Period
to 25 September 2018

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 25 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
North West > Cheshire
6 months to
25 Sep 2018
Same period 2017 Same period 2016
Rank 91 133 95
Rank change year-on-year +42 -38 +60
Permanent jobs citing Data Modelling 74 42 44
As % of all permanent IT jobs advertised in Cheshire 2.68% 1.48% 2.09%
As % of the Processes & Methodologies category 2.87% 1.64% 2.37%
Number of salaries quoted 61 31 37
Cheshire median annual salary £47,500 £47,500 £32,500
Median salary % change year-on-year - +46.15% -18.75%
10th Percentile £36,250 £38,250 £27,000
90th Percentile £69,000 £77,500 £61,250
North West median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.22%

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 2,581 2,555 1,860
As % of all permanent IT jobs advertised in Cheshire 93.51% 90.22% 88.49%
Number of salaries quoted 1,942 1,926 1,604
Cheshire median annual salary £45,000 £42,000 £37,500
Median salary % change year-on-year +7.14% +12.00% -6.25%
10th Percentile £26,250 £25,500 £22,500
90th Percentile £70,000 £61,875 £57,500
North West median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

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 25 September 2018.

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 25 September 2018. 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
Chester +16 22 £45,000 +4.65% 1
Warrington +17 16 £47,500 +5.56% 1
Wilmslow +7 9 £40,250 -0.62%
Crewe +13 4 £42,500 -45.16%
Runcorn - 4 £47,500 - 1
Knutsford -1 2 - -
Nantwich - 2 £32,500 -
Ellesmere Port +7 1 £52,500 +10.53%
Data Modelling
North West

For the 6 months to 25 September 2018, 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 33 (44.59%) SQL
2 31 (41.89%) Business Intelligence
3 24 (32.43%) Data Warehouse
3 24 (32.43%) Agile Software Development
4 23 (31.08%) ETL
4 23 (31.08%) SQL Server
5 22 (29.73%) Data Analysis
5 22 (29.73%) SQL Server Integration Services
6 17 (22.97%) T-SQL
7 16 (21.62%) Microsoft
7 16 (21.62%) Problem-Solving
8 15 (20.27%) Finance
9 14 (18.92%) Visualisation
10 13 (17.57%) SQL Server Reporting Services
10 13 (17.57%) Project Management
10 13 (17.57%) Java
11 12 (16.22%) Business Analysis
11 12 (16.22%) Service Delivery
12 11 (14.86%) Web Services
13 10 (13.51%) Data Architecture
13 10 (13.51%) Analytics
13 10 (13.51%) Decision-Making
13 10 (13.51%) Analytical Skills
14 9 (12.16%) REST
14 9 (12.16%) Big Data
14 9 (12.16%) TOGAF
15 8 (10.81%) Casewise
15 8 (10.81%) Degree
15 8 (10.81%) .NET
15 8 (10.81%) Data Governance

