Period
to 25 September 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 25 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 Midlands
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 94 72 68
Rank change year-on-year -22 -4 +2
Contract jobs citing Data Modelling 49 74 77
As % of all contract IT jobs advertised in the East Midlands 1.78% 2.36% 2.45%
As % of the Processes & Methodologies category 2.19% 2.78% 2.96%
Number of daily rates quoted 34 54 53
East Midlands median daily rate £400 £475 £400
Median daily rate % change year-on-year -15.79% +18.75% -11.11%
10th Percentile £343 £319 £301
90th Percentile £523 £593 £485
England median daily rate £500 £495 £450
% change year-on-year +0.95% +10.06% -
Number of hourly rates quoted 0 0 0
East Midlands median hourly rate - - -
England median hourly rate £44.50 £25.24 £45.00
% change year-on-year +76.29% -43.91% -

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 2,242 2,666 2,605
As % of all contract IT jobs advertised in the East Midlands 81.65% 84.96% 82.99%
Number of daily rates quoted 1,432 1,677 1,668
East Midlands median daily rate £400 £400 £400
10th Percentile £275 £250 £263
90th Percentile £538 £550 £575
England median daily rate £468 £450 £425
% change year-on-year +3.89% +5.88% +3.03%
Number of hourly rates quoted 92 103 56
East Midlands median hourly rate £15.50 £14.50 £14.25
Median hourly rate % change year-on-year +6.90% +1.75% -15.30%
10th Percentile £10.33 £9.60 £8.76
90th Percentile £43.75 £52.50 £41.63
England median hourly rate £21.00 £23.25 £22.85
% change year-on-year -9.68% +1.77% +4.05%

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 25 September 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 25 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
Northamptonshire -12 22 £400 -11.11% 2
Derbyshire +16 15 £385 -24.14% 3
Leicestershire +4 4 £425 -19.05% 2
Nottinghamshire -16 3 £400 -15.79% 13
Data Modelling
England

For the 6 months to 25 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 Midlands region with a requirement for Data Modelling.

1 27 (55.10%) Agile Software Development
2 18 (36.73%) Oracle
2 18 (36.73%) Data Warehouse
3 13 (26.53%) Business Intelligence
3 13 (26.53%) Teradata
4 12 (24.49%) ETL
4 12 (24.49%) Data Structures
5 11 (22.45%) Relational Database
5 11 (22.45%) XML
5 11 (22.45%) SQL Server
5 11 (22.45%) RDBMS
5 11 (22.45%) Unit Testing
6 10 (20.41%) SQL
6 10 (20.41%) Analytical Skills
7 9 (18.37%) Data Integration
7 9 (18.37%) Data Governance
7 9 (18.37%) Data Centre
7 9 (18.37%) Web Services
7 9 (18.37%) Informatica
7 9 (18.37%) Dimensional Modelling
7 9 (18.37%) Degree
8 8 (16.33%) SQL Server 2005
8 8 (16.33%) Netezza
8 8 (16.33%) DB2 UDB
8 8 (16.33%) Oracle Database 11g
8 8 (16.33%) Computer Science
8 8 (16.33%) Snowflake Schema
8 8 (16.33%) Oracle Database 10g
8 8 (16.33%) DB2
8 8 (16.33%) Logical Data Model

