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 26 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
26 Jul 2016
Same period 2015 Same period 2014
Machine Learning
Rank 306 428 444
Rank change year-on-year
+122 +16
Permanent jobs citing Machine Learning 128 37 25
As % of all permanent IT jobs located in the South East 0.70% 0.18% 0.11%
As % of the Processes & Methodologies category 0.81% 0.21% 0.13%
Number of salaries quoted 112 37 22
Median salary £55,000 £45,500 £43,250
Median salary % change year-on-year
+20.87% +5.20%
90% offered a salary of more than £35,000 £35,000 £37,500
10% offered a salary of more than £72,250 £70,000 £59,750
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
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
15853 17835 18850
As % of all permanent IT jobs located in the South East 86.10% 85.49% 83.49%
Number of salaries quoted 13340 14411 14852
Median salary £47,500 £45,000 £45,000
Median salary % change year-on-year
+5.55% -
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £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 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 26 July 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 26 July 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 - 54 £55,000 - 4
Surrey +32 26 £70,000 +75.00% 8
Berkshire +31 25 £52,500 -26.31% 3
Hampshire +1 12 £35,000 -30.00% 2
Buckinghamshire - 6 £22,500 -
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the South East

For the 6 months to 26 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 South East region with a requirement for Machine Learning.

1 115 (53.24%) Algorithms
2 111 (51.39%) Python
3 87 (40.28%) C++
4 81 (37.50%) PhD
5 79 (36.57%) Big Data
6 77 (35.65%) Software Engineering
7 72 (33.33%) Java
8 70 (32.41%) R
9 68 (31.48%) Analytics
10 64 (29.63%) Agile Software Development
11 61 (28.24%) Computer Science
12 56 (25.93%) Degree
12 56 (25.93%) SQL
13 55 (25.46%) Apache Spark
14 51 (23.61%) C#
15 48 (22.22%) Mathematics
16 47 (21.76%) Data Mining
17 45 (20.83%) .NET
17 45 (20.83%) MATLAB
17 45 (20.83%) Statistics
18 44 (20.37%) Linux
19 43 (19.91%) SQL Server
19 43 (19.91%) Physics
20 41 (18.98%) Artificial Intelligence
21 38 (17.59%) Hadoop
22 36 (16.67%) Amazon AWS
23 34 (15.74%) OO
24 31 (14.35%) Finance
25 29 (13.43%) Signal Processing
25 29 (13.43%) Analytical Skills

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 55 (25.46%) Apache Spark
2 12 (5.56%) Elasticsearch
3 10 (4.63%) Apache
4 6 (2.78%) Apache Pig
5 5 (2.31%) SharePoint
6 2 (0.93%) Confluence
7 1 (0.46%) JBoss
7 1 (0.46%) SAS
7 1 (0.46%) Tomcat
7 1 (0.46%) WebLogic
Applications
1 8 (3.70%) GNU Octave
2 3 (1.39%) MS Office
3 2 (0.93%) MS Excel
4 1 (0.46%) MS PowerPoint
Business Applications
1 11 (5.09%) SAP Oil and Gas
2 9 (4.17%) Sentinel
