The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Wales region. Included is a guide to the salaries offered in IT jobs that have cited Data Modelling over the 3 months to 4 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 88 78 93
Rank change year-on-year
-10 +15
Permanent jobs citing Data Modelling 22 25 9
As % of all permanent IT jobs located in Wales 1.74% 1.92% 0.70%
As % of the Processes & Methodologies category 1.99% 2.35% 0.87%
Number of salaries quoted 19 19 9
Median salary £37,500 £35,000 £46,000
Median salary % change year-on-year
+7.14% -23.91%
90% offered a salary of more than £30,500 £33,509 £28,350
10% offered a salary of more than £61,000 £46,500 £66,500
UK excluding London median salary £47,500 £48,272 £45,000
% change year-on-year
-1.59% +7.27%
Data Modelling
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Wales region.

Processes & Methodologies Category
Wales
Permanent IT job ads with a match in the
Processes & Methodologies category
1105 1066 1038
As % of all permanent IT jobs located in Wales 87.15% 82.00% 80.78%
Number of salaries quoted 955 924 844
Median salary £38,500 £37,500 £37,500
Median salary % change year-on-year
+2.66% -
90% offered a salary of more than £26,500 £27,500 £27,500
10% offered a salary of more than £57,500 £55,000 £55,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in Wales

The demand trend of job ads across the Wales region citing Data Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Modelling Jobs Demand Trend 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 across the Wales region.

Data Modelling Salary Trend in Wales

Data Modelling
Salary Histogram in Wales

This chart provides a salary histogram for IT jobs citing Data Modelling across the Wales region over the 3 months to 4 December 2016.

Data Modelling Salary Histogram 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 3 months to 4 December 2016. 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
(Click see detailed
statistics and trends)
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
South Wales -6 20 £36,250 +3.57% 1
North Wales - 1 £65,000 -
West Wales - 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Wales

For the 6 months to 4 December 2016, 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 41 (78.85%) SQL
2 34 (65.38%) Finance
3 28 (53.85%) ITIL
4 27 (51.92%) Systems Analysis
5 25 (48.08%) Incident Management
6 22 (42.31%) Validation
6 22 (42.31%) ISEB
6 22 (42.31%) ITIL Certification
7 20 (38.46%) Agile Software Development
8 18 (34.62%) User Acceptance Testing
9 16 (30.77%) Waterfall
9 16 (30.77%) Advertising
10 11 (21.15%) ETL
10 11 (21.15%) T-SQL
10 11 (21.15%) SQL Server Integration Services
10 11 (21.15%) Degree
11 10 (19.23%) iSeries
12 9 (17.31%) Test Scripting
12 9 (17.31%) Software Testing
12 9 (17.31%) Business Analysis
13 8 (15.38%) Microsoft
13 8 (15.38%) Data Security
13 8 (15.38%) Process Management
13 8 (15.38%) Project Management
13 8 (15.38%) Stakeholder Management
13 8 (15.38%) Oracle
13 8 (15.38%) MS Office
13 8 (15.38%) Data Warehouse
13 8 (15.38%) Problem Management
13 8 (15.38%) Process Improvement

