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

3 months to
29 Aug 2016
Same period 2015 Same period 2014
Machine Learning
Rank 293 495 619
Rank change year-on-year
+202 +124
Permanent jobs citing Machine Learning 966 499 363
As % of all permanent IT jobs located in England 1.05% 0.50% 0.33%
As % of the Processes & Methodologies category 1.20% 0.57% 0.39%
Number of salaries quoted 868 407 291
Median salary £60,000 £60,000 £54,000
Median salary % change year-on-year
- +11.11%
90% offered a salary of more than £35,000 £38,500 £37,500
10% offered a salary of more than £90,000 £83,000 £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
80779 87873 92824
As % of all permanent IT jobs located in England 88.11% 87.48% 85.41%
Number of salaries quoted 68281 73110 74779
Median salary £50,000 £50,000 £49,000
Median salary % change year-on-year
- +2.04%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £80,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

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 August 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 August 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 +131 656 £67,500 +8.00% 104
South East +89 117 £55,000 +19.56% 14
East of England +52 55 £65,000 -3.70% 9
North West +56 54 £43,750 -20.45% 8
South West +35 41 £50,000 +11.11% 10
Yorkshire +33 20 £38,000 -5.00% 6
West Midlands +3 12 £27,500 -18.51% 1
East Midlands +9 11 £22,500 -62.50% 1
North East +6 8 £45,000 -18.18% 2
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 29 August 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 1040 (54.85%) Python
2 811 (42.77%) Analytics
3 744 (39.24%) Big Data
4 734 (38.71%) Java
5 683 (36.02%) Computer Science
6 629 (33.18%) Algorithms
7 602 (31.75%) SQL
8 598 (31.54%) Degree
9 554 (29.22%) R
10 509 (26.85%) PhD
11 465 (24.53%) Agile Software Development
12 460 (24.26%) Hadoop
13 448 (23.63%) C++
14 426 (22.47%) Statistics
15 420 (22.15%) Apache Spark
16 408 (21.52%) Analytical Skills
17 407 (21.47%) Mathematics
18 382 (20.15%) Data Mining
19 360 (18.99%) Software Engineering
20 358 (18.88%) NoSQL
21 330 (17.41%) Finance
22 321 (16.93%) Visualisation
23 309 (16.30%) Data Analytics
24 291 (15.35%) Scala
25 279 (14.72%) Artificial Intelligence
26 278 (14.66%) Data Analysis
27 268 (14.14%) Amazon AWS
28 261 (13.77%) MATLAB
29 258 (13.61%) JavaScript
30 215 (11.34%) C#

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
1 420 (22.15%) Apache Spark
2 171 (9.02%) SAS
3 89 (4.69%) Apache Pig
4 86 (4.54%) Elasticsearch
5 75 (3.96%) Apache
6 42 (2.22%) Tomcat
7 21 (1.11%) Apache Solr
7 21 (1.11%) SharePoint
8 15 (0.79%) JBoss
8 15 (0.79%) WildFly
9 11 (0.58%) IPython
9 11 (0.58%) Jupyter
10 9 (0.47%) GlassFish
10 9 (0.47%) Jetty
11 6 (0.32%) DNN
12 4 (0.21%) nginx
13 3 (0.16%) Confluence
14 1 (0.053%) ArcGIS
14 1 (0.053%) ejabberd
14 1 (0.053%) IIS
Applications
1 81 (4.27%) SPSS
2 41 (2.16%) MS Excel
3 30 (1.58%) GNU Octave
4 8 (0.42%) MS Office
5 6 (0.32%) MS PowerPoint
6 5 (0.26%) Gephi
6 5 (0.26%) Mathematica
6 5 (0.26%) Stata
7 4 (0.21%) Weka
8 2 (0.11%) CPLEX
9 1 (0.053%) EViews
9 1 (0.053%) Mathcad
9 1 (0.053%) Photoshop
9 1 (0.053%) S-PLUS
Business Applications
1 18 (0.95%) SAP Oil and Gas
2 11 (0.58%) ReMetrica
3 10 (0.53%) Sentinel
4 3 (0.16%) Dynamics CRM
5 2 (0.11%) Oracle AML
6 1 (0.053%) IBM Operational Decision Manager
