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

3 months to
2 Dec 2016
Same period 2015 Same period 2014
Machine Learning
Rank 314 402 442
Rank change year-on-year
+88 +40
Permanent jobs citing Machine Learning 92 82 28
As % of all permanent IT jobs located in the South East 0.56% 0.37% 0.13%
As % of the Processes & Methodologies category 0.65% 0.43% 0.15%
Number of salaries quoted 84 64 27
Median salary £45,000 £60,000 £40,000
Median salary % change year-on-year
-25.00% +50.00%
90% offered a salary of more than £37,500 £45,000 £22,500
10% offered a salary of more than £61,750 £75,000 £75,000
UK excluding London median salary £50,000 £50,500 £40,000
% change year-on-year
-0.99% +26.25%
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 South East region.

Processes & Methodologies Category
South East
Permanent IT job ads with a match in the
Processes & Methodologies category
14154 18888 18666
As % of all permanent IT jobs located in the South East 85.87% 85.99% 83.83%
Number of salaries quoted 11668 15818 14757
Median salary £47,500 £47,500 £45,000
Median salary % change year-on-year
- +5.55%
90% offered a salary of more than £32,500 £31,500 £30,000
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 the South East

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

Machine Learning
Salary Trend in the South East

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

Machine Learning Salary Trend in the South East

Machine Learning
Salary Histogram in the South East

This chart provides a salary histogram for IT jobs citing Machine Learning across the South East region over the 3 months to 2 December 2016.

Machine Learning Salary Histogram in the South East

Machine Learning
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the South East region over the 3 months to 2 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
Oxfordshire +29 45 £43,750 -30.00% 6
Surrey +25 13 £65,000 -5.45% 1
Hampshire +8 13 £40,000 -20.00% 4
Berkshire +51 7 £52,500 -12.50% 4
Buckinghamshire +11 6 £47,500 +18.75%
East Sussex +28 4 £44,000 -2.22%
West Sussex - 4 £50,000 - 1
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the South East

For the 6 months to 2 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 South East region with a requirement for Machine Learning.

1 108 (52.17%) Python
2 79 (38.16%) Agile Software Development
3 77 (37.20%) Analytics
4 71 (34.30%) Algorithms
4 71 (34.30%) C++
5 70 (33.82%) R
6 66 (31.88%) Software Engineering
7 61 (29.47%) Java
7 61 (29.47%) PhD
8 55 (26.57%) MATLAB
9 53 (25.60%) C#
10 51 (24.64%) SQL
11 47 (22.71%) Degree
12 45 (21.74%) Mathematics
12 45 (21.74%) Physics
13 44 (21.26%) Apache Spark
14 42 (20.29%) Big Data
15 41 (19.81%) .NET
16 40 (19.32%) Computer Science
17 38 (18.36%) OpenCV
18 36 (17.39%) Computer Vision
19 35 (16.91%) Data Mining
20 34 (16.43%) MVC
21 32 (15.46%) STL
21 32 (15.46%) Boost C++ Libraries
22 31 (14.98%) Artificial Intelligence
22 31 (14.98%) Node.js
23 30 (14.49%) SQL Server
24 28 (13.53%) Signal Processing
25 27 (13.04%) Amazon AWS

