The table below looks at the statistics for Data Analysis skills in IT jobs advertised for the South Wales region. Included is a guide to the salaries offered in IT jobs that have cited Data Analysis over the 3 months to 27 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Jun 2016
Same period 2015 Same period 2014
Data Analysis
Rank 57 82 74
Rank change year-on-year
+25 -8
Permanent jobs citing Data Analysis 35 13 19
As % of all permanent IT jobs located in South Wales 3.08% 1.07% 1.66%
As % of the Processes & Methodologies category 3.68% 1.28% 2.05%
Number of salaries quoted 32 11 19
Median salary £33,000 £50,000 £33,500
Median salary % change year-on-year
-34.00% +49.25%
90% offered a salary of more than £25,000 £22,500 £21,500
10% offered a salary of more than £50,000 £52,500 £43,000
UK excluding London median salary £40,000 £37,500 £37,500
% change year-on-year
+6.66% -
Data Analysis
Wales

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

Processes & Methodologies Category
South Wales
Permanent IT job ads with a match in the
Processes & Methodologies category
952 1019 925
As % of all permanent IT jobs located in South Wales 83.80% 83.87% 80.79%
Number of salaries quoted 834 855 804
Median salary £40,000 £37,500 £35,000
Median salary % change year-on-year
+6.66% +7.14%
90% offered a salary of more than £26,500 £27,500 £27,500
10% offered a salary of more than £60,000 £52,500 £55,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Data Analysis
Jobs Demand Trend in South Wales

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

Data Analysis Jobs Demand Trend in South Wales

Data Analysis
Salary Trend in South Wales

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

Data Analysis Salary Trend in South Wales

Data Analysis
Salary Histogram in South Wales

This chart provides a salary histogram for IT jobs citing Data Analysis across the South Wales region over the 3 months to 27 June 2016.

Data Analysis Salary Histogram in South Wales

Data Analysis
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 Analysis within the South Wales region over the 3 months to 27 June 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
Cardiff +15 20 £45,000 +13.20%
Bridgend - 6 £27,000 -
Vale of Glamorgan +3 3 £25,000 -52.38%
Torfaen +14 2 - -
Caerphilly - 1 £47,500 -
Newport - 1 £37,500 -
Data Analysis
Wales

Data Analysis
Top 30 Related IT Skills in South Wales

For the 6 months to 27 June 2016, IT jobs citing Data Analysis 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 Analysis.

1 35 (45.45%) SQL
2 31 (40.26%) Agile Software Development
3 22 (28.57%) C++
4 18 (23.38%) SQL Server
5 17 (22.08%) Finance
5 17 (22.08%) Software Engineering
5 17 (22.08%) SDLC
6 16 (20.78%) Analytics
6 16 (20.78%) Data Transformation
7 15 (19.48%) Python
7 15 (19.48%) Computer Science
7 15 (19.48%) Machine Learning
8 14 (18.18%) Data Migration
8 14 (18.18%) Data Mapping
8 14 (18.18%) Migration
8 14 (18.18%) Microsoft
9 13 (16.88%) Data Warehouse
10 12 (15.58%) C
10 12 (15.58%) SQL Server Integration Services
10 12 (15.58%) BPSS Clearance
11 11 (14.29%) Statistics
11 11 (14.29%) C#
12 10 (12.99%) ETL
12 10 (12.99%) TCP/IP
12 10 (12.99%) Informatics
12 10 (12.99%) Mathematics
12 10 (12.99%) Life Science
12 10 (12.99%) Haskell
12 10 (12.99%) Erlang
12 10 (12.99%) Functional Programming

