Period
to 18 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Cardiff with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 6 months to 18 December 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
South Wales > Cardiff
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 78 66 100
Rank change year-on-year -12 +34 +6
Permanent jobs citing Machine Learning 18 11 10
As % of all permanent IT jobs advertised in Cardiff 1.64% 1.36% 0.75%
As % of the Processes & Methodologies category 1.91% 1.44% 0.82%
Number of salaries quoted 9 11 10
Cardiff median annual salary £55,000 £38,500 £45,000
Median salary % change year-on-year +42.86% -14.44% -14.29%
10th Percentile £41,650 £30,000 £27,000
90th Percentile £77,500 £46,250 £65,000
South Wales median annual salary £55,000 £38,500 £29,000
% change year-on-year +42.86% +32.76% -44.76%

Machine Learning is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Cardiff
Permanent vacancies with a requirement for process or methodology skills 944 766 1,222
As % of all permanent IT jobs advertised in Cardiff 85.90% 95.04% 92.09%
Number of salaries quoted 778 686 1,115
Cardiff median annual salary £40,000 £38,000 £36,000
Median salary % change year-on-year +5.26% +5.56% +2.86%
10th Percentile £25,500 £24,250 £22,500
90th Percentile £65,000 £55,000 £55,750
South Wales median annual salary £40,000 £38,500 £37,500
% change year-on-year +3.90% +2.67% +4.17%

Machine Learning
Job Vacancy Trend in Cardiff

Job postings citing Machine Learning as a percentage of all IT jobs advertised in Cardiff.

Job vacancy trend for Machine Learning in Cardiff

Machine Learning
Salary Trend in Cardiff

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

Salary trend for Machine Learning in Cardiff

Machine Learning
Salary Histogram in Cardiff

The salary distribution of IT jobs citing Machine Learning in Cardiff over the 6 months to 18 December 2018.

Salary histogram for Machine Learning in Cardiff

For the 6 months to 18 December 2018, IT jobs citing Machine Learning 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 Machine Learning.

1 15 (83.33%) C#
1 15 (83.33%) Python
1 15 (83.33%) Artificial Intelligence
2 13 (72.22%) Software Engineering
3 11 (61.11%) .NET
3 11 (61.11%) Elasticsearch
4 10 (55.56%) AngularJS
5 9 (50.00%) Analytics
5 9 (50.00%) Business Intelligence
5 9 (50.00%) Deep Learning
5 9 (50.00%) Data Science
5 9 (50.00%) Problem-Solving
6 8 (44.44%) Data Analytics
6 8 (44.44%) Serverless
6 8 (44.44%) .NET Core
6 8 (44.44%) Games
6 8 (44.44%) Welsh Language
7 7 (38.89%) TypeScript
8 6 (33.33%) Amazon AWS
8 6 (33.33%) SaaS
9 5 (27.78%) JavaScript
10 3 (16.67%) Project Management
11 2 (11.11%) Microsoft
11 2 (11.11%) CISSP
11 2 (11.11%) Microsoft Certification
11 2 (11.11%) Agile Software Development
11 2 (11.11%) TOGAF
11 2 (11.11%) Management Information System
11 2 (11.11%) Apache
11 2 (11.11%) LAMP

Machine Learning
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 11 (61.11%) Elasticsearch
2 2 (11.11%) Apache
Cloud Services
1 8 (44.44%) Serverless
2 6 (33.33%) Amazon AWS
2 6 (33.33%) SaaS
3 2 (11.11%) Microsoft Azure
Database & Business Intelligence
1 2 (11.11%) SQL Server
2 1 (5.56%) Power BI
2 1 (5.56%) QlikView
2 1 (5.56%) Spotfire
2 1 (5.56%) SQL Server Reporting Services
Development Applications
1 2 (11.11%) Hudson
2 1 (5.56%) Git (software)
2 1 (5.56%) JIRA
2 1 (5.56%) Redmine
2 1 (5.56%) Selenium
General
1 8 (44.44%) Games
1 8 (44.44%) Welsh Language
2 1 (5.56%) Finance
Job Titles
1 7 (38.89%) Software Engineer
2 4 (22.22%) Senior Software Engineer
3 2 (11.11%) Architect
3 2 (11.11%) Solutions Architect
4 1 (5.56%) Analyst
4 1 (5.56%) Business Intelligence Analyst
4 1 (5.56%) Developer
4 1 (5.56%) Machine Learning Engineer
4 1 (5.56%) Python Developer
Libraries, Frameworks & Software Standards
1 11 (61.11%) .NET
2 10 (55.56%) AngularJS
3 8 (44.44%) .NET Core
4 2 (11.11%) Anaconda
4 2 (11.11%) LAMP
5 1 (5.56%) Caffe
5 1 (5.56%) Celery
5 1 (5.56%) CSS
5 1 (5.56%) Django
5 1 (5.56%) HTML
5 1 (5.56%) jQuery
5 1 (5.56%) JSON
5 1 (5.56%) Natural Language Processing
5 1 (5.56%) RESTful
5 1 (5.56%) TensorFlow
5 1 (5.56%) Torch
5 1 (5.56%) Web Services
5 1 (5.56%) XML
Miscellaneous
1 2 (11.11%) Algorithms
1 2 (11.11%) Management Information System
2 1 (5.56%) Data Structures
2 1 (5.56%) Wiki
Processes & Methodologies
1 15 (83.33%) Artificial Intelligence
2 13 (72.22%) Software Engineering
3 9 (50.00%) Analytics
3 9 (50.00%) Business Intelligence
3 9 (50.00%) Data Science
3 9 (50.00%) Deep Learning
3 9 (50.00%) Problem-Solving
4 8 (44.44%) Data Analytics
5 3 (16.67%) Project Management
6 2 (11.11%) Agile Software Development
6 2 (11.11%) Computer Science
6 2 (11.11%) DevOps
6 2 (11.11%) Enterprise Architecture
6 2 (11.11%) ITIL
6 2 (11.11%) ITIL V3
6 2 (11.11%) Open Source
6 2 (11.11%) PRINCE2
6 2 (11.11%) Test Automation
6 2 (11.11%) TOGAF
6 2 (11.11%) Waterfall
Programming Languages
1 15 (83.33%) C#
1 15 (83.33%) Python
2 7 (38.89%) TypeScript
3 5 (27.78%) JavaScript
4 1 (5.56%) C++
4 1 (5.56%) Java
4 1 (5.56%) MATLAB
4 1 (5.56%) R
4 1 (5.56%) Scala
4 1 (5.56%) SQL
Qualifications
1 2 (11.11%) CISSP
1 2 (11.11%) Degree
1 2 (11.11%) MCP
1 2 (11.11%) Microsoft Certification
1 2 (11.11%) TOGAF Certification
2 1 (5.56%) Computer Science Degree
2 1 (5.56%) PhD
Quality Assurance & Compliance
1 2 (11.11%) ISO/IEC 27001
1 2 (11.11%) PCI DSS
Vendors
1 2 (11.11%) Microsoft
1 2 (11.11%) SAP
2 1 (5.56%) Cognos
2 1 (5.56%) Tableau