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

3 months to
27 Aug 2016
Same period 2015 Same period 2014
Machine Learning
Rank 320 393 461
Rank change year-on-year
+73 +68
Permanent jobs citing Machine Learning 116 58 15
As % of all permanent IT jobs located in the South East 0.64% 0.28% 0.067%
As % of the Processes & Methodologies category 0.75% 0.33% 0.080%
Number of salaries quoted 107 50 13
Median salary £55,000 £46,000 £45,000
Median salary % change year-on-year
+19.56% +2.22%
90% offered a salary of more than £32,000 £31,500 £36,500
10% offered a salary of more than £70,000 £70,000 £57,000
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
15468 17822 18860
As % of all permanent IT jobs located in the South East 85.94% 85.61% 83.68%
Number of salaries quoted 12971 14549 14581
Median salary £47,500 £45,000 £45,000
Median salary % change year-on-year
+5.55% -
90% offered a salary of more than £31,800 £30,500 £30,000
10% offered a salary of more than £70,000 £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 27 August 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 27 August 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 +35 46 £57,500 +61.28% 6
Berkshire +37 22 £50,750 -28.77% 3
Surrey +30 21 £70,000 +55.55% 2
Hampshire -6 12 £35,000 -30.00% 2
Buckinghamshire +21 6 £22,500 -51.08% 1
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the South East

For the 6 months to 27 August 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.

1 110 (52.13%) Python
2 104 (49.29%) Algorithms
3 83 (39.34%) PhD
4 80 (37.91%) Analytics
5 79 (37.44%) C++
6 75 (35.55%) Big Data
7 74 (35.07%) R
7 74 (35.07%) Software Engineering
8 73 (34.60%) Agile Software Development
9 70 (33.18%) Java
10 60 (28.44%) Apache Spark
11 55 (26.07%) C#
11 55 (26.07%) Computer Science
12 53 (25.12%) SQL
13 52 (24.64%) Degree
14 47 (22.27%) MATLAB
15 45 (21.33%) .NET
15 45 (21.33%) Mathematics
16 44 (20.85%) Data Mining
17 43 (20.38%) Hadoop
18 42 (19.91%) Artificial Intelligence
19 40 (18.96%) Physics
19 40 (18.96%) SQL Server
20 35 (16.59%) Linux
20 35 (16.59%) Statistics
21 33 (15.64%) Amazon AWS
22 31 (14.69%) OO
23 29 (13.74%) Analytical Skills
24 28 (13.27%) Signal Processing
25 27 (12.80%) Data Analytics

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 60 (28.44%) Apache Spark
2 12 (5.69%) Apache
3 8 (3.79%) Elasticsearch
4 7 (3.32%) Apache Pig
5 4 (1.90%) SharePoint
Applications
1 12 (5.69%) GNU Octave
2 2 (0.95%) MS Excel
3 1 (0.47%) MS Office
Business Applications
1 10 (4.74%) Sentinel
2 8 (3.79%) SAP Oil and Gas
Cloud Services
1 33 (15.64%) Amazon AWS
2 23 (10.90%) Microsoft Azure
3 7 (3.32%) Cloud Computing
4 5 (2.37%) Google Cloud Platform
5 4 (1.90%) SaaS
6 3 (1.42%) GitHub
6 3 (1.42%) IaaS
6 3 (1.42%) PaaS
7 2 (0.95%) Azure Machine Learning
7 2 (0.95%) IBM Cloud
8 1 (0.47%) Office 365
Communications & Networking
1 5 (2.37%) Firewall
1 5 (2.37%) Internet
1 5 (2.37%) Wireless
2 2 (0.95%) Bluetooth
Database & Business Intelligence
1 75 (35.55%) Big Data
2 44 (20.85%) Data Mining
3 43 (20.38%) Hadoop
