Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cardiff 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
South Wales > Cardiff
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 66 104 108
Rank change year-on-year +38 +4 -8
Permanent jobs citing Data Modelling 12 10 9
As % of all permanent IT jobs advertised in Cardiff 1.47% 0.72% 0.58%
As % of the Processes & Methodologies category 1.60% 0.81% 0.68%
Number of salaries quoted 10 9 6
Cardiff median annual salary £40,000 £40,000 £52,500
Median salary % change year-on-year - -23.81% -16.00%
10th Percentile £21,250 £32,000 £26,916
90th Percentile £54,875 £63,750 £65,000
South Wales median annual salary £40,000 £35,000 £35,000
% change year-on-year +14.29% - -34.88%

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 Cardiff with a requirement for process or methodology skills.

All Process and Methodology Skills
Cardiff
Permanent vacancies with a requirement for process or methodology skills 749 1228 1331
As % of all permanent IT jobs advertised in Cardiff 91.68% 88.92% 85.16%
Number of salaries quoted 663 1112 1129
Cardiff median annual salary £39,000 £36,000 £36,500
Median salary % change year-on-year +8.33% -1.37% +4.29%
10th Percentile £24,250 £22,500 £23,500
90th Percentile £56,000 £55,000 £55,000
South Wales median annual salary £39,000 £37,500 £36,779
% change year-on-year +4.00% +1.96% +5.08%

Data Modelling
Job Vacancy Trend in Cardiff

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

Job vacancy trend for Data Modelling in Cardiff

Data Modelling
Salary Trend in Cardiff

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

Salary trend for Data Modelling in Cardiff

Data Modelling
Salary Histogram in Cardiff

The salary distribution of IT jobs citing Data Modelling in Cardiff over the 6 months to 24 November 2017.

Salary histogram for Data Modelling in Cardiff

For the 6 months to 24 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 Cardiff region with a requirement for Data Modelling.

1 7 (58.33%) SQL Server
1 7 (58.33%) Business Intelligence
1 7 (58.33%) Agile Software Development
2 6 (50.00%) Data Warehouse
3 5 (41.67%) SQL
3 5 (41.67%) Data Mining
3 5 (41.67%) ETL
3 5 (41.67%) SQL Server Reporting Services
3 5 (41.67%) Finance
4 4 (33.33%) Validation
4 4 (33.33%) Microsoft
4 4 (33.33%) T-SQL
4 4 (33.33%) Kimball Methodology
5 3 (25.00%) Analytics
5 3 (25.00%) Analytical Skills
5 3 (25.00%) Data Structures
5 3 (25.00%) Oracle
5 3 (25.00%) Test Strategy
5 3 (25.00%) Java
5 3 (25.00%) UML
5 3 (25.00%) Project Management
5 3 (25.00%) Informatica
5 3 (25.00%) SQL Server Integration Services
5 3 (25.00%) Team Foundation Server
5 3 (25.00%) Security Architecture
5 3 (25.00%) Technical Architecture
5 3 (25.00%) Degree
5 3 (25.00%) Dimensional Modelling
5 3 (25.00%) BPMN
5 3 (25.00%) Software Engineering

Data Modelling
Co-occurring IT Skills in Cardiff 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 1 (8.33%) SharePoint
Applications
1 1 (8.33%) Microsoft Excel
1 1 (8.33%) MS Visio
Database & Business Intelligence
1 7 (58.33%) SQL Server
2 6 (50.00%) Data Warehouse
3 5 (41.67%) Data Mining
3 5 (41.67%) SQL Server Reporting Services
4 3 (25.00%) SQL Server Integration Services
5 2 (16.67%) BusinessObjects
5 2 (16.67%) WhereScape RED
6 1 (8.33%) Big Data
6 1 (8.33%) Crystal Reports
6 1 (8.33%) Hadoop
6 1 (8.33%) Microsoft Power View
6 1 (8.33%) Oracle Reports
6 1 (8.33%) PerformancePoint
6 1 (8.33%) QlikView
Development Applications
1 3 (25.00%) Team Foundation Server
General
1 5 (41.67%) Finance
2 3 (25.00%) Retail
3 2 (16.67%) Law
4 1 (8.33%) Manufacturing
Job Titles
1 4 (33.33%) Analyst
1 4 (33.33%) Business Intelligence Developer
1 4 (33.33%) Developer
2 3 (25.00%) Business Analyst
2 3 (25.00%) Graduate
2 3 (25.00%) Graduate Analyst
2 3 (25.00%) Graduate Business Analyst
3 2 (16.67%) Software Engineer
4 1 (8.33%) Business Intelligence Analyst
4 1 (8.33%) Data Manager
4 1 (8.33%) Data Warehouse Developer
4 1 (8.33%) Report Analyst
4 1 (8.33%) Senior Analyst
4 1 (8.33%) Senior Business Intelligence Analyst
4 1 (8.33%) Senior Reporting Analyst
4 1 (8.33%) Senior Software Engineer
4 1 (8.33%) Senior Solutions Architect
4 1 (8.33%) Software Programmer
4 1 (8.33%) SQL Developer
4 1 (8.33%) Team Leader
Libraries, Frameworks & Software Standards
1 2 (16.67%) .NET
2 1 (8.33%) ADO.NET
2 1 (8.33%) ASP.NET
Miscellaneous
1 3 (25.00%) Analytical Skills
1 3 (25.00%) Data Structures
2 1 (8.33%) Driving Licence
2 1 (8.33%) Management Information System
Processes & Methodologies
1 7 (58.33%) Agile Software Development
1 7 (58.33%) Business Intelligence
2 5 (41.67%) ETL
3 4 (33.33%) Kimball Methodology
3 4 (33.33%) Validation
4 3 (25.00%) Analytics
4 3 (25.00%) BPMN
4 3 (25.00%) Dimensional Modelling
4 3 (25.00%) Project Management
4 3 (25.00%) Scrum
4 3 (25.00%) Security Architecture
4 3 (25.00%) Software Engineering
4 3 (25.00%) Technical Architecture
4 3 (25.00%) Test Strategy
4 3 (25.00%) UML
5 2 (16.67%) Acceptance Criteria
5 2 (16.67%) Capacity Planning
5 2 (16.67%) Customer-Centricity
5 2 (16.67%) Process Improvement
5 2 (16.67%) SDLC
Programming Languages
1 5 (41.67%) SQL
2 4 (33.33%) T-SQL
3 3 (25.00%) Java
4 1 (8.33%) C#
4 1 (8.33%) PL/SQL
4 1 (8.33%) Python
4 1 (8.33%) VB.NET
Qualifications
1 3 (25.00%) Degree
Quality Assurance & Compliance
1 2 (16.67%) QA
1 2 (16.67%) SLA
Vendors
1 4 (33.33%) Microsoft
2 3 (25.00%) Informatica
2 3 (25.00%) Oracle
3 2 (16.67%) Teradata
4 1 (8.33%) Remedy