Cloud Services
1 36 (16.67%) Amazon AWS
2 22 (10.19%) Microsoft Azure
3 6 (2.78%) SaaS
4 5 (2.31%) Cloud Computing
5 3 (1.39%) PaaS
6 2 (0.93%) Google Cloud Platform
6 2 (0.93%) IaaS
7 1 (0.46%) Azure Machine Learning
7 1 (0.46%) Office 365
Communications & Networking
1 6 (2.78%) Firewall
2 4 (1.85%) Internet
3 2 (0.93%) Bluetooth
3 2 (0.93%) Wireless
4 1 (0.46%) AMQP
4 1 (0.46%) TCP/IP
Database & Business Intelligence
1 79 (36.57%) Big Data
2 47 (21.76%) Data Mining
3 43 (19.91%) SQL Server
4 38 (17.59%) Hadoop
5 20 (9.26%) Apache Hive
6 18 (8.33%) Relational Database
7 17 (7.87%) RDBMS
8 15 (6.94%) MySQL
9 13 (6.02%) HBase
9 13 (6.02%) NoSQL
10 11 (5.09%) Apache Cassandra
10 11 (5.09%) Data Warehouse
11 10 (4.63%) MongoDB
11 10 (4.63%) SQL Server Integration Services
11 10 (4.63%) SQL Server Reporting Services
12 9 (4.17%) Redis
13 6 (2.78%) Power BI
13 6 (2.78%) QlikView
13 6 (2.78%) SQL Server Analysis Services
14 5 (2.31%) KDB
Development Applications
1 19 (8.80%) Git (software)
2 12 (5.56%) Vagrant
3 8 (3.70%) Eclipse
3 8 (3.70%) NetBeans
4 5 (2.31%) Visual Studio
5 4 (1.85%) Maven
6 3 (1.39%) Jenkins
6 3 (1.39%) Selenium
7 2 (0.93%) JIRA
7 2 (0.93%) Subversion
8 1 (0.46%) Appcelerator Titanium
8 1 (0.46%) HP UFT
8 1 (0.46%) Moq
8 1 (0.46%) NUnit
8 1 (0.46%) Ranorex
8 1 (0.46%) TeamCity
8 1 (0.46%) WebDriver
8 1 (0.46%) Xcode
General
1 31 (14.35%) Finance
2 12 (5.56%) Games
3 11 (5.09%) Marketing
4 8 (3.70%) Electronics
5 7 (3.24%) Telecoms
6 6 (2.78%) Manufacturing
6 6 (2.78%) Retail
7 2 (0.93%) Automotive
7 2 (0.93%) Pharmaceutical
8 1 (0.46%) Advertising
8 1 (0.46%) Banking
8 1 (0.46%) Financial Institution
8 1 (0.46%) Investment Banking
Job Titles
1 77 (35.65%) Developer
2 39 (18.06%) Data Scientist
3 30 (13.89%) Software Engineer
4 28 (12.96%) Java Developer
5 21 (9.72%) Software Developer
6 20 (9.26%) Research Engineer
7 19 (8.80%) C# Developer
7 19 (8.80%) C++ Developer
8 18 (8.33%) Senior Developer
9 17 (7.87%) C++ Software Engineer
9 17 (7.87%) Senior Java Developer
10 15 (6.94%) Computer Engineer
11 14 (6.48%) C# Software Developer
12 13 (6.02%) Python Developer
13 12 (5.56%) Node.js Developer
14 11 (5.09%) Consultant
14 11 (5.09%) Senior Python Developer
15 10 (4.63%) Agile C# Developer
15 10 (4.63%) Agile Developer
16 9 (4.17%) Algorithm Engineer
Libraries, Frameworks & Software Standards
1 45 (20.83%) .NET
2 23 (10.65%) JSON
2 23 (10.65%) Natural Language Processing
2 23 (10.65%) Web Services
3 20 (9.26%) Node.js
4 18 (8.33%) OpenCV
4 18 (8.33%) Spring
5 16 (7.41%) HTML
5 16 (7.41%) REST
6 14 (6.48%) CSS
7 13 (6.02%) Samza
7 13 (6.02%) SOAP
8 12 (5.56%) Boost C++ Libraries
9 11 (5.09%) .NET Framework
9 11 (5.09%) RESTful
9 11 (5.09%) STL
10 10 (4.63%) AngularJS
10 10 (4.63%) ASP.NET
10 10 (4.63%) XML
11 9 (4.17%) JDBC
Miscellaneous
1 115 (53.24%) Algorithms
