Period
to 16 December 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Cardiff. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 16 December 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
South Wales > Cardiff
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 23 22 29
Rank change year-on-year -1 +7 -5
Permanent jobs citing Analytical Skills 79 65 99
As % of all permanent IT jobs advertised in Cardiff 7.21% 8.07% 7.39%
As % of the Miscellaneous category 20.79% 25.39% 23.68%
Number of salaries quoted 70 60 96
Cardiff median annual salary £40,000 £38,500 £41,250
Median salary % change year-on-year +3.90% -6.67% +17.86%
10th Percentile £24,800 £26,250 £26,625
90th Percentile £58,750 £62,500 £68,750
South Wales median annual salary £40,000 £39,000 £40,000
% change year-on-year +2.56% -2.50% +17.65%

Analytical Skills is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cardiff with a requirement for generic IT skills.

All Generic IT Skills
Cardiff
Permanent vacancies with a requirement for generic IT skills 380 256 418
As % of all permanent IT jobs advertised in Cardiff 34.70% 31.80% 31.19%
Number of salaries quoted 314 224 389
Cardiff median annual salary £40,000 £38,000 £37,500
Median salary % change year-on-year +5.26% +1.33% -
10th Percentile £22,650 £22,325 £23,450
90th Percentile £67,500 £54,695 £63,000
South Wales median annual salary £40,000 £38,500 £37,500
% change year-on-year +3.90% +2.67% +7.14%

Analytical Skills
Job Vacancy Trend in Cardiff

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Cardiff.

Job vacancy trend for Analytical Skills in Cardiff

Analytical Skills
Salary Trend in Cardiff

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytical Skills in Cardiff.

Salary trend for Analytical Skills in Cardiff

Analytical Skills
Salary Histogram in Cardiff

The salary distribution of IT jobs citing Analytical Skills in Cardiff over the 6 months to 16 December 2018.

Salary histogram for Analytical Skills in Cardiff

For the 6 months to 16 December 2018, IT jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cardiff region with a requirement for Analytical Skills.

1 33 (41.77%) Agile Software Development
2 27 (34.18%) Problem-Solving
3 23 (29.11%) Scrum
4 21 (26.58%) Finance
5 19 (24.05%) SQL
6 18 (22.78%) Self-Motivation
7 14 (17.72%) TDD
7 14 (17.72%) Degree
7 14 (17.72%) Unit Testing
8 13 (16.46%) Python
8 13 (16.46%) Analytical Mindset
9 11 (13.92%) Business Analysis
9 11 (13.92%) Amazon AWS
9 11 (13.92%) OOD
9 11 (13.92%) SOLID
10 9 (11.39%) Business Intelligence
10 9 (11.39%) Project Management
11 8 (10.13%) Microsoft
11 8 (10.13%) Java
11 8 (10.13%) PHP
11 8 (10.13%) Management Information System
11 8 (10.13%) Continuous Improvement
11 8 (10.13%) Continuous Delivery
11 8 (10.13%) Test Automation
12 7 (8.86%) Selenium
12 7 (8.86%) Computer Science
12 7 (8.86%) User Stories
12 7 (8.86%) Stakeholder Management
12 7 (8.86%) HTML
13 6 (7.59%) Oracle