4 40 (18.96%) SQL Server
5 19 (9.00%) NoSQL
6 16 (7.58%) Apache Hive
7 14 (6.64%) Apache Cassandra
7 14 (6.64%) Relational Database
8 13 (6.16%) RDBMS
9 12 (5.69%) Redis
10 11 (5.21%) MongoDB
10 11 (5.21%) MySQL
11 9 (4.27%) HBase
12 8 (3.79%) Data Warehouse
12 8 (3.79%) SQL Server Integration Services
12 8 (3.79%) SQL Server Reporting Services
13 6 (2.84%) GIS
14 5 (2.37%) PostgreSQL
14 5 (2.37%) QlikView
14 5 (2.37%) SQL Server Analysis Services
Development Applications
1 16 (7.58%) Git (software)
2 15 (7.11%) Vagrant
3 5 (2.37%) Visual Studio
4 4 (1.90%) Eclipse
4 4 (1.90%) NetBeans
4 4 (1.90%) Selenium
5 3 (1.42%) Maven
6 2 (0.95%) HP UFT
6 2 (0.95%) Ranorex
6 2 (0.95%) Subversion
7 1 (0.47%) Appcelerator Titanium
7 1 (0.47%) Jenkins
7 1 (0.47%) Moq
7 1 (0.47%) NUnit
7 1 (0.47%) Talend Open Studio
7 1 (0.47%) TeamCity
7 1 (0.47%) WebDriver
7 1 (0.47%) Xcode
General
1 22 (10.43%) Finance
2 12 (5.69%) Games
3 10 (4.74%) Marketing
4 9 (4.27%) Retail
5 5 (2.37%) Electronics
6 3 (1.42%) Manufacturing
6 3 (1.42%) Pharmaceutical
6 3 (1.42%) Telecoms
7 2 (0.95%) Multimedia
8 1 (0.47%) Advertising
8 1 (0.47%) Banking
8 1 (0.47%) Investment Banking
Job Titles
1 77 (36.49%) Developer
2 40 (18.96%) Data Scientist
3 26 (12.32%) Java Developer
4 24 (11.37%) Software Developer
4 24 (11.37%) Software Engineer
5 21 (9.95%) Research Engineer
6 19 (9.00%) C# Developer
6 19 (9.00%) Computer Engineer
6 19 (9.00%) Computer Vision Engineer
7 17 (8.06%) Senior Developer
8 16 (7.58%) Python Developer
9 15 (7.11%) Senior Java Developer
10 14 (6.64%) C# Software Developer
10 14 (6.64%) C++ Software Engineer
11 13 (6.16%) Node.js Developer
12 12 (5.69%) Senior Python Developer
13 11 (5.21%) C++ Developer
14 10 (4.74%) Consultant
14 10 (4.74%) Polyglot Developer
14 10 (4.74%) Scala Developer
Libraries, Frameworks & Software Standards
1 45 (21.33%) .NET
2 24 (11.37%) Natural Language Processing
3 21 (9.95%) Node.js
4 20 (9.48%) OpenCV
4 20 (9.48%) Spring
5 19 (9.00%) JSON
5 19 (9.00%) Web Services
6 17 (8.06%) RESTful
7 14 (6.64%) Boost C++ Libraries
7 14 (6.64%) Samza
7 14 (6.64%) SOAP
8 13 (6.16%) HTML
8 13 (6.16%) STL
9 12 (5.69%) .NET Framework
9 12 (5.69%) ASP.NET
9 12 (5.69%) REST
10 11 (5.21%) AngularJS
11 10 (4.74%) CSS
11 10 (4.74%) JMS
11 10 (4.74%) XML
Miscellaneous
1 104 (49.29%) Algorithms
2 55 (26.07%) Computer Science
3 45 (21.33%) Mathematics
4 42 (19.91%) Artificial Intelligence
5 40 (18.96%) Physics
6 35 (16.59%) Statistics
7 29 (13.74%) Analytical Skills
8 24 (11.37%) Neural Network
9 23 (10.90%) Visualisation
10 19 (9.00%) Data Integration
11 11 (5.21%) Telematics
12 10 (4.74%) Mobile App
13 9 (4.27%) Cloud Native
13 9 (4.27%) Hedge funds
14 6 (2.84%) Data Structures
15 5 (2.37%) Biology
15 5 (2.37%) Chemistry
15 5 (2.37%) Internet of Things
15 5 (2.37%) NHS
16 3 (1.42%) Informatics
Operating Systems
1 35 (16.59%) Linux
2 15 (7.11%) Windows
3 11 (5.21%) Android
3 11 (5.21%) Apple iOS
3 11 (5.21%) Unix
4 6 (2.84%) Windows Server
5 5 (2.37%) CentOS
Processes & Methodologies
1 80 (37.91%) Analytics
2 74 (35.07%) Software Engineering
