Period
to 14 November 2018

The following table provides summary statistics for contract job vacancies advertised in the East Midlands 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 14 November 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 Midlands
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 81 73 60
Rank change year-on-year -8 -13 +2
Contract jobs citing Data Modelling 56 78 101
As % of all contract IT jobs advertised in the East Midlands 2.05% 2.45% 3.06%
As % of the Processes & Methodologies category 2.51% 2.89% 3.68%
Number of daily rates quoted 38 51 71
East Midlands median daily rate £400 £475 £385
Median daily rate % change year-on-year -15.79% +23.38% -4.64%
10th Percentile £347 £363 £300
90th Percentile £541 £575 £475
England median daily rate £490 £498 £464
% change year-on-year -1.51% +7.22% +3.11%
Number of hourly rates quoted 0 0 0
East Midlands median hourly rate - - -
England median hourly rate £42.25 £39.05 £42.50
% change year-on-year +8.19% -8.11% -5.56%

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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
East Midlands
Contract vacancies with a requirement for process or methodology skills 2,234 2,695 2,743
As % of all contract IT jobs advertised in the East Midlands 81.95% 84.59% 83.12%
Number of daily rates quoted 1,461 1,702 1,744
East Midlands median daily rate £400 £400 £400
10th Percentile £275 £250 £250
90th Percentile £550 £550 £575
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +1.19%
Number of hourly rates quoted 104 105 67
East Midlands median hourly rate £15.00 £15.50 £14.00
Median hourly rate % change year-on-year -3.23% +10.71% -13.58%
10th Percentile £9.66 £9.58 £8.76
90th Percentile £40.30 £49.60 £39.25
England median hourly rate £22.00 £23.11 £22.84
% change year-on-year -4.79% +1.19% +3.80%

Data Modelling
Job Vacancy Trend in the East Midlands

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

Job vacancy trend for Data Modelling in the East Midlands

Data Modelling
Contractor Daily Rate Trend in the East Midlands

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

Contractor daily rate trend for Data Modelling in the East Midlands

Data Modelling
Contractor Daily Rate Histogram in the East Midlands

The daily rate distribution of IT jobs citing Data Modelling in the East Midlands over the 6 months to 14 November 2018.

Contractor daily rate histogram for Data Modelling in the East Midlands

Data Modelling
Contractor Hourly Rate Trend in the East Midlands

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

Contractor hourly rate trend for Data Modelling in the East Midlands

Data Modelling
Contract Job Locations in the East Midlands

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 Midlands region over the 6 months to 14 November 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
Northamptonshire -4 26 £406 -9.72% 7
Derbyshire +19 16 £457 +7.41% 2
Nottinghamshire -11 6 £400 -15.79% 2
Leicestershire +9 2 £438 -20.45% 1
Data Modelling
England

For the 6 months to 14 November 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 Midlands region with a requirement for Data Modelling.

1 32 (57.14%) Agile Software Development
2 18 (32.14%) Oracle
3 15 (26.79%) Data Warehouse
3 15 (26.79%) Data Structures
4 12 (21.43%) SQL Server
4 12 (21.43%) Teradata
5 11 (19.64%) ETL
5 11 (19.64%) Business Intelligence
6 10 (17.86%) RDBMS
6 10 (17.86%) XML
6 10 (17.86%) Degree
6 10 (17.86%) Analytical Skills
6 10 (17.86%) Relational Database
7 9 (16.07%) Unit Testing
7 9 (16.07%) Dimensional Modelling
7 9 (16.07%) Data Integration
7 9 (16.07%) SQL
7 9 (16.07%) Informatica
8 8 (14.29%) Oracle Database 10g
8 8 (14.29%) Snowflake Schema
8 8 (14.29%) DB2
8 8 (14.29%) Web Services
8 8 (14.29%) Computer Science
8 8 (14.29%) SQL Server 2005
8 8 (14.29%) Netezza
8 8 (14.29%) DB2 UDB
8 8 (14.29%) Management Information System
8 8 (14.29%) Oracle Database 11g
8 8 (14.29%) Security Cleared
8 8 (14.29%) SQL Server 2008

