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 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
Machine Learning
Rank 124 131 127
Rank change year-on-year
+7 -4
Permanent jobs citing Machine Learning 5 2 3
As % of all permanent IT jobs located in Bristol 0.29% 0.11% 0.17%
As % of the Processes & Methodologies category 0.33% 0.12% 0.19%
Number of salaries quoted 5 2 3
Median salary £60,000 £46,250 £42,500
Median salary % change year-on-year
+29.72% +8.82%
UK excluding London median salary £50,000 £47,500 £40,000
% change year-on-year
+5.26% +18.75%
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
1529 1660 1547
As % of all permanent IT jobs located in Bristol 88.69% 88.91% 85.56%
Number of salaries quoted 1328 1433 1279
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year
+5.88% -
90% offered a salary of more than £32,500 £30,000 £28,576
10% offered a salary of more than £67,500 £65,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 27 September 2016.

Machine Learning Salary Histogram in Bristol

Machine Learning
Top 30 Related IT Skills in Bristol

For the 6 months to 27 September 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 11 (78.57%) Analytics
2 10 (71.43%) SQL
3 9 (64.29%) Python
4 8 (57.14%) Computer Science
5 7 (50.00%) Apache Spark
5 7 (50.00%) Degree
5 7 (50.00%) Hadoop
6 6 (42.86%) PhD
7 5 (35.71%) Migration
7 5 (35.71%) PostgreSQL
7 5 (35.71%) Physics
7 5 (35.71%) Web Analytics
7 5 (35.71%) Omniture
7 5 (35.71%) Google
8 4 (28.57%) Apache Hive
8 4 (28.57%) R
8 4 (28.57%) Apache Pig
8 4 (28.57%) Big Data
8 4 (28.57%) Statistical Modelling
9 3 (21.43%) Kafka
9 3 (21.43%) Apache Flume
9 3 (21.43%) Data Analytics
9 3 (21.43%) Elasticsearch
9 3 (21.43%) Natural Language Processing
9 3 (21.43%) Microsoft Azure
9 3 (21.43%) Azure SQL Database
9 3 (21.43%) Mathematics
9 3 (21.43%) Finance
9 3 (21.43%) OO
9 3 (21.43%) Advertising

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 (50.00%) Apache Spark
2 4 (28.57%) Apache Pig
3 3 (21.43%) Elasticsearch
Business Applications
1 1 (7.14%) SAP Oil and Gas
Cloud Services
1 3 (21.43%) Microsoft Azure
Database & Business Intelligence
1 7 (50.00%) Hadoop
2 5 (35.71%) PostgreSQL
3 4 (28.57%) Apache Hive
3 4 (28.57%) Big Data
4 3 (21.43%) Azure SQL Database
4 3 (21.43%) Data Lake
4 3 (21.43%) Impala
5 2 (14.29%) Apache Cassandra
5 2 (14.29%) HBase
5 2 (14.29%) Mahout
5 2 (14.29%) MongoDB
5 2 (14.29%) MySQL
5 2 (14.29%) NoSQL
5 2 (14.29%) Relational Database
5 2 (14.29%) SQLite
6 1 (7.14%) Data Mining
6 1 (7.14%) Data Warehouse
General
1 3 (21.43%) Advertising
1 3 (21.43%) Finance
2 1 (7.14%) Electronics
2 1 (7.14%) Manufacturing
2 1 (7.14%) Marketing
2 1 (7.14%) Telecoms
Job Titles
1 8 (57.14%) Data Scientist
2 3 (21.43%) Data Engineer
3 2 (14.29%) Developer
3 2 (14.29%) Senior Data Engineer
3 2 (14.29%) Senior Data Scientist
3 2 (14.29%) Senior Developer
4 1 (7.14%) Big Data Engineer
4 1 (7.14%) Senior Manager
4 1 (7.14%) Senior Technical Manager
4 1 (7.14%) Technical Manager
Libraries, Frameworks & Software Standards
1 3 (21.43%) ELK Stack
1 3 (21.43%) Kafka
1 3 (21.43%) Natural Language Processing
2 2 (14.29%) .NET
Miscellaneous
1 8 (57.14%) Computer Science
2 5 (35.71%) Physics
3 3 (21.43%) Artificial Intelligence
3 3 (21.43%) Mathematics
4 2 (14.29%) Algorithms
5 1 (7.14%) Analytical Skills
5 1 (7.14%) Neural Network
5 1 (7.14%) Statistics
Processes & Methodologies
1 11 (78.57%) Analytics
2 5 (35.71%) Migration
2 5 (35.71%) Web Analytics
3 4 (28.57%) Statistical Modelling
4 3 (21.43%) Agile Software Development
4 3 (21.43%) Data Analytics
4 3 (21.43%) ETL
4 3 (21.43%) OO
5 2 (14.29%) Data Analysis
5 2 (14.29%) DevOps
5 2 (14.29%) Functional Programming
5 2 (14.29%) MapReduce
5 2 (14.29%) Open Source
5 2 (14.29%) Predictive Analytics
5 2 (14.29%) SOA
5 2 (14.29%) Statistical Learning
6 1 (7.14%) Deep Learning
6 1 (7.14%) Digital Marketing
6 1 (7.14%) Programme Management
6 1 (7.14%) Qualitative Analysis
Programming Languages
1 10 (71.43%) SQL
2 9 (64.29%) Python
3 4 (28.57%) R
4 2 (14.29%) C#
4 2 (14.29%) C++
4 2 (14.29%) Java
4 2 (14.29%) JavaScript
4 2 (14.29%) MATLAB
4 2 (14.29%) Perl
4 2 (14.29%) Ruby
4 2 (14.29%) Scala
Qualifications
1 7 (50.00%) Degree
2 6 (42.86%) PhD
System Software
1 3 (21.43%) Apache Flume
1 3 (21.43%) Docker
Systems Management
1 3 (21.43%) Kibana
1 3 (21.43%) logstash
Vendors
1 5 (35.71%) Google
1 5 (35.71%) Omniture
2 1 (7.14%) SAP
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