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

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Machine Learning
Rank 290 441 596
Rank change year-on-year
+151 +155
Permanent jobs citing Machine Learning 868 623 396
As % of all permanent IT jobs located in England 1.03% 0.63% 0.37%
As % of the Processes & Methodologies category 1.17% 0.72% 0.43%
Number of salaries quoted 774 540 347
Median salary £60,000 £65,000 £57,500
Median salary % change year-on-year
-7.69% +13.04%
90% offered a salary of more than £39,000 £45,000 £40,000
10% offered a salary of more than £87,500 £92,250 £80,000
UK excluding London median salary £50,000 £51,500 £40,000
% change year-on-year
-2.91% +28.75%
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
74022 87052 91292
As % of all permanent IT jobs located in England 88.06% 87.52% 85.71%
Number of salaries quoted 61537 72688 75688
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 £31,500
10% offered a salary of more than £77,500 £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 9 December 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 9 December 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 +80 563 £67,500 - 137
South East +90 95 £44,000 -23.47% 20
North West +38 74 £52,500 +31.30% 4
East of England +68 55 £51,250 -19.60% 15
South West +31 38 £52,500 +16.66% 7
West Midlands +11 19 £37,500 +15.38% 3
East Midlands +14 15 £45,000 -43.75%
Yorkshire +28 11 £43,000 -14.00% 3
North East +6 3 £60,000 +37.14% 1
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 9 December 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.

1 989 (55.07%) Python
2 695 (38.70%) Analytics
3 657 (36.58%) Big Data
4 646 (35.97%) Java
5 636 (35.41%) Algorithms
6 594 (33.07%) Computer Science
7 554 (30.85%) Degree
8 518 (28.84%) SQL
9 490 (27.28%) R
10 468 (26.06%) Agile Software Development
11 467 (26.00%) PhD
12 436 (24.28%) Mathematics
13 395 (21.99%) Hadoop
14 381 (21.21%) C++
15 378 (21.05%) Apache Spark
16 369 (20.55%) Software Engineering
17 367 (20.43%) Statistics
18 314 (17.48%) C#
19 302 (16.82%) Analytical Skills
19 302 (16.82%) NoSQL
20 298 (16.59%) Finance
21 262 (14.59%) Scala
22 254 (14.14%) Amazon AWS
23 239 (13.31%) MATLAB
24 238 (13.25%) Artificial Intelligence
25 237 (13.20%) Data Mining
26 228 (12.69%) JavaScript
27 226 (12.58%) Data Analytics
28 219 (12.19%) Visualisation
29 218 (12.14%) Physics

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
1 378 (21.05%) Apache Spark
2 160 (8.91%) SAS
3 73 (4.06%) Elasticsearch
4 66 (3.67%) Apache
5 54 (3.01%) Apache Pig
6 28 (1.56%) Apache Solr
6 28 (1.56%) Tomcat
7 26 (1.45%) SharePoint
8 9 (0.50%) CMS
9 8 (0.45%) JBoss
10 7 (0.39%) Jetty
