Period
to 17 November 2017

The following table provides summary statistics for contract job vacancies advertised in Cheshire 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 17 November 2017 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
North West > Cheshire
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 48 50 90
Rank change year-on-year +2 +40 -48
Contract jobs citing Data Modelling 42 50 23
As % of all contract IT jobs advertised in Cheshire 3.13% 3.37% 1.10%
As % of the Processes & Methodologies category 3.72% 3.90% 1.31%
Number of daily rates quoted 38 41 17
Cheshire median daily rate £420 £475 £450
Median daily rate % change year-on-year -11.58% +5.56% +20.00%
10th Percentile £301 £356 £324
90th Percentile £530 £675 £670
North West median daily rate £450 £425 £475
% change year-on-year +5.88% -10.53% +18.75%
Number of hourly rates quoted 2 0 2
Cheshire median hourly rate £19.00 - £33.50
10th Percentile £18.75 - £31.65
90th Percentile £19.25 - £34.95
North West median hourly rate £43.11 - £33.50

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 Cheshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheshire
Contract vacancies with a requirement for process or methodology skills 1128 1283 1755
As % of all contract IT jobs advertised in Cheshire 83.99% 86.40% 84.25%
Number of daily rates quoted 805 917 1152
Cheshire median daily rate £420 £400 £420
Median daily rate % change year-on-year +5.00% -4.76% +8.39%
10th Percentile £263 £244 £275
90th Percentile £623 £613 £599
North West median daily rate £400 £400 £400
Number of hourly rates quoted 42 32 59
Cheshire median hourly rate £14.42 £19.64 £17.50
Median hourly rate % change year-on-year -26.59% +12.24% -5.41%
10th Percentile £11.25 £13.00 £12.87
90th Percentile £34.80 £38.93 £37.50
North West median hourly rate £27.00 £22.85 £30.52
% change year-on-year +18.19% -25.15% +64.97%

Data Modelling
Job Vacancy Trend in Cheshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Cheshire.

Job vacancy trend for Data Modelling in Cheshire

Data Modelling
Contractor Daily Rate Trend in Cheshire

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

Contractor daily rate trend for Data Modelling in Cheshire

Data Modelling
Contractor Daily Rate Histogram in Cheshire

The daily rate distribution of IT jobs citing Data Modelling in Cheshire over the 6 months to 17 November 2017.

Contractor daily rate histogram for Data Modelling in Cheshire

Data Modelling
Contractor Hourly Rate Trend in Cheshire

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

Contractor hourly rate trend for Data Modelling 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 6 months to 17 November 2017. 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
Knutsford - 12 £450 -
Alderley Edge - 7 £425 -
Chester +14 6 £500 -3.61% 1
Crewe - 5 £325 -
Macclesfield -2 4 £403 -19.50%
Warrington +2 1 £340 -43.33% 2
Data Modelling
North West

For the 6 months to 17 November 2017, 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 24 (57.14%) Finance
2 18 (42.86%) SQL
3 17 (40.48%) Oracle
3 17 (40.48%) Agile Software Development
4 14 (33.33%) Hibernate
4 14 (33.33%) Perforce
4 14 (33.33%) JUnit
4 14 (33.33%) Java
4 14 (33.33%) OO
4 14 (33.33%) RDBMS
4 14 (33.33%) Spring
4 14 (33.33%) Unit Testing
4 14 (33.33%) Test Automation
4 14 (33.33%) JPA
4 14 (33.33%) Relational Database
5 13 (30.95%) TDD
6 12 (28.57%) Banking
6 12 (28.57%) SOAP
6 12 (28.57%) Web Services
6 12 (28.57%) REST
6 12 (28.57%) Java EE
6 12 (28.57%) Spring Boot
6 12 (28.57%) Git (software)
7 10 (23.81%) Data Analysis
8 9 (21.43%) Master Data Management
8 9 (21.43%) Data Management
8 9 (21.43%) ETL
9 8 (19.05%) Migration
9 8 (19.05%) Data Cleansing
10 7 (16.67%) JProfiler

