The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 29 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
29 May 2016
Same period 2015 Same period 2014
Machine Learning
Rank 304 558 533
Rank change year-on-year
+254 -25
Permanent jobs citing Machine Learning 930 413 513
As % of all permanent IT jobs located in England 1.01% 0.40% 0.46%
As % of the Processes & Methodologies category 1.15% 0.47% 0.54%
Number of salaries quoted 816 359 452
Median salary £60,000 £60,000 £52,500
Median salary % change year-on-year
- +14.28%
90% offered a salary of more than £40,000 £37,500 £37,400
10% offered a salary of more than £90,000 £90,500 £80,000
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
Machine Learning
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
80786 88184 95552
As % of all permanent IT jobs located in England 87.92% 86.24% 85.39%
Number of salaries quoted 68134 72520 78317
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,000 £31,500
10% offered a salary of more than £77,500 £72,500 £75,000
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 England

The demand trend of job ads across the England 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 England

Machine Learning
Salary Trend in England

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

Machine Learning Salary Trend in England

Machine Learning
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Machine Learning across the England region over the 3 months to 29 May 2016.

Machine Learning Salary Histogram in England

Machine Learning
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the England region over the 3 months to 29 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
London +188 684 £65,000 +4.00% 76
South East +103 95 £50,000 +5.26% 16
South West +56 57 £54,000 +54.28% 4
East of England +49 36 £45,000 -10.00% 3
North West +22 30 £40,000 -27.27% 5
West Midlands -2 17 £50,000 -9.09% 1
East Midlands +16 4 £55,000 -15.38% 1
Yorkshire +16 2 £65,000 +108.00% 3
North East - 1 £45,000 -
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 29 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 England region with a requirement for Machine Learning.

1 1011 (57.77%) Python
2 736 (42.06%) Analytics
3 727 (41.54%) Big Data
4 667 (38.11%) Computer Science
5 629 (35.94%) Java
6 574 (32.80%) SQL
6 574 (32.80%) Algorithms
7 572 (32.69%) Degree
8 571 (32.63%) R
9 486 (27.77%) Hadoop
10 457 (26.11%) PhD
11 446 (25.49%) Statistics
12 429 (24.51%) C++
13 404 (23.09%) Mathematics
14 400 (22.86%) Analytical Skills
15 399 (22.80%) Agile Software Development
16 384 (21.94%) Finance
17 379 (21.66%) Apache Spark
18 366 (20.91%) Data Mining
19 328 (18.74%) NoSQL
20 308 (17.60%) Visualisation
21 300 (17.14%) Software Engineering
22 282 (16.11%) Data Analytics
23 264 (15.09%) Scala
23 264 (15.09%) JavaScript
24 250 (14.29%) Data Analysis
25 229 (13.09%) MATLAB
26 221 (12.63%) TDD
27 219 (12.51%) Artificial Intelligence
28 205 (11.71%) Amazon AWS

