The following table provides summary statistics for permanent job vacancies advertised in Bristol 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 3 months to 22 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
South West / Bristol
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 128 109 91
Rank change year-on-year -19 -18  
Permanent jobs citing Data Modelling 12 16 42
As % of all permanent IT jobs advertised in Bristol 0.65% 0.99% 2.18%
As % of the Processes & Methodologies category 0.72% 1.10% 2.46%
Number of salaries quoted 10 16 34
Median salary £41,500 £39,000 £37,500
Median salary % change year-on-year +6.41% +4.00%  
90% offered a salary of more than £34,250 £36,700 £25,650
10% offered a salary of more than £47,500 £41,750 £51,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Bristol with a requirement for process and methodology skills.

Process & Methodology Skills
Bristol
Permanent job vacancies with a requirement for process and methodology skills 1659 1461 1707
As % of all permanent IT job vacancies advertised in Bristol 89.97% 90.52% 88.72%
Number of salaries quoted 1385 1260 1468
Median salary £45,000 £42,500 £42,000
Median salary % change year-on-year +5.88% +1.19%  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £68,500 £65,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in Bristol

The job posting trend of jobs advertised in Bristol citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Bristol

Data Modelling
Salary Trend in Bristol

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

Salary trend for Data Modelling in Bristol

Data Modelling
Salary Histogram in Bristol

The salary distribution of IT jobs citing Data Modelling in Bristol over the 3 months to 22 June 2017.

Salary histogram for Data Modelling in Bristol

For the 6 months to 22 June 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 Bristol region with a requirement for Data Modelling.

1 16 (66.67%) SQL
2 11 (45.83%) SQL Server
3 10 (41.67%) Business Intelligence
4 6 (25.00%) Microsoft
5 5 (20.83%) OO
5 5 (20.83%) Data Warehouse
5 5 (20.83%) CSS
5 5 (20.83%) T-SQL
5 5 (20.83%) .NET
5 5 (20.83%) C#
5 5 (20.83%) HTML
5 5 (20.83%) Management Information System
5 5 (20.83%) MVC
5 5 (20.83%) Agile Software Development
5 5 (20.83%) SQL Server Reporting Services
5 5 (20.83%) Unit Testing
6 4 (16.67%) Umbraco
6 4 (16.67%) SQL Server Integration Services
6 4 (16.67%) .NET Framework
6 4 (16.67%) Degree
6 4 (16.67%) Data Analysis
6 4 (16.67%) TDD
6 4 (16.67%) NUnit
6 4 (16.67%) Visual Studio Team System
6 4 (16.67%) Microsoft Azure
6 4 (16.67%) Dependency Injection
6 4 (16.67%) Rhino Mocks
6 4 (16.67%) BDD
6 4 (16.67%) Azure SQL Database
6 4 (16.67%) Entity Framework

