Period
to 19 November 2017

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 6 months to 19 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
South West > Bristol
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 153 145 114
Rank change year-on-year -8 -31 +10
Permanent jobs citing Data Modelling 49 37 86
As % of all permanent IT jobs advertised in Bristol 1.29% 1.15% 2.27%
As % of the Processes & Methodologies category 1.41% 1.27% 2.52%
Number of salaries quoted 40 34 57
Bristol median annual salary £42,500 £39,000 £45,000
Median salary % change year-on-year +8.97% -13.33% +38.46%
10th Percentile £29,200 £29,125 £30,800
90th Percentile £61,025 £54,375 £75,000
South West median annual salary £42,500 £42,500 £47,500
% change year-on-year - -10.53% +5.56%

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 Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Permanent vacancies with a requirement for process or methodology skills 3487 2918 3417
As % of all permanent IT jobs advertised in Bristol 91.84% 90.93% 90.37%
Number of salaries quoted 2876 2468 2945
Bristol median annual salary £45,000 £44,000 £41,500
Median salary % change year-on-year +2.27% +6.02% +3.75%
10th Percentile £26,250 £27,500 £26,250
90th Percentile £67,500 £70,000 £67,500
South West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +3.90%

Data Modelling
Job Vacancy Trend in Bristol

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

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 6 months to 19 November 2017.

Salary histogram for Data Modelling in Bristol

For the 6 months to 19 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 Bristol region with a requirement for Data Modelling.

1 33 (67.35%) SQL
2 21 (42.86%) Business Intelligence
3 14 (28.57%) SQL Server
4 13 (26.53%) C
4 13 (26.53%) Microsoft Excel
4 13 (26.53%) SQL Server Reporting Services
5 12 (24.49%) SharePoint
5 12 (24.49%) T-SQL
6 11 (22.45%) Management Information System
6 11 (22.45%) SQL Server Integration Services
7 10 (20.41%) QlikView
7 10 (20.41%) Unit Testing
7 10 (20.41%) PL/SQL
7 10 (20.41%) Data Warehouse
8 9 (18.37%) MS Visio
8 9 (18.37%) Crystal Reports
8 9 (18.37%) Project Management
8 9 (18.37%) PerformancePoint
8 9 (18.37%) Analytics
8 9 (18.37%) Microsoft Power View
9 8 (16.33%) Tableau
9 8 (16.33%) Project Governance
9 8 (16.33%) Spatial Data
9 8 (16.33%) Geospatial Data
9 8 (16.33%) Degree
9 8 (16.33%) GIS
10 7 (14.29%) MVC
10 7 (14.29%) .NET
10 7 (14.29%) JavaScript
10 7 (14.29%) C#

