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

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Machine Learning
Rank 286 534 547
Rank change year-on-year
+248 +13
Permanent jobs citing Machine Learning 973 465 480
As % of all permanent IT jobs located in England 1.07% 0.45% 0.42%
As % of the Processes & Methodologies category 1.22% 0.52% 0.50%
Number of salaries quoted 854 393 418
Median salary £60,000 £60,000 £55,000
Median salary % change year-on-year
- +9.09%
90% offered a salary of more than £40,000 £37,500 £37,500
10% offered a salary of more than £90,000 £100,000 £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
79879 89451 96686
As % of all permanent IT jobs located in England 87.94% 86.68% 85.53%
Number of salaries quoted 67621 73991 78949
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year
- +1.01%
90% offered a salary of more than £32,500 £32,000 £31,500
10% offered a salary of more than £77,500 £74,000 £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 25 June 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 25 June 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 +155 700 £65,000 +4.00% 56
South East +132 105 £52,500 +10.52% 15
South West +68 60 £54,000 +54.28% 7
East of England +60 43 £45,000 -10.00% 11
North West +28 34 £40,000 -27.27% 3
West Midlands -12 16 £50,000 -14.89%
East Midlands +12 7 £50,000 -23.07% 2
Yorkshire +24 6 £65,000 +108.00% 3
North East - 2 £65,000 -
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 25 June 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 1016 (56.04%) Python
2 754 (41.59%) Analytics
3 731 (40.32%) Big Data
4 680 (37.51%) Computer Science
5 651 (35.91%) Java
6 603 (33.26%) SQL
7 581 (32.05%) Degree
8 569 (31.38%) Algorithms
9 563 (31.05%) R
10 480 (26.48%) Hadoop
11 474 (26.14%) PhD
12 450 (24.82%) Statistics
13 428 (23.61%) C++
14 422 (23.28%) Agile Software Development
15 419 (23.11%) Analytical Skills
16 411 (22.67%) Mathematics
17 404 (22.28%) Apache Spark
18 389 (21.46%) Finance
19 382 (21.07%) Data Mining
20 327 (18.04%) Visualisation
21 316 (17.43%) NoSQL
21 316 (17.43%) Software Engineering
22 311 (17.15%) Data Analytics
23 282 (15.55%) Data Analysis
24 281 (15.50%) JavaScript
25 275 (15.17%) Scala
26 248 (13.68%) MATLAB
27 227 (12.52%) TDD
28 226 (12.47%) Artificial Intelligence
29 222 (12.24%) 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
1 404 (22.28%) Apache Spark
2 145 (8.00%) SAS
3 105 (5.79%) Apache Pig
4 86 (4.74%) Apache
5 78 (4.30%) Elasticsearch
6 36 (1.99%) Tomcat
7 26 (1.43%) SharePoint
8 14 (0.77%) Apache Solr
8 14 (0.77%) JBoss
9 13 (0.72%) WildFly
10 10 (0.55%) GlassFish
11 9 (0.50%) IPython
12 8 (0.44%) Jupyter
13 6 (0.33%) DNN
14 5 (0.28%) Jetty
14 5 (0.28%) MS Exchange
15 4 (0.22%) Confluence
15 4 (0.22%) SharePoint Server
16 1 (0.055%) CloudStack
16 1 (0.055%) Oracle Coherence
Applications
1 55 (3.03%) SPSS
2 34 (1.88%) MS Excel
3 11 (0.61%) GNU Octave
3 11 (0.61%) Mathematica
4 10 (0.55%) Weka
5 9 (0.50%) MS Office
6 6 (0.33%) Gephi
7 4 (0.22%) MS PowerPoint
8 1 (0.055%) EViews
8 1 (0.055%) Mathcad
8 1 (0.055%) Photoshop
8 1 (0.055%) Simulink
8 1 (0.055%) Stata
Business Applications
1 19 (1.05%) SAP Oil and Gas
2 10 (0.55%) ReMetrica
3 5 (0.28%) Sentinel
4 1 (0.055%) MetaTrader
Cloud Services