Machine Learning
Top Related IT Skills in England 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
1 379 (21.66%) Apache Spark
2 134 (7.66%) SAS
3 103 (5.89%) Apache Pig
4 87 (4.97%) Node.js
5 80 (4.57%) Apache
6 76 (4.34%) Elasticsearch
7 28 (1.60%) Tomcat
8 25 (1.43%) SharePoint
9 11 (0.63%) Apache Solr
10 10 (0.57%) GlassFish
10 10 (0.57%) JBoss
11 9 (0.51%) IPython
11 9 (0.51%) WildFly
12 8 (0.46%) Jupyter
13 7 (0.40%) MS Exchange
14 6 (0.34%) DNN
15 5 (0.29%) Confluence
16 4 (0.23%) SharePoint Server
17 2 (0.11%) Jetty
18 1 (0.057%) CloudStack
Applications
1 44 (2.51%) SPSS
2 35 (2.00%) MS Excel
3 14 (0.80%) Mathematica
4 10 (0.57%) Gephi
5 9 (0.51%) Weka
6 8 (0.46%) GNU Octave
7 7 (0.40%) MS Office
8 4 (0.23%) MS PowerPoint
9 2 (0.11%) Simulink
10 1 (0.057%) EViews
10 1 (0.057%) Photoshop
10 1 (0.057%) Stata
Business Applications
1 19 (1.09%) SAP Oil and Gas
2 7 (0.40%) ReMetrica
3 3 (0.17%) Sentinel
4 1 (0.057%) MetaTrader
Cloud Services
1 205 (11.71%) Amazon AWS
2 97 (5.54%) Microsoft Azure
3 52 (2.97%) GitHub
4 41 (2.34%) Cloud Computing
5 24 (1.37%) Amazon EC2
6 23 (1.31%) SaaS
7 18 (1.03%) Amazon EMR
8 17 (0.97%) Amazon S3
9 16 (0.91%) Google Cloud Platform
10 12 (0.69%) Azure Machine Learning
10 12 (0.69%) PaaS
11 7 (0.40%) AWS Elastic Beanstalk
12 6 (0.34%) IaaS
13 5 (0.29%) Google Analytics
14 4 (0.23%) Amazon Kinesis
15 3 (0.17%) Amazon ELB
15 3 (0.17%) Google Play
16 1 (0.057%) AdWords
16 1 (0.057%) AWS CloudFormation
16 1 (0.057%) AWS Lambda
Communications & Networking
1 36 (2.06%) Internet
2 21 (1.20%) HTTP
3 15 (0.86%) Firewall
4 14 (0.80%) Network Security
5 5 (0.29%) TCP/IP
6 4 (0.23%) DNS
7 3 (0.17%) Skype
7 3 (0.17%) Wireless
8 2 (0.11%) Bluetooth
8 2 (0.11%) HTTPS
8 2 (0.11%) Kerberos
8 2 (0.11%) Multicast
8 2 (0.11%) SSL
8 2 (0.11%) Wireshark
9 1 (0.057%) AMQP
9 1 (0.057%) Remote Desktop
9 1 (0.057%) SNA
9 1 (0.057%) VPN
Database & Business Intelligence
1 727 (41.54%) Big Data
2 486 (27.77%) Hadoop
3 366 (20.91%) Data Mining
4 328 (18.74%) NoSQL
5 190 (10.86%) Apache Hive
6 169 (9.66%) SQL Server
7 158 (9.03%) MongoDB
8 134 (7.66%) Apache Cassandra
9 122 (6.97%) Relational Database
10 116 (6.63%) MySQL
11 113 (6.46%) PostgreSQL
12 93 (5.31%) Data Warehouse
13 65 (3.71%) QlikView
14 48 (2.74%) SQL Server Integration Services
15 45 (2.57%) Amazon Redshift
15 45 (2.57%) HBase
16 44 (2.51%) RDBMS
17 43 (2.46%) Power BI
18 42 (2.40%) SQL Server Reporting Services
19 41 (2.34%) Neo4j
Development Applications
1 162 (9.26%) Git (software)
2 73 (4.17%) Jenkins
3 36 (2.06%) Cucumber
4 30 (1.71%) RSpec
5 29 (1.66%) NUnit
6 28 (1.60%) Vagrant
7 22 (1.26%) Team Foundation Server
8 20 (1.14%) JIRA
9 18 (1.03%) Maven
10 15 (0.86%) Subversion
11 14 (0.80%) Jasmine
12 12 (0.69%) TeamCity
13 11 (0.63%) Mercurial
13 11 (0.63%) Moq
14 9 (0.51%) Eclipse
15 8 (0.46%) NetBeans
15 8 (0.46%) Yeoman
16 7 (0.40%) Grunt
17 6 (0.34%) JUnit
17 6 (0.34%) Talend Open Studio
General
1 384 (21.94%) Finance
2 144 (8.23%) Marketing
3 67 (3.83%) Retail
4 61 (3.49%) Advertising
5 45 (2.57%) Telecoms
6 43 (2.46%) Games
7 42 (2.40%) Banking
8 30 (1.71%) Law
9 29 (1.66%) Manufacturing
10 19 (1.09%) Front Office
10 19 (1.09%) Pharmaceutical
11 18 (1.03%) Electronics
12 16 (0.91%) Automotive
12 16 (0.91%) Publishing
13 11 (0.63%) Financial Institution
14 8 (0.46%) Aerospace
14 8 (0.46%) Legal
15 7 (0.40%) Music Industry
16 6 (0.34%) Investment Banking
17 2 (0.11%) Military
Job Titles
1 565 (32.29%) Data Scientist
2 529 (30.23%) Developer
3 180 (10.29%) Senior Data Scientist
4 142 (8.11%) Java Developer
5 109 (6.23%) Software Engineer