Analytical Skills
Co-occurring 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 5 (6.33%) CMS
1 5 (6.33%) Confluence
1 5 (6.33%) Drupal
1 5 (6.33%) SAS
2 4 (5.06%) Apache Spark
3 1 (1.27%) SharePoint
3 1 (1.27%) Sitecore CMS
3 1 (1.27%) Umbraco
3 1 (1.27%) WordPress
Applications
1 4 (5.06%) Microsoft Office
2 3 (3.80%) SPSS
3 2 (2.53%) Microsoft Excel
Business Applications
1 3 (3.80%) Oracle EBS
2 2 (2.53%) Magento
3 1 (1.27%) SAP HCM
3 1 (1.27%) SAP Payroll
Cloud Services
1 11 (13.92%) Amazon AWS
2 4 (5.06%) Microsoft Azure
2 4 (5.06%) Slack
3 3 (3.80%) Cloud Computing
3 3 (3.80%) GitHub
3 3 (3.80%) Google Cloud Platform
3 3 (3.80%) Trello
4 2 (2.53%) Office 365
Communications & Networking
1 2 (2.53%) Firewall
1 2 (2.53%) Internet
1 2 (2.53%) Skype
2 1 (1.27%) Intranet
2 1 (1.27%) Network Security
Database & Business Intelligence
1 3 (3.80%) Amazon DynamoDB
1 3 (3.80%) MySQL
1 3 (3.80%) NoSQL
1 3 (3.80%) Oracle Database
1 3 (3.80%) PostgreSQL
1 3 (3.80%) QlikView
1 3 (3.80%) Spotfire
1 3 (3.80%) SQL Server Integration Services
2 2 (2.53%) BusinessObjects
2 2 (2.53%) Oracle Reports
2 2 (2.53%) SQL Server
3 1 (1.27%) Big Data
3 1 (1.27%) Data Warehouse
3 1 (1.27%) DB2
3 1 (1.27%) Hadoop
3 1 (1.27%) Pentaho
3 1 (1.27%) Power BI
3 1 (1.27%) SQL Server Analysis Services
3 1 (1.27%) SQL Server Reporting Services
Development Applications
1 7 (8.86%) Selenium
2 6 (7.59%) JIRA
3 5 (6.33%) Git (software)
4 3 (3.80%) CircleCI
4 3 (3.80%) Pylint
4 3 (3.80%) Team Foundation Server
5 2 (2.53%) Oracle Forms
6 1 (1.27%) Atlassian Bamboo
6 1 (1.27%) Maven
6 1 (1.27%) Visual Studio
General
1 21 (26.58%) Finance
2 4 (5.06%) French Language
2 4 (5.06%) German Language
2 4 (5.06%) Retail
3 3 (3.80%) Marketing
4 2 (2.53%) Electronics
4 2 (2.53%) Manufacturing
4 2 (2.53%) Telecoms
5 1 (1.27%) Banking
5 1 (1.27%) Games
Job Titles
1 28 (35.44%) Developer
2 18 (22.78%) Analyst
3 12 (15.19%) Python Developer
4 8 (10.13%) Senior Developer
5 7 (8.86%) Business Analyst
6 6 (7.59%) Consultant
7 5 (6.33%) IT Manager
7 5 (6.33%) Senior Python Developer
7 5 (6.33%) Service Analyst
8 4 (5.06%) Drupal Developer
8 4 (5.06%) Information Officer
8 4 (5.06%) Information Security Officer
8 4 (5.06%) IT Support
8 4 (5.06%) IT Support Manager
8 4 (5.06%) Principal Developer
8 4 (5.06%) Security Officer
8 4 (5.06%) Support Manager
8 4 (5.06%) Systems Analyst
8 4 (5.06%) Web Developer
9 3 (3.80%) Finance Systems Analyst
Libraries, Frameworks & Software Standards
1 7 (8.86%) HTML
2 6 (7.59%) Django
2 6 (7.59%) React
3 5 (6.33%) CSS
4 4 (5.06%) LAMP
4 4 (5.06%) React Native
4 4 (5.06%) Spring
4 4 (5.06%) Web Services
4 4 (5.06%) XML
5 3 (3.80%) Flask
5 3 (3.80%) Redux
6 2 (2.53%) .NET
6 2 (2.53%) Visualforce
7 1 (1.27%) Hibernate
7 1 (1.27%) SOAP
Miscellaneous
1 18 (22.78%) Self-Motivation
2 13 (16.46%) Analytical Mindset
3 8 (10.13%) Management Information System
4 4 (5.06%) Mobile App
4 4 (5.06%) PMI
5 3 (3.80%) CMDB
6 1 (1.27%) Mainframe
6 1 (1.27%) Social Media
Operating Systems
1 4 (5.06%) Linux
2 3 (3.80%) Android
2 3 (3.80%) Apple iOS
2 3 (3.80%) Unix
3 2 (2.53%) Windows
4 1 (1.27%) Windows 10
4 1 (1.27%) Windows 7
Processes & Methodologies
1 33 (41.77%) Agile Software Development
2 27 (34.18%) Problem-Solving
3 23 (29.11%) Scrum
4 14 (17.72%) TDD
4 14 (17.72%) Unit Testing
5 11 (13.92%) Business Analysis
5 11 (13.92%) OOD
5 11 (13.92%) SOLID
6 9 (11.39%) Business Intelligence
6 9 (11.39%) Project Management
7 8 (10.13%) Continuous Delivery
7 8 (10.13%) Continuous Improvement
7 8 (10.13%) Test Automation
8 7 (8.86%) Computer Science
8 7 (8.86%) Stakeholder Management
8 7 (8.86%) User Stories
9 6 (7.59%) Analytics
9 6 (7.59%) Data Analytics
9 6 (7.59%) ITIL
9 6 (7.59%) Web Development
Programming Languages
1 19 (24.05%) SQL
2 13 (16.46%) Python
3 8 (10.13%) Java
3 8 (10.13%) PHP
4 4 (5.06%) VBA
5 3 (3.80%) JavaScript
5 3 (3.80%) R
6 2 (2.53%) Apex Code
6 2 (2.53%) C++
6 2 (2.53%) PL/SQL
7 1 (1.27%) C#
7 1 (1.27%) COBOL
7 1 (1.27%) PL/1
7 1 (1.27%) T-SQL
7 1 (1.27%) VB
Qualifications
1 14 (17.72%) Degree
2 4 (5.06%) CISSP
2 4 (5.06%) ITIL Certification
2 4 (5.06%) PMI Certification
3 3 (3.80%) Computer Science Degree
3 3 (3.80%) OCA
3 3 (3.80%) Oracle Certification
4 2 (2.53%) VMware Certified Professional (VCP)
5 1 (1.27%) A+ Certification
5 1 (1.27%) CompTIA Security+
5 1 (1.27%) Network+ Certification
5 1 (1.27%) SSCP
Quality Assurance & Compliance
1 4 (5.06%) ISO/IEC 27001
2 3 (3.80%) Data Quality
2 3 (3.80%) PCI DSS
3 2 (2.53%) Cyber Essentials
4 1 (1.27%) QA
System Software
1 1 (1.27%) Active Directory
1 1 (1.27%) Docker
Systems Management
1 1 (1.27%) Kubernetes
1 1 (1.27%) Tivoli Storage Manager
Vendors
1 8 (10.13%) Microsoft
2 6 (7.59%) Oracle
3 4 (5.06%) SAP
4 3 (3.80%) Google
4 3 (3.80%) Tableau
5 2 (2.53%) Salesforce.com
5 2 (2.53%) VMware
6 1 (1.27%) Blue Prism
6 1 (1.27%) CheckPoint
6 1 (1.27%) Sitecore