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 average salaries offered in IT jobs that have cited Machine Learning over the 3 months to 28 April 2016 with a comparison to the same period in the previous 2 years.

3 months to
28 Apr 2016
Same period 2015 Same period 2014
Machine Learning
Rank 358 439 434
Rank change year-on-year
+81 -5
Permanent jobs citing Machine Learning 86 34 47
As % of all permanent IT jobs located in the South East 0.44% 0.16% 0.20%
As % of the Processes & Methodologies category 0.52% 0.19% 0.24%
Number of salaries quoted 77 30 39
Average salary £53,750 £47,500 £42,500
Average salary % change year-on-year
+13.15% +11.76%
90% offered a salary of more than £40,000 £32,500 £37,500
10% offered a salary of more than £65,000 £86,250 £60,000
UK excluding London average salary £53,250 £51,250 £42,500
% change year-on-year
+3.90% +20.58%
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
16565 18124 19672
As % of all permanent IT jobs located in the South East 85.48% 84.47% 83.90%
Number of salaries quoted 13942 14330 15613
Average salary £47,500 £47,000 £45,000
Average salary % change year-on-year
+1.06% +4.44%
90% offered a salary of more than £31,000 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London average salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Machine Learning
Jobs Demand Trend in the South East

This chart provides a 3-month moving total of permanent IT jobs citing Machine Learning across the South East region as a proportion of the total demand within 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 28 April 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 average salaries quoted in IT jobs citing Machine Learning within the South East region over the 3 months to 28 April 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Oxfordshire +31 38 £47,500 +46.15% 15
Surrey -2 19 £57,500 -8.00% 3
Hampshire +29 17 £50,000 -23.07% 1
Berkshire +26 15 £55,000 -35.29% 4
Buckinghamshire - 1 £75,000 - 1
Kent - 1 £40,000 -
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the South East

For the 6 months to 28 April 2016, IT jobs across the South East region citing Machine Learning also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Machine Learning.

1 99 (58.93%) Algorithms
2 85 (50.60%) C++
3 80 (47.62%) Python
4 77 (45.83%) Degree
5 65 (38.69%) Big Data
6 62 (36.90%) Agile Software Development
7 60 (35.71%) PhD
8 56 (33.33%) Analytics
9 53 (31.55%) Computer Science
10 51 (30.36%) R
11 45 (26.79%) Java
12 44 (26.19%) Data Mining
13 40 (23.81%) C#
14 39 (23.21%) MATLAB
14 39 (23.21%) Statistics
15 38 (22.62%) Data Analysis
15 38 (22.62%) SQL
16 37 (22.02%) Finance
16 37 (22.02%) Natural Language Processing
17 35 (20.83%) Mathematics
18 34 (20.24%) Analytical Skills
19 32 (19.05%) Physics
19 32 (19.05%) Software Engineering
20 29 (17.26%) Linux
21 28 (16.67%) OO
22 27 (16.07%) Amazon AWS
23 26 (15.48%) Hadoop
23 26 (15.48%) SQL Server
24 25 (14.88%) Business Intelligence
24 25 (14.88%) Data Analytics

Machine Learning
Top Related IT Skills in the South East by Category

For the 6 months to 28 April 2016, IT jobs across the South East region citing Machine Learning also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Machine Learning. Up to 20 skills are shown per category.

