The table below looks at the statistics for Data Modelling skills in IT contracts advertised for the Cheshire region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Modelling over the 3 months to 29 September 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
29 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 45 65 29
Rank change year-on-year
+20 -36
Contract jobs citing Data Modelling 22 13 42
As % of all contract IT jobs located in Cheshire 2.76% 1.12% 5.24%
As % of the Processes & Methodologies category 3.24% 1.31% 6.89%
Number of daily rates quoted 18 10 26
Median daily rate £418 £488 £375
Median daily rate % change year-on-year
-14.35% +30.00%
90% offered a daily rate of more than £375 £423 £269
10% offered a daily rate of more than £623 £639 £635
UK excluding London median daily rate £420 £450 £413
% change year-on-year
-6.66% +9.09%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £39.00 £33.00 £30.00
% change year-on-year
+18.18% +10.00%
Data Modelling
North West

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in contract jobs advertised in the Cheshire region.

Processes & Methodologies Category
Cheshire
Contract IT job ads with a match in the
Processes & Methodologies category
680 994 610
As % of all contract IT jobs located in Cheshire 85.43% 85.40% 76.15%
Number of daily rates quoted 487 682 328
Median daily rate £413 £450 £413
Median daily rate % change year-on-year
-8.33% +9.09%
90% offered a daily rate of more than £288 £325 £275
10% offered a daily rate of more than £600 £600 £563
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 17 28 42
Median hourly rate £21.00 £17.33 £28.00
Median hourly rate % change year-on-year
+21.17% -38.10%
90% offered a hourly rate of more than £13.00 £12.35 £15.00
10% offered a hourly rate of more than £39.00 £37.50 £45.00
UK excluding London median hourly rate £32.66 £34.00 £26.00
% change year-on-year
-3.95% +30.76%

Data Modelling
Jobs Demand Trend in Cheshire

The demand trend of contract jobs across the Cheshire region citing Data Modelling as a proportion of all IT contracts with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Cheshire

Data Modelling
Daily Rate Trend in Cheshire

This chart provides the 3-month moving average for daily rates quoted in IT contract jobs citing Data Modelling across the Cheshire region.

Data Modelling Daily Rate Trend in Cheshire

Data Modelling
Daily Rate Histogram in Cheshire

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Modelling across the Cheshire region over the 3 months to 29 September 2016.

Data Modelling Daily Rate Histogram in Cheshire

Data Modelling
Hourly Rate Trend in Cheshire

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

Data Modelling Hourly Rate Trend in Cheshire

Data Modelling
Contract Job Locations in Cheshire

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 Cheshire region over the 3 months to 29 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Warrington +17 9 £600 -4.76%
Macclesfield +2 3 £500 -
Chester - 1 - - 1
Data Modelling
North West

Data Modelling
Top 30 Related IT Skills in Cheshire

For the 6 months to 29 September 2016, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Cheshire region with a requirement for Data Modelling.

1 22 (51.16%) Agile Software Development
2 20 (46.51%) ETL
3 18 (41.86%) Talend Open Studio
3 18 (41.86%) Talend
4 16 (37.21%) SQL
5 14 (32.56%) Data Warehouse
6 13 (30.23%) Finance
7 11 (25.58%) Oracle
7 11 (25.58%) Analytics
8 10 (23.26%) Amazon AWS
8 10 (23.26%) Relational Database
9 9 (20.93%) Amazon Redshift
9 9 (20.93%) Scrum
10 7 (16.28%) Pharmaceutical
10 7 (16.28%) ERwin
10 7 (16.28%) E-Commerce
10 7 (16.28%) Business Intelligence
10 7 (16.28%) Star Schema
10 7 (16.28%) Hyperion
10 7 (16.28%) Performance Management
10 7 (16.28%) Oracle BI EE
10 7 (16.28%) MDX
10 7 (16.28%) Essbase
10 7 (16.28%) Data Mart
10 7 (16.28%) Performance Tuning
11 6 (13.95%) Mentoring
11 6 (13.95%) Informatica
11 6 (13.95%) Ab Initio
12 5 (11.63%) SQL Server
12 5 (11.63%) OLAP