1 222 (12.24%) Amazon AWS
2 103 (5.68%) Microsoft Azure
3 52 (2.87%) GitHub
4 40 (2.21%) Cloud Computing
5 35 (1.93%) Amazon EC2
6 27 (1.49%) SaaS
7 26 (1.43%) Amazon EMR
8 25 (1.38%) Amazon S3
9 13 (0.72%) Google Cloud Platform
10 12 (0.66%) PaaS
11 11 (0.61%) Azure Machine Learning
12 9 (0.50%) AWS Elastic Beanstalk
13 8 (0.44%) IaaS
14 5 (0.28%) Amazon ELB
15 4 (0.22%) Amazon Kinesis
15 4 (0.22%) Google Play
16 3 (0.17%) Google Analytics
17 1 (0.055%) AWS CloudFormation
17 1 (0.055%) Heroku
17 1 (0.055%) Office 365
Communications & Networking
1 40 (2.21%) Internet
2 16 (0.88%) HTTP
3 14 (0.77%) Firewall
4 11 (0.61%) Network Security
5 5 (0.28%) TCP/IP
6 4 (0.22%) DNS
6 4 (0.22%) Wireless
7 3 (0.17%) Skype
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
9 1 (0.055%) AMQP
9 1 (0.055%) Intrusion Detection
9 1 (0.055%) Remote Desktop
Database & Business Intelligence
1 731 (40.32%) Big Data
2 480 (26.48%) Hadoop
3 382 (21.07%) Data Mining
4 316 (17.43%) NoSQL
5 202 (11.14%) Apache Hive
6 174 (9.60%) SQL Server
7 158 (8.71%) MongoDB
8 139 (7.67%) Apache Cassandra
9 126 (6.95%) Relational Database
10 120 (6.62%) MySQL
11 113 (6.23%) PostgreSQL
12 98 (5.41%) Data Warehouse
13 66 (3.64%) QlikView
14 52 (2.87%) Neo4j
15 51 (2.81%) Amazon Redshift
16 47 (2.59%) Impala
16 47 (2.59%) RDBMS
16 47 (2.59%) SQL Server Integration Services
17 44 (2.43%) Power BI
18 43 (2.37%) SQL Server Reporting Services
Development Applications
1 170 (9.38%) Git (software)
2 80 (4.41%) Jenkins
3 40 (2.21%) Vagrant
4 39 (2.15%) Cucumber
5 30 (1.65%) RSpec
6 27 (1.49%) NUnit
7 22 (1.21%) Team Foundation Server
8 21 (1.16%) JIRA
9 20 (1.10%) Maven
10 13 (0.72%) Jasmine
10 13 (0.72%) TeamCity
10 13 (0.72%) Yeoman
11 10 (0.55%) Eclipse
11 10 (0.55%) Subversion
12 9 (0.50%) JUnit
12 9 (0.50%) Moq
12 9 (0.50%) NetBeans
13 7 (0.39%) Grunt
13 7 (0.39%) Mercurial
14 6 (0.33%) Talend Open Studio
General
1 389 (21.46%) Finance
2 149 (8.22%) Marketing
3 78 (4.30%) Retail
4 68 (3.75%) Advertising
5 56 (3.09%) Telecoms
6 49 (2.70%) Banking
7 43 (2.37%) Games
8 35 (1.93%) Manufacturing
9 32 (1.77%) Law
10 23 (1.27%) Publishing
11 20 (1.10%) Front Office
12 18 (0.99%) Electronics
12 18 (0.99%) Pharmaceutical
13 10 (0.55%) Automotive
13 10 (0.55%) Financial Institution
14 8 (0.44%) Legal
14 8 (0.44%) Music Industry
15 4 (0.22%) Aerospace
15 4 (0.22%) Investment Banking
16 2 (0.11%) Military
Job Titles
1 588 (32.43%) Data Scientist
2 543 (29.95%) Developer
3 179 (9.87%) Senior Data Scientist
4 154 (8.49%) Java Developer
5 125 (6.89%) Software Engineer
6 112 (6.18%) Senior Developer
7 105 (5.79%) Machine Learning Scientist
8 98 (5.41%) Python Developer
9 87 (4.80%) Analyst
10 85 (4.69%) Machine Learning Engineer
11 81 (4.47%) C# Developer
11 81 (4.47%) Machine Learning Developer
12 76 (4.19%) Consultant
13 66 (3.64%) Java Engineer
14 63 (3.47%) Data Engineer
15 62 (3.42%) Software Developer
16 60 (3.31%) Architect
17 59 (3.25%) C++ Developer
18 56 (3.09%) Lead Developer
19 53 (2.92%) Data Analyst
Libraries, Frameworks & Software Standards
1 180 (9.93%) Natural Language Processing
2 170 (9.38%) .NET
3 159 (8.77%) HTML
4 150 (8.27%) CSS
5 140 (7.72%) Web Services
6 132 (7.28%) AngularJS
7 98 (5.41%) D3.js
8 97 (5.35%) Node.js
9 95 (5.24%) HTML5
10 83 (4.58%) RESTful
11 74 (4.08%) Spring
