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

3 months to
1 May 2016
Same period 2015 Same period 2014
Machine Learning
Rank 335 581 523
Rank change year-on-year
+246 -58
Permanent jobs citing Machine Learning 899 391 519
As % of all permanent IT jobs located in England 0.93% 0.37% 0.47%
As % of the Processes & Methodologies category 1.06% 0.43% 0.55%
Number of salaries quoted 793 333 463
Median salary £60,000 £60,000 £52,500
Median salary % change year-on-year
- +14.28%
90% offered a salary of more than £42,500 £38,564 £36,500
10% offered a salary of more than £90,000 £85,000 £80,000
UK excluding London median salary £52,500 £51,250 £42,500
% change year-on-year
+2.43% +20.58%
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
84774 89923 95200
As % of all permanent IT jobs located in England 87.68% 85.91% 85.38%
Number of salaries quoted 71243 73460 77454
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 £31,000
10% offered a salary of more than £75,000 £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 1 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 1 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 +166 649 £65,000 +4.00% 80
South East +67 89 £50,000 +5.26% 21
South West +39 53 £57,500 +64.28% 8
North West +53 41 £60,000 +14.28% 6
East of England +41 40 £45,000 -18.18% 10
West Midlands -19 15 £37,500 -28.57% 2
East Midlands +16 4 £55,000 -26.66%
North East - 4 £45,000 -
Yorkshire +14 3 £40,000 +33.33% 4
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 1 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.

1 954 (57.99%) Python
2 732 (44.50%) Analytics
3 697 (42.37%) Big Data
4 600 (36.47%) Computer Science
5 587 (35.68%) Java
6 569 (34.59%) R
7 550 (33.43%) Algorithms
8 539 (32.77%) Degree
9 535 (32.52%) SQL
10 472 (28.69%) Hadoop
11 416 (25.29%) Statistics
12 410 (24.92%) PhD
13 399 (24.26%) C++
14 396 (24.07%) Agile Software Development
15 390 (23.71%) Analytical Skills
16 384 (23.34%) Mathematics
16 384 (23.34%) Finance
17 351 (21.34%) Data Mining
18 333 (20.24%) NoSQL
19 328 (19.94%) Apache Spark
20 301 (18.30%) Visualisation
21 283 (17.20%) Software Engineering
22 278 (16.90%) Data Analytics
23 245 (14.89%) JavaScript
24 244 (14.83%) Scala
25 218 (13.25%) C#
25 218 (13.25%) Data Analysis
26 215 (13.07%) MATLAB
27 214 (13.01%) TDD
28 198 (12.04%) Business Intelligence

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
1 328 (19.94%) Apache Spark
2 135 (8.21%) SAS
3 100 (6.08%) Apache Pig
4 83 (5.05%) Node.js
5 76 (4.62%) Elasticsearch
6 72 (4.38%) Apache
7 32 (1.95%) SharePoint
8 19 (1.16%) Tomcat
9 12 (0.73%) Apache Solr
10 9 (0.55%) GlassFish
11 7 (0.43%) MS Exchange
12 6 (0.36%) JBoss
13 5 (0.30%) Confluence
13 5 (0.30%) DNN
13 5 (0.30%) IPython
13 5 (0.30%) WildFly
14 4 (0.24%) Jupyter
14 4 (0.24%) SharePoint Server
15 1 (0.061%) Joomla!