2 61 (28.24%) Computer Science
3 48 (22.22%) Mathematics
4 45 (20.83%) Statistics
5 43 (19.91%) Physics
6 41 (18.98%) Artificial Intelligence
7 29 (13.43%) Analytical Skills
8 28 (12.96%) Visualisation
9 19 (8.80%) Neural Network
10 18 (8.33%) Data Integration
11 14 (6.48%) Hedge funds
12 10 (4.63%) Data Structures
13 9 (4.17%) Cloud Native
13 9 (4.17%) Telematics
14 7 (3.24%) NHS
15 5 (2.31%) Mobile App
16 4 (1.85%) Internet of Things
16 4 (1.85%) PlayStation
16 4 (1.85%) Xbox
17 3 (1.39%) Social Media
Operating Systems
1 44 (20.37%) Linux
2 18 (8.33%) Windows
3 16 (7.41%) Android
3 16 (7.41%) Unix
4 15 (6.94%) Apple iOS
5 6 (2.78%) Windows Server
6 5 (2.31%) CentOS
Processes & Methodologies
1 77 (35.65%) Software Engineering
2 68 (31.48%) Analytics
3 64 (29.63%) Agile Software Development
4 34 (15.74%) OO
5 29 (13.43%) Signal Processing
6 28 (12.96%) Multithreading
7 27 (12.50%) Bayesian Methods
8 24 (11.11%) Data Analysis
8 24 (11.11%) MVC
8 24 (11.11%) Open Source
9 21 (9.72%) Business Intelligence
10 20 (9.26%) Mobile Development
11 18 (8.33%) Data Analytics
11 18 (8.33%) Low Latency
12 17 (7.87%) Image Processing
12 17 (7.87%) Statistical Modelling
13 16 (7.41%) Android Development
13 16 (7.41%) Data Visualisation
13 16 (7.41%) iOS Development
14 15 (6.94%) Statistical Analysis
Programming Languages
1 111 (51.39%) Python
2 87 (40.28%) C++
3 72 (33.33%) Java
4 70 (32.41%) R
5 56 (25.93%) SQL
6 51 (23.61%) C#
7 45 (20.83%) MATLAB
8 28 (12.96%) C
9 20 (9.26%) Scala
10 14 (6.48%) JavaScript
11 12 (5.56%) Perl
12 9 (4.17%) Groovy
12 9 (4.17%) Lua
13 6 (2.78%) Shell Script
14 5 (2.31%) Bash Shell
14 5 (2.31%) PowerShell
15 4 (1.85%) VBA
16 2 (0.93%) Julia
16 2 (0.93%) T-SQL
16 2 (0.93%) VB
Qualifications
1 81 (37.50%) PhD
2 56 (25.93%) Degree
3 5 (2.31%) Security Cleared
4 4 (1.85%) Postgraduate
5 3 (1.39%) SC Cleared
6 2 (0.93%) Microsoft Certification
7 1 (0.46%) CISSP
Quality Assurance & Compliance
1 3 (1.39%) Data Quality
1 3 (1.39%) QA
1 3 (1.39%) SLA
2 2 (0.93%) ISO13485
2 2 (0.93%) MISRA
3 1 (0.46%) HIPAA
3 1 (0.46%) ISO 14001
3 1 (0.46%) ISO 9001
3 1 (0.46%) ISO/IEC 27001
3 1 (0.46%) PCI DSS
System Software
1 13 (6.02%) Docker
2 9 (4.17%) HDFS
3 6 (2.78%) Active Directory
3 6 (2.78%) Virtual Machines
4 1 (0.46%) Firmware
Systems Management
1 7 (3.24%) logstash
2 6 (2.78%) Opscode Chef
2 6 (2.78%) Puppet
3 5 (2.31%) Salt
4 4 (1.85%) Kibana
5 3 (1.39%) StatsD
6 1 (0.46%) Kubernetes
Vendors
1 20 (9.26%) Oracle
2 12 (5.56%) SAP
3 10 (4.63%) Microsoft
3 10 (4.63%) Tableau
4 9 (4.17%) IBM
5 6 (2.78%) Cloudera
5 6 (2.78%) Hortonworks
6 5 (2.31%) Cisco
7 4 (1.85%) Google
8 3 (1.39%) Teradata
9 2 (0.93%) Atlassian
9 2 (0.93%) New Relic
9 2 (0.93%) Xamarin
10 1 (0.46%) Appcelerator
10 1 (0.46%) CA
10 1 (0.46%) Salesforce.com
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