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 3 months to 23 April 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Wales / South Wales
3 months to
23 Apr 2017
Same period 2016 Same period 2015
Rank 80 73 95
Rank change year-on-year -7 +22  
Permanent jobs citing Data Modelling 10 23 5
As % of all permanent IT jobs advertised in South Wales 1.17% 1.92% 0.41%
As % of the Processes & Methodologies category 1.36% 2.30% 0.49%
Number of salaries quoted 8 21 3
Median salary £30,500 £39,250 £35,000
Median salary % change year-on-year -22.29% +12.14%  
90% offered a salary of more than £30,000 £30,000 £31,000
10% offered a salary of more than £38,000 £47,000 £43,800
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 South Wales with a requirement for process and methodology skills.

Process & Methodology Skills
South Wales
Permanent job vacancies with a requirement for process and methodology skills 736 1001 1012
As % of all permanent IT job vacancies advertised in South Wales 86.08% 83.42% 83.98%
Number of salaries quoted 625 849 885
Median salary £40,000 £40,000 £38,000
Median salary % change year-on-year - +5.26%  
90% offered a salary of more than £27,500 £27,000 £26,500
10% offered a salary of more than £55,300 £55,000 £55,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in South Wales

The job posting trend of jobs advertised in South Wales 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 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 3 months to 23 April 2017.

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 3 months to 23 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Newport -7 6 £30,500 -20.77%
Torfaen +14 1 £32,500 -7.14%
Cardiff -2 1 £45,000 -5.26%
Data Modelling
Wales

For the 6 months to 23 April 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 South Wales region with a requirement for Data Modelling.

1 12 (60.00%) Finance
2 11 (55.00%) Agile Software Development
3 9 (45.00%) SQL
4 7 (35.00%) ITIL
5 6 (30.00%) ITIL Certification
6 5 (25.00%) Microsoft
6 5 (25.00%) Microsoft Office
6 5 (25.00%) Systems Analysis
6 5 (25.00%) Incident Management
6 5 (25.00%) iSeries
6 5 (25.00%) Waterfall
7 4 (20.00%) Test Scripting
7 4 (20.00%) Business Analysis
7 4 (20.00%) Software Testing
7 4 (20.00%) Degree
7 4 (20.00%) ISEB
7 4 (20.00%) IBM
7 4 (20.00%) Advertising
7 4 (20.00%) Validation
8 3 (15.00%) Legal
8 3 (15.00%) Business Intelligence
8 3 (15.00%) ETL
8 3 (15.00%) Data Warehouse
8 3 (15.00%) Use Case
8 3 (15.00%) User Acceptance Testing
8 3 (15.00%) Tableau
9 2 (10.00%) Analytics
9 2 (10.00%) Mentoring
9 2 (10.00%) Rational DOORS
9 2 (10.00%) Target Operating Model

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:

