The following table provides summary statistics for permanent job vacancies advertised in Cheshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 26 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
North West / Cheshire
3 months to
26 Jun 2017
Same period 2016 Same period 2015
Rank 102 81 108
Rank change year-on-year -21 +27  
Permanent jobs citing Data Modelling 14 7 20
As % of all permanent IT jobs advertised in Cheshire 0.96% 0.73% 1.17%
As % of the Processes & Methodologies category 1.09% 0.86% 1.29%
Number of salaries quoted 8 6 18
Median salary £46,250 £26,500 £40,000
Median salary % change year-on-year +74.52% -33.75%  
90% offered a salary of more than £37,800 £24,000 £35,350
10% offered a salary of more than £55,000 £29,000 £45,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cheshire with a requirement for process and methodology skills.

Process & Methodology Skills
Cheshire
Permanent job vacancies with a requirement for process and methodology skills 1283 814 1556
As % of all permanent IT job vacancies advertised in Cheshire 87.58% 85.41% 90.68%
Number of salaries quoted 943 700 1229
Median salary £42,500 £37,500 £40,000
Median salary % change year-on-year +13.33% -6.25%  
90% offered a salary of more than £30,000 £25,000 £27,500
10% offered a salary of more than £60,000 £60,000 £55,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in Cheshire

The job posting trend of jobs advertised in Cheshire citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Cheshire

Data Modelling
Salary Trend in Cheshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Cheshire.

Salary trend for Data Modelling in Cheshire

Data Modelling
Salary Histogram in Cheshire

The salary distribution of IT jobs citing Data Modelling in Cheshire over the 3 months to 26 June 2017.

Salary histogram for Data Modelling in Cheshire

Data Modelling
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Cheshire region over the 3 months to 26 June 2017. 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 Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Knutsford - 5 - - 1
Warrington - 5 £47,500 -
Chester -2 1 £43,500 +64.15% 1
Ellesmere Port - 1 £47,500 -
Sandbach - 1 - -
Wilmslow - 1 £40,500 -
Data Modelling
North West

For the 6 months to 26 June 2017, IT 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 job ads across the Cheshire region with a requirement for Data Modelling.

1 18 (69.23%) SQL
2 10 (38.46%) Data Warehouse
2 10 (38.46%) ETL
2 10 (38.46%) Business Intelligence
3 9 (34.62%) Analytical Skills
4 8 (30.77%) SQL Server Integration Services
5 7 (26.92%) Finance
5 7 (26.92%) Agile Software Development
6 6 (23.08%) Microsoft
6 6 (23.08%) Oracle
6 6 (23.08%) SQL Server
6 6 (23.08%) SQL Server Reporting Services
6 6 (23.08%) Data Analysis
6 6 (23.08%) Degree
6 6 (23.08%) SQL Server Analysis Services
7 5 (19.23%) Computer Science
7 5 (19.23%) Data Quality
7 5 (19.23%) PL/SQL
7 5 (19.23%) .NET
7 5 (19.23%) Teradata
7 5 (19.23%) Risk Management
7 5 (19.23%) Computer Science Degree
8 4 (15.38%) Master's Degree
8 4 (15.38%) Change Management
8 4 (15.38%) C#
8 4 (15.38%) Java
8 4 (15.38%) Windows
8 4 (15.38%) UML
8 4 (15.38%) OOA/OOD
8 4 (15.38%) OO

