) HL7
4 1 (0.67%) MIL-STD-1553
System Software
1 5 (3.33%) Docker
2 4 (2.67%) Apache Flume
3 2 (1.33%) HDFS
Systems Management
1 2 (1.33%) Oozie
Vendors
1 43 (28.67%) Oracle
2 32 (21.33%) Informatica
3 18 (12.00%) BEA
3 18 (12.00%) webMethods
4 12 (8.00%) Pega
4 12 (8.00%) SAP
5 11 (7.33%) Microsoft
6 4 (2.67%) Cognos
6 4 (2.67%) MicroStrategy
7 2 (1.33%) Databricks
7 2 (1.33%) Omniture
7 2 (1.33%) Tableau
8 1 (0.67%) Cloudera
8 1 (0.67%) Dell
8 1 (0.67%) hybris
8 1 (0.67%) IDERA
8 1 (0.67%) OpenLink
8 1 (0.67%) Salesforce.com
8 1 (0.67%) Talend
8 1 (0.67%) Workday