Application Platforms
1 1 (5.00%) Apache Pig
1 1 (5.00%) Apache Spark
1 1 (5.00%) Oracle Workflow
1 1 (5.00%) SAS
Applications
1 5 (25.00%) Microsoft Office
Cloud Services
1 1 (5.00%) Google Analytics
Communications & Networking
1 1 (5.00%) Ethernet
1 1 (5.00%) FTP
1 1 (5.00%) Wireless
Database & Business Intelligence
1 3 (15.00%) Data Warehouse
2 2 (10.00%) Hadoop
2 2 (10.00%) SQL Server Integration Services
3 1 (5.00%) Apache Hive
3 1 (5.00%) Big Data
3 1 (5.00%) BusinessObjects
3 1 (5.00%) Data Lake
3 1 (5.00%) Enterprise Data Warehouse
3 1 (5.00%) HBase
3 1 (5.00%) NoSQL
3 1 (5.00%) Oracle Database
3 1 (5.00%) Oracle Reports
3 1 (5.00%) Pentaho
3 1 (5.00%) Presto
3 1 (5.00%) QlikView
3 1 (5.00%) RDBMS
3 1 (5.00%) Relational Database
3 1 (5.00%) SQL Server
3 1 (5.00%) SQL Server Reporting Services
Development Applications
1 2 (10.00%) Rational DOORS
2 1 (5.00%) ERwin
2 1 (5.00%) NUnit
2 1 (5.00%) Team Foundation Server
General
1 12 (60.00%) Finance
2 4 (20.00%) Advertising
3 3 (15.00%) Legal
4 1 (5.00%) Marketing
4 1 (5.00%) Multimedia
Job Titles
1 12 (60.00%) Analyst
2 7 (35.00%) Applications Support
2 7 (35.00%) Applications Support Analyst
2 7 (35.00%) Support Analyst
3 4 (20.00%) Business Analyst
4 2 (10.00%) Architect
4 2 (10.00%) Systems Engineer
5 1 (5.00%) .NET Developer
5 1 (5.00%) ASP.NET Developer
5 1 (5.00%) Big Data Engineer
5 1 (5.00%) Business Intelligence Analyst
5 1 (5.00%) Consultant
5 1 (5.00%) Data Architect
5 1 (5.00%) Developer
5 1 (5.00%) Hadoop Engineer
5 1 (5.00%) Hardware Engineer
5 1 (5.00%) Head of Information
5 1 (5.00%) Head of Information Systems
5 1 (5.00%) IT Architect
5 1 (5.00%) Team Leader
Libraries, Frameworks & Software Standards
1 2 (10.00%) XML
2 1 (5.00%) .NET
2 1 (5.00%) ASP.NET
2 1 (5.00%) ASP.NET Web API
2 1 (5.00%) NHibernate
2 1 (5.00%) REST
2 1 (5.00%) RESTful
2 1 (5.00%) SOAP
2 1 (5.00%) Web Services
Miscellaneous
1 5 (25.00%) iSeries
2 2 (10.00%) Management Information System
3 1 (5.00%) Analytical Skills
3 1 (5.00%) Computer Science
3 1 (5.00%) Greenfield Project
3 1 (5.00%) User Experience
Operating Systems
1 1 (5.00%) Linux
1 1 (5.00%) Unix
1 1 (5.00%) Windows
Processes & Methodologies
1 11 (55.00%) Agile Software Development
2 7 (35.00%) ITIL
3 5 (25.00%) Incident Management
3 5 (25.00%) Systems Analysis
3 5 (25.00%) Waterfall
4 4 (20.00%) Business Analysis
4 4 (20.00%) Software Testing
4 4 (20.00%) Test Scripting
4 4 (20.00%) Validation
5 3 (15.00%) Business Intelligence
5 3 (15.00%) ETL
5 3 (15.00%) Use Case
5 3 (15.00%) User Acceptance Testing
6 2 (10.00%) Analytics
6 2 (10.00%) Mathematics
6 2 (10.00%) Requirements Analysis
6 2 (10.00%) Requirements Management
6 2 (10.00%) Statistical Analysis
6 2 (10.00%) SysML
6 2 (10.00%) Translating Business Requirements
Programming Languages
1 9 (45.00%) SQL
2 2 (10.00%) C
3 1 (5.00%) C#
3 1 (5.00%) T-SQL
Qualifications
1 6 (30.00%) ITIL Certification
2 4 (20.00%) Degree
2 4 (20.00%) ISEB
3 1 (5.00%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 2 (10.00%) QA
2 1 (5.00%) Data Quality
System Software
1 1 (5.00%) HDFS
Vendors
1 5 (25.00%) Microsoft
2 4 (20.00%) IBM
3 3 (15.00%) Tableau
4 2 (10.00%) Oracle
5 1 (5.00%) Ab Initio
5 1 (5.00%) Google
5 1 (5.00%) Informatica
5 1 (5.00%) MicroStrategy
5 1 (5.00%) Netezza
5 1 (5.00%) Teradata