Data Modelling
Top Related IT Skills in Cheshire 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 2 (4.65%) SAS
Business Applications
1 1 (2.33%) Salesforce.com CRM
1 1 (2.33%) SAP MDM
Cloud Services
1 10 (23.26%) Amazon AWS
2 2 (4.65%) Amazon Kinesis
2 2 (4.65%) Amazon S3
2 2 (4.65%) AWS Elastic Beanstalk
3 1 (2.33%) Veeva
Database & Business Intelligence
1 14 (32.56%) Data Warehouse
2 10 (23.26%) Relational Database
3 9 (20.93%) Amazon Redshift
4 7 (16.28%) Data Mart
4 7 (16.28%) Essbase
4 7 (16.28%) Oracle BI EE
4 7 (16.28%) Star Schema
5 5 (11.63%) OLAP
5 5 (11.63%) Oracle OLAP
5 5 (11.63%) SQL Server
6 4 (9.30%) Big Data
6 4 (9.30%) PostgreSQL
7 3 (6.98%) MySQL
7 3 (6.98%) Oracle Reports
8 2 (4.65%) Hadoop
8 2 (4.65%) MongoDB
8 2 (4.65%) SQL Server Analysis Services
8 2 (4.65%) SQL Server Integration Services
8 2 (4.65%) SQL Server Reporting Services
9 1 (2.33%) Apache Hive
Development Applications
1 18 (41.86%) Talend Open Studio
2 7 (16.28%) ERwin
3 3 (6.98%) JIRA
4 2 (4.65%) JUnit
5 1 (2.33%) Eclipse
5 1 (2.33%) Git (software)
5 1 (2.33%) Gradle
5 1 (2.33%) IntelliJ
5 1 (2.33%) Jenkins
5 1 (2.33%) JProfiler
5 1 (2.33%) Maven
5 1 (2.33%) SonarQube
General
1 13 (30.23%) Finance
2 7 (16.28%) Pharmaceutical
3 5 (11.63%) Banking
4 3 (6.98%) Retail
5 2 (4.65%) Advertising
6 1 (2.33%) Corporate Banking
Job Titles
1 15 (34.88%) Developer
2 7 (16.28%) Architect
2 7 (16.28%) Consultant
3 6 (13.95%) Analyst
3 6 (13.95%) Business Analyst
3 6 (13.95%) Designer
3 6 (13.95%) Hyperion Developer
3 6 (13.95%) OBIEE Developer
3 6 (13.95%) Senior Designer
4 5 (11.63%) Data Architect
4 5 (11.63%) Data Modeller
5 4 (9.30%) DBA
5 4 (9.30%) OBIEE Consultant
6 3 (6.98%) ETL Developer
6 3 (6.98%) Hyperion Consultant
7 2 (4.65%) Essbase Developer
7 2 (4.65%) Hyperion Essbase Developer
7 2 (4.65%) Java Developer
7 2 (4.65%) Solutions Architect
7 2 (4.65%) Talend Developer
Libraries, Frameworks & Software Standards
1 7 (16.28%) MDX
2 3 (6.98%) REST
3 2 (4.65%) Hibernate
3 2 (4.65%) Java EE
3 2 (4.65%) JPA
3 2 (4.65%) SOAP
3 2 (4.65%) Spring
3 2 (4.65%) Web Services
4 1 (2.33%) Ajax
4 1 (2.33%) AngularJS
4 1 (2.33%) Backbone.js
4 1 (2.33%) Dropwizard
4 1 (2.33%) J2EE
4 1 (2.33%) jQuery
4 1 (2.33%) JSON
4 1 (2.33%) Spring Boot
4 1 (2.33%) Velocity
4 1 (2.33%) XML
Miscellaneous
1 5 (11.63%) Data Integration
1 5 (11.63%) Data Structures
2 3 (6.98%) Analytical Skills
2 3 (6.98%) Informatics
2 3 (6.98%) Life Science
3 2 (4.65%) Management Information System
3 2 (4.65%) Ontologies
3 2 (4.65%) Taxonomies
4 1 (2.33%) Computer Science
4 1 (2.33%) Credit Risk
4 1 (2.33%) Mainframe
4 1 (2.33%) Visualisation
Operating Systems
1 1 (2.33%) zOS
Processes & Methodologies
1 22 (51.16%) Agile Software Development
2 20 (46.51%) ETL
3 11 (25.58%) Analytics
4 9 (20.93%) Scrum
5 7 (16.28%) Business Intelligence
5 7 (16.28%) E-Commerce
5 7 (16.28%) Performance Management
5 7 (16.28%) Performance Tuning
6 6 (13.95%) Mentoring
7 5 (11.63%) Continuous Integration
7 5 (11.63%) Data Analysis
7 5 (11.63%) Performance Monitoring
7 5 (11.63%) TOGAF
8 4 (9.30%) Data Architecture
8 4 (9.30%) Data Governance
8 4 (9.30%) Data Management
8 4 (9.30%) Logical Data Model
8 4 (9.30%) Physical Data Model
8 4 (9.30%) Reverse Engineering
8 4 (9.30%) User Stories
Programming Languages
1 16 (37.21%) SQL
2 5 (11.63%) Java
3 2 (4.65%) T-SQL
4 1 (2.33%) JavaScript
4 1 (2.33%) PL/SQL
4 1 (2.33%) VBA
Qualifications
1 1 (2.33%) Degree
Quality Assurance & Compliance
1 3 (6.98%) Data Quality
System Software
1 2 (4.65%) Docker
Vendors
1 18 (41.86%) Talend
2 11 (25.58%) Oracle
3 7 (16.28%) Hyperion
4 6 (13.95%) Ab Initio
4 6 (13.95%) Informatica
5 2 (4.65%) Microsoft
5 2 (4.65%) Salesforce.com
5 2 (4.65%) SAP
5 2 (4.65%) Teradata
6 1 (2.33%) Concur
6 1 (2.33%) IBM
6 1 (2.33%) Infor
6 1 (2.33%) Perforce
6 1 (2.33%) Tableau