11 6 (0.33%) WildFly
12 5 (0.28%) Confluence
12 5 (0.28%) IIS
12 5 (0.28%) Jupyter
12 5 (0.28%) nginx
13 3 (0.17%) ArcGIS
13 3 (0.17%) Drupal
13 3 (0.17%) IPython
14 2 (0.11%) Tornado
Applications
1 85 (4.73%) SPSS
2 47 (2.62%) MS Excel
3 35 (1.95%) GNU Octave
4 25 (1.39%) Stata
5 13 (0.72%) Chatbot
6 6 (0.33%) Gephi
7 5 (0.28%) EViews
7 5 (0.28%) MS Office
8 4 (0.22%) MS PowerPoint
9 2 (0.11%) CPLEX
9 2 (0.11%) S-PLUS
10 1 (0.056%) Adobe Illustrator
10 1 (0.056%) Mathematica
10 1 (0.056%) Photoshop
10 1 (0.056%) Weka
Business Applications
1 11 (0.61%) SAP Oil and Gas
2 9 (0.50%) Sentinel
3 3 (0.17%) Dynamics CRM
3 3 (0.17%) ReMetrica
4 2 (0.11%) IBM Operational Decision Manager
4 2 (0.11%) Oracle AML
4 2 (0.11%) Oracle Financials
5 1 (0.056%) Oracle BPM
5 1 (0.056%) SAP ERP
Cloud Services
1 254 (14.14%) Amazon AWS
2 142 (7.91%) Microsoft Azure
3 70 (3.90%) Cloud Computing
4 54 (3.01%) SaaS
5 53 (2.95%) Google Cloud Platform
6 50 (2.78%) PaaS
7 42 (2.34%) Amazon EC2
8 40 (2.23%) Amazon EMR
9 32 (1.78%) GitHub
10 31 (1.73%) Amazon S3
11 26 (1.45%) Azure Machine Learning
12 24 (1.34%) IaaS
13 14 (0.78%) Data Lake Analytics
14 12 (0.67%) Amazon Kinesis
15 11 (0.61%) AWS Elastic Beanstalk
15 11 (0.61%) Heroku
16 7 (0.39%) Virtual Private Cloud
17 6 (0.33%) Amazon ELB
18 4 (0.22%) Slack
19 3 (0.17%) IBM Cloud
Communications & Networking
1 46 (2.56%) Internet
2 9 (0.50%) Firewall
2 9 (0.50%) HTTP
3 4 (0.22%) AMQP
3 4 (0.22%) TCP/IP
4 3 (0.17%) Network Security
4 3 (0.17%) Wireless
5 2 (0.11%) ATM
5 2 (0.11%) HTTPS
5 2 (0.11%) tcpdump
5 2 (0.11%) Wireshark
5 2 (0.11%) X.509
6 1 (0.056%) IPsec
6 1 (0.056%) LAN
6 1 (0.056%) MQTT
6 1 (0.056%) PPP
6 1 (0.056%) Skype
6 1 (0.056%) VPN
6 1 (0.056%) WAN
Database & Business Intelligence
1 657 (36.58%) Big Data
2 395 (21.99%) Hadoop
3 302 (16.82%) NoSQL
4 237 (13.20%) Data Mining
5 163 (9.08%) MongoDB
6 132 (7.35%) SQL Server
7 107 (5.96%) Apache Cassandra
8 98 (5.46%) Apache Hive
9 96 (5.35%) Relational Database
10 93 (5.18%) Data Warehouse
11 80 (4.45%) PostgreSQL
12 56 (3.12%) SQL Server Integration Services
13 53 (2.95%) MySQL
14 50 (2.78%) Neo4j
14 50 (2.78%) SQL Server Reporting Services
15 49 (2.73%) Amazon Redshift
16 46 (2.56%) Power BI
17 45 (2.51%) SQL Server Analysis Services
18 43 (2.39%) HDInsight
19 42 (2.34%) HBase
Development Applications
1 120 (6.68%) Git (software)
2 50 (2.78%) Jenkins
3 29 (1.61%) JIRA
3 29 (1.61%) Subversion
3 29 (1.61%) Vagrant
4 27 (1.50%) NUnit
5 26 (1.45%) Maven
6 22 (1.22%) gulp
7 21 (1.17%) Team Foundation Server
8 20 (1.11%) Selenium
9 19 (1.06%) Grunt
9 19 (1.06%) JUnit
10 15 (0.84%) CMake
10 15 (0.84%) Visual Studio
11 11 (0.61%) Bitbucket
12 10 (0.56%) Gradle
13 9 (0.50%) Karma Test Runner
