Period
to 22 November 2017

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 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Cheshire
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 122 102 161
Rank change year-on-year -20 +59 -42
Permanent jobs citing Data Modelling 56 46 27
As % of all permanent IT jobs advertised in Cheshire 1.82% 2.03% 0.84%
As % of the Processes & Methodologies category 2.05% 2.32% 0.95%
Number of salaries quoted 42 39 41
Cheshire median annual salary £46,000 £35,000 £40,000
Median salary % change year-on-year +31.43% -12.50% -5.88%
10th Percentile £37,750 £27,500 £37,000
90th Percentile £83,250 £61,250 £55,000
North West median annual salary £46,000 £45,000 £43,596
% change year-on-year +2.22% +3.22% +8.99%

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 2732 1984 2834
As % of all permanent IT jobs advertised in Cheshire 88.82% 87.44% 88.42%
Number of salaries quoted 2059 1678 2397
Cheshire median annual salary £45,000 £37,500 £40,000
Median salary % change year-on-year +20.00% -6.25% -
10th Percentile £26,250 £22,500 £22,500
90th Percentile £65,000 £60,000 £60,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

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 22 November 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 6 months to 22 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Warrington -5 11 £42,500 +21.43% 2
Knutsford -46 5 - - 2
Macclesfield - 4 £43,750 -
Sandbach - 4 - -
Crewe - 2 £56,250 -
Chester -20 1 £42,500 +6.25% 1
Nantwich - 1 £32,500 - 1
Data Modelling
North West

For the 6 months to 22 November 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 29 (51.79%) SQL
2 21 (37.50%) Business Intelligence
3 20 (35.71%) Data Warehouse
4 18 (32.14%) Microsoft
4 18 (32.14%) SQL Server
5 16 (28.57%) Finance
6 15 (26.79%) SQL Server Reporting Services
6 15 (26.79%) SQL Server Integration Services
6 15 (26.79%) T-SQL
7 14 (25.00%) Data Analysis
8 13 (23.21%) Agile Software Development
9 12 (21.43%) C#
10 11 (19.64%) .NET
11 10 (17.86%) UML
11 10 (17.86%) OO
11 10 (17.86%) Data Management
11 10 (17.86%) SQL Server Analysis Services
11 10 (17.86%) Power BI
12 9 (16.07%) QlikView
12 9 (16.07%) Banking
12 9 (16.07%) Java
12 9 (16.07%) JavaScript
12 9 (16.07%) ETL
13 8 (14.29%) Visual Studio
13 8 (14.29%) Windows
13 8 (14.29%) Oracle
13 8 (14.29%) XML
13 8 (14.29%) Computer Science
13 8 (14.29%) Degree
13 8 (14.29%) Data Quality