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 6 (8.11%) Apache Spark
2 3 (4.05%) Apache Pig
3 2 (2.70%) Apache
Applications
1 2 (2.70%) Microsoft Office
2 1 (1.35%) Microsoft Excel
2 1 (1.35%) Microsoft PowerPoint
2 1 (1.35%) MS Visio
Business Applications
1 1 (1.35%) SAP CO
1 1 (1.35%) SAP FI
1 1 (1.35%) SAP FI/CO
1 1 (1.35%) SAP S/4HANA
Cloud Services
1 8 (10.81%) Amazon AWS
2 3 (4.05%) Cloud Computing
2 3 (4.05%) Microsoft Azure
3 2 (2.70%) Amazon EC2
3 2 (2.70%) Amazon EMR
4 1 (1.35%) Google Cloud Platform
Communications & Networking
1 6 (8.11%) Unified Communications
2 1 (1.35%) Internet
Database & Business Intelligence
1 24 (32.43%) Data Warehouse
2 23 (31.08%) SQL Server
3 22 (29.73%) SQL Server Integration Services
4 13 (17.57%) SQL Server Reporting Services
5 9 (12.16%) Big Data
6 8 (10.81%) NoSQL
6 8 (10.81%) SQL Server Analysis Services
7 6 (8.11%) Hadoop
8 4 (5.41%) Amazon Redshift
8 4 (5.41%) Relational Database
8 4 (5.41%) SSDT
9 3 (4.05%) Apache Hive
9 3 (4.05%) PostgreSQL
9 3 (4.05%) Qlik Sense
9 3 (4.05%) QlikView
10 2 (2.70%) Amazon Athena
10 2 (2.70%) Flink
10 2 (2.70%) MongoDB
10 2 (2.70%) Power BI
11 1 (1.35%) SQL Server 2014
Development Applications
1 6 (8.11%) Rational Rose
2 5 (6.76%) Git (software)
3 3 (4.05%) JIRA
4 1 (1.35%) JIRA Agile
General
1 15 (20.27%) Finance
2 6 (8.11%) Retail
3 4 (5.41%) Advertising
4 2 (2.70%) Banking
4 2 (2.70%) Investment Banking
4 2 (2.70%) Law
5 1 (1.35%) Back Office
Job Titles
1 31 (41.89%) Developer
2 17 (22.97%) Business Intelligence Developer
3 13 (17.57%) Architect
4 11 (14.86%) Business Developer
5 9 (12.16%) Analyst
6 8 (10.81%) SQL Developer
7 7 (9.46%) Solutions Architect
8 6 (8.11%) Data Warehouse Developer
9 5 (6.76%) Business Intelligence Analyst
9 5 (6.76%) Data Architect
9 5 (6.76%) Designer
9 5 (6.76%) Tableau Developer
10 4 (5.41%) Data Engineer
10 4 (5.41%) Senior Developer
10 4 (5.41%) Solutions Designer
11 3 (4.05%) Consultant
11 3 (4.05%) Data Analyst
11 3 (4.05%) Data Modeller
11 3 (4.05%) Senior Analyst
11 3 (4.05%) Technical Manager
Libraries, Frameworks & Software Standards
1 11 (14.86%) Web Services
2 9 (12.16%) REST
3 8 (10.81%) .NET
4 7 (9.46%) CSS
5 6 (8.11%) Middleware
5 6 (8.11%) SOAP
6 5 (6.76%) HTML
6 5 (6.76%) Kafka
7 3 (4.05%) AngularJS
7 3 (4.05%) EJB
7 3 (4.05%) HTML5
7 3 (4.05%) J2EE
7 3 (4.05%) JMS
7 3 (4.05%) JSON
7 3 (4.05%) RESTful
8 2 (2.70%) .NET Framework
8 2 (2.70%) ASP.NET
8 2 (2.70%) ASP.NET MVC
8 2 (2.70%) Entity Framework
8 2 (2.70%) Spark Streaming
Miscellaneous
1 10 (13.51%) Analytical Skills
2 7 (9.46%) Computer Science
3 6 (8.11%) Management Information System
4 4 (5.41%) Smart Meter
5 3 (4.05%) Fintech
6 2 (2.70%) CMDB
6 2 (2.70%) Reference Data
7 1 (1.35%) Infotainment
7 1 (1.35%) Internet of Things
7 1 (1.35%) Mainframe
7 1 (1.35%) Smart City
Operating Systems
1 3 (4.05%) Unix
2 1 (1.35%) Windows
Processes & Methodologies
1 31 (41.89%) Business Intelligence
2 24 (32.43%) Agile Software Development
3 23 (31.08%) ETL
4 22 (29.73%) Data Analysis
5 16 (21.62%) Problem-Solving
6 14 (18.92%) Visualisation
7 13 (17.57%) Project Management
8 12 (16.22%) Business Analysis
8 12 (16.22%) Service Delivery
9 10 (13.51%) Analytics
9 10 (13.51%) Data Architecture
9 10 (13.51%) Decision-Making
10 9 (12.16%) TOGAF
11 8 (10.81%) Data Governance
12 7 (9.46%) Data Engineering
12 7 (9.46%) Enterprise Architecture
12 7 (9.46%) Zachman Framework
13 6 (8.11%) CRM
13 6 (8.11%) ERP
13 6 (8.11%) Identity Access Management
Programming Languages
1 33 (44.59%) SQL
2 17 (22.97%) T-SQL
3 13 (17.57%) Java
4 7 (9.46%) Python
5 5 (6.76%) C#
5 5 (6.76%) JavaScript
6 3 (4.05%) PL/SQL
6 3 (4.05%) R
6 3 (4.05%) Scala
6 3 (4.05%) Shell Script
7 1 (1.35%) C++
7 1 (1.35%) VB
7 1 (1.35%) VB.NET
7 1 (1.35%) VBScript
Qualifications
1 8 (10.81%) Degree
2 6 (8.11%) Computer Science Degree
3 2 (2.70%) ISEB
3 2 (2.70%) Numerate Degree
Quality Assurance & Compliance
1 8 (10.81%) Data Quality
2 2 (2.70%) Actionable Recommendations
2 2 (2.70%) QA
Vendors
1 16 (21.62%) Microsoft
2 8 (10.81%) Casewise
3 6 (8.11%) Google
3 6 (8.11%) Oracle
4 5 (6.76%) Tableau
5 4 (5.41%) Twitter
6 3 (4.05%) Cloudera
6 3 (4.05%) ServiceNow
6 3 (4.05%) Talend
7 2 (2.70%) CA Agile Central
7 2 (2.70%) SAP
8 1 (1.35%) Atlassian
8 1 (1.35%) IBM
8 1 (1.35%) Informatica