6 108 (6.17%) Python Developer
7 107 (6.11%) Senior Developer
8 94 (5.37%) Machine Learning Scientist
9 91 (5.20%) Machine Learning Engineer
10 79 (4.51%) C# Developer
11 77 (4.40%) Analyst
12 76 (4.34%) Machine Learning Developer
13 66 (3.77%) Consultant
14 64 (3.66%) Data Engineer
15 63 (3.60%) Architect
16 61 (3.49%) C++ Developer
17 58 (3.31%) Java Engineer
18 55 (3.14%) Software Developer
19 49 (2.80%) Lead Developer
20 48 (2.74%) Data Analyst
Libraries, Frameworks & Software Standards
1 170 (9.71%) Natural Language Processing
2 158 (9.03%) .NET
3 150 (8.57%) HTML
4 142 (8.11%) CSS
5 129 (7.37%) AngularJS
6 125 (7.14%) Web Services
7 96 (5.49%) D3.js
8 93 (5.31%) HTML5
9 72 (4.11%) RESTful
10 67 (3.83%) NumPy
11 65 (3.71%) Spring
12 58 (3.31%) Pandas
13 57 (3.26%) SciPy
14 56 (3.20%) WCF
15 55 (3.14%) WPF
16 54 (3.09%) scikit-learn
17 52 (2.97%) JSON
18 50 (2.86%) Kafka
19 48 (2.74%) REST
20 47 (2.69%) ASP.NET
Miscellaneous
1 667 (38.11%) Computer Science
2 574 (32.80%) Algorithms
3 446 (25.49%) Statistics
4 404 (23.09%) Mathematics
5 400 (22.86%) Analytical Skills
6 308 (17.60%) Visualisation
7 219 (12.51%) Artificial Intelligence
8 198 (11.31%) Physics
9 95 (5.43%) Neural Network
10 82 (4.69%) Hedge funds
11 81 (4.63%) Fintech
12 48 (2.74%) Applied Mathematics
13 47 (2.69%) Data Structures
14 40 (2.29%) Mobile App
14 40 (2.29%) User Experience
15 39 (2.23%) CUDA
16 27 (1.54%) Economics
17 18 (1.03%) Data Integration
18 17 (0.97%) Management Information System
18 17 (0.97%) Ontologies
Operating Systems
1 156 (8.91%) Linux
2 76 (4.34%) Unix
3 43 (2.46%) Android
4 36 (2.06%) Apple iOS
5 25 (1.43%) Windows
6 12 (0.69%) Ubuntu
7 10 (0.57%) CentOS
8 9 (0.51%) Windows Server
9 5 (0.29%) Windows 10
10 2 (0.11%) Debian
10 2 (0.11%) Mac OS X
Processes & Methodologies
1 736 (42.06%) Analytics
2 399 (22.80%) Agile Software Development
3 300 (17.14%) Software Engineering
4 282 (16.11%) Data Analytics
5 250 (14.29%) Data Analysis
6 221 (12.63%) TDD
7 182 (10.40%) Business Intelligence
8 180 (10.29%) OO
9 158 (9.03%) Predictive Modelling
10 153 (8.74%) Statistical Modelling
11 149 (8.51%) Data Visualisation
12 141 (8.06%) Open Source
13 138 (7.89%) MapReduce
14 134 (7.66%) Scrum
15 114 (6.51%) Predictive Analytics
16 112 (6.40%) Bayesian Methods
17 104 (5.94%) Statistical Analysis
18 97 (5.54%) Data Modelling
19 95 (5.43%) DevOps
20 82 (4.69%) Mentoring
Programming Languages
1 1011 (57.77%) Python
2 629 (35.94%) Java
3 574 (32.80%) SQL
4 571 (32.63%) R
5 429 (24.51%) C++
6 264 (15.09%) JavaScript
6 264 (15.09%) Scala
7 229 (13.09%) MATLAB
8 204 (11.66%) C#
9 114 (6.51%) C
10 101 (5.77%) Ruby
11 63 (3.60%) PHP
12 62 (3.54%) Clojure
13 52 (2.97%) Perl
14 29 (1.66%) Go
15 25 (1.43%) Shell Script
16 24 (1.37%) Bash Shell
17 22 (1.26%) Objective-C
18 21 (1.20%) Cython
18 21 (1.20%) VBA
Qualifications
1 572 (32.69%) Degree
2 457 (26.11%) PhD
3 34 (1.94%) Security Cleared
4 26 (1.49%) Microsoft Certification
5 15 (0.86%) Postgraduate
6 11 (0.63%) PMI Certification
7 9 (0.51%) DV Cleared
7 9 (0.51%) MCSD
8 7 (0.40%) MCAD
8 7 (0.40%) MCPD
8 7 (0.40%) MCTS
9 6 (0.34%) PMP
9 6 (0.34%) SC Cleared
10 4 (0.23%) MCSE
11 2 (0.11%) ISEB
11 2 (0.11%) MCDBA
11 2 (0.11%) MCITP
11 2 (0.11%) MCP
12 1 (0.057%) CISSP
12 1 (0.057%) OSCP
Quality Assurance & Compliance
1 21 (1.20%) Data Quality
2 20 (1.14%) QA
3 5 (0.29%) ISO13485
3 5 (0.29%) MISRA
4 4 (0.23%) SLA
5 1 (0.057%) HIPAA
5 1 (0.057%) ISO/IEC 27001
5 1 (0.057%) PCI DSS
System Software
1 64 (3.66%) Docker
2 26 (1.49%) VirtualBox
3 23 (1.31%) HDFS
4 15 (0.86%) Xen
5 11 (0.63%) Active Directory
5 11 (0.63%) Apache Flume