6 1 (0.053%) MetaTrader
6 1 (0.053%) Oracle Financials
Cloud Services
1 268 (14.14%) Amazon AWS
2 118 (6.22%) Microsoft Azure
3 54 (2.85%) GitHub
4 49 (2.58%) Amazon EC2
5 46 (2.43%) SaaS
6 43 (2.27%) Cloud Computing
7 36 (1.90%) Amazon EMR
8 32 (1.69%) Amazon S3
9 31 (1.64%) PaaS
10 28 (1.48%) Google Cloud Platform
11 17 (0.90%) IBM Cloud
12 16 (0.84%) AWS Elastic Beanstalk
12 16 (0.84%) Azure Machine Learning
13 15 (0.79%) IaaS
14 9 (0.47%) Amazon Kinesis
15 8 (0.42%) Amazon ELB
16 7 (0.37%) Data Lake Analytics
17 5 (0.26%) Heroku
18 4 (0.21%) Google Analytics
19 3 (0.16%) AWS CloudFormation
Communications & Networking
1 42 (2.22%) Internet
2 11 (0.58%) Firewall
3 10 (0.53%) HTTP
4 7 (0.37%) Wireless
5 6 (0.32%) TCP/IP
6 4 (0.21%) Skype
7 3 (0.16%) DNS
7 3 (0.16%) HTTPS
8 2 (0.11%) Bluetooth
8 2 (0.11%) tcpdump
8 2 (0.11%) Wireshark
8 2 (0.11%) X.509
9 1 (0.053%) Intrusion Detection
9 1 (0.053%) Network Security
9 1 (0.053%) VPN
Database & Business Intelligence
1 744 (39.24%) Big Data
2 460 (24.26%) Hadoop
3 382 (20.15%) Data Mining
4 358 (18.88%) NoSQL
5 166 (8.76%) Apache Hive
6 163 (8.60%) MongoDB
7 145 (7.65%) SQL Server
8 144 (7.59%) Apache Cassandra
9 120 (6.33%) Relational Database
10 114 (6.01%) PostgreSQL
11 110 (5.80%) MySQL
12 100 (5.27%) Data Warehouse
13 69 (3.64%) Amazon Redshift
14 57 (3.01%) Neo4j
15 52 (2.74%) QlikView
16 48 (2.53%) RDBMS
17 47 (2.48%) HBase
18 40 (2.11%) SQL Server Integration Services
19 37 (1.95%) Impala
19 37 (1.95%) Redis
Development Applications
1 158 (8.33%) Git (software)
2 87 (4.59%) Jenkins
3 48 (2.53%) Vagrant
4 36 (1.90%) Cucumber
5 34 (1.79%) JIRA
6 29 (1.53%) RSpec
7 26 (1.37%) Maven
8 20 (1.05%) JUnit
8 20 (1.05%) Subversion
9 15 (0.79%) TeamCity
10 13 (0.69%) Team Foundation Server
11 12 (0.63%) gulp
11 12 (0.63%) Selenium
11 12 (0.63%) Visual Studio
11 12 (0.63%) Yeoman
12 11 (0.58%) Grunt
13 9 (0.47%) Bitbucket
14 8 (0.42%) IntelliJ
14 8 (0.42%) NUnit
15 7 (0.37%) Visual Studio Tools for Office
General
1 330 (17.41%) Finance
2 162 (8.54%) Marketing
3 81 (4.27%) Advertising
4 77 (4.06%) Retail
5 61 (3.22%) Telecoms
6 53 (2.80%) Games
7 52 (2.74%) Banking
8 35 (1.85%) Manufacturing
9 33 (1.74%) Publishing
10 27 (1.42%) Law
11 20 (1.05%) Electronics
12 17 (0.90%) Pharmaceutical
13 13 (0.69%) Front Office
14 12 (0.63%) Legal
15 10 (0.53%) Financial Institution
16 8 (0.42%) Back Office
17 6 (0.32%) French Language
18 5 (0.26%) Investment Banking
19 3 (0.16%) Billing
20 2 (0.11%) Multimedia
Job Titles
1 588 (31.01%) Data Scientist
2 553 (29.17%) Developer
3 181 (9.55%) Java Developer
4 144 (7.59%) Senior Data Scientist
5 136 (7.17%) Software Engineer
6 122 (6.43%) Machine Learning Scientist
7 109 (5.75%) Senior Developer
8 107 (5.64%) Analyst
9 105 (5.54%) Python Developer
10 95 (5.01%) Machine Learning Engineer
11 86 (4.54%) Machine Learning Developer
12 78 (4.11%) Java Engineer
13 73 (3.85%) Architect
14 67 (3.53%) C# Developer
14 67 (3.53%) Software Developer
15 63 (3.32%) Data Engineer
16 62 (3.27%) Consultant
17 56 (2.95%) Data Analyst
18 55 (2.90%) C++ Developer
18 55 (2.90%) Lead Developer
Libraries, Frameworks & Software Standards
1 179 (9.44%) Natural Language Processing
2 152 (8.02%) HTML
3 151 (7.96%) .NET
4 149 (7.86%) Web Services
5 139 (7.33%) CSS
6 110 (5.80%) Spring
7 106 (5.59%) AngularJS
8 94 (4.96%) Node.js
