Period
to 24 June 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 24 June 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
24 Jun 2018
Same period 2017 Same period 2016
Rank 85 108 86
Rank change year-on-year +23 -22 +14
Contract jobs citing Data Modelling 112 87 113
As % of all contract IT jobs advertised in the East of England 2.52% 1.94% 2.27%
As % of the Processes & Methodologies category 2.98% 2.29% 2.77%
Number of daily rates quoted 69 59 63
East of England median daily rate £485 £450 £475
Median daily rate % change year-on-year +7.78% -5.26% +11.76%
10th Percentile £385 £310 £358
90th Percentile £606 £588 £616
England median daily rate £500 £475 £460
% change year-on-year +5.26% +3.26% +2.22%
Number of hourly rates quoted 1 1 0
East of England median hourly rate £14.72 £15.00 -
Median hourly rate % change year-on-year -1.87% - -
England median hourly rate £22.00 £21.00 £46.79
% change year-on-year +4.76% -55.11% +16.96%

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 3,753 3,792 4,074
As % of all contract IT jobs advertised in the East of England 84.39% 84.76% 81.84%
Number of daily rates quoted 2,118 2,244 2,374
East of England median daily rate £435 £425 £413
Median daily rate % change year-on-year +2.35% +3.03% +3.13%
10th Percentile £238 £230 £248
90th Percentile £588 £575 £573
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 238 263 293
East of England median hourly rate £17.32 £31.50 £27.00
Median hourly rate % change year-on-year -45.02% +16.67% +20.00%
10th Percentile £11.52 £12.31 £14.00
90th Percentile £47.50 £48.55 £50.76
England median hourly rate £22.00 £25.00 £25.00
% change year-on-year -12.00% - +16.69%

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 24 June 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 24 June 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 +28 45 £500 +11.11% 3
Bedfordshire +22 30 £450 - 2
Hertfordshire -2 21 £340 -22.29% 5
Cambridgeshire +10 7 £535 +48.61% 5
Norfolk +1 5 £550 +29.41%
Suffolk -9 4 - - 2
Data Modelling
England

For the 6 months to 24 June 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 52 (46.43%) SQL
2 39 (34.82%) Business Intelligence
3 35 (31.25%) Agile Software Development
4 34 (30.36%) Data Warehouse
5 30 (26.79%) Oracle
6 27 (24.11%) SQL Server
7 25 (22.32%) Waterfall
8 22 (19.64%) Logical Data Model
9 20 (17.86%) Data Analysis
10 19 (16.96%) Migration
10 19 (16.96%) ETL
10 19 (16.96%) Data Architecture
11 18 (16.07%) JIRA
12 17 (15.18%) Scrum
12 17 (15.18%) Physical Data Model
12 17 (15.18%) User Stories
13 16 (14.29%) Decision-Making
13 16 (14.29%) Stakeholder Management
13 16 (14.29%) Data Mapping
14 15 (13.39%) Use Case
14 15 (13.39%) SQL Server Integration Services