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 (14.29%) Appian
2 6 (12.24%) SharePoint
3 4 (8.16%) SAS
4 2 (4.08%) Elasticsearch
5 1 (2.04%) Apache Pig
5 1 (2.04%) Apache Solr
5 1 (2.04%) Apache Spark
5 1 (2.04%) OpenStack
Applications
1 1 (2.04%) Microsoft Excel
Business Applications
1 1 (2.04%) SAP HR
Cloud Services
1 1 (2.04%) Amazon AWS
1 1 (2.04%) Amazon Kinesis
1 1 (2.04%) SuccessFactors
Communications & Networking
1 2 (4.08%) SMS
2 1 (2.04%) Internet
Database & Business Intelligence
1 18 (36.73%) Data Warehouse
2 11 (22.45%) RDBMS
2 11 (22.45%) Relational Database
2 11 (22.45%) SQL Server
3 8 (16.33%) DB2
3 8 (16.33%) DB2 UDB
3 8 (16.33%) Oracle Database
3 8 (16.33%) Oracle Database 10g
3 8 (16.33%) Oracle Database 11g
3 8 (16.33%) Snowflake Schema
3 8 (16.33%) SQL Server 2005
3 8 (16.33%) SQL Server 2008
3 8 (16.33%) SQL Server 2012
4 7 (14.29%) PowerCenter
5 6 (12.24%) Hadoop
6 5 (10.20%) Apache Cassandra
7 3 (6.12%) BusinessObjects
7 3 (6.12%) SAS Data Integration Studio
7 3 (6.12%) SAS Enterprise Guide
7 3 (6.12%) SQL Server Reporting Services
Development Applications
1 5 (10.20%) ERwin
1 5 (10.20%) Toad
2 4 (8.16%) Git (software)
2 4 (8.16%) Subversion
3 3 (6.12%) Eclipse
3 3 (6.12%) Gradle
3 3 (6.12%) JProfiler
3 3 (6.12%) JUnit
4 1 (2.04%) IntelliJ
4 1 (2.04%) Jenkins
4 1 (2.04%) Maven
4 1 (2.04%) SonarQube
4 1 (2.04%) Visual Studio
General
1 5 (10.20%) Legal
2 4 (8.16%) Banking
3 3 (6.12%) Finance
4 1 (2.04%) Law
4 1 (2.04%) Marketing
4 1 (2.04%) Retail
4 1 (2.04%) Retail Banking
Job Titles
1 17 (34.69%) Developer
2 8 (16.33%) Designer
2 8 (16.33%) Informatica Developer
2 8 (16.33%) Solutions Designer
3 7 (14.29%) Analyst
4 6 (12.24%) Data Modeller
5 4 (8.16%) DBA
6 3 (6.12%) Cassandra DBA
6 3 (6.12%) Java Developer
6 3 (6.12%) SAS Developer
7 2 (4.08%) Architect
7 2 (4.08%) Business Analyst
7 2 (4.08%) Data Analyst
7 2 (4.08%) Data Architect
7 2 (4.08%) Data Manager
7 2 (4.08%) Lead Project Manager
7 2 (4.08%) Project Manager
7 2 (4.08%) Teradata Analyst
8 1 (2.04%) Project Leader
8 1 (2.04%) Support Analyst
Libraries, Frameworks & Software Standards
1 11 (22.45%) XML
2 9 (18.37%) Web Services
3 4 (8.16%) jQuery
4 3 (6.12%) Hibernate
4 3 (6.12%) J2EE
4 3 (6.12%) JPA
4 3 (6.12%) Spring
5 2 (4.08%) Ajax
5 2 (4.08%) HTML
5 2 (4.08%) JSON
5 2 (4.08%) Kafka
5 2 (4.08%) Oracle Fusion
5 2 (4.08%) SOAP
5 2 (4.08%) XSLT
6 1 (2.04%) FIX Protocol
6 1 (2.04%) Java EE
6 1 (2.04%) Lucene
6 1 (2.04%) WCF
6 1 (2.04%) WinForms
6 1 (2.04%) XSD
Miscellaneous
1 12 (24.49%) Data Structures
2 10 (20.41%) Analytical Skills
3 9 (18.37%) Data Centre
4 8 (16.33%) Computer Science
5 7 (14.29%) Management Information System
6 1 (2.04%) Replication
Operating Systems
1 3 (6.12%) Linux
1 3 (6.12%) Unix
2 1 (2.04%) Windows
Processes & Methodologies
1 27 (55.10%) Agile Software Development
2 13 (26.53%) Business Intelligence
3 12 (24.49%) ETL
4 11 (22.45%) Unit Testing
5 9 (18.37%) Data Governance
5 9 (18.37%) Data Integration
5 9 (18.37%) Dimensional Modelling
6 8 (16.33%) Data Acquisition
6 8 (16.33%) Logical Data Model
6 8 (16.33%) Master Data Management
6 8 (16.33%) Performance Monitoring
6 8 (16.33%) Physical Data Model
6 8 (16.33%) Translating Business Requirements
7 7 (14.29%) Data Cleansing
7 7 (14.29%) Data Management
8 6 (12.24%) Data Strategy
8 6 (12.24%) Problem-Solving
9 5 (10.20%) Information Security
9 5 (10.20%) IT Strategy
9 5 (10.20%) Stakeholder Management
Programming Languages
1 10 (20.41%) SQL
2 5 (10.20%) Python
3 4 (8.16%) Java
4 3 (6.12%) JavaScript
4 3 (6.12%) Shell Script
5 2 (4.08%) C#
6 1 (2.04%) Java 8
6 1 (2.04%) PowerShell
6 1 (2.04%) T-SQL
Qualifications
1 9 (18.37%) Degree
2 8 (16.33%) Computer Science Degree
2 8 (16.33%) Master's Degree
2 8 (16.33%) Security Cleared
3 5 (10.20%) SC Cleared
4 3 (6.12%) BPSS Clearance
5 1 (2.04%) MBCS
Quality Assurance & Compliance
1 6 (12.24%) Data Quality
2 3 (6.12%) GDPR
System Software
1 1 (2.04%) Apache Flume
1 1 (2.04%) Apache ZooKeeper
1 1 (2.04%) HDFS
Systems Management
1 3 (6.12%) Ansible
1 3 (6.12%) Opscode Chef
1 3 (6.12%) Puppet
2 1 (2.04%) Kibana
2 1 (2.04%) logstash
2 1 (2.04%) Oozie
2 1 (2.04%) Oracle Enterprise Manager
Vendors
1 18 (36.73%) Oracle
2 13 (26.53%) Teradata
3 9 (18.37%) Informatica
4 8 (16.33%) Netezza
5 7 (14.29%) Microsoft
6 4 (8.16%) SAP
7 3 (6.12%) Perforce
8 1 (2.04%) Ab Initio
8 1 (2.04%) Cloudera
8 1 (2.04%) Hortonworks
8 1 (2.04%) Talend
8 1 (2.04%) VMware