Data Modelling
Co-occurring 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 3 (7.14%) SharePoint
2 2 (4.76%) Apache Solr
2 2 (4.76%) Elasticsearch
3 1 (2.38%) Confluence
3 1 (2.38%) SAS
Applications
1 5 (11.90%) Microsoft Office
2 3 (7.14%) MS Visio
Business Applications
1 1 (2.38%) Oracle SCM
1 1 (2.38%) SAP CO
1 1 (2.38%) SAP FI
1 1 (2.38%) SAP FI/CO
Cloud Services
1 3 (7.14%) Slack
1 3 (7.14%) Trello
Database & Business Intelligence
1 14 (33.33%) RDBMS
1 14 (33.33%) Relational Database
2 7 (16.67%) Data Warehouse
3 4 (9.52%) Data Mining
3 4 (9.52%) SQL Server
4 3 (7.14%) Big Data
4 3 (7.14%) BusinessObjects
4 3 (7.14%) Data Mart
4 3 (7.14%) DataStage
4 3 (7.14%) Geospatial Data
4 3 (7.14%) IBM InfoSphere
4 3 (7.14%) MongoDB
4 3 (7.14%) Spatial Data
5 1 (2.38%) GIS
Development Applications
1 14 (33.33%) JUnit
2 12 (28.57%) Git (software)
3 7 (16.67%) Eclipse
3 7 (16.67%) Gradle
3 7 (16.67%) JProfiler
4 5 (11.90%) IntelliJ
4 5 (11.90%) Jenkins
4 5 (11.90%) Maven
4 5 (11.90%) SonarQube
5 2 (4.76%) JIRA
6 1 (2.38%) ERwin
General
1 24 (57.14%) Finance
2 12 (28.57%) Banking
3 6 (14.29%) Pharmaceutical
4 1 (2.38%) Retail Banking
Job Titles
1 20 (47.62%) Developer
2 14 (33.33%) Java Developer
3 11 (26.19%) Analyst
4 9 (21.43%) Data Analyst
5 7 (16.67%) Data Modeller
6 3 (7.14%) Business Analyst
6 3 (7.14%) DataStage Developer
6 3 (7.14%) ETL Developer
6 3 (7.14%) SAP Analyst
6 3 (7.14%) SAP Data Analyst
6 3 (7.14%) Technical Analyst
7 2 (4.76%) Agile Developer
7 2 (4.76%) Agile Java Developer
7 2 (4.76%) Architect
7 2 (4.76%) Data Architect
7 2 (4.76%) Financial Analyst
7 2 (4.76%) SAP MDM Analyst
8 1 (2.38%) Business Data Analyst
8 1 (2.38%) Implementation Analyst
8 1 (2.38%) Java/J2EE Developer
Libraries, Frameworks & Software Standards
1 14 (33.33%) Hibernate
1 14 (33.33%) JPA
1 14 (33.33%) Spring
2 12 (28.57%) Java EE
2 12 (28.57%) REST
2 12 (28.57%) SOAP
2 12 (28.57%) Spring Boot
2 12 (28.57%) Web Services
3 7 (16.67%) XML
4 3 (7.14%) JSON
5 2 (4.76%) Ajax
5 2 (4.76%) HTML
5 2 (4.76%) J2EE
5 2 (4.76%) jQuery
5 2 (4.76%) RESTful
5 2 (4.76%) XSLT
6 1 (2.38%) FIX Protocol
6 1 (2.38%) Velocity
Miscellaneous
1 5 (11.90%) Reference Data
2 2 (4.76%) Data Structures
2 2 (4.76%) State Machine
Processes & Methodologies
1 17 (40.48%) Agile Software Development
2 14 (33.33%) OO
2 14 (33.33%) Test Automation
2 14 (33.33%) Unit Testing
3 13 (30.95%) TDD
4 10 (23.81%) Data Analysis
5 9 (21.43%) Data Management
5 9 (21.43%) ETL
5 9 (21.43%) Master Data Management
6 8 (19.05%) Data Cleansing
6 8 (19.05%) Migration
7 7 (16.67%) Data Protection
7 7 (16.67%) RAD
7 7 (16.67%) Scrum
8 6 (14.29%) Business Intelligence
9 5 (11.90%) Business Analysis
9 5 (11.90%) Data Mapping
9 5 (11.90%) Dimensional Modelling
9 5 (11.90%) Domain-Driven Design
9 5 (11.90%) Event-Driven Architecture
Programming Languages
1 18 (42.86%) SQL
2 14 (33.33%) Java
3 5 (11.90%) JavaScript
4 1 (2.38%) MATLAB
4 1 (2.38%) Python
4 1 (2.38%) R
Qualifications
1 1 (2.38%) AAT
1 1 (2.38%) ACCA
1 1 (2.38%) CIMA
Quality Assurance & Compliance
1 5 (11.90%) Data Quality
System Software
1 3 (7.14%) Tivoli Workload Scheduler
Systems Management
1 3 (7.14%) Tivoli
Vendors
1 17 (40.48%) Oracle
2 14 (33.33%) Perforce
3 5 (11.90%) Microsoft
3 5 (11.90%) SAP
4 4 (9.52%) IDERA
5 3 (7.14%) IBM
6 1 (2.38%) BMC