Period
to 16 July 2019

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 6 months to 16 July 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Cheshire
6 months to
16 Jul 2019
Same period 2018 Same period 2017
Rank 102 95 133
Rank change year-on-year -7 +38 -8
Permanent jobs citing Data Modelling 40 81 29
As % of all permanent IT jobs advertised in Cheshire 1.94% 2.57% 1.12%
As % of the Processes & Methodologies category 2.10% 2.76% 1.24%
Number of salaries quoted 31 60 16
Cheshire median annual salary £55,000 £45,250 £45,000
Median salary % change year-on-year +21.55% +0.56% +50.00%
10th Percentile £29,500 £35,875 £36,000
90th Percentile £83,750 £65,000 £63,125
North West median annual salary £51,147 £47,500 £47,500
% change year-on-year +7.68% - +10.47%

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

All Process and Methodology Skills
Cheshire
Permanent vacancies with a requirement for process or methodology skills 1,903 2,936 2,334
As % of all permanent IT jobs advertised in Cheshire 92.24% 93.09% 90.19%
Number of salaries quoted 1,392 2,188 1,784
Cheshire median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% +6.67%
10th Percentile £26,300 £26,554 £25,000
90th Percentile £68,750 £67,500 £60,000
North West median annual salary £45,000 £44,000 £40,000
% change year-on-year +2.27% +10.00% -

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
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 6 months to 16 July 2019.

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 6 months to 16 July 2019. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Warrington +13 12 £55,000 +15.79%
Knutsford +19 10 £49,250 +3.68%
Crewe +7 3 £32,000 -24.71%
Wilmslow -2 1 £70,000 +72.84%
Chester -13 1 £62,500 +35.14% 5
Data Modelling
North West

For the 6 months to 16 July 2019, IT 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 permanent job ads across the Cheshire region with a requirement for Data Modelling.

1 18 (45.00%) SQL
2 14 (35.00%) Agile Software Development
3 13 (32.50%) Finance
4 12 (30.00%) Analytical Skills
5 10 (25.00%) Banking
5 10 (25.00%) SQL Server
5 10 (25.00%) Business Intelligence
6 9 (22.50%) Degree
7 8 (20.00%) Analytics
7 8 (20.00%) Microsoft
7 8 (20.00%) Business Analysis
8 7 (17.50%) Data Management
8 7 (17.50%) TDD
8 7 (17.50%) Java
8 7 (17.50%) Web Services
8 7 (17.50%) Test Automation
9 6 (15.00%) RESTful
9 6 (15.00%) Refactoring
9 6 (15.00%) IIBA
9 6 (15.00%) Master Data Management
9 6 (15.00%) Data Quality
9 6 (15.00%) Mobile Payment
9 6 (15.00%) Contactless
9 6 (15.00%) Microsoft Office
9 6 (15.00%) SOA
9 6 (15.00%) ISEB
9 6 (15.00%) PMI
9 6 (15.00%) PMI Certification
9 6 (15.00%) Chip and PIN
9 6 (15.00%) Data Warehouse

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:

Applications
1 6 (15.00%) Microsoft Office
2 3 (7.50%) Microsoft Excel
2 3 (7.50%) MS Visio
3 2 (5.00%) Microsoft PowerPoint
Business Applications
1 1 (2.50%) Dynamics CRM
Cloud Services
1 3 (7.50%) Microsoft Azure
1 3 (7.50%) Power Platform
2 1 (2.50%) Amazon AWS
Communications & Networking
1 1 (2.50%) Firewall
Database & Business Intelligence
1 10 (25.00%) SQL Server
2 6 (15.00%) Data Warehouse
3 4 (10.00%) MySQL
3 4 (10.00%) SQL Server Integration Services
4 3 (7.50%) Power BI
4 3 (7.50%) Relational Database
4 3 (7.50%) SQL Server 2012
4 3 (7.50%) SQL Server Reporting Services
5 2 (5.00%) Azure SQL Database
5 2 (5.00%) PostgreSQL
5 2 (5.00%) SQL Server Analysis Services
6 1 (2.50%) Big Data
6 1 (2.50%) Enterprise Data Warehouse
6 1 (2.50%) Hadoop
Development Applications
1 1 (2.50%) Rational DOORS
1 1 (2.50%) Team Foundation Server
General
1 13 (32.50%) Finance
2 10 (25.00%) Banking
3 1 (2.50%) Military
Job Titles
1 10 (25.00%) Developer
2 7 (17.50%) Analyst
2 7 (17.50%) Java Developer
3 6 (15.00%) Business Analyst
3 6 (15.00%) DBA
3 6 (15.00%) SQL DBA
4 5 (12.50%) Architect
4 5 (12.50%) Digital Analyst
4 5 (12.50%) Digital Business Analyst
5 3 (7.50%) Data Architect
6 2 (5.00%) Head of Technology
6 2 (5.00%) IT Manager
6 2 (5.00%) Senior Developer
6 2 (5.00%) Solutions Architect
6 2 (5.00%) Tableau Developer
7 1 (2.50%) Agile Business Analyst
7 1 (2.50%) Database Architect
7 1 (2.50%) Requirements Manager
7 1 (2.50%) Senior Data Analyst
7 1 (2.50%) Senior IT Manager
Libraries, Frameworks & Software Standards
1 7 (17.50%) Web Services
2 6 (15.00%) RESTful
2 6 (15.00%) Spring
3 1 (2.50%) Hibernate
3 1 (2.50%) MDX
Miscellaneous
1 12 (30.00%) Analytical Skills
2 6 (15.00%) Chip and PIN
2 6 (15.00%) Contactless
2 6 (15.00%) Mobile Payment
2 6 (15.00%) PMI
3 3 (7.50%) Management Information System
4 2 (5.00%) Data Structures
5 1 (2.50%) Greenfield Project
5 1 (2.50%) Self-Motivation
Operating Systems
1 2 (5.00%) Unix
2 1 (2.50%) Linux
2 1 (2.50%) Windows
2 1 (2.50%) Windows Server
Processes & Methodologies
1 14 (35.00%) Agile Software Development
2 10 (25.00%) Business Intelligence
3 8 (20.00%) Analytics
3 8 (20.00%) Business Analysis
4 7 (17.50%) Data Management
4 7 (17.50%) TDD
4 7 (17.50%) Test Automation
5 6 (15.00%) Community of Practice
5 6 (15.00%) Master Data Management
5 6 (15.00%) Refactoring
5 6 (15.00%) Remediation Plan
5 6 (15.00%) Scrum
5 6 (15.00%) SOA
5 6 (15.00%) Software Engineering
6 5 (12.50%) Data Strategy
6 5 (12.50%) Disaster Recovery
7 4 (10.00%) Data Analysis
7 4 (10.00%) ETL
7 4 (10.00%) Quality Management
7 4 (10.00%) Risk Assessment
Programming Languages
1 18 (45.00%) SQL
2 7 (17.50%) Java
3 2 (5.00%) T-SQL
4 1 (2.50%) C
4 1 (2.50%) C#
4 1 (2.50%) Data Analysis Expressions (DAX)
4 1 (2.50%) PL/SQL
4 1 (2.50%) Python
4 1 (2.50%) R
Qualifications
1 9 (22.50%) Degree
2 6 (15.00%) IIBA
2 6 (15.00%) ISEB
2 6 (15.00%) PMI Certification
Quality Assurance & Compliance
1 6 (15.00%) Data Quality
System Software
1 1 (2.50%) Hyper-V
1 1 (2.50%) VMware Infrastructure
Vendors
1 8 (20.00%) Microsoft
2 3 (7.50%) Ab Initio
2 3 (7.50%) Tableau
3 2 (5.00%) SAP
4 1 (2.50%) VMware