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 2 (7.69%) SAS
Applications
1 1 (3.85%) Microsoft Excel
Business Applications
1 3 (11.54%) Oracle EBS R12
Cloud Services
1 2 (7.69%) Microsoft Azure
Database & Business Intelligence
1 10 (38.46%) Data Warehouse
2 8 (30.77%) SQL Server Integration Services
3 6 (23.08%) SQL Server
3 6 (23.08%) SQL Server Analysis Services
3 6 (23.08%) SQL Server Reporting Services
4 3 (11.54%) Data Mining
4 3 (11.54%) Oracle Reports
4 3 (11.54%) Relational Database
5 2 (7.69%) Azure SQL Data Warehouse
5 2 (7.69%) Big Data
5 2 (7.69%) Enterprise Data Warehouse
5 2 (7.69%) Hadoop
5 2 (7.69%) MongoDB
5 2 (7.69%) QlikView
5 2 (7.69%) Star Schema
6 1 (3.85%) Cognos Report Studio
6 1 (3.85%) DTS
6 1 (3.85%) KNIME
6 1 (3.85%) PowerPivot
6 1 (3.85%) SAS Enterprise Miner
Development Applications
1 3 (11.54%) JIRA
1 3 (11.54%) Oracle Forms
General
1 7 (26.92%) Finance
2 3 (11.54%) Banking
2 3 (11.54%) Manufacturing
3 2 (7.69%) Advertising
3 2 (7.69%) Legal
3 2 (7.69%) Marketing
3 2 (7.69%) Retail
Job Titles
1 14 (53.85%) Developer
2 7 (26.92%) Architect
3 4 (15.38%) Data Warehouse Developer
3 4 (15.38%) Oracle Developer
4 3 (11.54%) Analyst
4 3 (11.54%) Data Architect
4 3 (11.54%) Java Architect
4 3 (11.54%) Java Developer
4 3 (11.54%) Senior Architect
4 3 (11.54%) Senior Developer
4 3 (11.54%) Senior Java Architect
4 3 (11.54%) Senior Java Developer
5 2 (7.69%) Business Intelligence Developer
5 2 (7.69%) Data Warehouse Architect
5 2 (7.69%) Delivery Project Manager
5 2 (7.69%) Project Manager
5 2 (7.69%) SQL Developer
6 1 (3.85%) Data Modeller
6 1 (3.85%) Delivery Manager
6 1 (3.85%) PL/SQL Developer
Libraries, Frameworks & Software Standards
1 5 (19.23%) .NET
2 4 (15.38%) Java EE
2 4 (15.38%) RESTful
3 3 (11.54%) JDBC
3 3 (11.54%) ODBC
4 1 (3.85%) .NET Framework
4 1 (3.85%) ASP.NET
Miscellaneous
1 9 (34.62%) Analytical Skills
2 5 (19.23%) Computer Science
3 3 (11.54%) Data Structures
3 3 (11.54%) Life Science
4 2 (7.69%) Management Information System
5 1 (3.85%) Reference Data
Operating Systems
1 4 (15.38%) Windows
1 4 (15.38%) Windows Server
2 3 (11.54%) Linux
3 2 (7.69%) Unix
Processes & Methodologies
1 10 (38.46%) Business Intelligence
1 10 (38.46%) ETL
2 7 (26.92%) Agile Software Development
3 6 (23.08%) Data Analysis
4 5 (19.23%) Risk Management
5 4 (15.38%) Change Management
5 4 (15.38%) Data Architecture
5 4 (15.38%) DevOps
5 4 (15.38%) Kimball Methodology
5 4 (15.38%) OO
5 4 (15.38%) OOA/OOD
5 4 (15.38%) SDLC
5 4 (15.38%) Software Architecture
5 4 (15.38%) UML
6 3 (11.54%) Analytics
6 3 (11.54%) Data Integration
6 3 (11.54%) Data Mapping
6 3 (11.54%) Metadata Management
6 3 (11.54%) Project Management
7 2 (7.69%) Workflow
Programming Languages
1 18 (69.23%) SQL
2 5 (19.23%) PL/SQL
3 4 (15.38%) C#
3 4 (15.38%) Java
4 2 (7.69%) JavaScript
4 2 (7.69%) Perl
4 2 (7.69%) Python
4 2 (7.69%) R
4 2 (7.69%) Ruby
5 1 (3.85%) Shell Script
5 1 (3.85%) T-SQL
5 1 (3.85%) VB
Qualifications
1 6 (23.08%) Degree
2 5 (19.23%) Computer Science Degree
3 4 (15.38%) Master's Degree
Quality Assurance & Compliance
1 5 (19.23%) Data Quality
2 4 (15.38%) QA
Vendors
1 6 (23.08%) Microsoft
1 6 (23.08%) Oracle
2 5 (19.23%) Teradata
3 3 (11.54%) Cognos
4 2 (7.69%) CA
4 2 (7.69%) CA Agile Central
5 1 (3.85%) Actuate
5 1 (3.85%) Tableau