14 8 (0.45%) TeamCity
14 8 (0.45%) Yeoman
15 7 (0.39%) Visual Studio Tools for Office
General
1 298 (16.59%) Finance
2 149 (8.30%) Marketing
3 65 (3.62%) Retail
4 62 (3.45%) Telecoms
5 54 (3.01%) Advertising
6 52 (2.90%) Banking
7 45 (2.51%) Games
8 36 (2.00%) Manufacturing
9 31 (1.73%) Electronics
10 29 (1.61%) Publishing
11 21 (1.17%) Financial Institution
12 16 (0.89%) Automotive
13 15 (0.84%) Pharmaceutical
14 13 (0.72%) Law
15 11 (0.61%) Front Office
15 11 (0.61%) Legal
16 8 (0.45%) Back Office
16 8 (0.45%) French Language
17 6 (0.33%) Investment Banking
18 4 (0.22%) Music Industry
Job Titles
1 574 (31.96%) Developer
2 516 (28.73%) Data Scientist
3 161 (8.96%) Java Developer
4 135 (7.52%) Software Engineer
5 126 (7.02%) Senior Data Scientist
5 126 (7.02%) Senior Developer
6 114 (6.35%) Python Developer
7 102 (5.68%) Machine Learning Scientist
8 93 (5.18%) Software Developer
9 83 (4.62%) C# Developer
10 82 (4.57%) Architect
11 80 (4.45%) C++ Developer
12 79 (4.40%) Analyst
13 77 (4.29%) .NET Developer
14 71 (3.95%) Machine Learning Developer
14 71 (3.95%) Machine Learning Engineer
15 64 (3.56%) Lead Developer
16 60 (3.34%) Data Engineer
17 57 (3.17%) C# .NET Developer
18 53 (2.95%) Data Architect
Libraries, Frameworks & Software Standards
1 209 (11.64%) .NET
2 150 (8.35%) Web Services
3 129 (7.18%) HTML
4 122 (6.79%) Natural Language Processing
5 110 (6.12%) CSS
5 110 (6.12%) RESTful
6 95 (5.29%) AngularJS
7 94 (5.23%) Node.js
8 86 (4.79%) Spring
9 83 (4.62%) ASP.NET
10 72 (4.01%) React
11 68 (3.79%) Django
12 65 (3.62%) scikit-learn
13 64 (3.56%) NumPy
13 64 (3.56%) REST
14 62 (3.45%) HTML5
15 51 (2.84%) Pandas
16 47 (2.62%) D3.js
17 46 (2.56%) Flask
17 46 (2.56%) STL
Miscellaneous
1 636 (35.41%) Algorithms
2 594 (33.07%) Computer Science
3 436 (24.28%) Mathematics
4 367 (20.43%) Statistics
5 302 (16.82%) Analytical Skills
6 238 (13.25%) Artificial Intelligence
7 219 (12.19%) Visualisation
8 218 (12.14%) Physics
9 85 (4.73%) Neural Network
10 67 (3.73%) Mobile App
11 66 (3.67%) Fintech
12 63 (3.51%) Data Structures
13 50 (2.78%) User Experience
14 47 (2.62%) Robotics
15 43 (2.39%) Hedge funds
16 40 (2.23%) CUDA
17 33 (1.84%) Biometrics
18 29 (1.61%) Data Integration
19 26 (1.45%) Credit Risk
20 25 (1.39%) Economics
Operating Systems
1 151 (8.41%) Linux
2 44 (2.45%) Windows
3 36 (2.00%) Android
4 33 (1.84%) Unix
5 22 (1.22%) Apple iOS
6 8 (0.45%) CentOS
7 6 (0.33%) Ubuntu
8 5 (0.28%) Embedded Linux
9 2 (0.11%) Windows Server
Processes & Methodologies
1 695 (38.70%) Analytics
2 468 (26.06%) Agile Software Development
3 369 (20.55%) Software Engineering
4 226 (12.58%) Data Analytics
5 208 (11.58%) Business Intelligence
6 178 (9.91%) TDD