3 73 (34.60%) Agile Software Development
4 31 (14.69%) OO
5 28 (13.27%) Signal Processing
6 27 (12.80%) Data Analytics
6 27 (12.80%) MVC
7 25 (11.85%) Multithreading
8 23 (10.90%) Open Source
9 22 (10.43%) Bayesian Methods
10 21 (9.95%) Computer Vision
10 21 (9.95%) Data Analysis
10 21 (9.95%) Mobile Development
11 19 (9.00%) Low Latency
12 17 (8.06%) Statistical Analysis
13 15 (7.11%) Data Visualisation
13 15 (7.11%) Image Processing
13 15 (7.11%) Statistical Modelling
14 13 (6.16%) Big Data Analytics
14 13 (6.16%) TDD
Programming Languages
1 110 (52.13%) Python
2 79 (37.44%) C++
3 74 (35.07%) R
4 70 (33.18%) Java
5 55 (26.07%) C#
6 53 (25.12%) SQL
7 47 (22.27%) MATLAB
8 27 (12.80%) C
9 24 (11.37%) Scala
10 12 (5.69%) JavaScript
11 11 (5.21%) Groovy
11 11 (5.21%) Perl
12 10 (4.74%) Lua
13 6 (2.84%) Shell Script
14 5 (2.37%) Bash Shell
14 5 (2.37%) PowerShell
15 4 (1.90%) VBA
16 3 (1.42%) Ruby
16 3 (1.42%) VB
17 2 (0.95%) Julia
Qualifications
1 83 (39.34%) PhD
2 52 (24.64%) Degree
3 5 (2.37%) Security Cleared
4 4 (1.90%) Postgraduate
5 3 (1.42%) Microsoft Certification
6 2 (0.95%) SC Cleared
7 1 (0.47%) CISSP
Quality Assurance & Compliance
1 4 (1.90%) QA
2 2 (0.95%) ISO 14001
2 2 (0.95%) ISO 9001
3 1 (0.47%) HIPAA
3 1 (0.47%) ISO/IEC 27001
3 1 (0.47%) PCI DSS
3 1 (0.47%) SLA
System Software
1 18 (8.53%) Docker
2 9 (4.27%) Virtual Machines
3 7 (3.32%) HDFS
4 6 (2.84%) Active Directory
5 2 (0.95%) Firmware
Systems Management
1 7 (3.32%) Opscode Chef
1 7 (3.32%) Puppet
2 5 (2.37%) Salt
3 3 (1.42%) logstash
3 3 (1.42%) StatsD
4 2 (0.95%) Ansible
Vendors
1 14 (6.64%) Oracle
2 11 (5.21%) IBM
3 10 (4.74%) Cloudera
4 9 (4.27%) Hortonworks
4 9 (4.27%) SAP
5 8 (3.79%) Microsoft
6 7 (3.32%) Google
7 5 (2.37%) Cisco
8 4 (1.90%) Tableau
9 2 (0.95%) New Relic
9 2 (0.95%) Teradata
9 2 (0.95%) Xamarin
10 1 (0.47%) Appcelerator
10 1 (0.47%) CA
10 1 (0.47%) MapR
10 1 (0.47%) Salesforce.com
10 1 (0.47%) Talend
Oxfordshire
G2 Recruitment Solutions
Salary: Competitive
Posted: 2 days ago
Abingdon, Oxfordshire
EasyWebRecruitment.com
Salary: Competitive
Posted: 2 days ago
Oxford, Oxfordshire
Provide Consulting Ltd
Posted: Yesterday
Maidenhead, Berkshire
Hitachi Consulting UK
Salary: From £50,000 to £90,000 per annum inc Bonus + Benefits
Posted: 5 days ago
Kidlington, Oxfordshire
MARS Technical Recruitment
Salary: From £40,000 to £45,000 per annum
Posted: 4 days ago
Southampton, Hampshire
ENTERPRISE RECRUITMENT LTD
Salary: £30000 - £45000 per annum
Posted: 4 days ago
Richmond, Surrey
Client Server
Salary: £55k to £70k + benefits
Posted: 4 days ago
Oxford, Oxfordshire
ENTERPRISE RECRUITMENT LTD
Salary: From £45,000 to £65,000 per annum
Posted: 4 days ago
Kidlington, Oxfordshire
X4 Group
Salary: £40k - 50k per year
Posted: Yesterday
Maidenhead, Berkshire
Hitachi Consulting UK
Salary: From £50,000 to £90,000 per annum inc Bonus + Benefits
Posted: 5 days ago
Woking
Computer Futures
Salary: £30000 - £55000 per annum + competitive
Posted: 19 days ago
Portsmouth
Spectrum IT
Salary: £30000 - £40000 per annum
Posted: 16 days ago