The table below looks at the statistics for Analytics skills in IT jobs advertised for the Cardiff region. Included is a guide to the salaries offered in IT jobs that have cited Analytics over the 3 months to 6 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 Dec 2016
Same period 2015 Same period 2014
Analytics
Rank 61 64 45
Rank change year-on-year
+3 -19
Permanent jobs citing Analytics 13 8 17
As % of all permanent IT jobs located in Cardiff 1.95% 1.16% 2.87%
As % of the Processes & Methodologies category 2.23% 1.39% 3.47%
Number of salaries quoted 13 5 14
Median salary £50,000 £45,000 £31,500
Median salary % change year-on-year
+11.11% +42.85%
90% offered a salary of more than £22,900 £25,900 £27,049
10% offered a salary of more than £60,000 £60,000 £47,500
UK excluding London median salary £45,000 £45,000 £44,750
% change year-on-year
- +0.55%
Analytics
South 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 Cardiff region.

Processes & Methodologies Category
Cardiff
Permanent IT job ads with a match in the
Processes & Methodologies category
584 574 490
As % of all permanent IT jobs located in Cardiff 87.82% 83.43% 82.77%
Number of salaries quoted 540 508 416
Median salary £35,000 £36,000 £35,000
Median salary % change year-on-year
-2.77% +2.85%
90% offered a salary of more than £25,500 £27,500 £26,855
10% offered a salary of more than £60,000 £52,500 £52,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Analytics
Jobs Demand Trend in Cardiff

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

Analytics Jobs Demand Trend in Cardiff

Analytics
Salary Trend in Cardiff

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytics across the Cardiff region.

Analytics Salary Trend in Cardiff

Analytics
Salary Histogram in Cardiff

This chart provides a salary histogram for IT jobs citing Analytics across the Cardiff region over the 3 months to 6 December 2016.

Analytics Salary Histogram in Cardiff

Analytics
Top 30 Related IT Skills in Cardiff

For the 6 months to 6 December 2016, IT jobs citing Analytics 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 Cardiff region with a requirement for Analytics.

1 10 (52.63%) Python
1 10 (52.63%) Agile Software Development
2 8 (42.11%) Machine Learning
3 7 (36.84%) Hadoop
3 7 (36.84%) Apache Spark
3 7 (36.84%) Finance
3 7 (36.84%) JavaScript
4 6 (31.58%) Data Analysis
4 6 (31.58%) Algorithms
5 5 (26.32%) Apache Pig
5 5 (26.32%) Data Analytics
5 5 (26.32%) Scala
5 5 (26.32%) Big Data
5 5 (26.32%) Apache Hive
5 5 (26.32%) HTML
6 4 (21.05%) SQL
6 4 (21.05%) Statistics
6 4 (21.05%) R
6 4 (21.05%) Statistical Modelling
6 4 (21.05%) Mahout
6 4 (21.05%) Mathematics
6 4 (21.05%) User Experience
6 4 (21.05%) Statistical Learning
7 3 (15.79%) Data Engineering
7 3 (15.79%) Mentoring
7 3 (15.79%) NoSQL
7 3 (15.79%) Google
7 3 (15.79%) Software Engineering
7 3 (15.79%) Advertising
7 3 (15.79%) CSS