8 94 (4.96%) RESTful
9 93 (4.91%) HTML5
10 73 (3.85%) D3.js
11 63 (3.32%) scikit-learn
12 61 (3.22%) NumPy
12 61 (3.22%) REST
13 49 (2.58%) Django
13 49 (2.58%) JSON
14 48 (2.53%) Kafka
14 48 (2.53%) Lucene
15 46 (2.43%) SciPy
16 45 (2.37%) React
Miscellaneous
1 683 (36.02%) Computer Science
2 629 (33.18%) Algorithms
3 426 (22.47%) Statistics
4 408 (21.52%) Analytical Skills
5 407 (21.47%) Mathematics
6 321 (16.93%) Visualisation
7 279 (14.72%) Artificial Intelligence
8 201 (10.60%) Physics
9 117 (6.17%) Neural Network
10 67 (3.53%) Hedge funds
11 66 (3.48%) Data Structures
12 65 (3.43%) Fintech
13 57 (3.01%) Mobile App
14 55 (2.90%) CUDA
15 44 (2.32%) User Experience
16 35 (1.85%) Data Integration
17 26 (1.37%) Ontologies
18 23 (1.21%) Biometrics
19 22 (1.16%) Enterprise Software
20 21 (1.11%) Economics
Operating Systems
1 172 (9.07%) Linux
2 48 (2.53%) Unix
3 43 (2.27%) Android
4 35 (1.85%) Apple iOS
5 32 (1.69%) Windows
6 17 (0.90%) CentOS
7 12 (0.63%) Ubuntu
8 7 (0.37%) Windows Server
9 5 (0.26%) Embedded Linux
Processes & Methodologies
1 811 (42.77%) Analytics
2 465 (24.53%) Agile Software Development
3 360 (18.99%) Software Engineering
4 309 (16.30%) Data Analytics
5 278 (14.66%) Data Analysis
6 208 (10.97%) TDD
7 177 (9.34%) Scrum
8 174 (9.18%) Business Intelligence
9 172 (9.07%) Statistical Modelling
10 170 (8.97%) OO
11 166 (8.76%) Predictive Modelling
12 155 (8.18%) Open Source
13 152 (8.02%) Data Visualisation
14 148 (7.81%) MapReduce
15 131 (6.91%) Predictive Analytics
16 129 (6.80%) Statistical Analysis
17 118 (6.22%) DevOps
18 106 (5.59%) Deep Learning
19 100 (5.27%) Bayesian Methods
20 83 (4.38%) Data Modelling
Programming Languages
1 1040 (54.85%) Python
2 734 (38.71%) Java
3 602 (31.75%) SQL
4 554 (29.22%) R
5 448 (23.63%) C++
6 291 (15.35%) Scala
7 261 (13.77%) MATLAB
8 258 (13.61%) JavaScript
9 215 (11.34%) C#
10 115 (6.07%) C
11 101 (5.33%) Ruby
12 77 (4.06%) Clojure
13 49 (2.58%) PHP
14 46 (2.43%) Go
15 35 (1.85%) Bash Shell
16 32 (1.69%) Perl
17 29 (1.53%) Haskell
18 26 (1.37%) VBA
19 22 (1.16%) Elixir
20 21 (1.11%) Shell Script
Qualifications
1 598 (31.54%) Degree
2 509 (26.85%) PhD
3 40 (2.11%) Security Cleared
4 31 (1.64%) Microsoft Certification
5 11 (0.58%) MCAD
5 11 (0.58%) MCPD
5 11 (0.58%) MCSD
5 11 (0.58%) MCTS
5 11 (0.58%) Postgraduate
6 9 (0.47%) DV Cleared
7 7 (0.37%) BC Cleared
8 5 (0.26%) CCNA
8 5 (0.26%) Cisco Certification
8 5 (0.26%) MCITP
8 5 (0.26%) MCSA
8 5 (0.26%) PMI Certification
8 5 (0.26%) SC Cleared
9 4 (0.21%) PMP
10 2 (0.11%) ISEB
11 1 (0.053%) CISSP
Quality Assurance & Compliance
1 36 (1.90%) QA
2 12 (0.63%) Data Quality
3 8 (0.42%) GCP
4 6 (0.32%) ISO 14001
4 6 (0.32%) ISO 9001
5 1 (0.053%) HIPAA
5 1 (0.053%) ISO/IEC 27001
5 1 (0.053%) PCI DSS
5 1 (0.053%) SLA
5 1 (0.053%) SNOMED CT
System Software
1 110 (5.80%) Docker
2 44 (2.32%) Virtual Machines
3 32 (1.69%) VirtualBox
4 25 (1.32%) HDFS
5 21 (1.11%) Xen
6 17 (0.90%) VMware Infrastructure
7 7 (0.37%) Firmware
8 6 (0.32%) Active Directory
8 6 (0.32%) LXC
9 5 (0.26%) Apache ZooKeeper
10 4 (0.21%) KVM
11 3 (0.16%) Apache Flume
11 3 (0.16%) Snort
12 1 (0.053%) Varnish
Systems Management
1 58 (3.06%) Puppet
2 38 (2.00%) Ansible
3 18 (0.95%) Opscode Chef
4 11 (0.58%) Kubernetes
5 7 (0.37%) logstash
6 6 (0.32%) Salt
7 4 (0.21%) Kibana
8 3 (0.16%) Nagios
8 3 (0.16%) OSSEC
