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

3 months to
25 Sep 2016
Same period 2015 Same period 2014
Machine Learning
Rank 304 500 634
Rank change year-on-year
+196 +134
Permanent jobs citing Machine Learning 904 506 348
As % of all permanent IT jobs located in England 1.02% 0.49% 0.33%
As % of the Processes & Methodologies category 1.15% 0.57% 0.38%
Number of salaries quoted 802 403 282
Median salary £60,000 £61,250 £52,500
Median salary % change year-on-year
-2.04% +16.66%
90% offered a salary of more than £35,000 £40,000 £37,500
10% offered a salary of more than £87,500 £80,000 £80,000
UK excluding London median salary £50,000 £47,500 £40,000
% change year-on-year
+5.26% +18.75%
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
78344 89548 91059
As % of all permanent IT jobs located in England 88.28% 87.40% 85.35%
Number of salaries quoted 65821 74795 73477
Median salary £50,000 £50,000 £48,500
Median salary % change year-on-year
- +3.09%
90% offered a salary of more than £32,500 £32,500 £30,500
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 25 September 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 September 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 +124 605 £67,500 +3.84% 100
South East +75 95 £52,500 +14.13% 5
North West +65 59 £45,000 -13.25% 5
East of England +49 57 £65,000 +30.00% 12
South West +33 38 £51,250 +13.88% 9
Yorkshire +46 20 £38,000 -5.00% 3
West Midlands +7 18 £39,250 +16.29% 2
North East +9 9 £45,000 -18.18% 1
East Midlands +11 7 £37,500 -21.05% 3
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 25 September 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 (54.13%) Python
2 797 (42.46%) Analytics
3 736 (39.21%) Java
4 730 (38.89%) Big Data
5 649 (34.58%) Computer Science
6 624 (33.24%) Algorithms
7 597 (31.81%) Degree
8 579 (30.85%) SQL
9 543 (28.93%) R
10 496 (26.43%) PhD
11 475 (25.31%) Agile Software Development
12 438 (23.34%) Hadoop
13 420 (22.38%) C++
14 411 (21.90%) Statistics
15 405 (21.58%) Apache Spark
16 398 (21.20%) Mathematics
17 383 (20.40%) Analytical Skills
18 371 (19.77%) Data Mining
19 367 (19.55%) Software Engineering
20 359 (19.13%) NoSQL
21 325 (17.31%) Finance
22 300 (15.98%) Visualisation
23 293 (15.61%) Data Analytics
24 291 (15.50%) Scala
25 276 (14.70%) Artificial Intelligence
26 264 (14.06%) Data Analysis
27 254 (13.53%) MATLAB
28 252 (13.43%) Amazon AWS
29 237 (12.63%) JavaScript
30 214 (11.40%) 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
1 405 (21.58%) Apache Spark
2 177 (9.43%) SAS
3 84 (4.48%) Elasticsearch
4 80 (4.26%) Apache Pig
5 70 (3.73%) Apache
6 36 (1.92%) Tomcat
7 21 (1.12%) Apache Solr
7 21 (1.12%) SharePoint
8 12 (0.64%) JBoss
8 12 (0.64%) WildFly