Data Modelling
Top Related 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 3 (5.77%) Apache Pig
1 3 (5.77%) Apache Spark
2 2 (3.85%) Oracle Workflow
Applications
1 8 (15.38%) MS Office
Business Applications
1 1 (1.92%) SAP Oil and Gas
Cloud Services
1 1 (1.92%) SaaS
Communications & Networking
1 2 (3.85%) Ethernet
1 2 (3.85%) Wireless
Database & Business Intelligence
1 11 (21.15%) SQL Server Integration Services
2 8 (15.38%) Data Warehouse
3 6 (11.54%) Relational Database
4 3 (5.77%) Apache Hive
4 3 (5.77%) Data Lake
4 3 (5.77%) Hadoop
4 3 (5.77%) HBase
4 3 (5.77%) Oracle Database
4 3 (5.77%) Presto
4 3 (5.77%) QlikView
4 3 (5.77%) RDBMS
4 3 (5.77%) SAP BW
5 2 (3.85%) Big Data
5 2 (3.85%) Microsoft Analysis Services
5 2 (3.85%) MySQL
5 2 (3.85%) NoSQL
5 2 (3.85%) Pentaho
5 2 (3.85%) SQL Server
5 2 (3.85%) SQL Server Analysis Services
5 2 (3.85%) Star Schema
Development Applications
1 1 (1.92%) NUnit
1 1 (1.92%) Oracle APEX
1 1 (1.92%) Subversion
1 1 (1.92%) TortoiseSVN
General
1 34 (65.38%) Finance
2 16 (30.77%) Advertising
3 1 (1.92%) Legal
3 1 (1.92%) Manufacturing
3 1 (1.92%) Publishing
3 1 (1.92%) Telecoms
Job Titles
1 28 (53.85%) Analyst
2 26 (50.00%) Applications Support
2 26 (50.00%) Applications Support Analyst
2 26 (50.00%) Support Analyst
3 9 (17.31%) Consultant
3 9 (17.31%) Developer
4 8 (15.38%) Business Process Consultant
5 3 (5.77%) Data Engineer
5 3 (5.77%) QlikView Developer
6 2 (3.85%) Architect
6 2 (3.85%) Big Data Engineer
6 2 (3.85%) Data Warehouse Developer
6 2 (3.85%) Hadoop Engineer
6 2 (3.85%) IT Architect
6 2 (3.85%) MySQL Developer
6 2 (3.85%) Oracle Developer
6 2 (3.85%) SQL Developer
6 2 (3.85%) SQL Server Developer
7 1 (1.92%) .NET Developer
7 1 (1.92%) Business IT Analyst
Libraries, Frameworks & Software Standards
1 2 (3.85%) HTML
1 2 (3.85%) RESTful
1 2 (3.85%) SOAP
1 2 (3.85%) Web Services
2 1 (1.92%) .NET
2 1 (1.92%) ASP.NET
2 1 (1.92%) ASP.NET Web API
2 1 (1.92%) CSS
2 1 (1.92%) DHTML
2 1 (1.92%) jQuery
2 1 (1.92%) NHibernate
2 1 (1.92%) REST
2 1 (1.92%) Visualforce
Miscellaneous
1 10 (19.23%) iSeries
2 6 (11.54%) Data Integration
3 3 (5.77%) Data Structures
4 2 (3.85%) Computer Science
4 2 (3.85%) Enterprise Software
4 2 (3.85%) Mathematics
5 1 (1.92%) Management Information System
5 1 (1.92%) Visualisation
Operating Systems
1 3 (5.77%) Unix
Processes & Methodologies
1 28 (53.85%) ITIL
2 27 (51.92%) Systems Analysis
3 25 (48.08%) Incident Management
4 22 (42.31%) Validation
5 20 (38.46%) Agile Software Development
6 18 (34.62%) User Acceptance Testing
7 16 (30.77%) Waterfall
8 11 (21.15%) ETL
9 9 (17.31%) Business Analysis
9 9 (17.31%) Software Testing
9 9 (17.31%) Test Scripting
10 8 (15.38%) Data Privacy
10 8 (15.38%) Data Security
10 8 (15.38%) Problem Management
10 8 (15.38%) Process Improvement
10 8 (15.38%) Process Management
10 8 (15.38%) Project Management
10 8 (15.38%) Stakeholder Management
11 6 (11.54%) Business Intelligence
12 5 (9.62%) Data Cleansing
Programming Languages
1 41 (78.85%) SQL
2 11 (21.15%) T-SQL
3 3 (5.77%) VB
4 2 (3.85%) PL/SQL
5 1 (1.92%) Apex Code
5 1 (1.92%) C#
5 1 (1.92%) JavaScript
Qualifications
1 22 (42.31%) ISEB
1 22 (42.31%) ITIL Certification
2 11 (21.15%) Degree
3 1 (1.92%) ISTQB
Quality Assurance & Compliance
1 1 (1.92%) QA
System Software
1 3 (5.77%) HDFS
Vendors
1 8 (15.38%) Microsoft
1 8 (15.38%) Oracle
2 3 (5.77%) SAP
3 2 (3.85%) IBM
3 2 (3.85%) Informatica
3 2 (3.85%) Teradata
4 1 (1.92%) Salesforce.com
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