14 15 (13.39%) SQL Server Reporting Services
14 15 (13.39%) Data Structures
15 14 (12.50%) Analytics
15 14 (12.50%) Data Flow Diagram
15 14 (12.50%) SQL Server Analysis Services
15 14 (12.50%) RUP
16 13 (11.61%) E-Commerce
16 13 (11.61%) Microsoft
16 13 (11.61%) BusinessObjects

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 (6.25%) Apache Spark
2 6 (5.36%) WebLogic
3 5 (4.46%) Confluence
4 4 (3.57%) Oracle SOA Suite
5 1 (0.89%) Apache
5 1 (0.89%) Apache Pig
5 1 (0.89%) WebSphere
5 1 (0.89%) WebSphere Application Server
Applications
1 12 (10.71%) Microsoft Office
2 3 (2.68%) MS Visio
3 2 (1.79%) Microsoft Excel
Business Applications
1 1 (0.89%) Oracle Applications
1 1 (0.89%) Oracle Assets
Cloud Services
1 7 (6.25%) Amazon AWS
2 2 (1.79%) Salesforce Service Cloud
3 1 (0.89%) Amazon EMR
3 1 (0.89%) Amazon Kinesis
3 1 (0.89%) Amazon S3
3 1 (0.89%) AWS Lambda
3 1 (0.89%) Microsoft Azure
3 1 (0.89%) SaaS
3 1 (0.89%) Serverless
Database & Business Intelligence
1 34 (30.36%) Data Warehouse
2 27 (24.11%) SQL Server
3 15 (13.39%) SQL Server Integration Services
3 15 (13.39%) SQL Server Reporting Services
4 14 (12.50%) SQL Server Analysis Services
5 13 (11.61%) BusinessObjects
6 11 (9.82%) Hadoop
7 9 (8.04%) QlikView
8 8 (7.14%) Oracle Database
8 8 (7.14%) Qlik Sense
8 8 (7.14%) SQL Server 2008
9 7 (6.25%) Apache Hive
9 7 (6.25%) Big Data
9 7 (6.25%) OLTP
10 6 (5.36%) Relational Database
11 5 (4.46%) Enterprise Data Warehouse
11 5 (4.46%) MySQL
11 5 (4.46%) RDBMS
12 4 (3.57%) OLAP
12 4 (3.57%) Star Schema
Development Applications
1 18 (16.07%) JIRA
2 4 (3.57%) CA Gen
2 4 (3.57%) Jenkins
2 4 (3.57%) Maven
3 3 (2.68%) Grunt
3 3 (2.68%) gulp
3 3 (2.68%) Hudson
3 3 (2.68%) Visual Studio Team System
3 3 (2.68%) webpack
4 2 (1.79%) Bitbucket
4 2 (1.79%) ER Studio
4 2 (1.79%) ERwin
4 2 (1.79%) Git (software)
4 2 (1.79%) PowerDesigner
4 2 (1.79%) Zephyr
5 1 (0.89%) Sonatype Nexus
5 1 (0.89%) Subversion
5 1 (0.89%) Team Foundation Server
5 1 (0.89%) Toad
General
1 13 (11.61%) Finance
1 13 (11.61%) Retail
2 4 (3.57%) Legal
3 2 (1.79%) Billing
3 2 (1.79%) Front Office
3 2 (1.79%) Manufacturing
4 1 (0.89%) Banking
4 1 (0.89%) Games
4 1 (0.89%) General Ledger
4 1 (0.89%) Marketing
4 1 (0.89%) Multimedia
4 1 (0.89%) Publishing
Job Titles
1 43 (38.39%) Analyst
2 31 (27.68%) Developer
3 30 (26.79%) Architect
4 20 (17.86%) Business Analyst
5 18 (16.07%) Data Analyst
5 18 (16.07%) Data Architect
6 9 (8.04%) QlikView Developer
7 8 (7.14%) Technical Architect
8 6 (5.36%) Business Intelligence Analyst
8 6 (5.36%) Business Intelligence Developer
8 6 (5.36%) Solutions Architect
8 6 (5.36%) Technical Analyst
9 5 (4.46%) Business Intelligence Business Analyst