9 9 (0.48%) Jetty
10 8 (0.43%) Jupyter
11 7 (0.37%) IPython
12 6 (0.32%) DNN
12 6 (0.32%) GlassFish
13 5 (0.27%) nginx
14 4 (0.21%) Confluence
15 2 (0.11%) ArcGIS
15 2 (0.11%) IIS
16 1 (0.053%) MS Exchange
Applications
1 86 (4.58%) SPSS
2 41 (2.18%) MS Excel
3 32 (1.70%) GNU Octave
4 10 (0.53%) Stata
5 7 (0.37%) MS Office
6 6 (0.32%) Mathematica
6 6 (0.32%) MS PowerPoint
7 5 (0.27%) Gephi
8 3 (0.16%) Weka
9 2 (0.11%) CPLEX
10 1 (0.053%) Mathcad
10 1 (0.053%) Photoshop
10 1 (0.053%) S-PLUS
Business Applications
1 18 (0.96%) SAP Oil and Gas
2 10 (0.53%) ReMetrica
2 10 (0.53%) Sentinel
3 3 (0.16%) Dynamics CRM
4 2 (0.11%) IBM Operational Decision Manager
4 2 (0.11%) Oracle AML
4 2 (0.11%) Oracle Financials
5 1 (0.053%) MetaTrader
5 1 (0.053%) SAP ERP
Cloud Services
1 252 (13.43%) Amazon AWS
2 127 (6.77%) Microsoft Azure
3 49 (2.61%) Amazon EC2
4 46 (2.45%) SaaS
5 44 (2.34%) Cloud Computing
6 40 (2.13%) Amazon EMR
7 39 (2.08%) GitHub
7 39 (2.08%) Google Cloud Platform
8 38 (2.02%) PaaS
9 36 (1.92%) Amazon S3
10 18 (0.96%) Azure Machine Learning
10 18 (0.96%) IaaS
11 13 (0.69%) AWS Elastic Beanstalk
12 12 (0.64%) IBM Cloud
13 8 (0.43%) Amazon Kinesis
13 8 (0.43%) Heroku
14 7 (0.37%) Amazon ELB
14 7 (0.37%) Data Lake Analytics
14 7 (0.37%) Virtual Private Cloud
15 4 (0.21%) AWS CloudFormation
Communications & Networking
1 44 (2.34%) Internet
2 12 (0.64%) Firewall
3 11 (0.59%) HTTP
4 7 (0.37%) Wireless
5 4 (0.21%) Skype
6 2 (0.11%) ATM
6 2 (0.11%) Bluetooth
6 2 (0.11%) HTTPS
6 2 (0.11%) TCP/IP
6 2 (0.11%) tcpdump
6 2 (0.11%) Wireshark
6 2 (0.11%) X.509
7 1 (0.053%) DNS
7 1 (0.053%) Intrusion Detection
7 1 (0.053%) IPsec
7 1 (0.053%) LAN
7 1 (0.053%) MQTT
7 1 (0.053%) Network Security
7 1 (0.053%) VPN
7 1 (0.053%) WAN
Database & Business Intelligence
1 730 (38.89%) Big Data
2 438 (23.34%) Hadoop
3 371 (19.77%) Data Mining
4 359 (19.13%) NoSQL
5 162 (8.63%) MongoDB
6 151 (8.04%) Apache Hive
7 138 (7.35%) SQL Server
8 137 (7.30%) Apache Cassandra
9 106 (5.65%) PostgreSQL
9 106 (5.65%) Relational Database
10 94 (5.01%) Data Warehouse
11 91 (4.85%) MySQL
12 66 (3.52%) Amazon Redshift
13 55 (2.93%) Neo4j
14 47 (2.50%) QlikView
15 45 (2.40%) RDBMS
16 42 (2.24%) Redis
16 42 (2.24%) SQL Server Integration Services
17 41 (2.18%) HBase
18 39 (2.08%) Power BI
Development Applications
1 135 (7.19%) Git (software)
2 71 (3.78%) Jenkins
3 40 (2.13%) Vagrant
4 36 (1.92%) JIRA
5 29 (1.55%) Maven
6 21 (1.12%) Cucumber
6 21 (1.12%) JUnit
7 20 (1.07%) Subversion
8 17 (0.91%) TeamCity
9 14 (0.75%) gulp
10 13 (0.69%) RSpec
10 13 (0.69%) Selenium
11 12 (0.64%) Grunt
12 11 (0.59%) Team Foundation Server
13 10 (0.53%) Visual Studio
13 10 (0.53%) Yeoman
14 9 (0.48%) Bitbucket
