Period
to 15 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Chester 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Cheshire > Chester
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 28 57 33
Rank change year-on-year +29 -24 +33
Permanent jobs citing Data Modelling 15 1 14
As % of all permanent IT jobs advertised in Chester 6.61% 0.25% 4.93%
As % of the Processes & Methodologies category 6.98% 0.27% 5.53%
Number of salaries quoted 13 1 13
Chester median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -15.79%
10th Percentile £39,000 £41,250 £31,250
90th Percentile £60,000 £43,750 £49,500
Cheshire median annual salary £50,000 £45,000 £36,000
% change year-on-year +11.11% +25.00% -15.29%

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 Chester with a requirement for process or methodology skills.

All Process and Methodology Skills
Chester
Permanent vacancies with a requirement for process or methodology skills 215 372 253
As % of all permanent IT jobs advertised in Chester 94.71% 92.08% 89.08%
Number of salaries quoted 188 324 201
Chester median annual salary £45,000 £42,500 £38,500
Median salary % change year-on-year +5.88% +10.39% -9.41%
10th Percentile £26,250 £26,075 £24,500
90th Percentile £69,125 £60,000 £60,000
Cheshire median annual salary £45,000 £45,000 £37,500
% change year-on-year - +20.00% -6.25%

Data Modelling
Job Vacancy Trend in Chester

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Chester.

Job vacancy trend for Data Modelling in Chester

Data Modelling
Salary Trend in Chester

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

Salary trend for Data Modelling in Chester

Data Modelling
Salary Histogram in Chester

The salary distribution of IT jobs citing Data Modelling in Chester over the 6 months to 15 December 2018.

Salary histogram for Data Modelling in Chester

For the 6 months to 15 December 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 Chester region with a requirement for Data Modelling.

1 12 (80.00%) SQL
1 12 (80.00%) Business Intelligence
2 10 (66.67%) SQL Server
2 10 (66.67%) ETL
2 10 (66.67%) Data Analysis
3 9 (60.00%) SQL Server Integration Services
3 9 (60.00%) Data Warehouse
4 8 (53.33%) T-SQL
5 7 (46.67%) Microsoft
5 7 (46.67%) Decision-Making
5 7 (46.67%) Problem-Solving
6 4 (26.67%) Data Engineering
6 4 (26.67%) Big Data
7 3 (20.00%) Apache Spark
7 3 (20.00%) Amazon AWS
7 3 (20.00%) NoSQL
7 3 (20.00%) Kafka
7 3 (20.00%) Computer Science Degree
7 3 (20.00%) Java
7 3 (20.00%) Agile Software Development
7 3 (20.00%) TDD
7 3 (20.00%) Degree
7 3 (20.00%) SQL Server Reporting Services
7 3 (20.00%) Computer Science
7 3 (20.00%) Hadoop
7 3 (20.00%) Visualisation
8 2 (13.33%) Amazon EC2
8 2 (13.33%) Data Cleansing
8 2 (13.33%) JIRA
8 2 (13.33%) Mathematics