9 5 (4.46%) Data Migration Analyst
9 5 (4.46%) Migration Analyst
9 5 (4.46%) SQL Developer
9 5 (4.46%) Technical Business Analyst
10 4 (3.57%) Data Modeller
10 4 (3.57%) SAP Data Analyst
10 4 (3.57%) Systems Analyst
Libraries, Frameworks & Software Standards
1 11 (9.82%) XML
2 8 (7.14%) J2EE
3 7 (6.25%) Middleware
3 7 (6.25%) REST
4 6 (5.36%) Kafka
4 6 (5.36%) XSD
5 3 (2.68%) .NET
5 3 (2.68%) KnockoutJS
5 3 (2.68%) Oracle Fusion
5 3 (2.68%) React
5 3 (2.68%) RESTful
5 3 (2.68%) SAML
5 3 (2.68%) SOAP
5 3 (2.68%) Web Services
5 3 (2.68%) XML Schema
5 3 (2.68%) XSLT
6 2 (1.79%) SAP XI
6 2 (1.79%) Spring
6 2 (1.79%) Visualforce
6 2 (1.79%) XML Messaging
Miscellaneous
1 15 (13.39%) Data Structures
2 10 (8.93%) Analytical Skills
2 10 (8.93%) Reference Data
3 8 (7.14%) Management Information System
3 8 (7.14%) User Experience
4 7 (6.25%) Self-Motivation
5 3 (2.68%) Greenfield Project
6 2 (1.79%) N-Tier
6 2 (1.79%) Replication
7 1 (0.89%) Data Centre
7 1 (0.89%) Data Protection Act
7 1 (0.89%) FMCG
7 1 (0.89%) Mainframe
Operating Systems
1 11 (9.82%) Unix
2 9 (8.04%) Windows
3 3 (2.68%) Linux
Processes & Methodologies
1 39 (34.82%) Business Intelligence
2 35 (31.25%) Agile Software Development
3 25 (22.32%) Waterfall
4 22 (19.64%) Logical Data Model
5 20 (17.86%) Data Analysis
6 19 (16.96%) Data Architecture
6 19 (16.96%) ETL
6 19 (16.96%) Migration
7 17 (15.18%) Physical Data Model
7 17 (15.18%) Scrum
7 17 (15.18%) User Stories
8 16 (14.29%) Data Mapping
8 16 (14.29%) Decision-Making
8 16 (14.29%) Stakeholder Management
9 15 (13.39%) Use Case
10 14 (12.50%) Analytics
10 14 (12.50%) Data Flow Diagram
10 14 (12.50%) RUP
11 13 (11.61%) Business Analysis
11 13 (11.61%) E-Commerce
Programming Languages
1 52 (46.43%) SQL
2 11 (9.82%) Java
3 10 (8.93%) PL/SQL
4 8 (7.14%) Shell Script
5 6 (5.36%) Python
5 6 (5.36%) T-SQL
6 4 (3.57%) C#
6 4 (3.57%) Perl
7 3 (2.68%) JavaScript
7 3 (2.68%) VB.NET
7 3 (2.68%) VBScript
8 2 (1.79%) Apex Code
9 1 (0.89%) R
9 1 (0.89%) VBA
Qualifications
1 6 (5.36%) Security Cleared
2 2 (1.79%) Degree
2 2 (1.79%) ISTQB
2 2 (1.79%) ISTQB Foundation Certification
2 2 (1.79%) SC Cleared
3 1 (0.89%) DBS Check
3 1 (0.89%) ISEB
Quality Assurance & Compliance
1 11 (9.82%) Data Quality
2 4 (3.57%) QA
3 3 (2.68%) GDPR
System Software
1 4 (3.57%) Apache Flume
1 4 (3.57%) HDFS
Systems Management
1 7 (6.25%) Oozie
2 2 (1.79%) Tivoli
Vendors
1 30 (26.79%) Oracle
2 13 (11.61%) Microsoft
3 6 (5.36%) webMethods
4 5 (4.46%) Cognos
4 5 (4.46%) Informatica
4 5 (4.46%) Pega
4 5 (4.46%) SAP
5 4 (3.57%) BEA
6 3 (2.68%) Teradata
6 3 (2.68%) Workday
7 2 (1.79%) Pardot
7 2 (1.79%) Salesforce.com
7 2 (1.79%) Tableau
8 1 (0.89%) Alteryx
8 1 (0.89%) Hyperion
8 1 (0.89%) IBM
8 1 (0.89%) TIBCO