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 18 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
Data Modelling
UK / Wales
Rank 81 86 96
Rank change year-on-year
+5 +10
Permanent jobs citing Data Modelling 14 19 12
As % of all permanent IT jobs located in Wales 1.27% 1.52% 0.93%
As % of the Processes & Methodologies category 1.47% 1.87% 1.14%
Number of salaries quoted 13 19 12
Median salary £50,000 £35,000 £46,000
Median salary % change year-on-year
+42.85% -23.91%
90% offered a salary of more than £30,800 £31,219 £30,050
10% offered a salary of more than £64,000 £50,000 £62,500
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%

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
951 1015 1049
As % of all permanent IT jobs located in Wales 86.14% 81.33% 81.38%
Number of salaries quoted 810 890 918
Median salary £40,000 £37,500 £37,500
Median salary % change year-on-year
+6.66% -
90% offered a salary of more than £26,500 £27,500 £28,500
10% offered a salary of more than £55,000 £52,500 £53,500
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 18 January 2017.

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 18 January 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
South Wales +12 13 £47,500 +26.66% 2
North Wales - 1 £65,000 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Wales

For the 6 months to 18 January 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 37 (78.72%) SQL
2 35 (74.47%) Finance
3 26 (55.32%) Systems Analysis
4 25 (53.19%) ITIL
5 24 (51.06%) Incident Management
6 21 (44.68%) ISEB
6 21 (44.68%) ITIL Certification
7 19 (40.43%) Validation
8 17 (36.17%) Agile Software Development
8 17 (36.17%) User Acceptance Testing
9 16 (34.04%) Waterfall
10 15 (31.91%) Advertising
11 10 (21.28%) Degree
12 9 (19.15%) Business Analysis
12 9 (19.15%) Software Testing
12 9 (19.15%) Test Scripting
12 9 (19.15%) T-SQL
13 8 (17.02%) MS Office
13 8 (17.02%) Microsoft
13 8 (17.02%) Project Management
13 8 (17.02%) iSeries
13 8 (17.02%) SQL Server Integration Services
13 8 (17.02%) Process Improvement
14 7 (14.89%) Data Privacy
14 7 (14.89%) Problem Management
14 7 (14.89%) Process Management
14 7 (14.89%) Data Security
14 7 (14.89%) Stakeholder Management
15 6 (12.77%) ETL
16 4 (8.51%) Oracle

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 (6.38%) Apache Pig
1 3 (6.38%) Apache Spark
2 2 (4.26%) Oracle Workflow
Applications
1 8 (17.02%) MS Office
Communications & Networking
1 2 (4.26%) Ethernet
1 2 (4.26%) Wireless
Database & Business Intelligence
1 8 (17.02%) SQL Server Integration Services
2 4 (8.51%) Data Warehouse
2 4 (8.51%) Relational Database
3 3 (6.38%) Apache Hive
3 3 (6.38%) Data Lake
3 3 (6.38%) Hadoop
3 3 (6.38%) HBase
3 3 (6.38%) Oracle Database
3 3 (6.38%) Presto
3 3 (6.38%) RDBMS
4 2 (4.26%) Big Data
4 2 (4.26%) NoSQL
4 2 (4.26%) Pentaho
5 1 (2.13%) QlikView
5 1 (2.13%) SAP BW
Development Applications
1 1 (2.13%) NUnit
1 1 (2.13%) Oracle APEX
General
1 35 (74.47%) Finance
2 15 (31.91%) Advertising
3 2 (4.26%) Legal
Job Titles
1 29 (61.70%) Analyst
2 25 (53.19%) Applications Support
2 25 (53.19%) Applications Support Analyst
2 25 (53.19%) Support Analyst
3 9 (19.15%) Consultant
4 7 (14.89%) Business Process Consultant
5 3 (6.38%) Data Engineer
5 3 (6.38%) Developer
6 2 (4.26%) Architect
6 2 (4.26%) Big Data Engineer
6 2 (4.26%) Business Analyst
6 2 (4.26%) Hadoop Engineer
6 2 (4.26%) IT Architect
7 1 (2.13%) .NET Developer
7 1 (2.13%) ASP.NET Developer
7 1 (2.13%) Business Intelligence Analyst
7 1 (2.13%) Business IT Analyst
7 1 (2.13%) Graduate Developer
7 1 (2.13%) Graduate Front End Developer (Client-Side Developer)
7 1 (2.13%) IT Analyst
Libraries, Frameworks & Software Standards
1 2 (4.26%) HTML
1 2 (4.26%) RESTful
1 2 (4.26%) SOAP
1 2 (4.26%) Web Services
2 1 (2.13%) .NET
2 1 (2.13%) ASP.NET
2 1 (2.13%) ASP.NET Web API
2 1 (2.13%) CSS
2 1 (2.13%) DHTML
2 1 (2.13%) jQuery
2 1 (2.13%) NHibernate
2 1 (2.13%) REST
2 1 (2.13%) Visualforce
Miscellaneous
1 8 (17.02%) iSeries
2 3 (6.38%) Mathematics
3 2 (4.26%) Computer Science
3 2 (4.26%) Data Integration
4 1 (2.13%) Data Structures
4 1 (2.13%) Management Information System
Operating Systems
1 3 (6.38%) Unix
Processes & Methodologies
1 26 (55.32%) Systems Analysis
2 25 (53.19%) ITIL
3 24 (51.06%) Incident Management
4 19 (40.43%) Validation
5 17 (36.17%) Agile Software Development
5 17 (36.17%) User Acceptance Testing
6 16 (34.04%) Waterfall
7 9 (19.15%) Business Analysis
7 9 (19.15%) Software Testing
7 9 (19.15%) Test Scripting
8 8 (17.02%) Process Improvement
8 8 (17.02%) Project Management
9 7 (14.89%) Data Privacy
9 7 (14.89%) Data Security
9 7 (14.89%) Problem Management
9 7 (14.89%) Process Management
9 7 (14.89%) Stakeholder Management
10 6 (12.77%) ETL
11 3 (6.38%) Data Cleansing
12 2 (4.26%) Target Operating Model
Programming Languages
1 37 (78.72%) SQL
2 9 (19.15%) T-SQL
3 1 (2.13%) Apex Code
3 1 (2.13%) C
3 1 (2.13%) C#
3 1 (2.13%) JavaScript
3 1 (2.13%) VB
Qualifications
1 21 (44.68%) ISEB
1 21 (44.68%) ITIL Certification
2 10 (21.28%) Degree
3 1 (2.13%) ISTQB
Quality Assurance & Compliance
1 1 (2.13%) QA
System Software
1 3 (6.38%) HDFS
Vendors
1 8 (17.02%) Microsoft
2 4 (8.51%) Oracle
3 1 (2.13%) Salesforce.com
3 1 (2.13%) SAP
3 1 (2.13%) Tableau
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