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 7 (12.50%) SAS
2 2 (3.57%) Elasticsearch
3 1 (1.79%) Apache Spark
3 1 (1.79%) Jupyter
Applications
1 7 (12.50%) Microsoft Excel
2 4 (7.14%) SPSS
Business Applications
1 3 (5.36%) Dynamics AX
1 3 (5.36%) Dynamics CRM
Cloud Services
1 4 (7.14%) Dynamics 365
2 1 (1.79%) Amazon AWS
Communications & Networking
1 2 (3.57%) Internet
2 1 (1.79%) Intranet
Database & Business Intelligence
1 20 (35.71%) Data Warehouse
2 18 (32.14%) SQL Server
3 15 (26.79%) SQL Server Integration Services
3 15 (26.79%) SQL Server Reporting Services
4 10 (17.86%) Power BI
4 10 (17.86%) SQL Server Analysis Services
5 9 (16.07%) QlikView
6 7 (12.50%) NoSQL
7 6 (10.71%) Relational Database
7 6 (10.71%) SQL Server 2012
8 5 (8.93%) Hadoop
8 5 (8.93%) Microsoft Analysis Services
8 5 (8.93%) SQL Server 2014
8 5 (8.93%) Star Schema
9 4 (7.14%) DTS
9 4 (7.14%) MongoDB
10 3 (5.36%) Big Data
10 3 (5.36%) Data Mining
10 3 (5.36%) RDBMS
11 1 (1.79%) Apache Cassandra
Development Applications
1 8 (14.29%) Visual Studio
2 6 (10.71%) SQL Server Management Studio (SSMS)
3 5 (8.93%) Git (software)
4 3 (5.36%) JIRA
5 2 (3.57%) Talend Open Studio
6 1 (1.79%) Eclipse
6 1 (1.79%) Gradle
6 1 (1.79%) JProfiler
6 1 (1.79%) JUnit
6 1 (1.79%) Sonatype Nexus
6 1 (1.79%) Subversion
General
1 16 (28.57%) Finance
2 9 (16.07%) Banking
3 7 (12.50%) Advertising
4 4 (7.14%) Marketing
5 2 (3.57%) Investment Banking
5 2 (3.57%) Law
Job Titles
1 23 (41.07%) Developer
2 11 (19.64%) Architect
3 8 (14.29%) Analyst
3 8 (14.29%) Data Architect
3 8 (14.29%) Data Modeller
3 8 (14.29%) SQL Developer
4 6 (10.71%) Business Intelligence Developer
4 6 (10.71%) SQL BI Developer
5 5 (8.93%) .NET Developer
5 5 (8.93%) Java Developer
6 4 (7.14%) Senior Developer
6 4 (7.14%) Senior Java Developer
7 3 (5.36%) Data Warehouse Developer
7 3 (5.36%) Enterprise Data Architect
7 3 (5.36%) Senior Analyst
8 2 (3.57%) Business Analyst
8 2 (3.57%) Data Analyst
8 2 (3.57%) Lead Architect
8 2 (3.57%) Oracle Developer
8 2 (3.57%) Solutions Architect
Libraries, Frameworks & Software Standards
1 11 (19.64%) .NET
2 8 (14.29%) XML
3 6 (10.71%) .NET Framework
3 6 (10.71%) ASP.NET
3 6 (10.71%) HTML
3 6 (10.71%) Web Services
4 5 (8.93%) ASP.NET MVC
4 5 (8.93%) CSS
4 5 (8.93%) Entity Framework
4 5 (8.93%) RESTful
5 4 (7.14%) Java EE
5 4 (7.14%) JDBC
5 4 (7.14%) ODBC
6 3 (5.36%) jQuery
7 2 (3.57%) JSON
8 1 (1.79%) Ajax
8 1 (1.79%) Hibernate
8 1 (1.79%) JPA
8 1 (1.79%) Lucene
8 1 (1.79%) Spring
Miscellaneous
1 8 (14.29%) Computer Science
2 7 (12.50%) Analytical Skills
3 5 (8.93%) Data Structures
3 5 (8.93%) Management Information System
3 5 (8.93%) Semantic Web
4 2 (3.57%) Algorithms
4 2 (3.57%) User Experience
5 1 (1.79%) Analytical Mindset
5 1 (1.79%) Greenfield Project
5 1 (1.79%) Mainframe
5 1 (1.79%) Mobile App
5 1 (1.79%) Reference Data
5 1 (1.79%) Wiki
Operating Systems
1 8 (14.29%) Windows
2 6 (10.71%) Linux
3 4 (7.14%) Windows Server
4 1 (1.79%) Unix
Processes & Methodologies
1 21 (37.50%) Business Intelligence
2 14 (25.00%) Data Analysis
3 13 (23.21%) Agile Software Development
4 10 (17.86%) Data Management
4 10 (17.86%) OO
4 10 (17.86%) UML
5 9 (16.07%) ETL
6 8 (14.29%) Analytics
7 6 (10.71%) Continuous Integration
7 6 (10.71%) Logical Data Model
7 6 (10.71%) Performance Optimisation
7 6 (10.71%) SDLC
8 5 (8.93%) Data Architecture
8 5 (8.93%) Data Integration
8 5 (8.93%) EAI
8 5 (8.93%) ERD
8 5 (8.93%) Master Data Management
8 5 (8.93%) Physical Data Model
8 5 (8.93%) Technical Architecture
8 5 (8.93%) Unit Testing
Programming Languages
1 29 (51.79%) SQL
2 15 (26.79%) T-SQL
3 12 (21.43%) C#
4 9 (16.07%) Java
4 9 (16.07%) JavaScript
5 5 (8.93%) R
6 4 (7.14%) VB.NET
6 4 (7.14%) VBScript
7 2 (3.57%) PL/SQL
7 2 (3.57%) Scala
8 1 (1.79%) ABAP
8 1 (1.79%) Python
8 1 (1.79%) VB
Qualifications
1 8 (14.29%) Degree
2 7 (12.50%) Computer Science Degree
3 4 (7.14%) Master's Degree
Quality Assurance & Compliance
1 8 (14.29%) Data Quality
2 4 (7.14%) QA
3 1 (1.79%) SLA
Systems Management
1 1 (1.79%) Kibana
1 1 (1.79%) Oozie
Vendors
1 18 (32.14%) Microsoft
2 8 (14.29%) Oracle
3 7 (12.50%) Tableau
4 6 (10.71%) Cognos
5 3 (5.36%) Teradata
6 2 (3.57%) Actuate
6 2 (3.57%) Talend
7 1 (1.79%) Cloudera
7 1 (1.79%) Perforce
7 1 (1.79%) SAP