Analytics
Top Related IT Skills in Cardiff 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 (36.84%) Apache Spark
2 5 (26.32%) Apache Pig
3 2 (10.53%) Elasticsearch
Cloud Services
1 2 (10.53%) Amazon AWS
1 2 (10.53%) Google Analytics
Communications & Networking
1 1 (5.26%) HTTP
Database & Business Intelligence
1 7 (36.84%) Hadoop
2 5 (26.32%) Apache Hive
2 5 (26.32%) Big Data
3 4 (21.05%) Mahout
4 3 (15.79%) NoSQL
5 2 (10.53%) Neo4j
5 2 (10.53%) PostgreSQL
5 2 (10.53%) SQL Server
5 2 (10.53%) SQL Server Analysis Services
5 2 (10.53%) SQL Server Reporting Services
6 1 (5.26%) Data Lake
6 1 (5.26%) Data Warehouse
6 1 (5.26%) HBase
6 1 (5.26%) MySQL
6 1 (5.26%) Oracle Database
6 1 (5.26%) Presto
6 1 (5.26%) RDBMS
6 1 (5.26%) Relational Database
Development Applications
1 1 (5.26%) Git (software)
1 1 (5.26%) JUnit
1 1 (5.26%) Selenium
General
1 7 (36.84%) Finance
2 3 (15.79%) Advertising
3 2 (10.53%) Multimedia
4 1 (5.26%) Games
Job Titles
1 6 (31.58%) Data Scientist
2 5 (26.32%) Developer
3 3 (15.79%) Machine Learning Scientist
3 3 (15.79%) Software Engineer
4 2 (10.53%) Business Consultant
4 2 (10.53%) Business Intelligence Consultant
4 2 (10.53%) Consultant
4 2 (10.53%) Front End Developer (Client-Side Developer)
4 2 (10.53%) Junior
4 2 (10.53%) Junior Developer
4 2 (10.53%) Research Engineer
5 1 (5.26%) Data Engineer
5 1 (5.26%) Designer
5 1 (5.26%) Product Manager
5 1 (5.26%) Senior Developer
5 1 (5.26%) UX Designer
Libraries, Frameworks & Software Standards
1 5 (26.32%) HTML
2 3 (15.79%) CSS
3 2 (10.53%) Django
3 2 (10.53%) jQuery
3 2 (10.53%) JSON
3 2 (10.53%) Natural Language Processing
3 2 (10.53%) Web Services
3 2 (10.53%) XML
4 1 (5.26%) AngularJS
4 1 (5.26%) Behat
4 1 (5.26%) ELK Stack
4 1 (5.26%) Ember.js
4 1 (5.26%) HTML5
4 1 (5.26%) Laravel
4 1 (5.26%) Node.js
4 1 (5.26%) React
4 1 (5.26%) REST
4 1 (5.26%) RESTful
4 1 (5.26%) Twitter Bootstrap
4 1 (5.26%) Vue.js
Miscellaneous
1 6 (31.58%) Algorithms
2 4 (21.05%) Mathematics
2 4 (21.05%) Statistics
2 4 (21.05%) User Experience
3 2 (10.53%) Analytical Skills
3 2 (10.53%) Computer Science
3 2 (10.53%) Informatics
3 2 (10.53%) Life Science
3 2 (10.53%) Neural Network
3 2 (10.53%) Visualisation
4 1 (5.26%) Graphic Design
4 1 (5.26%) Social Media
Operating Systems
1 1 (5.26%) Linux
1 1 (5.26%) Unix
Processes & Methodologies
1 10 (52.63%) Agile Software Development
2 8 (42.11%) Machine Learning
3 6 (31.58%) Data Analysis
4 5 (26.32%) Data Analytics
5 4 (21.05%) Statistical Learning
5 4 (21.05%) Statistical Modelling
6 3 (15.79%) Business Intelligence
6 3 (15.79%) Data Engineering
6 3 (15.79%) Mentoring
6 3 (15.79%) Software Engineering
7 2 (10.53%) Continuous Integration
7 2 (10.53%) ETL
7 2 (10.53%) Front End Development
7 2 (10.53%) Logistic Regression
7 2 (10.53%) MVC
7 2 (10.53%) Operations Research
7 2 (10.53%) Product Management
7 2 (10.53%) SDLC
7 2 (10.53%) Web Analytics
7 2 (10.53%) Web Development
Programming Languages
1 10 (52.63%) Python
2 7 (36.84%) JavaScript
3 5 (26.32%) Scala
4 4 (21.05%) R
4 4 (21.05%) SQL
5 2 (10.53%) C++
5 2 (10.53%) T-SQL
6 1 (5.26%) C#
6 1 (5.26%) Java
6 1 (5.26%) PHP
6 1 (5.26%) Ruby
Qualifications
1 2 (10.53%) Degree
1 2 (10.53%) Postgraduate
System Software
1 2 (10.53%) HDFS
Systems Management
1 1 (5.26%) Kibana
1 1 (5.26%) logstash
1 1 (5.26%) Opscode Chef
Vendors
1 3 (15.79%) Google
2 2 (10.53%) Microsoft
3 1 (5.26%) Facebook
3 1 (5.26%) Oracle
3 1 (5.26%) Twitter