Application Platforms
1 17 (10.12%) Apache Spark
2 9 (5.36%) Elasticsearch
3 8 (4.76%) SAS
4 6 (3.57%) Apache
5 5 (2.98%) Apache Pig
5 5 (2.98%) Confluence
5 5 (2.98%) SharePoint
6 1 (0.60%) IPython
6 1 (0.60%) JBoss
6 1 (0.60%) Tomcat
6 1 (0.60%) WebLogic
Applications
1 5 (2.98%) MS Excel
1 5 (2.98%) MS PowerPoint
2 4 (2.38%) MS Office
3 1 (0.60%) GNU Octave
3 1 (0.60%) SPSS
Business Applications
1 7 (4.17%) SAP Oil and Gas
Cloud Services
1 27 (16.07%) Amazon AWS
2 13 (7.74%) Microsoft Azure
3 5 (2.98%) SaaS
4 3 (1.79%) Cloud Computing
5 2 (1.19%) PaaS
6 1 (0.60%) Google Cloud Platform
6 1 (0.60%) IaaS
6 1 (0.60%) Office 365
Communications & Networking
1 3 (1.79%) Internet
2 1 (0.60%) AMQP
2 1 (0.60%) Bluetooth
2 1 (0.60%) Firewall
2 1 (0.60%) HTTP
2 1 (0.60%) TCP/IP
2 1 (0.60%) Wireless
Database & Business Intelligence
1 65 (38.69%) Big Data
2 44 (26.19%) Data Mining
3 26 (15.48%) Hadoop
3 26 (15.48%) SQL Server
4 18 (10.71%) NoSQL
5 15 (8.93%) Apache Hive
6 13 (7.74%) Relational Database
7 11 (6.55%) Data Warehouse
7 11 (6.55%) MySQL
8 10 (5.95%) QlikView
8 10 (5.95%) RDBMS
9 8 (4.76%) HBase
9 8 (4.76%) SQL Server Integration Services
9 8 (4.76%) SQL Server Reporting Services
10 5 (2.98%) HDInsight
10 5 (2.98%) Power BI
10 5 (2.98%) SQL Server 2014
10 5 (2.98%) SQL Server Analysis Services
11 4 (2.38%) Business Intelligence Development Studio
11 4 (2.38%) SQL Server 2008
Development Applications
1 16 (9.52%) Git (software)
2 9 (5.36%) Maven
3 7 (4.17%) Jenkins
4 6 (3.57%) Eclipse
4 6 (3.57%) NetBeans
5 5 (2.98%) JIRA
6 3 (1.79%) Visual Studio
7 1 (0.60%) Appcelerator Titanium
7 1 (0.60%) Vagrant
7 1 (0.60%) Xcode
General
1 37 (22.02%) Finance
2 16 (9.52%) Marketing
3 6 (3.57%) Electronics
3 6 (3.57%) Telecoms
4 5 (2.98%) Automotive
4 5 (2.98%) Manufacturing
4 5 (2.98%) Pharmaceutical
5 3 (1.79%) Games
5 3 (1.79%) Law
6 1 (0.60%) Banking
6 1 (0.60%) Financial Institution
6 1 (0.60%) Investment Banking
Job Titles
1 57 (33.93%) Developer
2 44 (26.19%) Data Scientist
3 26 (15.48%) C++ Developer
4 21 (12.50%) Architect
5 15 (8.93%) C# Developer
5 15 (8.93%) Software Engineer
6 14 (8.33%) Data Architect
6 14 (8.33%) Linux Developer
7 13 (7.74%) Solutions Architect
8 10 (5.95%) Machine Learning Engineer
8 10 (5.95%) Software Developer
9 9 (5.36%) C# Software Developer
9 9 (5.36%) C++ Software Engineer
10 8 (4.76%) Data Analytics Architect
10 8 (4.76%) Java Developer
11 7 (4.17%) Machine Learning Developer
11 7 (4.17%) Research Engineer
12 6 (3.57%) Agile Developer
12 6 (3.57%) C/C++ Software Engineer
12 6 (3.57%) Data Engineer
Libraries, Frameworks & Software Standards
1 37 (22.02%) Natural Language Processing
2 24 (14.29%) .NET
3 16 (9.52%) JSON
3 16 (9.52%) Web Services
4 10 (5.95%) AngularJS
4 10 (5.95%) REST
5 9 (5.36%) HTML
5 9 (5.36%) Pandas
6 8 (4.76%) Esper
