The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the East of England region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 4 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
Machine Learning
Rank 197 268 279
Rank change year-on-year
+71 +11
Permanent jobs citing Machine Learning 56 4 10
As % of all permanent IT jobs located in the East of England 0.88% 0.056% 0.12%
As % of the Processes & Methodologies category 1.00% 0.065% 0.15%
Number of salaries quoted 51 4 9
Median salary £50,000 £63,750 £40,000
Median salary % change year-on-year
-21.56% +59.37%
90% offered a salary of more than £27,500 £50,250 £24,800
10% offered a salary of more than £75,000 £79,000 £64,000
UK excluding London median salary £50,000 £52,500 £40,000
% change year-on-year
-4.76% +31.25%
Machine Learning
England

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

Processes & Methodologies Category
East of England
Permanent IT job ads with a match in the
Processes & Methodologies category
5605 6165 6784
As % of all permanent IT jobs located in the East of England 87.89% 85.57% 84.19%
Number of salaries quoted 4553 5100 5455
Median salary £49,500 £47,500 £45,000
Median salary % change year-on-year
+4.21% +5.55%
90% offered a salary of more than £32,500 £30,500 £30,500
10% offered a salary of more than £70,000 £67,500 £67,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Machine Learning
Jobs Demand Trend in the East of England

The demand trend of job ads across the East of England 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 the East of England

Machine Learning
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning across the East of England region.

Machine Learning Salary Trend in the East of England

Machine Learning
Salary Histogram in the East of England

This chart provides a salary histogram for IT jobs citing Machine Learning across the East of England region over the 3 months to 4 December 2016.

Machine Learning Salary Histogram in the East of England

Machine Learning
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the East of England region over the 3 months to 4 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridgeshire +49 45 £50,000 -20.00% 11
Hertfordshire +17 8 £68,750 +5.76% 2
Suffolk - 2 £50,000 -
Bedfordshire - 1 £60,000 -
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the East of England

For the 6 months to 4 December 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 East of England region with a requirement for Machine Learning.

1 74 (66.07%) Java
2 67 (59.82%) C++
3 64 (57.14%) Python
4 55 (49.11%) Algorithms
5 52 (46.43%) Computer Science
6 50 (44.64%) Degree
7 48 (42.86%) Mathematics
8 46 (41.07%) C#
9 44 (39.29%) C
10 34 (30.36%) Physics
11 33 (29.46%) PhD
12 32 (28.57%) Software Engineering
13 25 (22.32%) .NET
13 25 (22.32%) ASP.NET
13 25 (22.32%) Artificial Intelligence
13 25 (22.32%) Agile Software Development
14 18 (16.07%) Deep Learning
15 16 (14.29%) Multithreading
16 15 (13.39%) Distributed Algorithms
16 15 (13.39%) NoSQL
17 14 (12.50%) Analytics
17 14 (12.50%) Web Services
17 14 (12.50%) OO
18 13 (11.61%) Scala
19 12 (10.71%) Apple
19 12 (10.71%) Big Data
20 11 (9.82%) Analytical Skills
20 11 (9.82%) Scrum
20 11 (9.82%) JavaScript
20 11 (9.82%) Augmented Reality

