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

3 months to
27 May 2016
Same period 2015 Same period 2014
Machine Learning
Rank 358 434 422
Rank change year-on-year
+76 -12
Permanent jobs citing Machine Learning 95 25 51
As % of all permanent IT jobs located in the South East 0.51% 0.12% 0.22%
As % of the Processes & Methodologies category 0.60% 0.14% 0.27%
Number of salaries quoted 81 24 40
Median salary £48,750 £47,500 £42,500
Median salary % change year-on-year
+2.63% +11.76%
90% offered a salary of more than £40,000 £40,000 £39,750
10% offered a salary of more than £67,500 £86,500 £60,000
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
15855 17511 19230
As % of all permanent IT jobs located in the South East 85.67% 84.96% 83.75%
Number of salaries quoted 13250 13913 15411
Median salary £47,500 £46,000 £45,000
Median salary % change year-on-year
+3.26% +2.22%
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £66,000
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 27 May 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 May 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 +36 49 £42,500 +30.76% 7
Berkshire +24 19 £52,500 -38.23% 4
Surrey +10 18 £65,000 +36.84% 1
Hampshire +21 15 £50,000 +9.89% 2
Buckinghamshire - 1 £75,000 - 1
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the South East

For the 6 months to 27 May 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.

1 106 (60.23%) Algorithms
2 87 (49.43%) Python
3 85 (48.30%) C++
4 74 (42.05%) Big Data
5 69 (39.20%) PhD
6 63 (35.80%) Degree
7 56 (31.82%) Computer Science
8 55 (31.25%) R
9 54 (30.68%) Java
10 51 (28.98%) Agile Software Development
11 49 (27.84%) Analytics
12 47 (26.70%) Software Engineering
13 43 (24.43%) Statistics
13 43 (24.43%) SQL
13 43 (24.43%) Data Mining
14 39 (22.16%) C#
14 39 (22.16%) MATLAB
14 39 (22.16%) Mathematics
15 38 (21.59%) Linux
16 37 (21.02%) Data Analysis
17 34 (19.32%) Finance
18 33 (18.75%) SQL Server
18 33 (18.75%) Physics
18 33 (18.75%) Hadoop
19 32 (18.18%) OO
20 31 (17.61%) Apache Spark
20 31 (17.61%) Natural Language Processing
21 29 (16.48%) Amazon AWS
22 28 (15.91%) .NET
23 27 (15.34%) Bayesian Methods