Data Modelling
Co-occurring IT Skills in Bristol 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 4 (16.67%) CMS
1 4 (16.67%) Umbraco
2 2 (8.33%) Mule
2 2 (8.33%) SharePoint
Applications
1 2 (8.33%) Microsoft Excel
1 2 (8.33%) MS Visio
Business Applications
1 1 (4.17%) SAP Oil and Gas
Cloud Services
1 4 (16.67%) Microsoft Azure
2 2 (8.33%) Amazon AWS
2 2 (8.33%) Amazon EMR
Communications & Networking
1 1 (4.17%) SAN
Database & Business Intelligence
1 11 (45.83%) SQL Server
2 5 (20.83%) Data Warehouse
2 5 (20.83%) SQL Server Reporting Services
3 4 (16.67%) Azure SQL Database
3 4 (16.67%) SQL Server Integration Services
4 3 (12.50%) Crystal Reports
4 3 (12.50%) QlikView
4 3 (12.50%) SQL Server Analysis Services
5 2 (8.33%) Amazon DynamoDB
5 2 (8.33%) Amazon RDS
5 2 (8.33%) Amazon Redshift
5 2 (8.33%) Big Data
5 2 (8.33%) Geospatial Data
5 2 (8.33%) GIS
5 2 (8.33%) Hadoop
5 2 (8.33%) Microsoft Power View
5 2 (8.33%) MySQL
5 2 (8.33%) Oracle Reports
5 2 (8.33%) PerformancePoint
5 2 (8.33%) Spatial Data
Development Applications
1 4 (16.67%) NuGet
1 4 (16.67%) NUnit
1 4 (16.67%) Rhino Mocks
1 4 (16.67%) Visual Studio Team System
1 4 (16.67%) webpack
General
1 4 (16.67%) Games
1 4 (16.67%) Publishing
2 3 (12.50%) Finance
3 1 (4.17%) Electronics
3 1 (4.17%) Manufacturing
3 1 (4.17%) Marketing
3 1 (4.17%) Telecoms
Job Titles
1 9 (37.50%) Analyst
1 9 (37.50%) Developer
2 5 (20.83%) C# Developer
3 4 (16.67%) Business Intelligence Analyst
4 3 (12.50%) Consultant
4 3 (12.50%) Data Analyst
5 2 (8.33%) Data Warehouse Developer
5 2 (8.33%) GIS Consultant
5 2 (8.33%) Report Analyst
5 2 (8.33%) Senior Consultant
5 2 (8.33%) Senior GIS Consultant
5 2 (8.33%) SQL Analyst
5 2 (8.33%) SQL Data Analyst
5 2 (8.33%) SSRS Analyst
6 1 (4.17%) .NET Software Developer
6 1 (4.17%) ASP.NET MVC Developer
6 1 (4.17%) C# .NET Developer
6 1 (4.17%) QlikView Analyst
6 1 (4.17%) SQL Reporting Analyst
6 1 (4.17%) SSIS Analyst
Libraries, Frameworks & Software Standards
1 5 (20.83%) .NET
1 5 (20.83%) CSS
1 5 (20.83%) HTML
2 4 (16.67%) .NET Framework
2 4 (16.67%) ASP.NET Web API
2 4 (16.67%) Entity Framework
2 4 (16.67%) Redux
2 4 (16.67%) Unity (Game Engine)
2 4 (16.67%) Unity DI Container
3 1 (4.17%) ASP.NET
3 1 (4.17%) ASP.NET MVC
3 1 (4.17%) ASP.NET MVC 4
3 1 (4.17%) EDI
3 1 (4.17%) HTML5
3 1 (4.17%) REST
3 1 (4.17%) SOAP
3 1 (4.17%) Spring
3 1 (4.17%) Web Services
3 1 (4.17%) WPF
3 1 (4.17%) XML
Miscellaneous
1 5 (20.83%) Management Information System
2 1 (4.17%) Analytical Skills
2 1 (4.17%) Clustering
2 1 (4.17%) Computer Science
2 1 (4.17%) Data Structures
2 1 (4.17%) Greenfield Project
2 1 (4.17%) iPad
2 1 (4.17%) N-Tier
Processes & Methodologies
1 10 (41.67%) Business Intelligence
2 5 (20.83%) Agile Software Development
2 5 (20.83%) MVC
2 5 (20.83%) OO
2 5 (20.83%) Unit Testing
3 4 (16.67%) Analytics
3 4 (16.67%) BDD
3 4 (16.67%) Data Analysis
3 4 (16.67%) Dependency Injection
3 4 (16.67%) Don't repeat yourself (DRY)
3 4 (16.67%) ETL
3 4 (16.67%) Migration
3 4 (16.67%) Presales
3 4 (16.67%) SOLID
3 4 (16.67%) TDD
4 3 (12.50%) Data Analytics
4 3 (12.50%) Data Integration
4 3 (12.50%) Data Migration
4 3 (12.50%) Project Management
5 2 (8.33%) Data Architecture
Programming Languages
1 16 (66.67%) SQL
2 5 (20.83%) C#
2 5 (20.83%) T-SQL
3 4 (16.67%) JavaScript
3 4 (16.67%) TypeScript
4 3 (12.50%) C
5 2 (8.33%) Java
5 2 (8.33%) PL/SQL
Qualifications
1 4 (16.67%) Degree
2 1 (4.17%) SC Cleared
2 1 (4.17%) Security Cleared
Quality Assurance & Compliance
1 2 (8.33%) Data Quality
1 2 (8.33%) QA
Vendors
1 6 (25.00%) Microsoft
2 4 (16.67%) Oracle
3 2 (8.33%) IBM
3 2 (8.33%) Remedy
4 1 (4.17%) SAP
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