The following table provides summary statistics for permanent job vacancies advertised in Bristol 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 3 months to 24 June 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
South West / Bristol
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 114 107 136
Rank change year-on-year -7 +29  
Permanent jobs citing Machine Learning 20 9 2
As % of all permanent IT jobs advertised in Bristol 1.10% 0.56% 0.10%
As % of the Processes & Methodologies category 1.22% 0.62% 0.12%
Number of salaries quoted 17 9 2
Median salary £55,000 £45,000 £36,250
Median salary % change year-on-year +22.22% +24.13%  
UK excluding London median salary £50,000 £50,000 £50,000

Machine Learning is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Bristol with a requirement for process and methodology skills.

Process & Methodology Skills
Bristol
Permanent job vacancies with a requirement for process and methodology skills 1636 1454 1730
As % of all permanent IT job vacancies advertised in Bristol 90.14% 90.70% 89.36%
Number of salaries quoted 1365 1252 1494
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% -  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £68,500 £65,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Machine Learning
Job Vacancy Trend in Bristol

The job posting trend of jobs advertised in Bristol citing Machine Learning as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Machine Learning in Bristol

Machine Learning
Salary Trend in Bristol

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

Salary trend for Machine Learning in Bristol

Machine Learning
Salary Histogram in Bristol

The salary distribution of IT jobs citing Machine Learning in Bristol over the 3 months to 24 June 2017.

Salary histogram for Machine Learning in Bristol

For the 6 months to 24 June 2017, IT jobs citing Machine Learning 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 Bristol region with a requirement for Machine Learning.

1 29 (82.86%) Python
2 24 (68.57%) PhD
3 18 (51.43%) Software Engineering
4 16 (45.71%) C++
5 15 (42.86%) Java
6 14 (40.00%) Artificial Intelligence
6 14 (40.00%) Ruby
6 14 (40.00%) Games
6 14 (40.00%) Scala
6 14 (40.00%) Deep Learning
6 14 (40.00%) Unity (Game Engine)
6 14 (40.00%) Theano
6 14 (40.00%) Computer Vision
7 11 (31.43%) Electronics
7 11 (31.43%) Business Intelligence
7 11 (31.43%) Data Mining
7 11 (31.43%) Shell Script
7 11 (31.43%) Finance
7 11 (31.43%) Mobile App
7 11 (31.43%) Algorithms
7 11 (31.43%) Computer Science
8 10 (28.57%) Degree
8 10 (28.57%) Computer Science Degree
8 10 (28.57%) Manufacturing
8 10 (28.57%) Programme Management
8 10 (28.57%) SAP Oil and Gas
8 10 (28.57%) Marketing
8 10 (28.57%) Digital Marketing
8 10 (28.57%) Telecoms
8 10 (28.57%) C