7 171 (9.52%) Data Analysis
8 170 (9.47%) OO
9 149 (8.30%) Deep Learning
10 146 (8.13%) Scrum
11 139 (7.74%) Predictive Analytics
12 128 (7.13%) Open Source
13 123 (6.85%) Statistical Modelling
14 114 (6.35%) Predictive Modelling
15 107 (5.96%) MVC
15 107 (5.96%) Statistical Analysis
16 104 (5.79%) DevOps
17 103 (5.73%) ETL
18 100 (5.57%) Data Visualisation
19 96 (5.35%) Multithreading
Programming Languages
1 989 (55.07%) Python
2 646 (35.97%) Java
3 518 (28.84%) SQL
4 490 (27.28%) R
5 381 (21.21%) C++
6 314 (17.48%) C#
7 262 (14.59%) Scala
8 239 (13.31%) MATLAB
9 228 (12.69%) JavaScript
10 135 (7.52%) C
11 65 (3.62%) Ruby
12 43 (2.39%) PHP
13 38 (2.12%) Perl
14 36 (2.00%) Clojure
15 33 (1.84%) Go
16 28 (1.56%) VBA
17 24 (1.34%) Bash Shell
18 19 (1.06%) Haskell
19 17 (0.95%) TypeScript
20 16 (0.89%) T-SQL
Qualifications
1 554 (30.85%) Degree
2 467 (26.00%) PhD
3 26 (1.45%) Security Cleared
4 24 (1.34%) Microsoft Certification
5 15 (0.84%) BC Cleared
6 11 (0.61%) Postgraduate
7 5 (0.28%) CCNA
7 5 (0.28%) Cisco Certification
7 5 (0.28%) MCITP
7 5 (0.28%) MCSA
7 5 (0.28%) PMI Certification
8 4 (0.22%) MCSD
9 3 (0.17%) CISSP
9 3 (0.17%) ISEB
9 3 (0.17%) MCAD
9 3 (0.17%) MCPD
9 3 (0.17%) MCTS
10 2 (0.11%) CEH
10 2 (0.11%) GCIH
10 2 (0.11%) PMP
Quality Assurance & Compliance
1 38 (2.12%) QA
2 21 (1.17%) ISO 9001
3 19 (1.06%) GCP
3 19 (1.06%) ISO 14001
4 14 (0.78%) Data Quality
5 8 (0.45%) SLA
6 3 (0.17%) ISO/IEC 27001
7 2 (0.11%) GPG13
8 1 (0.056%) PCI DSS
8 1 (0.056%) SNOMED CT
System Software
1 94 (5.23%) Docker
2 25 (1.39%) Virtual Machines
3 20 (1.11%) Firmware
4 14 (0.78%) HDFS
4 14 (0.78%) VMware Infrastructure
5 12 (0.67%) VirtualBox
6 11 (0.61%) Xen
7 9 (0.50%) Apache Flume
8 8 (0.45%) LXC
9 3 (0.17%) Active Directory
10 2 (0.11%) Apache ZooKeeper
10 2 (0.11%) Snort
11 1 (0.056%) KVM
11 1 (0.056%) Varnish
11 1 (0.056%) zsh
Systems Management
1 30 (1.67%) Ansible
2 24 (1.34%) Opscode Chef
3 21 (1.17%) Puppet
4 9 (0.50%) Kubernetes
4 9 (0.50%) Salt
5 4 (0.22%) Kibana
5 4 (0.22%) logstash
5 4 (0.22%) Oozie
6 3 (0.17%) Ambari
6 3 (0.17%) Mesos
7 2 (0.11%) Fluentd
7 2 (0.11%) Grafana
7 2 (0.11%) QRadar
8 1 (0.056%) Dokku
8 1 (0.056%) EMC NetWorker
8 1 (0.056%) Nagios
Vendors
1 88 (4.90%) Microsoft
2 87 (4.84%) Google
3 78 (4.34%) Tableau
4 45 (2.51%) Oracle
5 44 (2.45%) Cloudera
6 35 (1.95%) Hortonworks
7 26 (1.45%) IBM
8 22 (1.22%) SAP
9 19 (1.06%) Splunk
10 16 (0.89%) Apple
11 14 (0.78%) VMware
12 13 (0.72%) Alteryx
13 10 (0.56%) Facebook
14 9 (0.50%) MapR
15 7 (0.39%) Netezza
16 6 (0.33%) Cognos
16 6 (0.33%) MicroStrategy
16 6 (0.33%) Rackspace
16 6 (0.33%) RapidMiner
16 6 (0.33%) Zend
Southampton, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £40000 - £60000 per annum