Data Analysis
Top Related 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 7 (9.09%) SAS
2 1 (1.30%) Apache
2 1 (1.30%) Apache Spark
Applications
1 9 (11.69%) MS Excel
1 9 (11.69%) SPSS
2 3 (3.90%) MS Office
3 2 (2.60%) MS PowerPoint
3 2 (2.60%) MS Visio
3 2 (2.60%) Stata
Cloud Services
1 3 (3.90%) Office 365
2 2 (2.60%) Cloud Computing
3 1 (1.30%) Amazon AWS
3 1 (1.30%) Microsoft Azure
3 1 (1.30%) PaaS
Communications & Networking
1 10 (12.99%) TCP/IP
2 4 (5.19%) HTTP
2 4 (5.19%) tcpdump
3 3 (3.90%) Firewall
3 3 (3.90%) VPN
4 2 (2.60%) Internet
5 1 (1.30%) Wi-Fi
Database & Business Intelligence
1 18 (23.38%) SQL Server
2 13 (16.88%) Data Warehouse
3 12 (15.58%) SQL Server Integration Services
4 8 (10.39%) SQL Server Reporting Services
5 7 (9.09%) NoSQL
6 6 (7.79%) Apache Cassandra
6 6 (7.79%) Riak
6 6 (7.79%) SQL Server Analysis Services
7 5 (6.49%) Oracle Reports
7 5 (6.49%) Power BI
8 4 (5.19%) Big Data
8 4 (5.19%) Microsoft Analysis Services
8 4 (5.19%) MySQL
8 4 (5.19%) PowerPivot
9 3 (3.90%) Data Mining
9 3 (3.90%) SQL Server 2008
10 2 (2.60%) MS Access
10 2 (2.60%) Relational Database
10 2 (2.60%) SQL Server 2012
10 2 (2.60%) SSDT
Development Applications
1 9 (11.69%) Team Foundation Server
2 2 (2.60%) Subversion
2 2 (2.60%) Visual Studio
3 1 (1.30%) Oracle Forms
3 1 (1.30%) SQL Server Management Studio (SSMS)
General
1 17 (22.08%) Finance
2 6 (7.79%) Welsh Language
3 4 (5.19%) Advertising
4 1 (1.30%) Marketing
Job Titles
1 18 (23.38%) Developer
2 16 (20.78%) Analyst
3 15 (19.48%) Data Engineer
4 14 (18.18%) Data Migration Engineer
4 14 (18.18%) Migration Engineer
4 14 (18.18%) Software Engineer
5 10 (12.99%) Research Engineer
6 7 (9.09%) SQL Developer
7 6 (7.79%) Data Analyst
7 6 (7.79%) Erlang Developer
7 6 (7.79%) Software Developer
7 6 (7.79%) Support Analyst
8 4 (5.19%) Cybersecurity Engineer
8 4 (5.19%) Security Engineer
8 4 (5.19%) SQL Analyst
9 3 (3.90%) Architect
9 3 (3.90%) Data Warehouse Developer
9 3 (3.90%) IT Support Technician
9 3 (3.90%) Software Tester
9 3 (3.90%) Support Technician
Libraries, Frameworks & Software Standards
1 4 (5.19%) MDX
2 2 (2.60%) .NET
2 2 (2.60%) .NET Framework
2 2 (2.60%) ASP.NET
2 2 (2.60%) ASP.NET MVC
2 2 (2.60%) CSS
2 2 (2.60%) Entity Framework
2 2 (2.60%) Highcharts JS
2 2 (2.60%) HTML
2 2 (2.60%) HTML5
2 2 (2.60%) jQuery
2 2 (2.60%) KnockoutJS
2 2 (2.60%) RequireJS
2 2 (2.60%) SignalR
2 2 (2.60%) WCF
3 1 (1.30%) COM
3 1 (1.30%) Lucene
3 1 (1.30%) Web Services
Miscellaneous
1 15 (19.48%) Computer Science
2 11 (14.29%) Statistics
3 10 (12.99%) Informatics
3 10 (12.99%) Life Science
3 10 (12.99%) Mathematics
4 7 (9.09%) Analytical Skills
5 6 (7.79%) Health Informatics
6 4 (5.19%) Grid Computing
7 3 (3.90%) Data Integration
8 2 (2.60%) Internet of Things
8 2 (2.60%) Management Information System
8 2 (2.60%) Streaming Video
9 1 (1.30%) Credit Risk
Operating Systems
1 7 (9.09%) Windows
2 5 (6.49%) Linux
3 4 (5.19%) Unix
4 3 (3.90%) Windows Server
4 3 (3.90%) Windows Server 2012
Processes & Methodologies
1 31 (40.26%) Agile Software Development
2 17 (22.08%) SDLC
2 17 (22.08%) Software Engineering
3 16 (20.78%) Analytics
3 16 (20.78%) Data Transformation
4 15 (19.48%) Machine Learning
5 14 (18.18%) Data Mapping
5 14 (18.18%) Data Migration
5 14 (18.18%) Migration
6 10 (12.99%) ETL
6 10 (12.99%) Functional Programming
7 8 (10.39%) Business Intelligence
8 6 (7.79%) Data Entry
8 6 (7.79%) ITIL
8 6 (7.79%) Multithreading
8 6 (7.79%) Scrum
9 4 (5.19%) Cybersecurity
9 4 (5.19%) Kimball Methodology
9 4 (5.19%) Line Management
9 4 (5.19%) Statistical Modelling
Programming Languages
1 35 (45.45%) SQL
2 22 (28.57%) C++
3 15 (19.48%) Python
4 12 (15.58%) C
5 11 (14.29%) C#
6 10 (12.99%) Erlang
6 10 (12.99%) Haskell
7 7 (9.09%) Scala
8 6 (7.79%) Clojure
8 6 (7.79%) T-SQL
9 5 (6.49%) Java
10 4 (5.19%) Lisp
11 2 (2.60%) JavaScript
11 2 (2.60%) VB.NET
11 2 (2.60%) VBA
12 1 (1.30%) MATLAB
12 1 (1.30%) PL/SQL
12 1 (1.30%) R
Qualifications
1 12 (15.58%) BPSS Clearance
2 9 (11.69%) Degree
3 6 (7.79%) ITIL Certification
4 5 (6.49%) ISEB
5 4 (5.19%) MCSA
5 4 (5.19%) MCSE
5 4 (5.19%) Microsoft Certification
6 3 (3.90%) ISTQB
7 2 (2.60%) HND
8 1 (1.30%) IIBA
8 1 (1.30%) PMI Certification
8 1 (1.30%) PMP
Quality Assurance & Compliance
1 7 (9.09%) SLA
2 6 (7.79%) Data Quality
3 3 (3.90%) QA
System Software
1 4 (5.19%) Snort
2 3 (3.90%) Active Directory
2 3 (3.90%) Hyper-V
Vendors
1 14 (18.18%) Microsoft
2 8 (10.39%) Oracle
3 4 (5.19%) Cisco
4 1 (1.30%) IBM