5 11 (0.63%) VMware Infrastructure
6 5 (0.29%) Apache ZooKeeper
7 4 (0.23%) KVM
7 4 (0.23%) Snort
8 2 (0.11%) iptables
9 1 (0.057%) Firmware
Systems Management
1 46 (2.63%) Puppet
2 25 (1.43%) Ansible
3 11 (0.63%) logstash
4 9 (0.51%) Opscode Chef
5 8 (0.46%) Kibana
6 6 (0.34%) EMC NetWorker
6 6 (0.34%) Nagios
6 6 (0.34%) Terraform
7 5 (0.29%) Kubernetes
8 4 (0.23%) OSSEC
8 4 (0.23%) StatsD
9 3 (0.17%) Hadoop YARN
10 2 (0.11%) Icinga
10 2 (0.11%) Mesos
10 2 (0.11%) Oozie
10 2 (0.11%) Salt
10 2 (0.11%) ZABBIX
11 1 (0.057%) Graphite
Vendors
1 105 (6.00%) Tableau
2 78 (4.46%) Microsoft
3 72 (4.11%) Oracle
4 61 (3.49%) Google
5 36 (2.06%) IBM
6 26 (1.49%) Cloudera
7 24 (1.37%) Facebook
7 24 (1.37%) Hortonworks
8 21 (1.20%) SAP
9 15 (0.86%) TIBCO
10 13 (0.74%) Omniture
10 13 (0.74%) Teradata
11 11 (0.63%) MicroStrategy
11 11 (0.63%) VMware
12 10 (0.57%) RapidMiner
12 10 (0.57%) Wall Street Systems
13 9 (0.51%) Bloomberg
14 7 (0.40%) Actian
14 7 (0.40%) Splunk
15 6 (0.34%) Talend
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 5 hours ago
Oxfordshire
Parallel Consulting
Salary: £35000 - £45000 per annum
Posted: 2 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 4 hours ago
City, London
Careerwise UK Limited
Salary: £100000 - £120000 per annum + bonus, benefits, negotiable
Posted: Yesterday
London
Empiric.com
Salary: From £70,000 to £85,000 per annum
Posted: 2 days ago
Central London / West End
Client Server
Salary: £55k to £70k + options
Posted: 3 days ago
Bristol, Avon
Heat Recruitment
Salary: From £40,000 to £55,000 per annum
Posted: 2 days ago
Manchester, Lancashire
Searchability
Salary: £50000 - £60000 per annum + benefits
Posted: Yesterday
City, London
IntaPeople
Salary: £30000 - £40000 per annum
Posted: 2 days ago
Romsey, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £25000 - £45000 per annum + benefits & training
Posted: 2 days ago
Leeds, West Yorkshire
Searchability
Salary: £25000 - £50000 per annum + Generous holidays
Posted: 2 days ago
Bristol, Avon
KDR
Salary: £60000 - £90000 per annum + greenfield environment!
Posted: 3 days ago
Wallingford, Oxfordshire
IT Connections
Salary: £35,000 to £40,000
Posted: 2 days ago
London
Burns Sheehan
Salary: £70000 - £95000 per annum + 10% bonus + share options
Posted: 2 days ago
Wiltshire
Salt
Salary: £40000 - £50000 per annum + Benefits
Posted: 5 days ago
Oxford, Oxfordshire
ISL
Salary: £40000 - £50000 per annum
Posted: Yesterday
Harrogate, North Yorkshire
Fruition IT Resources Limited
Salary: £60000 - £70000 per annum + Benefits
Posted: 4 days ago
London
Salt
Salary: £60000 - £90000 per annum + benefits
Posted: 4 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 5 days ago
London
Harrington Starr
Salary: £40000 - £50000 per annum + Benefits
Posted: 2 days ago
London
Parallel Consulting
Salary: £60000 - £90000 per annum
Posted: 6 days ago
London
Capita Resourcing - IT Resourcing
Salary: £35000 - £50000 per annum + Equity shares
Posted: 5 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £30000 - £45000 per annum
Posted: 6 days ago
London
Parallel Consulting
Salary: £50000 - £55000 per annum
Posted: 6 days ago
City, London
First Point
Salary: £55000.00 - £65000.00 per annum + Benefits
Posted: 2 days ago
City, London
onezeero.
Salary: Competitive Salary + Benefits
Posted: 3 days ago
London
Burns Sheehan
Salary: £40000.00 - £45000 per annum
Posted: Yesterday
City, London
Opus Recruitment Solutions Ltd
Salary: £65000 - £90000 per annum
Posted: 6 days ago
London
Haybrook IT Resourcing Ltd
Salary: Negotiable
Posted: Yesterday
London
Runpath
Salary: Competitive
Posted: 2 days ago