Data Modelling
Co-occurring IT Skills in Chester 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 (20.00%) Apache Spark
2 2 (13.33%) Apache
3 1 (6.67%) Apache Pig
Business Applications
1 1 (6.67%) SAP CO
1 1 (6.67%) SAP FI
1 1 (6.67%) SAP FI/CO
1 1 (6.67%) SAP S/4HANA
Cloud Services
1 3 (20.00%) Amazon AWS
2 2 (13.33%) Amazon EC2
2 2 (13.33%) Amazon EMR
2 2 (13.33%) Cloud Computing
3 1 (6.67%) Microsoft Azure
Communications & Networking
1 1 (6.67%) Internet
Database & Business Intelligence
1 10 (66.67%) SQL Server
2 9 (60.00%) Data Warehouse
2 9 (60.00%) SQL Server Integration Services
3 4 (26.67%) Big Data
4 3 (20.00%) Hadoop
4 3 (20.00%) NoSQL
4 3 (20.00%) SQL Server Reporting Services
5 2 (13.33%) Amazon Athena
5 2 (13.33%) Amazon Redshift
5 2 (13.33%) Flink
5 2 (13.33%) MongoDB
5 2 (13.33%) SQL Server Analysis Services
6 1 (6.67%) Apache Hive
6 1 (6.67%) BusinessObjects
6 1 (6.67%) BusinessObjects Business Intelligence
6 1 (6.67%) IBM InfoSphere
6 1 (6.67%) Power BI
6 1 (6.67%) Qlik Sense
6 1 (6.67%) QlikView
6 1 (6.67%) SAP Data Services
Development Applications
1 2 (13.33%) JIRA
2 1 (6.67%) Git (software)
General
1 1 (6.67%) Back Office
Job Titles
1 9 (60.00%) Business Intelligence Developer
1 9 (60.00%) Developer
2 8 (53.33%) Business Developer
3 3 (20.00%) Data Warehouse Developer
4 2 (13.33%) Data Engineer
5 1 (6.67%) Analyst
5 1 (6.67%) Big Data Engineer
5 1 (6.67%) Business Intelligence Analyst
5 1 (6.67%) Business Intelligence Data Analyst
5 1 (6.67%) Consultant
5 1 (6.67%) Data Analyst
5 1 (6.67%) Data Migration Lead
5 1 (6.67%) Presales Solution Architect
5 1 (6.67%) QlikView Consultant
5 1 (6.67%) SAP Data Migration Lead
5 1 (6.67%) Senior Analyst
5 1 (6.67%) Senior Business Intelligence Analyst
5 1 (6.67%) Senior Data Analyst
5 1 (6.67%) Senior Data Engineer
5 1 (6.67%) Solutions Architect
Libraries, Frameworks & Software Standards
1 3 (20.00%) Kafka
2 2 (13.33%) Spark Streaming
2 2 (13.33%) Web Services
3 1 (6.67%) AngularJS
3 1 (6.67%) CSS
3 1 (6.67%) EJB
3 1 (6.67%) HTML
3 1 (6.67%) HTML5
3 1 (6.67%) J2EE
3 1 (6.67%) JMS
3 1 (6.67%) JSON
3 1 (6.67%) REST
3 1 (6.67%) RESTful
Miscellaneous
1 2 (13.33%) Analytical Skills
2 1 (6.67%) Infotainment
2 1 (6.67%) Internet of Things
2 1 (6.67%) Management Information System
Processes & Methodologies
1 12 (80.00%) Business Intelligence
2 10 (66.67%) Data Analysis
2 10 (66.67%) ETL
3 7 (46.67%) Decision-Making
3 7 (46.67%) Problem-Solving
4 4 (26.67%) Data Engineering
5 3 (20.00%) Agile Software Development
5 3 (20.00%) Computer Science
5 3 (20.00%) TDD
5 3 (20.00%) Visualisation
6 2 (13.33%) Change Management
6 2 (13.33%) Configuration Management
6 2 (13.33%) Dashboard Development
6 2 (13.33%) Data Cleansing
6 2 (13.33%) Data Ingestion
6 2 (13.33%) Data Visualisation
6 2 (13.33%) DevOps
6 2 (13.33%) Mathematics
6 2 (13.33%) Open Source
6 2 (13.33%) Stakeholder Engagement
Programming Languages
1 12 (80.00%) SQL
2 8 (53.33%) T-SQL
3 3 (20.00%) Java
4 2 (13.33%) Python
4 2 (13.33%) Scala
5 1 (6.67%) C#
5 1 (6.67%) JavaScript
Qualifications
1 3 (20.00%) Computer Science Degree
1 3 (20.00%) Degree
2 2 (13.33%) Numerate Degree
Quality Assurance & Compliance
1 2 (13.33%) Data Quality
Vendors
1 7 (46.67%) Microsoft
2 2 (13.33%) CA Agile Central
3 1 (6.67%) Cloudera
3 1 (6.67%) Google
3 1 (6.67%) IBM
3 1 (6.67%) Informatica
3 1 (6.67%) SAP
3 1 (6.67%) Talend