The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the Bristol region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Machine Learning
Rank 114 142 124
Rank change year-on-year
+28 -18
Permanent jobs citing Machine Learning 8 2 3
As % of all permanent IT jobs located in Bristol 0.50% 0.11% 0.17%
As % of the Processes & Methodologies category 0.55% 0.12% 0.19%
Number of salaries quoted 8 2 3
Median salary £45,000 £31,250 £42,500
Median salary % change year-on-year
+44.00% -26.47%
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
Machine Learning
South West

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

Processes & Methodologies Category
Bristol
Permanent IT job ads with a match in the
Processes & Methodologies category
1444 1703 1598
As % of all permanent IT jobs located in Bristol 89.52% 90.06% 88.43%
Number of salaries quoted 1252 1480 1259
Median salary £42,500 £42,500 £42,500
90% offered a salary of more than £30,000 £27,500 £29,012
10% offered a salary of more than £65,000 £61,403 £65,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Machine Learning
Jobs Demand Trend in Bristol

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

Machine Learning Jobs Demand Trend 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 across the Bristol region.

Machine Learning Salary Trend in Bristol

Machine Learning
Salary Histogram in Bristol

This chart provides a salary histogram for IT jobs citing Machine Learning across the Bristol region over the 3 months to 23 July 2016.

Machine Learning Salary Histogram in Bristol

Machine Learning
Top 30 Related IT Skills in Bristol

For the 6 months to 23 July 2016, 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 16 (69.57%) Computer Science
2 15 (65.22%) SQL
3 14 (60.87%) C#
3 14 (60.87%) Degree
4 13 (56.52%) .NET
5 12 (52.17%) Python
5 12 (52.17%) Analytics
6 11 (47.83%) Mathematics
7 10 (43.48%) Physics
7 10 (43.48%) OO
8 9 (39.13%) JavaScript
8 9 (39.13%) ASP.NET
8 9 (39.13%) CSS
8 9 (39.13%) HTML
8 9 (39.13%) PostgreSQL
8 9 (39.13%) Agile Software Development
9 8 (34.78%) MySQL
10 7 (30.43%) PhD
10 7 (30.43%) Hadoop
10 7 (30.43%) R
10 7 (30.43%) Apache Spark
11 6 (26.09%) Apache Pig
11 6 (26.09%) Statistical Modelling
11 6 (26.09%) Data Analytics
11 6 (26.09%) Natural Language Processing
11 6 (26.09%) Apache Hive
11 6 (26.09%) Artificial Intelligence
11 6 (26.09%) Data Mining
12 5 (21.74%) Migration
12 5 (21.74%) OOD

Machine Learning
Top Related 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 7 (30.43%) Apache Spark
2 6 (26.09%) Apache Pig
3 5 (21.74%) Elasticsearch
4 1 (4.35%) SAS
Applications
1 1 (4.35%) SPSS
Cloud Services
1 4 (17.39%) Amazon AWS
2 1 (4.35%) Microsoft Azure
Database & Business Intelligence
1 9 (39.13%) PostgreSQL
2 8 (34.78%) MySQL
3 7 (30.43%) Hadoop
4 6 (26.09%) Apache Hive
4 6 (26.09%) Data Mining
5 4 (17.39%) Amazon DynamoDB
5 4 (17.39%) Apache Cassandra
5 4 (17.39%) HBase
5 4 (17.39%) MongoDB
5 4 (17.39%) NoSQL
5 4 (17.39%) Relational Database
5 4 (17.39%) SQL Server
5 4 (17.39%) SQLite
6 3 (13.04%) Big Data
7 2 (8.70%) Mahout
8 1 (4.35%) Azure SQL Database
8 1 (4.35%) Data Lake
8 1 (4.35%) Impala
Development Applications
1 5 (21.74%) Moq
1 5 (21.74%) NUnit
General
1 2 (8.70%) Finance
2 1 (4.35%) Advertising
Job Titles
1 9 (39.13%) Data Scientist
1 9 (39.13%) Developer
2 5 (21.74%) .NET Developer
2 5 (21.74%) .NET Software Developer
2 5 (21.74%) ASP.NET Developer
2 5 (21.74%) C# .NET Developer
2 5 (21.74%) C# ASP.NET Developer
2 5 (21.74%) C# Developer
2 5 (21.74%) C# Software Developer
2 5 (21.74%) Software Developer
2 5 (21.74%) SQL Developer
3 4 (17.39%) AWS Engineer
3 4 (17.39%) Elasticsearch Engineer
3 4 (17.39%) Machine Learning Engineer
3 4 (17.39%) Senior Developer
4 2 (8.70%) Senior Data Scientist
5 1 (4.35%) Data Engineer
Libraries, Frameworks & Software Standards
1 13 (56.52%) .NET
2 9 (39.13%) ASP.NET
2 9 (39.13%) CSS
2 9 (39.13%) HTML
3 6 (26.09%) Natural Language Processing
4 5 (21.74%) .NET Framework
4 5 (21.74%) Entity Framework
4 5 (21.74%) LINQ
4 5 (21.74%) WCF
4 5 (21.74%) Web Services
5 4 (17.39%) AngularJS
5 4 (17.39%) ASP.NET MVC
5 4 (17.39%) KnockoutJS
5 4 (17.39%) Node.js
6 1 (4.35%) ELK Stack
6 1 (4.35%) Kafka
Miscellaneous
1 16 (69.57%) Computer Science
2 11 (47.83%) Mathematics
3 10 (43.48%) Physics
4 6 (26.09%) Artificial Intelligence
5 2 (8.70%) Algorithms
5 2 (8.70%) Analytical Skills
5 2 (8.70%) Neural Network
5 2 (8.70%) Statistics
Processes & Methodologies
1 12 (52.17%) Analytics
2 10 (43.48%) OO
3 9 (39.13%) Agile Software Development
4 6 (26.09%) Data Analytics
4 6 (26.09%) Statistical Modelling
5 5 (21.74%) Migration
5 5 (21.74%) OOD
5 5 (21.74%) Software Engineering
5 5 (21.74%) Unit Testing
5 5 (21.74%) Web Analytics
6 4 (17.39%) DevOps
6 4 (17.39%) E-Commerce
6 4 (17.39%) Functional Programming
6 4 (17.39%) MapReduce
6 4 (17.39%) MVC
6 4 (17.39%) Open Source
6 4 (17.39%) Predictive Analytics
6 4 (17.39%) Responsive Web Design
6 4 (17.39%) SOA
6 4 (17.39%) Web Design
Programming Languages
1 15 (65.22%) SQL
2 14 (60.87%) C#
3 12 (52.17%) Python
4 9 (39.13%) JavaScript
5 7 (30.43%) R
6 5 (21.74%) C++
6 5 (21.74%) Java
6 5 (21.74%) Perl
6 5 (21.74%) Ruby
7 2 (8.70%) MATLAB
7 2 (8.70%) Scala
Qualifications
1 14 (60.87%) Degree
2 7 (30.43%) PhD
System Software
1 1 (4.35%) Apache Flume
1 1 (4.35%) Docker
Systems Management
1 1 (4.35%) Kibana
1 1 (4.35%) logstash
Vendors
1 5 (21.74%) Google
1 5 (21.74%) Omniture
Bristol, Avon
Nakama
Salary: Up to £40,000 per annum
Posted: Yesterday