Period
to 19 January 2018

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

Data Modelling
Wales > South Wales
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 86 89 88
Rank change year-on-year +3 -1 +45
Permanent jobs citing Data Modelling 24 45 55
As % of all permanent IT jobs advertised in South Wales 1.77% 2.29% 2.34%
As % of the Processes & Methodologies category 2.00% 2.54% 2.80%
Number of salaries quoted 22 43 50
South Wales median annual salary £43,250 £35,000 £35,000
Median salary % change year-on-year +23.57% - -23.91%
10th Percentile £21,400 £28,250 £29,750
90th Percentile £61,125 £52,500 £50,000
Wales median annual salary £40,750 £35,000 £35,000
% change year-on-year +16.43% - -23.91%

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 South Wales with a requirement for process or methodology skills.

All Process and Methodology Skills
South Wales
Permanent vacancies with a requirement for process or methodology skills 1,203 1,772 1,967
As % of all permanent IT jobs advertised in South Wales 88.65% 90.32% 83.77%
Number of salaries quoted 1,057 1,591 1,719
South Wales median annual salary £38,500 £37,500 £36,779
Median salary % change year-on-year +2.67% +1.96% +5.08%
10th Percentile £23,750 £22,750 £22,500
90th Percentile £56,250 £56,250 £55,000
Wales median annual salary £40,000 £37,500 £36,000
% change year-on-year +6.67% +4.17% +1.69%

Data Modelling
Job Vacancy Trend in South Wales

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

Job vacancy trend for Data Modelling in South Wales

Data Modelling
Salary Trend in South Wales

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

Salary trend for Data Modelling in South Wales

Data Modelling
Salary Histogram in South Wales

The salary distribution of IT jobs citing Data Modelling in South Wales over the 6 months to 19 January 2018.

Salary histogram for Data Modelling in South Wales

Data Modelling
Job Locations in South Wales

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South Wales region over the 6 months to 19 January 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
Cardiff +34 14 £40,000 -15.79% 1
Newport -21 10 £51,475 +47.07% 2
Data Modelling
Wales

For the 6 months to 19 January 2018, 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 South Wales region with a requirement for Data Modelling.

1 10 (41.67%) Agile Software Development
2 8 (33.33%) Data Architecture
3 7 (29.17%) SQL Server
4 6 (25.00%) ETL
4 6 (25.00%) Business Intelligence
4 6 (25.00%) Data Warehouse
4 6 (25.00%) Data Analysis
4 6 (25.00%) Finance
4 6 (25.00%) Analytical Skills
5 5 (20.83%) Data Structures
5 5 (20.83%) BPMN
5 5 (20.83%) Validation
5 5 (20.83%) Data Mining
5 5 (20.83%) SQL
6 4 (16.67%) Java
6 4 (16.67%) UML
6 4 (16.67%) SQL Server Reporting Services
6 4 (16.67%) Degree
6 4 (16.67%) Data Governance
6 4 (16.67%) Kimball Methodology
6 4 (16.67%) Analytics
7 3 (12.50%) Data Transformation
7 3 (12.50%) Process Improvement
7 3 (12.50%) Test Strategy
7 3 (12.50%) Big Data
7 3 (12.50%) Team Foundation Server
7 3 (12.50%) Hadoop
7 3 (12.50%) Technical Architecture
7 3 (12.50%) Dimensional Modelling
7 3 (12.50%) Security Architecture

Data Modelling
Co-occurring IT Skills in South Wales 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:

Communications & Networking
1 1 (4.17%) Ethernet
1 1 (4.17%) Wireless
Database & Business Intelligence
1 7 (29.17%) SQL Server
2 6 (25.00%) Data Warehouse
3 5 (20.83%) Data Mining
4 4 (16.67%) SQL Server Reporting Services
5 3 (12.50%) Big Data
5 3 (12.50%) Hadoop
5 3 (12.50%) SQL Server Integration Services
6 2 (8.33%) BusinessObjects
6 2 (8.33%) WhereScape RED
7 1 (4.17%) NoSQL
Development Applications
1 3 (12.50%) Team Foundation Server
General
1 6 (25.00%) Finance
2 3 (12.50%) Retail
3 2 (8.33%) Law
3 2 (8.33%) Pharmaceutical
4 1 (4.17%) Legal
4 1 (4.17%) Manufacturing
Job Titles
1 7 (29.17%) Architect
2 6 (25.00%) Analyst
3 5 (20.83%) Business Analyst
3 5 (20.83%) Data Architect
4 4 (16.67%) Business Intelligence Developer
4 4 (16.67%) Developer
5 3 (12.50%) Graduate
5 3 (12.50%) Graduate Analyst
5 3 (12.50%) Graduate Business Analyst
5 3 (12.50%) Head of Architecture
5 3 (12.50%) Head of Data Architecture
5 3 (12.50%) Senior Architect
6 2 (8.33%) Process Analyst
6 2 (8.33%) Senior Data Architect
6 2 (8.33%) Software Engineer
7 1 (4.17%) Data Warehouse Developer
7 1 (4.17%) Senior Software Engineer
7 1 (4.17%) SQL Developer
7 1 (4.17%) Team Leader
7 1 (4.17%) Technical Analyst
Libraries, Frameworks & Software Standards
1 2 (8.33%) .NET
2 1 (4.17%) ADO.NET
2 1 (4.17%) ASP.NET
Miscellaneous
1 6 (25.00%) Analytical Skills
2 5 (20.83%) Data Structures
Processes & Methodologies
1 10 (41.67%) Agile Software Development
2 8 (33.33%) Data Architecture
3 6 (25.00%) Business Intelligence
3 6 (25.00%) Data Analysis
3 6 (25.00%) ETL
4 5 (20.83%) BPMN
4 5 (20.83%) Validation
5 4 (16.67%) Analytics
5 4 (16.67%) Data Governance
5 4 (16.67%) Kimball Methodology
5 4 (16.67%) UML
6 3 (12.50%) Data Transformation
6 3 (12.50%) Dimensional Modelling
6 3 (12.50%) Process Improvement
6 3 (12.50%) Scrum
6 3 (12.50%) SDLC
6 3 (12.50%) Security Architecture
6 3 (12.50%) Software Engineering
6 3 (12.50%) Technical Architecture
6 3 (12.50%) Test Strategy
Programming Languages
1 5 (20.83%) SQL
2 4 (16.67%) Java
3 3 (12.50%) T-SQL
4 2 (8.33%) Python
5 1 (4.17%) C#
5 1 (4.17%) VB.NET
Qualifications
1 4 (16.67%) Degree
2 1 (4.17%) ITIL Certification
Quality Assurance & Compliance
1 2 (8.33%) QA
1 2 (8.33%) SLA
Vendors
1 3 (12.50%) Informatica
1 3 (12.50%) Microsoft
2 2 (8.33%) Oracle
2 2 (8.33%) Teradata
3 1 (4.17%) Remedy