Period
to 16 January 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 January 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Cheshire
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 94 112 100
Rank change year-on-year +18 -12 +58
Permanent jobs citing Data Modelling 46 63 42
As % of all permanent IT jobs advertised in Cheshire 2.16% 1.97% 1.87%
As % of the Processes & Methodologies category 2.30% 2.15% 2.07%
Number of salaries quoted 42 48 32
Cheshire median annual salary £53,750 £45,000 £37,500
Median salary % change year-on-year +19.44% +20.00% -25.00%
10th Percentile £45,000 £32,500 £31,250
90th Percentile £73,275 £80,250 £61,250
North West median annual salary £55,000 £45,000 £42,500
% change year-on-year +22.22% +5.88% -15.00%

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 2,002 2,928 2,030
As % of all permanent IT jobs advertised in Cheshire 93.99% 91.44% 90.18%
Number of salaries quoted 1,507 2,195 1,651
Cheshire median annual salary £45,000 £45,000 £37,500
Median salary % change year-on-year - +20.00% -6.25%
10th Percentile £26,250 £27,500 £22,500
90th Percentile £70,000 £66,250 £60,500
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 January 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 January 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 +14 19 £55,000 +29.41%
Chester +26 4 £45,000 +28.57% 2
Crewe +9 2 £82,500 +46.67% 1
Ellesmere Port - 1 £52,500 -
Data Modelling
North West

For the 6 months to 16 January 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 26 (56.52%) SQL
2 17 (36.96%) Agile Software Development
3 14 (30.43%) Java
3 14 (30.43%) Web Services
4 13 (28.26%) SQL Server
4 13 (28.26%) Problem-Solving
5 12 (26.09%) Business Intelligence
6 11 (23.91%) ETL
6 11 (23.91%) Data Architecture
7 10 (21.74%) Finance
7 10 (21.74%) Data Warehouse
8 9 (19.57%) Microsoft
9 8 (17.39%) SOA
9 8 (17.39%) TDD
9 8 (17.39%) Data Analysis
9 8 (17.39%) Spring
9 8 (17.39%) Software Engineering
9 8 (17.39%) Refactoring
9 8 (17.39%) Test Automation
9 8 (17.39%) RESTful
9 8 (17.39%) Analytical Skills
10 7 (15.22%) SQL Server Integration Services
10 7 (15.22%) T-SQL
10 7 (15.22%) Oracle
11 6 (13.04%) PL/SQL
11 6 (13.04%) Project Management
11 6 (13.04%) Mainframe
11 6 (13.04%) Casewise
11 6 (13.04%) TOGAF
11 6 (13.04%) Performance Tuning