Data Modelling
Co-occurring IT Skills in the East Midlands 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 (12.50%) Appian
2 4 (7.14%) SAS
2 4 (7.14%) SharePoint
3 1 (1.79%) Elasticsearch
3 1 (1.79%) OpenStack
Applications
1 3 (5.36%) Microsoft Excel
Cloud Services
1 5 (8.93%) iPaaS
2 1 (1.79%) SuccessFactors
Communications & Networking
1 5 (8.93%) Cisco IOS
1 5 (8.93%) Firewall
1 5 (8.93%) LAN
1 5 (8.93%) VPN
1 5 (8.93%) WAN
2 4 (7.14%) BGP
2 4 (7.14%) EIGRP
2 4 (7.14%) OSPF
3 3 (5.36%) SAN
4 2 (3.57%) Ethernet
4 2 (3.57%) Internet
5 1 (1.79%) Network Security
Database & Business Intelligence
1 15 (26.79%) Data Warehouse
2 12 (21.43%) SQL Server
3 10 (17.86%) RDBMS
3 10 (17.86%) Relational Database
4 8 (14.29%) DB2
4 8 (14.29%) DB2 UDB
4 8 (14.29%) Oracle Database
4 8 (14.29%) Oracle Database 10g
4 8 (14.29%) Oracle Database 11g
4 8 (14.29%) Snowflake Schema
4 8 (14.29%) SQL Server 2005
4 8 (14.29%) SQL Server 2008
4 8 (14.29%) SQL Server 2012
5 7 (12.50%) PowerCenter
6 5 (8.93%) Apache Cassandra
6 5 (8.93%) Hadoop
6 5 (8.93%) SQL Server Reporting Services
7 3 (5.36%) OLAP
8 2 (3.57%) Oracle Reports
8 2 (3.57%) SQL Server Integration Services
Development Applications
1 5 (8.93%) Subversion
2 4 (7.14%) Git (software)
3 3 (5.36%) ERwin
3 3 (5.36%) Toad
4 1 (1.79%) Eclipse
4 1 (1.79%) Gradle
4 1 (1.79%) JProfiler
4 1 (1.79%) JUnit
4 1 (1.79%) Visual Studio
General
1 5 (8.93%) Finance
2 3 (5.36%) Banking
2 3 (5.36%) Legal
2 3 (5.36%) Retail
3 2 (3.57%) Law
3 2 (3.57%) Marketing
4 1 (1.79%) Digital Economy
4 1 (1.79%) Manufacturing
4 1 (1.79%) Retail Banking
4 1 (1.79%) Telecoms
Job Titles
1 15 (26.79%) Developer
2 13 (23.21%) Architect
3 8 (14.29%) Designer
3 8 (14.29%) Informatica Developer
3 8 (14.29%) Solutions Designer
4 7 (12.50%) Analyst
5 5 (8.93%) Integration Architect
5 5 (8.93%) Network Architect
6 4 (7.14%) Cassandra DBA
6 4 (7.14%) Data Modeller
6 4 (7.14%) DBA
6 4 (7.14%) Technical Architect
7 3 (5.36%) Business Analyst
7 3 (5.36%) Data Architect
7 3 (5.36%) Data Manager
8 2 (3.57%) Data Migration Architect
8 2 (3.57%) Oracle Technical Architect
8 2 (3.57%) SAS Developer
8 2 (3.57%) Technical Analyst
8 2 (3.57%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 10 (17.86%) XML
2 8 (14.29%) Web Services
3 2 (3.57%) jQuery
4 1 (1.79%) .NET
4 1 (1.79%) ASP.NET
4 1 (1.79%) ASP.NET MVC
4 1 (1.79%) CSS
4 1 (1.79%) Elastic Stack
4 1 (1.79%) HTML
4 1 (1.79%) HTML5
4 1 (1.79%) J2EE
4 1 (1.79%) JPA
4 1 (1.79%) JSON
4 1 (1.79%) Kafka
4 1 (1.79%) Middleware
4 1 (1.79%) RESTful
4 1 (1.79%) SOAP
4 1 (1.79%) WCF
4 1 (1.79%) XSD
4 1 (1.79%) XSLT
Miscellaneous
1 15 (26.79%) Data Structures
2 10 (17.86%) Analytical Skills
3 8 (14.29%) Computer Science
3 8 (14.29%) Data Centre
3 8 (14.29%) Management Information System
4 3 (5.36%) Client/Server
Operating Systems
1 4 (7.14%) Linux
1 4 (7.14%) Unix
1 4 (7.14%) Windows
Processes & Methodologies
1 32 (57.14%) Agile Software Development
2 11 (19.64%) Business Intelligence
2 11 (19.64%) ETL
3 9 (16.07%) Data Integration
3 9 (16.07%) Dimensional Modelling
3 9 (16.07%) Unit Testing
4 8 (14.29%) Data Acquisition
4 8 (14.29%) Data Strategy
4 8 (14.29%) Logical Data Model
4 8 (14.29%) Performance Monitoring
4 8 (14.29%) Physical Data Model
4 8 (14.29%) Translating Business Requirements
5 7 (12.50%) Analytics
6 6 (10.71%) Change Management
6 6 (10.71%) Data Mapping
6 6 (10.71%) Project Management
7 5 (8.93%) Data Management
7 5 (8.93%) E-Commerce
7 5 (8.93%) GAP Analysis
7 5 (8.93%) Risk Management
Programming Languages
1 9 (16.07%) SQL
2 6 (10.71%) Python
3 4 (7.14%) Shell Script
4 2 (3.57%) C#
4 2 (3.57%) JavaScript
5 1 (1.79%) Java
5 1 (1.79%) PowerShell
Qualifications
1 10 (17.86%) Degree
2 8 (14.29%) Computer Science Degree
2 8 (14.29%) Master's Degree
2 8 (14.29%) Security Cleared
3 6 (10.71%) BPSS Clearance
4 5 (8.93%) SC Cleared
5 1 (1.79%) MBCS
Quality Assurance & Compliance
1 4 (7.14%) Data Quality
2 2 (3.57%) GDPR
System Software
1 3 (5.36%) Hyper-V
1 3 (5.36%) VMware Infrastructure
Systems Management
1 4 (7.14%) Ansible
1 4 (7.14%) Opscode Chef
1 4 (7.14%) Puppet
2 1 (1.79%) Kibana
2 1 (1.79%) logstash
2 1 (1.79%) Oracle Enterprise Manager
Vendors
1 18 (32.14%) Oracle
2 12 (21.43%) Teradata
3 9 (16.07%) Informatica
4 8 (14.29%) Netezza
5 5 (8.93%) Cisco
5 5 (8.93%) Microsoft
6 4 (7.14%) VMware
7 2 (3.57%) Juniper
7 2 (3.57%) SAP
8 1 (1.79%) Ab Initio
8 1 (1.79%) Perforce