Machine Learning
Co-occurring IT Skills in Bristol 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 6 (17.14%) DNN
2 1 (2.86%) Apache Spark
2 1 (2.86%) CMS
2 1 (2.86%) Elasticsearch
2 1 (2.86%) SAS
2 1 (2.86%) Sitecore CMS
2 1 (2.86%) Umbraco
Business Applications
1 10 (28.57%) SAP Oil and Gas
Cloud Services
1 1 (2.86%) GitHub
1 1 (2.86%) Microsoft Azure
1 1 (2.86%) Slack
Database & Business Intelligence
1 11 (31.43%) Data Mining
2 2 (5.71%) Big Data
2 2 (5.71%) SQL Server
3 1 (2.86%) Azure SQL Data Warehouse
3 1 (2.86%) Azure SQL Database
3 1 (2.86%) Data Warehouse
3 1 (2.86%) InterSystems Cache
3 1 (2.86%) OLTP
3 1 (2.86%) Redis
3 1 (2.86%) SQL Server 2008
3 1 (2.86%) SQL Server Reporting Services
Development Applications
1 7 (20.00%) Git (software)
General
1 14 (40.00%) Games
2 11 (31.43%) Electronics
2 11 (31.43%) Finance
3 10 (28.57%) Manufacturing
3 10 (28.57%) Marketing
3 10 (28.57%) Telecoms
4 2 (5.71%) Advertising
Job Titles
1 12 (34.29%) Software Engineer
2 10 (28.57%) Machine Learning Researcher
3 8 (22.86%) Computer Engineer
3 8 (22.86%) Graduate
4 7 (20.00%) Computer Vision Engineer
4 7 (20.00%) Developer
4 7 (20.00%) Machine Learning Engineer
5 4 (11.43%) .NET Developer
5 4 (11.43%) C++ Software Engineer
5 4 (11.43%) Graduate Software Engineer
6 2 (5.71%) C Software Engineer
6 2 (5.71%) C/C++ Software Engineer
6 2 (5.71%) Data Scientist
6 2 (5.71%) Developer in Test
6 2 (5.71%) Ruby Developer
6 2 (5.71%) Senior .NET Developer
6 2 (5.71%) Senior Developer
7 1 (2.86%) ASP.NET MVC Developer
7 1 (2.86%) Developer/Software Engineer
7 1 (2.86%) Image Processing Software Engineer
Libraries, Frameworks & Software Standards
1 14 (40.00%) Theano
1 14 (40.00%) Unity (Game Engine)
2 8 (22.86%) Natural Language Processing
3 6 (17.14%) OpenCV
4 4 (11.43%) .NET
5 3 (8.57%) ASP.NET
6 2 (5.71%) .NET Framework
6 2 (5.71%) AngularJS
6 2 (5.71%) Entity Framework
6 2 (5.71%) Qt
7 1 (2.86%) ASP.NET MVC
7 1 (2.86%) Aurelia
7 1 (2.86%) D3.js
7 1 (2.86%) HTML
7 1 (2.86%) jQuery
7 1 (2.86%) React
7 1 (2.86%) Ruby on Rails
Miscellaneous
1 11 (31.43%) Algorithms
1 11 (31.43%) Computer Science
1 11 (31.43%) Mobile App
2 8 (22.86%) 3D Graphics
3 4 (11.43%) Greenfield Project
4 2 (5.71%) Fintech
5 1 (2.86%) User Experience
Operating Systems
1 6 (17.14%) Linux
2 1 (2.86%) Unix
Processes & Methodologies
1 18 (51.43%) Software Engineering
2 14 (40.00%) Artificial Intelligence
2 14 (40.00%) Computer Vision
2 14 (40.00%) Deep Learning
3 11 (31.43%) Business Intelligence
4 10 (28.57%) Digital Marketing
4 10 (28.57%) Programme Management
5 8 (22.86%) Bayesian Methods
5 8 (22.86%) Game Theory
6 6 (17.14%) Neural Network
6 6 (17.14%) Reinforcement Learning
7 3 (8.57%) MVC
8 2 (5.71%) Continuous Improvement
8 2 (5.71%) Regression Testing
8 2 (5.71%) Test Automation
9 1 (2.86%) Data Visualisation
9 1 (2.86%) Image Processing
9 1 (2.86%) Unit Testing
9 1 (2.86%) Visualisation
9 1 (2.86%) Waterfall
Programming Languages
1 29 (82.86%) Python
2 16 (45.71%) C++
3 15 (42.86%) Java
4 14 (40.00%) Ruby
4 14 (40.00%) Scala
5 11 (31.43%) Shell Script
6 10 (28.57%) C
7 8 (22.86%) Fortran
8 3 (8.57%) C#
9 2 (5.71%) SQL
10 1 (2.86%) Embedded C
10 1 (2.86%) JavaScript
Qualifications
1 24 (68.57%) PhD
2 10 (28.57%) Computer Science Degree
2 10 (28.57%) Degree
Vendors
1 10 (28.57%) SAP
2 1 (2.86%) Microsoft
2 1 (2.86%) Sitecore
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