12 60 (3.31%) scikit-learn
13 59 (3.25%) NumPy
14 56 (3.09%) Pandas
14 56 (3.09%) WCF
15 55 (3.03%) JSON
15 55 (3.03%) REST
16 54 (2.98%) SciPy
17 53 (2.92%) WPF
18 52 (2.87%) ASP.NET
Miscellaneous
1 680 (37.51%) Computer Science
2 569 (31.38%) Algorithms
3 450 (24.82%) Statistics
4 419 (23.11%) Analytical Skills
5 411 (22.67%) Mathematics
6 327 (18.04%) Visualisation
7 226 (12.47%) Artificial Intelligence
8 194 (10.70%) Physics
9 99 (5.46%) Neural Network
10 85 (4.69%) Fintech
11 76 (4.19%) Hedge funds
12 53 (2.92%) Mobile App
13 46 (2.54%) Data Structures
14 42 (2.32%) User Experience
15 41 (2.26%) Applied Mathematics
15 41 (2.26%) CUDA
16 25 (1.38%) Economics
17 24 (1.32%) Data Integration
18 17 (0.94%) Augmented Reality
19 16 (0.88%) Credit Risk
Operating Systems
1 152 (8.38%) Linux
2 71 (3.92%) Unix
3 47 (2.59%) Android
4 45 (2.48%) Apple iOS
5 30 (1.65%) Windows
6 14 (0.77%) CentOS
7 11 (0.61%) Ubuntu
7 11 (0.61%) Windows Server
8 5 (0.28%) Windows 10
Processes & Methodologies
1 754 (41.59%) Analytics
2 422 (23.28%) Agile Software Development
3 316 (17.43%) Software Engineering
4 311 (17.15%) Data Analytics
5 282 (15.55%) Data Analysis
6 227 (12.52%) TDD
7 187 (10.31%) OO
8 175 (9.65%) Predictive Modelling
9 166 (9.16%) Business Intelligence
10 158 (8.71%) Data Visualisation
11 156 (8.60%) Scrum
12 153 (8.44%) Statistical Modelling
13 147 (8.11%) Open Source
14 146 (8.05%) MapReduce
15 120 (6.62%) Statistical Analysis
16 116 (6.40%) Bayesian Methods
17 100 (5.52%) Predictive Analytics
18 93 (5.13%) DevOps
19 92 (5.07%) Continuous Integration
20 87 (4.80%) BDD
Programming Languages
1 1016 (56.04%) Python
2 651 (35.91%) Java
3 603 (33.26%) SQL
4 563 (31.05%) R
5 428 (23.61%) C++
6 281 (15.50%) JavaScript
7 275 (15.17%) Scala
8 248 (13.68%) MATLAB
9 203 (11.20%) C#
10 110 (6.07%) C
11 104 (5.74%) Ruby
12 71 (3.92%) Clojure
13 55 (3.03%) PHP
14 43 (2.37%) Perl
15 33 (1.82%) Bash Shell
16 32 (1.77%) Go
17 26 (1.43%) VBA
18 22 (1.21%) Elixir
19 21 (1.16%) Shell Script
20 20 (1.10%) Cython
Qualifications
1 581 (32.05%) Degree
2 474 (26.14%) PhD
3 37 (2.04%) Security Cleared
4 30 (1.65%) Microsoft Certification
5 12 (0.66%) Postgraduate
6 11 (0.61%) MCSD
7 10 (0.55%) DV Cleared
7 10 (0.55%) MCAD
7 10 (0.55%) MCPD
7 10 (0.55%) MCTS
7 10 (0.55%) PMI Certification
8 7 (0.39%) PMP
8 7 (0.39%) SC Cleared
9 4 (0.22%) MCSE
10 1 (0.055%) CISSP
10 1 (0.055%) ISEB
10 1 (0.055%) MCDBA
10 1 (0.055%) MCITP
10 1 (0.055%) MCP
10 1 (0.055%) OSCP
Quality Assurance & Compliance
1 25 (1.38%) QA
2 17 (0.94%) Data Quality
3 4 (0.22%) ISO13485
3 4 (0.22%) MISRA
3 4 (0.22%) SLA
4 1 (0.055%) HIPAA
4 1 (0.055%) ISO/IEC 27001
4 1 (0.055%) PCI DSS
System Software
1 72 (3.97%) Docker
2 41 (2.26%) Virtual Machines
3 33 (1.82%) VirtualBox
4 25 (1.38%) HDFS
5 16 (0.88%) Xen
6 12 (0.66%) VMware Infrastructure
7 11 (0.61%) Active Directory
8 8 (0.44%) Apache Flume
9 5 (0.28%) Apache ZooKeeper
10 4 (0.22%) KVM
10 4 (0.22%) Snort
11 1 (0.055%) Firmware
11 1 (0.055%) Varnish
11 1 (0.055%) Virtual Desktop
Systems Management
1 48 (2.65%) Puppet
2 24 (1.32%) Ansible
3 9 (0.50%) logstash
4 6 (0.33%) Kibana
4 6 (0.33%) Kubernetes
4 6 (0.33%) Opscode Chef
4 6 (0.33%) Terraform
5 4 (0.22%) Nagios
5 4 (0.22%) OSSEC
5 4 (0.22%) StatsD
6 3 (0.17%) EMC NetWorker