8 3 (0.16%) StatsD
9 2 (0.11%) Grafana
9 2 (0.11%) Mesos
10 1 (0.053%) Graphite
10 1 (0.053%) Hadoop YARN
Vendors
1 102 (5.38%) Tableau
2 83 (4.38%) Oracle
3 68 (3.59%) Microsoft
4 54 (2.85%) Google
5 53 (2.80%) IBM
6 49 (2.58%) Cloudera
7 42 (2.22%) Hortonworks
8 25 (1.32%) SAP
9 17 (0.90%) VMware
10 16 (0.84%) Splunk
11 15 (0.79%) Apple
11 15 (0.79%) TIBCO
12 12 (0.63%) Facebook
12 12 (0.63%) RapidMiner
13 11 (0.58%) Actian
13 11 (0.58%) MicroStrategy
14 10 (0.53%) Teradata
15 9 (0.47%) Netezza
16 8 (0.42%) Alteryx
16 8 (0.42%) Omniture
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £70000 - £80000 per annum + bens
Posted: 56 minutes ago
South East London
Understanding Recruitment
Salary: £45000 - £55000 per annum + bens + share options
Posted: 20 hours ago
South East London
Understanding Recruitment
Salary: £45000 - £55000 per annum + bens + share options
Posted: 19 hours ago
Bristol, Avon
Ability Resourcing
Salary: £50000 - £62000 per annum + Options (Early Stage)
Posted: Yesterday
London
Ability Resourcing
Salary: £55000 - £70000 per annum + Options (Early Stage)
Posted: Yesterday
City, London
Networking People
Salary: £65000 - £85000 per annum + Share Options + Generous Benefits
Posted: Yesterday
London
Ability Resourcing
Salary: £70000 - £80000 per annum + Benefits, Options
Posted: 17 hours ago
City, London
Harris Global
Salary: From £50,000 to £75,000 per annum Benefits + Bonus
Posted: 2 days ago
City, London
Networking People
Salary: £65000 - £85000 per annum + Share Options + Generous Benefits
Posted: Yesterday
City, London
Client Server
Salary: £65k to £80k
Posted: 2 days ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £65000 - £75000 per annum + bens - shares, health +
Posted: 20 hours ago
Manchester, Lancashire
Venturi
Salary: £50000 per annum + plus bonus and benefits
Posted: 2 days ago
South West London
Revolution Technology
Salary: From £50,000 to £75,000 per annum
Posted: 5 days ago
Abingdon, Oxfordshire
EasyWebRecruitment.com
Salary: Competitive
Posted: 3 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: £70k DoE + stock options
Posted: 2 days ago
Bournemouth, Dorset
JP Morgan
Salary: Competitive + Benefits
Posted: 4 days ago
City, London
Client Server
Salary: £60k to £75k + equity
Posted: 2 days ago
City, London
Client Server
Salary: £30k to £50k
Posted: 3 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 5 days ago
London
Harrington Starr
Posted: 4 days ago
Cambridge, Cambridgeshire
Computer People
Salary: Benefits
Posted: 6 days ago
City, London
Parallel Consulting
Salary: £120000 - £130000 per annum
Posted: 5 days ago
Central London / West End
Client Server
Salary: £65k to £80k + benefits
Posted: 6 days ago
London
Colston Consulting
Salary: £80000 - £100000 per annum
Posted: 6 days ago
London
Colston Consulting
Salary: £30000 - £40000 per annum
Posted: 6 days ago
London
Testing Circle Ltd
Salary: £300 - £450 per day
Posted: 6 days ago
Maidenhead, Berkshire
Hitachi Consulting UK
Salary: From £50,000 to £90,000 per annum inc Bonus + Benefits
Posted: 7 days ago
Manchester, Lancashire
Venturi
Salary: £65000 - £70000 per annum + bonus/benefits
Posted: 5 days ago
City, London
Networking People
Salary: Bonus + Benefits
Posted: 4 days ago
North West London
GridCell
Salary: From £20,000 to £30,000 per annum Bonuses, Flexible Working, Training
Posted: 3 days ago