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 (6.52%) SharePoint
2 2 (4.35%) Apache
2 2 (4.35%) IIS
2 2 (4.35%) JBoss
2 2 (4.35%) Tomcat
2 2 (4.35%) WebLogic
3 1 (2.17%) SharePoint 2010
Applications
1 4 (8.70%) Microsoft Office
2 3 (6.52%) Microsoft PowerPoint
2 3 (6.52%) MS Visio
3 2 (4.35%) Microsoft Excel
Business Applications
1 2 (4.35%) SAP HR
Cloud Services
1 1 (2.17%) Amazon AWS
Communications & Networking
1 3 (6.52%) Unified Communications
2 2 (4.35%) Kerberos
Database & Business Intelligence
1 13 (28.26%) SQL Server
2 10 (21.74%) Data Warehouse
3 7 (15.22%) SQL Server Integration Services
4 6 (13.04%) Relational Database
5 5 (10.87%) DB2
6 3 (6.52%) DB2 UDB
6 3 (6.52%) MariaDB
6 3 (6.52%) MongoDB
6 3 (6.52%) NoSQL
6 3 (6.52%) OLTP
6 3 (6.52%) PostgreSQL
7 2 (4.35%) Enterprise Data Warehouse
7 2 (4.35%) MySQL
7 2 (4.35%) SQL Server Analysis Services
7 2 (4.35%) SQL Server Reporting Services
8 1 (2.17%) OLAP
8 1 (2.17%) OLAP Cube
8 1 (2.17%) Power BI
8 1 (2.17%) SQL Server 2016
Development Applications
1 3 (6.52%) Rational Rose
2 1 (2.17%) Team Foundation Server
General
1 10 (21.74%) Finance
2 5 (10.87%) Banking
3 2 (4.35%) Investment Banking
3 2 (4.35%) Retail
Job Titles
1 19 (41.30%) Developer
2 11 (23.91%) Architect
3 10 (21.74%) Java Developer
4 8 (17.39%) Data Architect
5 7 (15.22%) Business Intelligence Developer
6 6 (13.04%) Business Developer
6 6 (13.04%) DBA
7 4 (8.70%) Analyst
7 4 (8.70%) DB2 DBA
7 4 (8.70%) Head of Technology
8 3 (6.52%) Data Warehouse Developer
8 3 (6.52%) Designer
8 3 (6.52%) Senior Developer
8 3 (6.52%) Solutions Architect
8 3 (6.52%) Solutions Designer
9 2 (4.35%) Access Developer
9 2 (4.35%) Data Modeller
9 2 (4.35%) Tableau Developer
9 2 (4.35%) TOGAF Architect
10 1 (2.17%) Cloud Engineer
Libraries, Frameworks & Software Standards
1 14 (30.43%) Web Services
2 8 (17.39%) RESTful
2 8 (17.39%) Spring
3 5 (10.87%) .NET
4 3 (6.52%) CSS
4 3 (6.52%) Middleware
4 3 (6.52%) REST
4 3 (6.52%) SOAP
5 2 (4.35%) LDAP
5 2 (4.35%) SAML
5 2 (4.35%) SPNEGO
5 2 (4.35%) XACML
6 1 (2.17%) MDX
Miscellaneous
1 8 (17.39%) Analytical Skills
2 6 (13.04%) Mainframe
3 4 (8.70%) Management Information System
3 4 (8.70%) Self-Motivation
4 3 (6.52%) Fintech
5 2 (4.35%) CMDB
5 2 (4.35%) Greenfield Project
5 2 (4.35%) PKI
6 1 (2.17%) Reference Data
6 1 (2.17%) Smart City
6 1 (2.17%) Smart Meter
Operating Systems
1 3 (6.52%) Unix
Processes & Methodologies
1 17 (36.96%) Agile Software Development
2 13 (28.26%) Problem-Solving
3 12 (26.09%) Business Intelligence
4 11 (23.91%) Data Architecture
4 11 (23.91%) ETL
5 8 (17.39%) Data Analysis
5 8 (17.39%) Refactoring
5 8 (17.39%) SOA
5 8 (17.39%) Software Engineering
5 8 (17.39%) TDD
5 8 (17.39%) Test Automation
6 6 (13.04%) Decision-Making
6 6 (13.04%) DevOps
6 6 (13.04%) Performance Tuning
6 6 (13.04%) Project Management
6 6 (13.04%) Strategic Thinking
6 6 (13.04%) TOGAF
7 5 (10.87%) Computer Science
7 5 (10.87%) Identity Access Management
8 4 (8.70%) Risk Assessment
Programming Languages
1 26 (56.52%) SQL
2 14 (30.43%) Java
3 7 (15.22%) T-SQL
4 6 (13.04%) PL/SQL
5 2 (4.35%) Python
6 1 (2.17%) C++
6 1 (2.17%) PowerShell
6 1 (2.17%) R
6 1 (2.17%) VB
Qualifications
1 3 (6.52%) Computer Science Degree
1 3 (6.52%) Degree
2 2 (4.35%) CEH
2 2 (4.35%) CISA
2 2 (4.35%) CISM
2 2 (4.35%) CISSP
Quality Assurance & Compliance
1 5 (10.87%) Data Quality
2 4 (8.70%) Actionable Recommendations
3 2 (4.35%) QA
System Software
1 2 (4.35%) Active Directory
Systems Management
1 2 (4.35%) Single Sign-On
Vendors
1 9 (19.57%) Microsoft
2 7 (15.22%) Oracle
3 6 (13.04%) Casewise
4 3 (6.52%) SAP
4 3 (6.52%) ServiceNow
5 2 (4.35%) Ping Identity
5 2 (4.35%) Tableau
6 1 (2.17%) RedGate