6 3 (0.17%) Hadoop YARN
7 2 (0.11%) Mesos
8 1 (0.055%) Graphite
8 1 (0.055%) Salt
Vendors
1 110 (6.07%) Tableau
2 82 (4.52%) Oracle
3 76 (4.19%) Microsoft
4 58 (3.20%) Google
5 46 (2.54%) IBM
6 33 (1.82%) Cloudera
6 33 (1.82%) Hortonworks
7 21 (1.16%) SAP
8 19 (1.05%) Facebook
9 17 (0.94%) TIBCO
10 13 (0.72%) Omniture
10 13 (0.72%) Teradata
11 12 (0.66%) MicroStrategy
11 12 (0.66%) RapidMiner
11 12 (0.66%) VMware
12 10 (0.55%) Actian
12 10 (0.55%) Wall Street Systems
13 7 (0.39%) Netezza
14 6 (0.33%) Lattice Semiconductor
14 6 (0.33%) Talend
City, London
Careerwise UK Limited
Salary: £80000 - £110000 per annum + bonus, benefits, negotiable
Posted: Yesterday
London
Parallel Consulting
Salary: £60000 - £80000 per annum
Posted: 2 days ago
London
AdRoc Group
Salary: £80000 - £85000 per annum + Bonus, Benefits and Share Options
Posted: Yesterday
London
First Point
Salary: £55000.00 - £65000.00 per annum
Posted: Yesterday
Cambridge, Cambridgeshire
Edgar Cowen
Salary: £40000 - £60000 per annum + Interview slots available!
Posted: 2 days ago
London
Colston Consulting
Salary: £40000 - £85000 per annum, Benefits 17% salary uplift - 6% pension - 5
Posted: 23 hours ago
London
Empiric.com
Salary: From £65,000 to £80,000 per annum + excellent benefits package
Posted: Yesterday
London
Burns Sheehan
Salary: £40000 - £45000 per annum
Posted: Yesterday
City, London
Energon People
Salary: £40000 - £55000 per annum + share options
Posted: Yesterday
Surrey
Harrington Starr
Salary: £45000 - £55000 per annum + Bonus and Benefits and Training
Posted: Yesterday
South East
Parallel Consulting
Salary: £350 - £400 per day
Posted: 3 days ago
London
Knowit
Salary: £70000 - £80000 per annum + unlimited holiday
Posted: 5 days ago
South East London
Client Server
Salary: £60k to £75k + benefits
Posted: Yesterday
London
Lawrence Harvey Enterprise
Salary: £50000 - £70000 per annum + Benefits + Bonus
Posted: 4 days ago
London
Harrington Starr
Posted: 2 days ago
London
Harrington Starr
Salary: £60000 - £80000 per annum + Benefits + Bonus
Posted: 2 days ago
London
set2recruit
Salary: From £35,000 to £50,000 per annum
Posted: 4 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £35000 - £40000 per annum
Posted: 4 days ago
West London
Venturi
Salary: £40000 - £80000 per annum
Posted: 2 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 4 days ago
London
Haybrook IT Resourcing Ltd
Salary: Negotiable
Posted: Yesterday
Bristol, Avon
Parallel Consulting
Salary: £40000 - £50000 per annum
Posted: 4 days ago
South West London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £65000 - £75000 Per Annum
Posted: Yesterday
London
EY
Salary: Competitive
Posted: 3 days ago
London
Harrington Starr
Salary: £45000 - £60000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Lawrence Harvey Enterprise
Salary: £70000 - £82000 per annum + 10% Bonus + Pension + Health
Posted: 4 days ago
Northampton, Northamptonshire
IT Connections
Salary: £20,000 to £25,000
Posted: Yesterday
Oxford, Oxfordshire
RICHARD WHEELER ASSOCIATES
Salary: From £35,000 to £50,000 per annum Negotiable
Posted: 3 days ago
London
Durlston Partners
Salary: Up to £100,000 per annum + Bonus + Benefits
Posted: 5 days ago
South West London
Understanding Recruitment
Salary: £35000 - £45000 per annum + Benefits
Posted: 5 days ago