15 8 (0.43%) IntelliJ
16 7 (0.37%) CMake
16 7 (0.37%) NUnit
General
1 325 (17.31%) Finance
2 172 (9.16%) Marketing
3 76 (4.05%) Retail
4 66 (3.52%) Advertising
5 60 (3.20%) Telecoms
6 51 (2.72%) Games
7 43 (2.29%) Banking
8 36 (1.92%) Publishing
9 33 (1.76%) Manufacturing
10 26 (1.39%) Law
11 25 (1.33%) Electronics
12 14 (0.75%) Pharmaceutical
13 12 (0.64%) Financial Institution
14 11 (0.59%) Front Office
14 11 (0.59%) Legal
15 8 (0.43%) Back Office
15 8 (0.43%) French Language
16 3 (0.16%) Investment Banking
17 2 (0.11%) Billing
17 2 (0.11%) Multimedia
Job Titles
1 559 (29.78%) Data Scientist
2 539 (28.72%) Developer
3 186 (9.91%) Java Developer
4 136 (7.25%) Senior Data Scientist
5 135 (7.19%) Software Engineer
6 112 (5.97%) Machine Learning Scientist
7 109 (5.81%) Python Developer
8 104 (5.54%) Analyst
9 98 (5.22%) Senior Developer
10 95 (5.06%) Machine Learning Engineer
11 86 (4.58%) Machine Learning Developer
12 84 (4.48%) Java Engineer
13 73 (3.89%) Architect
14 67 (3.57%) Software Developer
15 64 (3.41%) Data Engineer
16 61 (3.25%) C# Developer
17 57 (3.04%) Consultant
18 56 (2.98%) Scala Developer
19 52 (2.77%) C++ Developer
19 52 (2.77%) Lead Developer
Libraries, Frameworks & Software Standards
1 184 (9.80%) Natural Language Processing
2 154 (8.20%) .NET
3 141 (7.51%) Web Services
4 129 (6.87%) HTML
5 118 (6.29%) CSS
6 109 (5.81%) Spring
7 104 (5.54%) RESTful
8 90 (4.79%) AngularJS
9 86 (4.58%) Node.js
10 67 (3.57%) HTML5
11 61 (3.25%) D3.js
12 60 (3.20%) NumPy
12 60 (3.20%) scikit-learn
13 59 (3.14%) REST
14 56 (2.98%) Django
15 52 (2.77%) React
16 50 (2.66%) ASP.NET
17 43 (2.29%) JSON
18 42 (2.24%) Kafka
19 41 (2.18%) Pandas
Miscellaneous
1 649 (34.58%) Computer Science
2 624 (33.24%) Algorithms
3 411 (21.90%) Statistics
4 398 (21.20%) Mathematics
5 383 (20.40%) Analytical Skills
6 300 (15.98%) Visualisation
7 276 (14.70%) Artificial Intelligence
8 191 (10.18%) Physics
9 115 (6.13%) Neural Network
10 71 (3.78%) Fintech
11 63 (3.36%) Data Structures
12 61 (3.25%) Mobile App
13 53 (2.82%) Hedge funds
14 51 (2.72%) CUDA
14 51 (2.72%) User Experience
15 33 (1.76%) Data Integration
16 31 (1.65%) Ontologies
17 23 (1.23%) Enterprise Software
18 22 (1.17%) Biometrics
19 21 (1.12%) Credit Risk
Operating Systems
1 161 (8.58%) Linux
2 37 (1.97%) Android
2 37 (1.97%) Windows
3 35 (1.86%) Unix
4 30 (1.60%) Apple iOS
5 16 (0.85%) CentOS
6 11 (0.59%) Ubuntu
7 6 (0.32%) Windows Server
8 5 (0.27%) Embedded Linux
Processes & Methodologies
1 797 (42.46%) Analytics
2 475 (25.31%) Agile Software Development
3 367 (19.55%) Software Engineering
4 293 (15.61%) Data Analytics
5 264 (14.06%) Data Analysis
6 198 (10.55%) Business Intelligence
6 198 (10.55%) TDD
7 166 (8.84%) Scrum