Machine Learning
Top Related IT Skills in the South East 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 44 (21.26%) Apache Spark
2 7 (3.38%) Apache
3 6 (2.90%) SharePoint
4 4 (1.93%) Apache Solr
5 2 (0.97%) Elasticsearch
6 1 (0.48%) Apache Pig
Applications
1 24 (11.59%) GNU Octave
2 5 (2.42%) MS Excel
Business Applications
1 10 (4.83%) Sentinel
Cloud Services
1 27 (13.04%) Amazon AWS
2 20 (9.66%) Microsoft Azure
3 4 (1.93%) Cloud Computing
3 4 (1.93%) IaaS
3 4 (1.93%) PaaS
4 3 (1.45%) GitHub
4 3 (1.45%) Google Cloud Platform
4 3 (1.45%) SaaS
5 2 (0.97%) Azure Machine Learning
Communications & Networking
1 6 (2.90%) Internet
2 3 (1.45%) Wireless
3 2 (0.97%) Firewall
Database & Business Intelligence
1 42 (20.29%) Big Data
2 35 (16.91%) Data Mining
3 30 (14.49%) SQL Server
4 26 (12.56%) NoSQL
5 25 (12.08%) Hadoop
6 15 (7.25%) Redis
7 13 (6.28%) MongoDB
8 10 (4.83%) Apache Cassandra
9 9 (4.35%) SQL Server Integration Services
9 9 (4.35%) SQL Server Reporting Services
10 8 (3.86%) SQL Server Analysis Services
11 7 (3.38%) Data Warehouse
11 7 (3.38%) Power BI
11 7 (3.38%) QlikView
11 7 (3.38%) Spotfire
12 6 (2.90%) HDInsight
12 6 (2.90%) PostgreSQL
12 6 (2.90%) Relational Database
13 5 (2.42%) MySQL
14 4 (1.93%) SQL Server 2008
Development Applications
1 17 (8.21%) Git (software)
1 17 (8.21%) Vagrant
2 7 (3.38%) CMake
3 6 (2.90%) Selenium
4 5 (2.42%) Subversion
5 2 (0.97%) Appium
5 2 (0.97%) Calabash
5 2 (0.97%) HP UFT
5 2 (0.97%) Ranorex
6 1 (0.48%) Eclipse
6 1 (0.48%) Moq
6 1 (0.48%) NetBeans
6 1 (0.48%) NUnit
6 1 (0.48%) Talend Open Studio
6 1 (0.48%) TeamCity
6 1 (0.48%) Visual Studio
6 1 (0.48%) WebDriver
General
1 14 (6.76%) Automotive
2 11 (5.31%) Finance
3 9 (4.35%) Games
4 8 (3.86%) Marketing
4 8 (3.86%) Retail
5 6 (2.90%) Electronics
6 4 (1.93%) Pharmaceutical
7 2 (0.97%) Military
7 2 (0.97%) Multimedia
8 1 (0.48%) Banking
Job Titles
1 89 (43.00%) Developer
2 30 (14.49%) Data Scientist
3 29 (14.01%) Research Engineer
4 28 (13.53%) Computer Engineer
4 28 (13.53%) Computer Vision Engineer
5 27 (13.04%) Software Developer
6 25 (12.08%) Java Developer
7 19 (9.18%) Python Developer
8 18 (8.70%) .NET Developer
8 18 (8.70%) Software Engineer
9 16 (7.73%) C# Developer
9 16 (7.73%) Senior Developer
10 14 (6.76%) Analyst
11 13 (6.28%) Node.js Developer
11 13 (6.28%) Senior Java Developer
12 12 (5.80%) Senior Python Developer
13 11 (5.31%) ASP.NET Developer
13 11 (5.31%) C# .NET Developer
13 11 (5.31%) C++ Developer
14 10 (4.83%) Polyglot Developer
Libraries, Frameworks & Software Standards
1 41 (19.81%) .NET
2 38 (18.36%) OpenCV
3 32 (15.46%) Boost C++ Libraries
3 32 (15.46%) STL
4 31 (14.98%) Node.js
5 24 (11.59%) RESTful
6 23 (11.11%) ASP.NET
7 22 (10.63%) Spring
8 17 (8.21%) Web Services
9 16 (7.73%) SOAP