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 31 (17.61%) Apache Spark
2 11 (6.25%) Elasticsearch
3 10 (5.68%) Apache
4 8 (4.55%) Apache Pig
5 5 (2.84%) Confluence
5 5 (2.84%) SharePoint
6 3 (1.70%) Node.js
6 3 (1.70%) SAS
7 1 (0.57%) IPython
7 1 (0.57%) JBoss
7 1 (0.57%) Tomcat
7 1 (0.57%) WebLogic
Applications
1 4 (2.27%) MS Office
2 3 (1.70%) MS Excel
2 3 (1.70%) MS PowerPoint
Business Applications
1 10 (5.68%) SAP Oil and Gas
2 3 (1.70%) Sentinel
Cloud Services
1 29 (16.48%) Amazon AWS
2 14 (7.95%) Microsoft Azure
3 5 (2.84%) SaaS
4 4 (2.27%) Cloud Computing
5 2 (1.14%) Google Cloud Platform
5 2 (1.14%) PaaS
6 1 (0.57%) IaaS
6 1 (0.57%) Office 365
Communications & Networking
1 3 (1.70%) Firewall
1 3 (1.70%) Internet
2 2 (1.14%) Bluetooth
2 2 (1.14%) Wireless
3 1 (0.57%) AMQP
3 1 (0.57%) TCP/IP
Database & Business Intelligence
1 74 (42.05%) Big Data
2 43 (24.43%) Data Mining
3 33 (18.75%) Hadoop
3 33 (18.75%) SQL Server
4 19 (10.80%) Apache Hive
5 16 (9.09%) Relational Database
6 15 (8.52%) RDBMS
7 13 (7.39%) MySQL
7 13 (7.39%) NoSQL
8 11 (6.25%) HBase
9 10 (5.68%) Data Warehouse
10 8 (4.55%) MongoDB
10 8 (4.55%) QlikView
10 8 (4.55%) SQL Server Integration Services
10 8 (4.55%) SQL Server Reporting Services
11 6 (3.41%) Apache Cassandra
12 5 (2.84%) HDInsight
12 5 (2.84%) Power BI
12 5 (2.84%) SQL Server 2014
12 5 (2.84%) SQL Server Analysis Services
Development Applications
1 19 (10.80%) Git (software)
2 7 (3.98%) Eclipse
2 7 (3.98%) Maven
2 7 (3.98%) NetBeans
3 6 (3.41%) Jenkins
4 5 (2.84%) JIRA
5 4 (2.27%) Visual Studio
6 2 (1.14%) Vagrant
7 1 (0.57%) Appcelerator Titanium
7 1 (0.57%) Subversion
7 1 (0.57%) Xcode
General
1 34 (19.32%) Finance
2 14 (7.95%) Marketing
3 6 (3.41%) Electronics
3 6 (3.41%) Telecoms
4 5 (2.84%) Automotive
4 5 (2.84%) Manufacturing
4 5 (2.84%) Pharmaceutical
5 4 (2.27%) Games
6 2 (1.14%) Law
7 1 (0.57%) Banking
7 1 (0.57%) Financial Institution
7 1 (0.57%) Investment Banking
7 1 (0.57%) Retail
Job Titles
1 58 (32.95%) Developer
2 42 (23.86%) Data Scientist
3 26 (14.77%) C++ Developer
4 17 (9.66%) C# Developer
4 17 (9.66%) Software Engineer
5 15 (8.52%) Software Developer
6 13 (7.39%) C# Software Developer
7 12 (6.82%) Linux Developer
8 11 (6.25%) Architect
8 11 (6.25%) C++ Software Engineer
8 11 (6.25%) Java Developer
9 10 (5.68%) Machine Learning Engineer
9 10 (5.68%) Research Engineer
10 9 (5.11%) Agile C# Developer
10 9 (5.11%) Agile Developer
11 8 (4.55%) Consultant
11 8 (4.55%) Senior Developer
11 8 (4.55%) Senior Java Developer
12 7 (3.98%) Data Architect
12 7 (3.98%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 31 (17.61%) Natural Language Processing
2 28 (15.91%) .NET
3 20 (11.36%) JSON
4 14 (7.95%) Web Services
5 11 (6.25%) AngularJS
5 11 (6.25%) REST
6 10 (5.68%) .NET Framework
6 10 (5.68%) HTML
7 9 (5.11%) XML
8 8 (4.55%) CSS
8 8 (4.55%) Java SE
8 8 (4.55%) JDBC
8 8 (4.55%) ODBC
8 8 (4.55%) Pandas
9 7 (3.98%) Esper
9 7 (3.98%) NumPy
9 7 (3.98%) Pyramid
9 7 (3.98%) SciPy
10 6 (3.41%) Kafka
10 6 (3.41%) RabbitMQ
Miscellaneous
1 106 (60.23%) Algorithms
2 56 (31.82%) Computer Science
3 43 (24.43%) Statistics
4 39 (22.16%) Mathematics
5 33 (18.75%) Physics
6 26 (14.77%) Analytical Skills
7 25 (14.20%) Visualisation
8 20 (11.36%) Artificial Intelligence
8 20 (11.36%) Hedge funds
9 16 (9.09%) Neural Network
10 10 (5.68%) Data Structures
11 9 (5.11%) NHS
12 5 (2.84%) Streaming Video
13 4 (2.27%) PlayStation
13 4 (2.27%) Xbox
14 3 (1.70%) Data Integration
14 3 (1.70%) Internet of Things
14 3 (1.70%) Mobile App
14 3 (1.70%) Telematics
15 2 (1.14%) iPhone
Operating Systems
1 38 (21.59%) Linux
2 18 (10.23%) Android
3 17 (9.66%) Apple iOS
4 15 (8.52%) Unix
5 9 (5.11%) Windows
6 3 (1.70%) Windows Server
7 2 (1.14%) CentOS
Processes & Methodologies
1 51 (28.98%) Agile Software Development
2 49 (27.84%) Analytics
3 47 (26.70%) Software Engineering
4 37 (21.02%) Data Analysis
5 32 (18.18%) OO
6 27 (15.34%) Bayesian Methods
7 25 (14.20%) Signal Processing
8 23 (13.07%) Business Intelligence
9 21 (11.93%) Open Source
10 18 (10.23%) Android Development
10 18 (10.23%) Data Analytics
10 18 (10.23%) iOS Development
11 16 (9.09%) Statistical Modelling
12 15 (8.52%) Data Visualisation
13 14 (7.95%) Scrum
14 12 (6.82%) Algorithmic Trading
14 12 (6.82%) Multithreading
15 11 (6.25%) Image Processing
15 11 (6.25%) OOD
15 11 (6.25%) Statistical Analysis
Programming Languages
1 87 (49.43%) Python
2 85 (48.30%) C++
3 55 (31.25%) R
4 54 (30.68%) Java
5 43 (24.43%) SQL
6 39 (22.16%) C#
6 39 (22.16%) MATLAB
7 24 (13.64%) C
8 17 (9.66%) JavaScript
9 13 (7.39%) Scala
10 10 (5.68%) Perl
11 6 (3.41%) Shell Script
12 5 (2.84%) COBOL
13 3 (1.70%) Groovy
13 3 (1.70%) Lua
13 3 (1.70%) Ruby
13 3 (1.70%) VBA
14 2 (1.14%) Bash Shell
14 2 (1.14%) Julia
14 2 (1.14%) PowerShell
Qualifications
1 69 (39.20%) PhD
2 63 (35.80%) Degree
3 7 (3.98%) Postgraduate
4 4 (2.27%) Security Cleared
5 2 (1.14%) SC Cleared
6 1 (0.57%) CISSP
6 1 (0.57%) Microsoft Certification
Quality Assurance & Compliance
1 5 (2.84%) ISO13485
1 5 (2.84%) MISRA
2 4 (2.27%) SLA
3 3 (1.70%) Data Quality
4 1 (0.57%) HIPAA
4 1 (0.57%) ISO/IEC 27001
4 1 (0.57%) PCI DSS
4 1 (0.57%) QA
System Software
1 8 (4.55%) HDFS
2 3 (1.70%) Active Directory
3 2 (1.14%) Docker
Systems Management
1 7 (3.98%) logstash
2 4 (2.27%) Kibana
3 3 (1.70%) StatsD
4 1 (0.57%) Kubernetes
Vendors
1 18 (10.23%) Oracle
2 12 (6.82%) Tableau
3 11 (6.25%) Microsoft
3 11 (6.25%) SAP
4 5 (2.84%) Atlassian
5 4 (2.27%) IBM
5 4 (2.27%) Splunk
6 3 (1.70%) Cloudera
6 3 (1.70%) Teradata
7 2 (1.14%) Cisco
7 2 (1.14%) Google
7 2 (1.14%) New Relic
7 2 (1.14%) Palantir
8 1 (0.57%) Appcelerator
8 1 (0.57%) Hortonworks
8 1 (0.57%) Progress
8 1 (0.57%) Salesforce.com
8 1 (0.57%) Xamarin
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