15 1 (0.061%) Oracle Coherence
Applications
1 41 (2.49%) SPSS
2 39 (2.37%) MS Excel
3 16 (0.97%) Mathematica
4 12 (0.73%) MS Office
5 11 (0.67%) Gephi
5 11 (0.67%) GNU Octave
5 11 (0.67%) Weka
6 5 (0.30%) MS PowerPoint
7 4 (0.24%) Adobe Illustrator
7 4 (0.24%) MS Visio
7 4 (0.24%) OmniGraffle
8 2 (0.12%) Simulink
9 1 (0.061%) EViews
9 1 (0.061%) Stata
Business Applications
1 14 (0.85%) SAP Oil and Gas
2 4 (0.24%) ReMetrica
3 1 (0.061%) MetaTrader
Cloud Services
1 189 (11.49%) Amazon AWS
2 97 (5.90%) Microsoft Azure
3 49 (2.98%) Cloud Computing
4 45 (2.74%) GitHub
5 22 (1.34%) SaaS
6 19 (1.16%) Amazon EC2
7 17 (1.03%) Google Cloud Platform
8 16 (0.97%) Amazon S3
9 15 (0.91%) Amazon EMR
9 15 (0.91%) Azure Machine Learning
9 15 (0.91%) PaaS
10 10 (0.61%) IaaS
11 9 (0.55%) Google Analytics
12 7 (0.43%) AWS Elastic Beanstalk
13 4 (0.24%) Amazon ELB
14 3 (0.18%) Amazon Kinesis
15 1 (0.061%) AdWords
15 1 (0.061%) Google App Engine
15 1 (0.061%) Office 365
Communications & Networking
1 38 (2.31%) Internet
2 27 (1.64%) HTTP
3 14 (0.85%) Firewall
3 14 (0.85%) Network Security
4 7 (0.43%) Wireless
5 5 (0.30%) TCP/IP
6 4 (0.24%) DNS
7 2 (0.12%) HTTPS
7 2 (0.12%) Kerberos
7 2 (0.12%) Multicast
7 2 (0.12%) Skype
7 2 (0.12%) SSL
7 2 (0.12%) Wireshark
8 1 (0.061%) AMQP
8 1 (0.061%) Bluetooth
8 1 (0.061%) Remote Desktop
8 1 (0.061%) SNA
8 1 (0.061%) VPN
Database & Business Intelligence
1 697 (42.37%) Big Data
2 472 (28.69%) Hadoop
3 351 (21.34%) Data Mining
4 333 (20.24%) NoSQL
5 180 (10.94%) Apache Hive
6 165 (10.03%) MongoDB
7 164 (9.97%) SQL Server
8 122 (7.42%) Apache Cassandra
9 114 (6.93%) MySQL
10 113 (6.87%) Relational Database
11 105 (6.38%) Data Warehouse
11 105 (6.38%) PostgreSQL
12 69 (4.19%) QlikView
13 55 (3.34%) SQL Server Integration Services
14 48 (2.92%) SQL Server Reporting Services
15 47 (2.86%) HBase
15 47 (2.86%) Power BI
16 43 (2.61%) SQL Server Analysis Services
17 38 (2.31%) Text Mining
18 37 (2.25%) Impala
Development Applications
1 149 (9.06%) Git (software)
2 68 (4.13%) Jenkins
3 32 (1.95%) Cucumber
4 30 (1.82%) RSpec
5 29 (1.76%) NUnit
6 24 (1.46%) Vagrant
7 22 (1.34%) Team Foundation Server
8 19 (1.16%) Maven
9 18 (1.09%) JIRA
10 15 (0.91%) Jasmine
10 15 (0.91%) Subversion
11 11 (0.67%) Mercurial
11 11 (0.67%) Moq
12 9 (0.55%) Eclipse
12 9 (0.55%) TeamCity
13 8 (0.49%) Grunt
13 8 (0.49%) Yeoman
14 7 (0.43%) NetBeans
15 6 (0.36%) JUnit
15 6 (0.36%) Talend Open Studio
General
1 384 (23.34%) Finance
2 123 (7.48%) Marketing
3 72 (4.38%) Retail
4 56 (3.40%) Advertising
5 44 (2.67%) Games
6 40 (2.43%) Banking
7 39 (2.37%) Telecoms
8 27 (1.64%) Manufacturing
9 25 (1.52%) Law
10 19 (1.16%) Automotive
10 19 (1.16%) Front Office
10 19 (1.16%) Pharmaceutical
11 16 (0.97%) Electronics
12 11 (0.67%) Aerospace
12 11 (0.67%) Financial Institution
13 8 (0.49%) Investment Banking
13 8 (0.49%) Legal
13 8 (0.49%) Publishing
14 7 (0.43%) Music Industry
15 2 (0.12%) Military
Job Titles
1 533 (32.40%) Data Scientist
2 507 (30.82%) Developer
3 167 (10.15%) Senior Data Scientist
4 132 (8.02%) Java Developer
5 108 (6.57%) Python Developer
6 103 (6.26%) Senior Developer
7 99 (6.02%) Software Engineer
8 86 (5.23%) Machine Learning Scientist
9 79 (4.80%) Architect
9 79 (4.80%) C# Developer
10 75 (4.56%) Machine Learning Engineer
11 72 (4.38%) Machine Learning Developer
12 65 (3.95%) Analyst
13 61 (3.71%) C++ Developer
14 60 (3.65%) Consultant
15 56 (3.40%) Data Architect
15 56 (3.40%) Data Engineer
16 47 (2.86%) Software Developer
17 41 (2.49%) Lead Developer