7 166 (8.84%) Statistical Modelling
8 165 (8.79%) OO
9 155 (8.26%) Predictive Modelling
10 145 (7.73%) Open Source
11 133 (7.09%) Predictive Analytics
12 129 (6.87%) Data Visualisation
13 128 (6.82%) MapReduce
14 121 (6.45%) Deep Learning
15 120 (6.39%) Statistical Analysis
16 115 (6.13%) DevOps
17 94 (5.01%) Bayesian Methods
18 88 (4.69%) Computer Vision
Programming Languages
1 1016 (54.13%) Python
2 736 (39.21%) Java
3 579 (30.85%) SQL
4 543 (28.93%) R
5 420 (22.38%) C++
6 291 (15.50%) Scala
7 254 (13.53%) MATLAB
8 237 (12.63%) JavaScript
9 214 (11.40%) C#
10 118 (6.29%) C
11 82 (4.37%) Ruby
12 61 (3.25%) Clojure
13 40 (2.13%) PHP
14 35 (1.86%) Go
15 34 (1.81%) Bash Shell
16 32 (1.70%) Perl
17 27 (1.44%) Haskell
18 24 (1.28%) Shell Script
19 22 (1.17%) VBA
20 15 (0.80%) T-SQL
Qualifications
1 597 (31.81%) Degree
2 496 (26.43%) PhD
3 41 (2.18%) Security Cleared
4 34 (1.81%) Microsoft Certification
5 11 (0.59%) BC Cleared
5 11 (0.59%) MCSD
6 10 (0.53%) MCAD
6 10 (0.53%) MCPD
6 10 (0.53%) MCTS
7 9 (0.48%) Postgraduate
8 7 (0.37%) DV Cleared
9 5 (0.27%) CCNA
9 5 (0.27%) Cisco Certification
9 5 (0.27%) MCITP
9 5 (0.27%) MCSA
9 5 (0.27%) PMI Certification
10 4 (0.21%) PMP
11 3 (0.16%) SC Cleared
12 2 (0.11%) CISSP
12 2 (0.11%) ISEB
Quality Assurance & Compliance
1 39 (2.08%) QA
2 13 (0.69%) Data Quality
3 12 (0.64%) GCP
4 11 (0.59%) ISO 14001
4 11 (0.59%) ISO 9001
5 2 (0.11%) ISO/IEC 27001
5 2 (0.11%) PCI DSS
6 1 (0.053%) HIPAA
6 1 (0.053%) SNOMED CT
System Software
1 107 (5.70%) Docker
2 38 (2.02%) Virtual Machines
3 24 (1.28%) VirtualBox
4 19 (1.01%) Xen
5 18 (0.96%) VMware Infrastructure
6 17 (0.91%) HDFS
7 12 (0.64%) Firmware
8 8 (0.43%) LXC
9 7 (0.37%) Active Directory
10 4 (0.21%) Apache Flume
10 4 (0.21%) Apache ZooKeeper
11 2 (0.11%) KVM
12 1 (0.053%) Snort
12 1 (0.053%) Varnish
Systems Management
1 43 (2.29%) Ansible
2 42 (2.24%) Puppet
3 21 (1.12%) Opscode Chef
4 10 (0.53%) Kubernetes
5 8 (0.43%) logstash
6 6 (0.32%) Salt
7 5 (0.27%) Kibana
8 3 (0.16%) Mesos
8 3 (0.16%) StatsD
9 2 (0.11%) Grafana
9 2 (0.11%) Nagios
10 1 (0.053%) Graphite
10 1 (0.053%) OSSEC
Vendors
1 89 (4.74%) Tableau
2 79 (4.21%) Microsoft
3 77 (4.10%) Oracle
4 61 (3.25%) Google
5 51 (2.72%) Cloudera
6 49 (2.61%) IBM
7 43 (2.29%) Hortonworks
8 27 (1.44%) SAP
9 18 (0.96%) VMware
10 16 (0.85%) Apple
10 16 (0.85%) Splunk
11 13 (0.69%) TIBCO
12 12 (0.64%) Facebook
13 11 (0.59%) RapidMiner
14 10 (0.53%) Actian
15 8 (0.43%) Alteryx
15 8 (0.43%) Hitachi
15 8 (0.43%) MapR
15 8 (0.43%) MicroStrategy
15 8 (0.43%) Teradata
London
Parallel Consulting
Salary: £60000 - £70000 per annum
Posted: 2 days ago
London
Parallel Consulting
Salary: £50000 - £70000 per annum
Posted: 2 days ago
London
Oho Group Ltd.