Machine Learning
Top Related IT Skills in the East of England 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 (4.46%) Apache Spark
1 5 (4.46%) Tomcat
2 2 (1.79%) Apache Pig
2 2 (1.79%) Elasticsearch
3 1 (0.89%) SAS
Business Applications
1 1 (0.89%) Oracle BPM
Cloud Services
1 2 (1.79%) Amazon AWS
1 2 (1.79%) Google Cloud Platform
1 2 (1.79%) Microsoft Azure
2 1 (0.89%) SaaS
Communications & Networking
1 2 (1.79%) Internet
2 1 (0.89%) TCP/IP
Database & Business Intelligence
1 15 (13.39%) NoSQL
2 12 (10.71%) Big Data
3 10 (8.93%) Apache Cassandra
4 8 (7.14%) Data Mining
5 4 (3.57%) Relational Database
6 3 (2.68%) Apache Hive
6 3 (2.68%) BusinessObjects
6 3 (2.68%) Hadoop
6 3 (2.68%) Lumira
6 3 (2.68%) Oracle BI EE
6 3 (2.68%) Spotfire
7 2 (1.79%) MongoDB
7 2 (1.79%) Presto
8 1 (0.89%) Data Warehouse
8 1 (0.89%) SAP BW
Development Applications
1 5 (4.46%) Selenium
2 3 (2.68%) Talend Open Studio
3 2 (1.79%) JIRA
3 2 (1.79%) JMeter
3 2 (1.79%) JUnit
3 2 (1.79%) LoadRunner
3 2 (1.79%) NUnit
3 2 (1.79%) Oracle APEX
3 2 (1.79%) YouTrack
General
1 10 (8.93%) Telecoms
2 3 (2.68%) Finance
3 2 (1.79%) Marketing
3 2 (1.79%) Pharmaceutical
4 1 (0.89%) Manufacturing
4 1 (0.89%) Military
4 1 (0.89%) Retail
Job Titles
1 50 (44.64%) Developer
2 34 (30.36%) Software Developer
3 28 (25.00%) Software Engineer
4 18 (16.07%) Machine Learning Engineer
5 16 (14.29%) Java Developer
6 9 (8.04%) Java Engineer
7 7 (6.25%) C++ Software Engineer
7 7 (6.25%) Data Scientist
8 6 (5.36%) C++ Developer
8 6 (5.36%) Developer/Software Engineer
8 6 (5.36%) Development Engineer
8 6 (5.36%) Development Team Leader
8 6 (5.36%) Java Development Team Leader
8 6 (5.36%) Java Team Leader
8 6 (5.36%) Software Development Engineer
8 6 (5.36%) Software Test Engineer
8 6 (5.36%) Team Leader
8 6 (5.36%) Test Engineer
9 5 (4.46%) C++ Software Developer
9 5 (4.46%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 25 (22.32%) .NET
1 25 (22.32%) ASP.NET
2 14 (12.50%) Web Services
3 10 (8.93%) AngularJS
4 8 (7.14%) Akka
5 6 (5.36%) RESTful
6 5 (4.46%) CSS
6 5 (4.46%) HTML
6 5 (4.46%) Natural Language Processing
6 5 (4.46%) Spring
6 5 (4.46%) XML
7 4 (3.57%) Node.js
8 2 (1.79%) Hibernate
8 2 (1.79%) MLlib
9 1 (0.89%) CSS3
9 1 (0.89%) D3.js
9 1 (0.89%) Ember.js
9 1 (0.89%) HTML5
9 1 (0.89%) React
9 1 (0.89%) scikit-learn
Miscellaneous
1 55 (49.11%) Algorithms
2 52 (46.43%) Computer Science
3 48 (42.86%) Mathematics
4 34 (30.36%) Physics
5 25 (22.32%) Artificial Intelligence
6 11 (9.82%) Analytical Skills
6 11 (9.82%) Augmented Reality
7 10 (8.93%) Digital Media
8 7 (6.25%) Statistics
9 5 (4.46%) User Experience
10 4 (3.57%) Field-Programmable Gate Array
10 4 (3.57%) Neural Network
11 3 (2.68%) Visualisation
12 2 (1.79%) Device Driver
12 2 (1.79%) Internet of Things
13 1 (0.89%) Clustering
13 1 (0.89%) Data Structures
13 1 (0.89%) Life Science
Operating Systems
1 6 (5.36%) Linux
2 3 (2.68%) Windows
3 2 (1.79%) Unix
Processes & Methodologies
1 32 (28.57%) Software Engineering
2 25 (22.32%) Agile Software Development
3 18 (16.07%) Deep Learning
4 16 (14.29%) Multithreading
5 15 (13.39%) Distributed Algorithms
6 14 (12.50%) Analytics
6 14 (12.50%) OO
7 11 (9.82%) Scrum
8 10 (8.93%) Coaching
8 10 (8.93%) Mentoring
9 8 (7.14%) Prototyping
10 7 (6.25%) Data Analytics
11 6 (5.36%) Computer Vision
11 6 (5.36%) ETL
11 6 (5.36%) High Availability
11 6 (5.36%) Microservices
11 6 (5.36%) OOP
11 6 (5.36%) Test Automation
12 4 (3.57%) FPGA Design
12 4 (3.57%) SDLC
Programming Languages
1 74 (66.07%) Java
2 67 (59.82%) C++
3 64 (57.14%) Python
4 46 (41.07%) C#
5 44 (39.29%) C
6 13 (11.61%) Scala
7 11 (9.82%) JavaScript
8 9 (8.04%) SQL
9 8 (7.14%) MATLAB
10 6 (5.36%) R
11 4 (3.57%) Objective-C
11 4 (3.57%) Perl
11 4 (3.57%) Tcl
12 3 (2.68%) TypeScript
12 3 (2.68%) VBA
13 2 (1.79%) Bash Shell
13 2 (1.79%) Clojure
13 2 (1.79%) PL/SQL
13 2 (1.79%) PowerShell
13 2 (1.79%) Ruby
Qualifications
1 50 (44.64%) Degree
2 33 (29.46%) PhD
3 1 (0.89%) Postgraduate
Quality Assurance & Compliance
1 6 (5.36%) QA
Vendors
1 12 (10.71%) Apple
2 3 (2.68%) hybris
2 3 (2.68%) Talend
3 2 (1.79%) Google
3 2 (1.79%) Oracle
3 2 (1.79%) SAP
4 1 (0.89%) Cognos
4 1 (0.89%) Hyperion
4 1 (0.89%) Tableau
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