Posted: Yesterday
Cambridge, Cambridgeshire
Ping IT Recruitment ltd
Salary: Unspecified
Posted: 12 hours ago
City, London
Digital Gurus
Salary: £10000 - £70000 Per Annum + benefits
Posted: 9 hours ago
London
Churchill Frank
Salary: £70000 - £80000 per annum
Posted: 11 hours ago
London
IT Connections
Salary: 60000
Posted: 12 hours ago
Leeds, West Yorkshire
Searchability
Salary: £25000 - £50000 per annum + Generous holidays
Posted: 19 hours ago
Bournemouth, Dorset
HAYS INFORMATION TECHNOLOGY
Salary: £25000 - £55000 per annum
Posted: 14 hours ago
City, London
ANSON MCCADE
Salary: Up to £45,000 + Benefits
Posted: Yesterday
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £30,000 to £55,000 per annum Pension, Flexi, Career Progress, Sto
Posted: 10 hours ago
London
SPS Resourcing
Salary: From £75,000 to £80,000 per annum Excellent Bonus & Benefits Package
Posted: 15 hours ago
London
McGregor Boyall
Salary: £60000 - £80000 per annum + Benefits
Posted: Yesterday
Surrey
ECM Selection
Salary: up to £50k DoE
Posted: Yesterday
Manchester, Lancashire
ClearCube Consulting
Salary: From £70,000 to £120,000 per annum
Posted: 2 days ago
London
We Are Aspire Ltd
Salary: £45000 - £65000 per annum + Depending on Experience
Posted: 18 hours ago
London
First Point
Salary: £60000.00 - £75000.00 per annum
Posted: 15 hours ago
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: Yesterday
London
ClearCube Consulting
Salary: From £70,000 to £120,000 per annum
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: £Excellent plus benefits incl. stock
Posted: Yesterday
City, London
Parallel Consulting
Salary: £75 - £65000 per annum
Posted: Yesterday
London
First Point
Salary: £50000.00 - £70000.00 per annum + amazing benefits
Posted: Yesterday
Hatfield, Hertfordshire
Digitech Resourcing Ltd
Salary: plus benefits and relocation
Posted: Yesterday
London
TEKsystems
Salary: £60000 - £90000 per annum + bonus and benefits
Posted: 2 days ago
Tewkesbury, Gloucestershire
Evolution Recruitment Solutions
Salary: 30,000 - 35,000 plus benefits
Posted: 2 days ago
London
Empiric.com
Salary: From £60,000 to £85,000 per annum + bonus + stock + benefits
Posted: 3 days ago
Cambridge, Cambridgeshire
Empiric.com
Salary: From £33,000 to £45,000 per annum benefits
Posted: Yesterday
Newbury, Berkshire
RICHARD WHEELER ASSOCIATES
Salary: From £30,000 to £60,000 per annum + Share options
Posted: 16 hours ago
London
Oho Group Ltd.
Salary: £35000 - £75000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 3 days ago
City, London
Client Server
Salary: £40k to £60k + equity
Posted: Yesterday
London
Oliver Bernard
Salary: £40000 - £60000 per annum + bonus
Posted: 2 days ago