6 8 (4.76%) NumPy
6 8 (4.76%) Pyramid
6 8 (4.76%) SciPy
7 7 (4.17%) .NET Framework
7 7 (4.17%) CSS
7 7 (4.17%) Java SE
7 7 (4.17%) JDBC
7 7 (4.17%) ODBC
7 7 (4.17%) RabbitMQ
8 6 (3.57%) Boost C++ Libraries
8 6 (3.57%) XML
Miscellaneous
1 99 (58.93%) Algorithms
2 53 (31.55%) Computer Science
3 39 (23.21%) Statistics
4 35 (20.83%) Mathematics
5 34 (20.24%) Analytical Skills
6 32 (19.05%) Physics
7 23 (13.69%) Hedge funds
8 22 (13.10%) Visualisation
9 11 (6.55%) Neural Network
10 9 (5.36%) Artificial Intelligence
11 7 (4.17%) Data Structures
11 7 (4.17%) NHS
12 5 (2.98%) Streaming Video
13 4 (2.38%) PlayStation
13 4 (2.38%) Xbox
14 3 (1.79%) Clustering
14 3 (1.79%) Economics
14 3 (1.79%) Internet of Things
15 2 (1.19%) Credit Risk
15 2 (1.19%) FMCG
Operating Systems
1 29 (17.26%) Linux
2 14 (8.33%) Android
3 13 (7.74%) Apple iOS
4 11 (6.55%) Unix
5 5 (2.98%) Windows
Processes & Methodologies
1 62 (36.90%) Agile Software Development
2 56 (33.33%) Analytics
3 38 (22.62%) Data Analysis
4 32 (19.05%) Software Engineering
5 28 (16.67%) OO
6 25 (14.88%) Business Intelligence
6 25 (14.88%) Data Analytics
7 23 (13.69%) Signal Processing
8 22 (13.10%) Data Modelling
9 21 (12.50%) Bayesian Methods
10 17 (10.12%) Open Source
10 17 (10.12%) TOGAF
11 16 (9.52%) Mentoring
11 16 (9.52%) Waterfall
12 15 (8.93%) Content Enrichment
12 15 (8.93%) Content Management
12 15 (8.93%) Zachman Framework
13 14 (8.33%) Algorithmic Trading
13 14 (8.33%) Android Development
13 14 (8.33%) iOS Development
Programming Languages
1 85 (50.60%) C++
2 80 (47.62%) Python
3 51 (30.36%) R
4 45 (26.79%) Java
5 40 (23.81%) C#
6 39 (23.21%) MATLAB
7 38 (22.62%) SQL
8 20 (11.90%) JavaScript
9 18 (10.71%) C
10 10 (5.95%) Scala
11 9 (5.36%) COBOL
12 5 (2.98%) Perl
12 5 (2.98%) Ruby
12 5 (2.98%) VBA
13 3 (1.79%) Shell Script
14 2 (1.19%) Julia
15 1 (0.60%) Embedded C++
15 1 (0.60%) PHP
15 1 (0.60%) PL/SQL
15 1 (0.60%) VB.NET
Qualifications
1 77 (45.83%) Degree
2 60 (35.71%) PhD
3 7 (4.17%) Postgraduate
4 3 (1.79%) Security Cleared
5 1 (0.60%) CISSP
5 1 (0.60%) Microsoft Certification
5 1 (0.60%) SC Cleared
Quality Assurance & Compliance
1 5 (2.98%) ISO13485
1 5 (2.98%) MISRA
2 4 (2.38%) Data Quality
2 4 (2.38%) SLA
3 1 (0.60%) HIPAA
3 1 (0.60%) ISO/IEC 27001
3 1 (0.60%) PCI DSS
System Software
1 7 (4.17%) HDFS
2 1 (0.60%) Docker
Systems Management
1 6 (3.57%) logstash
2 4 (2.38%) Kibana
3 2 (1.19%) StatsD
4 1 (0.60%) Kubernetes
Vendors
1 15 (8.93%) Tableau
2 14 (8.33%) Oracle
3 13 (7.74%) Microsoft
4 8 (4.76%) SAP
5 5 (2.98%) Atlassian
5 5 (2.98%) Splunk
6 3 (1.79%) IBM
6 3 (1.79%) Teradata
7 2 (1.19%) Cloudera
7 2 (1.19%) Palantir
7 2 (1.19%) Progress
8 1 (0.60%) Appcelerator
8 1 (0.60%) Google
8 1 (0.60%) New Relic
8 1 (0.60%) Salesforce.com
8 1 (0.60%) Xamarin
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