Salary: £50000 - £90000 per annum, Benefits Excellent Benefits
Posted: 3 days ago
London
Oliver Bernard
Salary: £100000 - £120000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: £Excellent plus benefits incl. stock
Posted: 2 days ago
City, London
ISL
Salary: £60000 - £75000 per annum
Posted: 4 days ago
Manchester, Lancashire
Codex
Salary: From £40,000 to £60,000 per annum
Posted: 6 days ago
Cambridgeshire
The One Group
Salary: Market related
Posted: 4 days ago
London
ISL
Salary: £45000 - £65000 per annum
Posted: 3 days ago
London
McGregor Boyall
Salary: £50000.00 - £60000.00 per annum
Posted: 4 days ago
Bournemouth, Dorset
JP Morgan
Salary: Competitive + Benefits
Posted: 3 days ago
Leeds, West Yorkshire
Searchability
Salary: £45000 - £55000 per annum + benefits
Posted: 2 days ago
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £30,000 to £55,000 per annum Pension, Flexi, Career Progress, Sto
Posted: 2 days ago
City, London
Networking People
Salary: £85000 - £95000 per annum + Share Options + Benefits
Posted: 2 days ago
London
Eligo Recruitment Ltd
Salary: £100000 - £120000 per annum + Exceptional Benifits
Posted: 6 days ago
City, London
AdRoc Group
Posted: 5 days ago
London
Capita Resourcing - IT Resourcing
Salary: £50000 - £70000 per annum + stock options
Posted: 3 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: 5 days ago
Cambridge, Cambridgeshire
Quant Capital
Salary: Up to £40,000 per annum + benefits and bonus
Posted: 3 days ago
Taunton, Somerset
Applause IT Innovation
Salary: £48000 per annum + pension + government benefits
Posted: 3 days ago
Cambridge, Cambridgeshire
ENTERPRISE RECRUITMENT LTD
Salary: £30000 - £35000 per annum, Benefits Profit share scheme, Pension, Life
Posted: 4 days ago
Central London / West End
Sopra Steria Recruitment
Salary: From £40,000 to £45,000 per annum 5% flex benefits
Posted: 2 days ago
East London
Quant Capital
Salary: Up to £65,000 per annum + benefits and bonus
Posted: 2 days ago
South East London
Client Server
Salary: C# Developer / .Net Software Engineer London to £75k
Posted: 2 days ago
Taunton, Somerset
Applause IT Innovation
Salary: £35000 - £50000 per annum + benefits
Posted: 3 days ago
Central London / West End
Sopra Steria Recruitment
Salary: From £50,000 to £65,000 per annum + 15% flex benefits
Posted: 2 days ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £70000 - £80000 per annum + bens
Posted: 6 days ago
City, London
Client Server
Salary: £50k to £60k + benefits
Posted: 3 days ago
London
Engage PSG
Salary: £55000 - £75000 per annum + equity, bonus
Posted: 4 days ago
Romsey, Hampshire
Evolution Recruitment Solutions
Salary: Competitive Salary and Package
Posted: 4 days ago