18 39 (2.37%) Java Engineer
Libraries, Frameworks & Software Standards
1 171 (10.40%) .NET
2 155 (9.42%) Natural Language Processing
3 150 (9.12%) HTML
4 137 (8.33%) CSS
5 134 (8.15%) Web Services
6 128 (7.78%) AngularJS
7 97 (5.90%) HTML5
8 96 (5.84%) D3.js
9 70 (4.26%) NumPy
10 63 (3.83%) SciPy
11 61 (3.71%) Pandas
12 60 (3.65%) WPF
13 56 (3.40%) RESTful
14 55 (3.34%) Spring
14 55 (3.34%) WCF
15 52 (3.16%) REST
16 50 (3.04%) scikit-learn
17 47 (2.86%) .NET Framework
18 46 (2.80%) ASP.NET
18 46 (2.80%) JSON
Miscellaneous
1 600 (36.47%) Computer Science
2 550 (33.43%) Algorithms
3 416 (25.29%) Statistics
4 390 (23.71%) Analytical Skills
5 384 (23.34%) Mathematics
6 301 (18.30%) Visualisation
7 195 (11.85%) Artificial Intelligence
8 182 (11.06%) Physics
9 91 (5.53%) Hedge funds
10 81 (4.92%) Neural Network
11 71 (4.32%) Fintech
12 50 (3.04%) Applied Mathematics
13 48 (2.92%) Mobile App
14 43 (2.61%) User Experience
15 42 (2.55%) Data Structures
16 27 (1.64%) CUDA
17 26 (1.58%) Economics
18 19 (1.16%) Management Information System
19 17 (1.03%) Blog
20 16 (0.97%) Social Media
Operating Systems
1 140 (8.51%) Linux
2 76 (4.62%) Unix
3 39 (2.37%) Android
4 31 (1.88%) Apple iOS
5 25 (1.52%) Windows
6 10 (0.61%) Ubuntu
7 6 (0.36%) Windows Server
8 5 (0.30%) Windows 10
9 4 (0.24%) CentOS
9 4 (0.24%) Debian
10 2 (0.12%) Mac OS X
Processes & Methodologies
1 732 (44.50%) Analytics
2 396 (24.07%) Agile Software Development
3 283 (17.20%) Software Engineering
4 278 (16.90%) Data Analytics
5 218 (13.25%) Data Analysis
6 214 (13.01%) TDD
7 198 (12.04%) Business Intelligence
8 168 (10.21%) OO
9 149 (9.06%) Data Visualisation
10 143 (8.69%) Predictive Modelling
11 132 (8.02%) Predictive Analytics
11 132 (8.02%) Statistical Modelling
12 127 (7.72%) Open Source
13 126 (7.66%) Scrum
14 117 (7.11%) Data Modelling
14 117 (7.11%) MapReduce
15 99 (6.02%) Bayesian Methods
16 89 (5.41%) DevOps
16 89 (5.41%) Statistical Analysis
17 82 (4.98%) Mentoring
Programming Languages
1 954 (57.99%) Python
2 587 (35.68%) Java
3 569 (34.59%) R
4 535 (32.52%) SQL
5 399 (24.26%) C++
6 245 (14.89%) JavaScript
7 244 (14.83%) Scala
8 218 (13.25%) C#
9 215 (13.07%) MATLAB
10 106 (6.44%) C
11 96 (5.84%) Ruby
12 64 (3.89%) PHP
13 56 (3.40%) Clojure
13 56 (3.40%) Perl
14 29 (1.76%) Go
15 24 (1.46%) Objective-C
16 23 (1.40%) VBA
17 21 (1.28%) Cython
18 20 (1.22%) Elixir
19 19 (1.16%) Julia
Qualifications
1 539 (32.77%) Degree
2 410 (24.92%) PhD
3 27 (1.64%) Security Cleared
4 25 (1.52%) Microsoft Certification
5 13 (0.79%) Postgraduate
6 11 (0.67%) PMI Certification
7 8 (0.49%) DV Cleared
8 6 (0.36%) MCSD
8 6 (0.36%) PMP
9 5 (0.30%) SC Cleared
10 4 (0.24%) MCAD
10 4 (0.24%) MCPD
10 4 (0.24%) MCSE
10 4 (0.24%) MCTS
11 3 (0.18%) ISEB
12 2 (0.12%) MCDBA
12 2 (0.12%) MCITP
12 2 (0.12%) MCP
13 1 (0.061%) ACCA
13 1 (0.061%) CFA
Quality Assurance & Compliance
1 21 (1.28%) Data Quality
2 18 (1.09%) QA
3 7 (0.43%) SLA
4 5 (0.30%) ISO13485
4 5 (0.30%) MISRA
5 1 (0.061%) HIPAA
5 1 (0.061%) ISO/IEC 27001
5 1 (0.061%) PCI DSS
System Software
1 50 (3.04%) Docker
2 23 (1.40%) VirtualBox
3 19 (1.16%) HDFS
4 11 (0.67%) Xen
5 10 (0.61%) Apache Flume
6 8 (0.49%) Active Directory
7 7 (0.43%) VMware Infrastructure
8 4 (0.24%) KVM
8 4 (0.24%) Snort
9 3 (0.18%) Apache ZooKeeper
10 2 (0.12%) iptables
11 1 (0.061%) Firmware
Systems Management
1 41 (2.49%) Puppet
2 19 (1.16%) Ansible
3 10 (0.61%) Opscode Chef
4 9 (0.55%) Kibana
4 9 (0.55%) logstash
5 6 (0.36%) EMC NetWorker
5 6 (0.36%) Nagios
5 6 (0.36%) Terraform