10 15 (7.25%) OpenGL
11 14 (6.76%) Samza
12 12 (5.80%) JMS
13 11 (5.31%) AngularJS
14 10 (4.83%) HTML
15 8 (3.86%) CSS
15 8 (3.86%) Lucene
15 8 (3.86%) Natural Language Processing
15 8 (3.86%) OpenCL
16 7 (3.38%) REST
Miscellaneous
1 71 (34.30%) Algorithms
2 45 (21.74%) Mathematics
2 45 (21.74%) Physics
3 40 (19.32%) Computer Science
4 31 (14.98%) Artificial Intelligence
5 26 (12.56%) Analytical Skills
6 22 (10.63%) Statistics
7 19 (9.18%) Data Integration
8 16 (7.73%) Neural Network
8 16 (7.73%) Robotics
9 14 (6.76%) Mobile App
9 14 (6.76%) Visualisation
10 11 (5.31%) Cloud Native
10 11 (5.31%) Telematics
11 8 (3.86%) CUDA
11 8 (3.86%) GPGPU
12 7 (3.38%) Embedded Systems
13 6 (2.90%) Internet of Things
14 4 (1.93%) Chemistry
14 4 (1.93%) Data Structures
Operating Systems
1 21 (10.14%) Linux
2 10 (4.83%) Windows
3 4 (1.93%) Android
3 4 (1.93%) Apple iOS
4 2 (0.97%) CentOS
4 2 (0.97%) Unix
4 2 (0.97%) Windows Server
Processes & Methodologies
1 79 (38.16%) Agile Software Development
2 77 (37.20%) Analytics
3 66 (31.88%) Software Engineering
4 36 (17.39%) Computer Vision
5 34 (16.43%) MVC
6 28 (13.53%) Signal Processing
7 25 (12.08%) Multithreading
8 24 (11.59%) Data Analytics
9 21 (10.14%) Low Latency
10 19 (9.18%) Mobile Development
10 19 (9.18%) OO
11 16 (7.73%) Image Processing
11 16 (7.73%) Scrum
12 14 (6.76%) Business Intelligence
13 13 (6.28%) Predictive Analytics
13 13 (6.28%) SDLC
13 13 (6.28%) Unit Testing
14 12 (5.80%) DevOps
14 12 (5.80%) Statistical Analysis
15 11 (5.31%) Open Source
Programming Languages
1 108 (52.17%) Python
2 71 (34.30%) C++
3 70 (33.82%) R
4 61 (29.47%) Java
5 55 (26.57%) MATLAB
6 53 (25.60%) C#
7 51 (24.64%) SQL
8 25 (12.08%) Scala
9 16 (7.73%) C
10 13 (6.28%) Groovy
11 12 (5.80%) JavaScript
12 10 (4.83%) Lua
13 9 (4.35%) Ruby
14 6 (2.90%) Perl
15 4 (1.93%) PHP
16 3 (1.45%) VB
17 2 (0.97%) Bash Shell
17 2 (0.97%) PowerShell
17 2 (0.97%) T-SQL
17 2 (0.97%) VBA
Qualifications
1 61 (29.47%) PhD
2 47 (22.71%) Degree
3 6 (2.90%) Security Cleared
4 3 (1.45%) Microsoft Certification
5 2 (0.97%) Postgraduate
6 1 (0.48%) SC Cleared
Quality Assurance & Compliance
1 6 (2.90%) ISO 14001
1 6 (2.90%) ISO 9001
2 5 (2.42%) QA
3 3 (1.45%) SLA
System Software
1 21 (10.14%) Docker
2 8 (3.86%) Virtual Machines
3 6 (2.90%) Firmware
4 3 (1.45%) HDFS
5 2 (0.97%) Active Directory
Systems Management
1 10 (4.83%) Opscode Chef
2 7 (3.38%) Puppet
3 5 (2.42%) Salt
4 3 (1.45%) Ansible
5 1 (0.48%) EMC NetWorker
Vendors
1 10 (4.83%) Microsoft
1 10 (4.83%) Tableau
2 9 (4.35%) Cloudera
3 8 (3.86%) Hortonworks
3 8 (3.86%) IBM
4 5 (2.42%) Google
5 4 (1.93%) Alteryx
5 4 (1.93%) Oracle
6 2 (0.97%) Cisco
7 1 (0.48%) CA
7 1 (0.48%) MapR
7 1 (0.48%) Talend
7 1 (0.48%) Xamarin
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