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 12 (24.49%) SharePoint
2 6 (12.24%) CMS
2 6 (12.24%) Umbraco
3 1 (2.04%) Sitecore CMS
Applications
1 13 (26.53%) Microsoft Excel
2 9 (18.37%) MS Visio
Business Applications
1 2 (4.08%) Adobe Campaign
2 1 (2.04%) Remedy ITSM
2 1 (2.04%) SAP Hybris
Cloud Services
1 7 (14.29%) Microsoft Azure
2 6 (12.24%) npm
3 1 (2.04%) Amazon AWS
3 1 (2.04%) Dynamics 365
Communications & Networking
1 2 (4.08%) SMS
2 1 (2.04%) Broadband
2 1 (2.04%) VoIP
Database & Business Intelligence
1 14 (28.57%) SQL Server
2 13 (26.53%) SQL Server Reporting Services
3 11 (22.45%) SQL Server Integration Services
4 10 (20.41%) Data Warehouse
4 10 (20.41%) QlikView
5 9 (18.37%) Crystal Reports
5 9 (18.37%) Microsoft Power View
5 9 (18.37%) PerformancePoint
6 8 (16.33%) Geospatial Data
6 8 (16.33%) GIS
6 8 (16.33%) Spatial Data
7 5 (10.20%) Azure SQL Database
8 4 (8.16%) Power BI
8 4 (8.16%) SQL Server Analysis Services
9 2 (4.08%) Oracle Reports
10 1 (2.04%) Big Data
10 1 (2.04%) BusinessObjects
10 1 (2.04%) OLAP
10 1 (2.04%) Oracle Database
10 1 (2.04%) Oracle OLAP
Development Applications
1 5 (10.20%) NuGet
1 5 (10.20%) NUnit
1 5 (10.20%) Rhino Mocks
1 5 (10.20%) Visual Studio Team System
1 5 (10.20%) webpack
2 1 (2.04%) Cucumber
2 1 (2.04%) Git (software)
2 1 (2.04%) git-flow
2 1 (2.04%) Grunt
2 1 (2.04%) gulp
2 1 (2.04%) JUnit
2 1 (2.04%) Selenium
2 1 (2.04%) Visual Studio
General
1 5 (10.20%) Electronics
1 5 (10.20%) Games
1 5 (10.20%) Publishing
2 4 (8.16%) Marketing
3 3 (6.12%) Telecoms
Job Titles
1 16 (32.65%) Analyst
2 11 (22.45%) Developer
3 8 (16.33%) Consultant
3 8 (16.33%) GIS Consultant
3 8 (16.33%) Senior Consultant
3 8 (16.33%) Senior GIS Consultant
4 5 (10.20%) Business Intelligence Analyst
4 5 (10.20%) C Software Engineer
4 5 (10.20%) C# Developer
4 5 (10.20%) C/C++ Software Engineer
4 5 (10.20%) C++ Software Engineer
4 5 (10.20%) Data Analyst
4 5 (10.20%) Software Engineer
5 4 (8.16%) Business Analyst
5 4 (8.16%) Business Intelligence Manager
5 4 (8.16%) Report Manager
5 4 (8.16%) SQL Analyst
6 3 (6.12%) Architect
6 3 (6.12%) Business Intelligence Developer
6 3 (6.12%) Report Analyst
Libraries, Frameworks & Software Standards
1 7 (14.29%) .NET
2 6 (12.24%) .NET Framework
2 6 (12.24%) ASP.NET Web API
2 6 (12.24%) CSS
2 6 (12.24%) HTML
3 5 (10.20%) Entity Framework
3 5 (10.20%) Qt
3 5 (10.20%) Redux
3 5 (10.20%) Unity (Game Engine)
3 5 (10.20%) Unity DI Container
4 2 (4.08%) AngularJS
4 2 (4.08%) Node.js
5 1 (2.04%) CSS3
5 1 (2.04%) Hibernate
5 1 (2.04%) HTML5
5 1 (2.04%) jQuery
5 1 (2.04%) Razor View Engine
5 1 (2.04%) REST
5 1 (2.04%) Spring MVC
5 1 (2.04%) Spring Security
Miscellaneous
1 11 (22.45%) Management Information System
2 5 (10.20%) Algorithms
3 1 (2.04%) Analytical Skills
3 1 (2.04%) Driving Licence
3 1 (2.04%) iPad
3 1 (2.04%) Mobile App
Operating Systems
1 5 (10.20%) Windows
Processes & Methodologies
1 21 (42.86%) Business Intelligence
2 10 (20.41%) Unit Testing
3 9 (18.37%) Analytics
3 9 (18.37%) Project Management
4 8 (16.33%) Project Governance
5 7 (14.29%) Agile Software Development
5 7 (14.29%) MVC
6 6 (12.24%) OO
6 6 (12.24%) SOLID
7 5 (10.20%) BDD
7 5 (10.20%) Business Analysis
7 5 (10.20%) Dependency Injection
7 5 (10.20%) Don't repeat yourself (DRY)
7 5 (10.20%) Machine Learning
7 5 (10.20%) Presales
7 5 (10.20%) Regression Testing
7 5 (10.20%) Scrum
7 5 (10.20%) Software Engineering
7 5 (10.20%) TDD
8 4 (8.16%) User Acceptance Testing
Programming Languages
1 33 (67.35%) SQL
2 13 (26.53%) C
3 12 (24.49%) T-SQL
4 10 (20.41%) PL/SQL
5 7 (14.29%) C#
5 7 (14.29%) JavaScript
6 5 (10.20%) C++
6 5 (10.20%) Python
6 5 (10.20%) TypeScript
7 2 (4.08%) R
8 1 (2.04%) Java
8 1 (2.04%) VBA
Qualifications
1 8 (16.33%) Degree
Quality Assurance & Compliance
1 1 (2.04%) QA
Systems Management
1 3 (6.12%) Systems Management Server (SMS)
Vendors
1 8 (16.33%) Tableau
2 6 (12.24%) Microsoft
3 3 (6.12%) Oracle
4 2 (4.08%) Adobe
4 2 (4.08%) Remedy
5 1 (2.04%) BMC
5 1 (2.04%) hybris
5 1 (2.04%) SAP
5 1 (2.04%) Sitecore
5 1 (2.04%) Xamarin