6 5 (0.30%) Kubernetes
7 4 (0.24%) Icinga
7 4 (0.24%) OSSEC
8 3 (0.18%) Hadoop YARN
8 3 (0.18%) StatsD
9 2 (0.12%) Oozie
9 2 (0.12%) Salt
9 2 (0.12%) ZABBIX
10 1 (0.061%) Mesos
Vendors
1 122 (7.42%) Tableau
2 86 (5.23%) Microsoft
3 67 (4.07%) Oracle
4 61 (3.71%) Google
5 28 (1.70%) IBM
6 27 (1.64%) Facebook
7 22 (1.34%) Cloudera
8 18 (1.09%) Hortonworks
9 15 (0.91%) SAP
10 13 (0.79%) Bloomberg
10 13 (0.79%) TIBCO
11 12 (0.73%) MicroStrategy
11 12 (0.73%) Teradata
12 11 (0.67%) RapidMiner
12 11 (0.67%) Splunk
13 10 (0.61%) Omniture
13 10 (0.61%) Wall Street Systems
14 7 (0.43%) VMware
15 6 (0.36%) Atlassian
15 6 (0.36%) Cognos
City, London
First Point
Salary: £55000.00 - £65000.00 per annum + 10% bonus
Posted: 4 hours ago
Manchester, Lancashire
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £35000 - £45000 Per Annum + Benefits
Posted: 5 hours ago
London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £60000 - £80000 Per Annum Benefits
Posted: 7 hours ago
Manchester, Lancashire
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £35000 - £45000 Per Annum + Benefits
Posted: 7 hours ago
Central London / West End
Understanding Recruitment
Salary: £35000 - £50000 per annum + bens - pens, health + more
Posted: 8 hours ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £65000 - £70000 per annum + be - shares, pens, health+
Posted: 8 hours ago
London
ClearCube Consulting
Posted: Yesterday
City, London
TEKsystems
Salary: £70000 - £130000 per annum + bonus and pension
Posted: Yesterday
South East London
TNS
Salary: Competitive, including award winning benefits package
Posted: 2 days ago
London
Initi8 Recruitment
Salary: £60000 - £70000 Per Annum
Posted: 2 days ago
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £35,000 to £60,000 per annum Pension, Flexi work, Stock Options
Posted: 2 days ago
London
Harrington Starr
Salary: £45000 - £50000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £25000 - £35000 per annum, Benefits + 10% bonus
Posted: 2 days ago
Wallingford, Oxfordshire
IT Connections
Salary: £35,000 to £45,000
Posted: 2 days ago
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £30,000 to £42,000 per annum Pension + Flexi Hours + Great Office
Posted: 2 days ago
London
Haybrook IT Resourcing Ltd
Salary: Negotiable
Posted: 2 days ago
Exeter, Devon
Edge Specialist Recruitment
Salary: £50000 - £70000 per annum + Flexitime & More
Posted: 2 days ago
Exeter, Devon
Edge Specialist Recruitment
Salary: £30000 - £50000 per annum + Flexitime & More
Posted: 2 days ago
Central London / West End
Client Server
Salary: £65k to £80k + benefits
Posted: 2 days ago
London
Scott-Merrick LLP
Salary: Benefits & Bonus
Posted: 2 days ago
Central London / West End
Client Server
Salary: £45k to £60k + bonus + benefits
Posted: 2 days ago
City, London
First Point
Salary: £50000 - £60000 per annum
Posted: 2 days ago
West London
Careerwise UK Limited
Salary: £60000 - £90000 per annum + bonus, benefits, negotiable
Posted: 2 days ago
Central London / West End
Client Server
Salary: £65k to £80k + benefits
Posted: 2 days ago
City, London
Careerwise UK Limited
Salary: £38000 - £60000 per annum
Posted: 2 days ago
City, London
The People Network
Salary: £50000 - £70000 per annum
Posted: 2 days ago
London
Big Wednesday Digital Ltd
Posted: 2 days ago
Central London / West End
Energon People
Salary: £80000 - £110000 per annum + benefits + bonus
Posted: 3 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £60000 - £70000 per annum, Benefits Benefits
Posted: 3 days ago