Period
to 24 November 2017

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

Data Modelling
UK > Wales
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 108 105 111
Rank change year-on-year -3 +6 +30
Permanent jobs citing Data Modelling 29 52 45
As % of all permanent IT jobs advertised in Wales 1.40% 1.97% 1.64%
As % of the Processes & Methodologies category 1.55% 2.21% 1.92%
Number of salaries quoted 26 47 40
Wales median annual salary £38,862 £35,000 £35,000
Median salary % change year-on-year +11.04% - -34.88%
10th Percentile £21,250 £28,250 £29,750
90th Percentile £56,875 £52,200 £48,625
UK median annual salary £55,000 £55,000 £55,000

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 Wales with a requirement for process or methodology skills.

All Process and Methodology Skills
Wales
Permanent vacancies with a requirement for process or methodology skills 1868 2356 2340
As % of all permanent IT jobs advertised in Wales 89.94% 89.07% 85.34%
Number of salaries quoted 1603 2008 1970
Wales median annual salary £40,000 £37,500 £36,500
Median salary % change year-on-year +6.67% +2.74% +4.29%
10th Percentile £23,500 £22,500 £22,500
90th Percentile £56,250 £55,250 £55,000
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Data Modelling
Job Vacancy Trend in Wales

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

Job vacancy trend for Data Modelling in Wales

Data Modelling
Salary Trend in Wales

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

Salary trend for Data Modelling in Wales

Data Modelling
Salary Histogram in Wales

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

Salary histogram for Data Modelling in Wales

Data Modelling
Job Locations in 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 Wales region over the 6 months to 24 November 2017. 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
South Wales +10 26 £40,000 +14.29%
North Wales -2 2 £35,000 -46.15%
West Wales -15 1 - -
Data Modelling
UK

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 Wales region with a requirement for Data Modelling.

1 10 (34.48%) SQL Server
1 10 (34.48%) Agile Software Development
2 9 (31.03%) SQL
2 9 (31.03%) Data Analysis
3 8 (27.59%) Data Warehouse
3 8 (27.59%) Business Intelligence
3 8 (27.59%) Finance
4 7 (24.14%) SQL Server Reporting Services
5 6 (20.69%) Degree
5 6 (20.69%) Data Governance
5 6 (20.69%) Data Mining
5 6 (20.69%) ETL
6 5 (17.24%) Project Management
6 5 (17.24%) Analytics
6 5 (17.24%) Data Architecture
7 4 (13.79%) Kimball Methodology
7 4 (13.79%) Process Improvement
7 4 (13.79%) Oracle
7 4 (13.79%) Microsoft
7 4 (13.79%) T-SQL
7 4 (13.79%) Advertising
7 4 (13.79%) Validation
8 3 (10.34%) Retail
8 3 (10.34%) Stakeholder Management
8 3 (10.34%) Scrum
8 3 (10.34%) Java
8 3 (10.34%) UML
8 3 (10.34%) Informatica
8 3 (10.34%) Test Strategy
8 3 (10.34%) Metadata Management

Data Modelling
Co-occurring IT Skills in 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:

Application Platforms
1 1 (3.45%) SharePoint
Applications
1 1 (3.45%) Microsoft Excel
1 1 (3.45%) MS Visio
Cloud Services
1 1 (3.45%) SaaS
Communications & Networking
1 1 (3.45%) Ethernet
1 1 (3.45%) Wireless
Database & Business Intelligence
1 10 (34.48%) SQL Server
2 8 (27.59%) Data Warehouse
3 7 (24.14%) SQL Server Reporting Services
4 6 (20.69%) Data Mining
5 3 (10.34%) SQL Server Integration Services
6 2 (6.90%) Big Data
6 2 (6.90%) BusinessObjects
6 2 (6.90%) NoSQL
6 2 (6.90%) Oracle Reports
6 2 (6.90%) WhereScape RED
7 1 (3.45%) Crystal Reports
7 1 (3.45%) Hadoop
7 1 (3.45%) Microsoft Power View
7 1 (3.45%) Oracle Database
7 1 (3.45%) PerformancePoint
7 1 (3.45%) Power BI
7 1 (3.45%) QlikView
7 1 (3.45%) Relational Database
7 1 (3.45%) SAP BW
7 1 (3.45%) SQL Server 2016
Development Applications
1 3 (10.34%) Team Foundation Server
General
1 8 (27.59%) Finance
2 4 (13.79%) Advertising
3 3 (10.34%) Retail
4 2 (6.90%) Law
5 1 (3.45%) Legal
5 1 (3.45%) Manufacturing
Job Titles
1 9 (31.03%) Analyst
2 6 (20.69%) Business Analyst
3 5 (17.24%) Architect
4 4 (13.79%) Business Intelligence Developer
4 4 (13.79%) Developer
5 3 (10.34%) Consultant
5 3 (10.34%) Data Analyst
5 3 (10.34%) Data Architect
5 3 (10.34%) Graduate
5 3 (10.34%) Graduate Analyst
5 3 (10.34%) Graduate Business Analyst
6 2 (6.90%) BPM Consultant
6 2 (6.90%) Business Process Consultant
6 2 (6.90%) Change Analyst
6 2 (6.90%) Head of Architecture
6 2 (6.90%) Head of Data Architecture
6 2 (6.90%) Senior Architect
6 2 (6.90%) Software Engineer
7 1 (3.45%) Crystal Reports Analyst
7 1 (3.45%) SQL Programmer
Libraries, Frameworks & Software Standards
1 2 (6.90%) .NET
2 1 (3.45%) ADO.NET
2 1 (3.45%) ASP.NET
2 1 (3.45%) Natural Language Processing
Miscellaneous
1 3 (10.34%) Analytical Skills
1 3 (10.34%) Data Structures
2 2 (6.90%) Management Information System
3 1 (3.45%) Algorithms
3 1 (3.45%) Client/Server
3 1 (3.45%) Computer Science
3 1 (3.45%) Driving Licence
Processes & Methodologies
1 10 (34.48%) Agile Software Development
2 9 (31.03%) Data Analysis
3 8 (27.59%) Business Intelligence
4 6 (20.69%) Data Governance
4 6 (20.69%) ETL
5 5 (17.24%) Analytics
5 5 (17.24%) Data Architecture
5 5 (17.24%) Project Management
6 4 (13.79%) Kimball Methodology
6 4 (13.79%) Process Improvement
6 4 (13.79%) Validation
7 3 (10.34%) BPMN
7 3 (10.34%) Data Protection
7 3 (10.34%) Dimensional Modelling
7 3 (10.34%) Security Architecture
7 3 (10.34%) Software Engineering
7 3 (10.34%) Stakeholder Management
7 3 (10.34%) Technical Architecture
7 3 (10.34%) Test Strategy
7 3 (10.34%) User Acceptance Testing
Programming Languages
1 9 (31.03%) SQL
2 4 (13.79%) T-SQL
3 3 (10.34%) Java
4 2 (6.90%) Python
5 1 (3.45%) C#
5 1 (3.45%) PL/SQL
5 1 (3.45%) R
5 1 (3.45%) VB.NET
Qualifications
1 6 (20.69%) Degree
2 2 (6.90%) ISEB
3 1 (3.45%) ITIL Certification
3 1 (3.45%) PhD
3 1 (3.45%) Security Cleared
Quality Assurance & Compliance
1 2 (6.90%) Data Quality
1 2 (6.90%) GDPR
1 2 (6.90%) QA
1 2 (6.90%) SLA
Vendors
1 4 (13.79%) Microsoft
1 4 (13.79%) Oracle
2 3 (10.34%) Informatica
3 2 (6.90%) Remedy
3 2 (6.90%) Teradata
4 1 (3.45%) SAP