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 20 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
20 Feb 2017
Same period 2016 Same period 2015
Machine Learning
UK / England
Rank 248 371 574
Rank change year-on-year
+123 +203
Permanent jobs citing Machine Learning 1021 806 386
As % of all permanent IT jobs located in England 1.29% 0.86% 0.39%
As % of the Processes & Methodologies category 1.45% 0.97% 0.45%
Number of salaries quoted 862 730 329
Median salary £60,000 £60,000 £60,000
90% offered a salary of more than £40,000 £42,469 £40,000
10% offered a salary of more than £90,000 £90,000 £85,000
UK excluding London median salary £50,000 £55,000 £45,000
% change year-on-year
-9.09% +22.22%

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
70431 82998 86048
As % of all permanent IT jobs located in England 88.76% 88.22% 86.53%
Number of salaries quoted 58371 69691 71211
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 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
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 20 February 2017.

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 20 February 2017. 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 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 +38 599 £65,000 +4.00% 125
South East +131 154 £50,000 -9.09% 21
East of England +103 110 £55,000 +15.78% 29
North West -11 70 £52,500 -12.50% 8
South West +51 57 £40,000 -23.80% 10
Yorkshire +31 15 £55,000 +22.22% 6
West Midlands +40 10 £42,500 -29.16% 3
East Midlands +3 6 £40,000 -15.78%
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 20 February 2017, 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 1074 (56.98%) Python
2 707 (37.51%) Big Data
3 655 (34.75%) Analytics
4 640 (33.95%) Java
5 634 (33.63%) Algorithms
6 563 (29.87%) Computer Science
7 552 (29.28%) Mathematics
8 541 (28.70%) Degree
9 526 (27.90%) PhD
10 517 (27.43%) Agile Software Development
11 508 (26.95%) SQL
12 496 (26.31%) R
13 425 (22.55%) C++
14 407 (21.59%) Apache Spark
15 405 (21.49%) Hadoop
16 365 (19.36%) Software Engineering
17 364 (19.31%) Statistics
18 363 (19.26%) Finance
19 340 (18.04%) C#
20 282 (14.96%) Scala
21 277 (14.69%) NoSQL
22 276 (14.64%) JavaScript
23 264 (14.01%) Analytical Skills
24 254 (13.47%) Artificial Intelligence
25 247 (13.10%) Amazon AWS
26 241 (12.79%) Physics
27 221 (11.72%) Visualisation
28 218 (11.56%) Data Mining
29 217 (11.51%) TDD
30 207 (10.98%) 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
1 407 (21.59%) Apache Spark
2 159 (8.44%) SAS
3 101 (5.36%) Apache
4 98 (5.20%) Elasticsearch
5 43 (2.28%) Apache Pig
6 29 (1.54%) Apache Solr
6 29 (1.54%) Tomcat
7 15 (0.80%) SharePoint
8 14 (0.74%) CMS
9 10 (0.53%) Tornado
10 9 (0.48%) Confluence
10 9 (0.48%) DNN
11 7 (0.37%) JBoss
12 6 (0.32%) Apache Airflow
12 6 (0.32%) Luigi
13 5 (0.27%) Drupal
13 5 (0.27%) nginx
14 4 (0.21%) IIS
15 3 (0.16%) ArcGIS
15 3 (0.16%) Cloud Foundry
Applications
1 65 (3.45%) SPSS
2 58 (3.08%) MS Excel
3 28 (1.49%) Stata
4 21 (1.11%) GNU Octave
5 11 (0.58%) MS Office
6 8 (0.42%) EViews
6 8 (0.42%) MS PowerPoint
7 3 (0.16%) Gephi
7 3 (0.16%) Weka
8 2 (0.11%) S-PLUS
9 1 (0.053%) Adobe Illustrator
9 1 (0.053%) Mathematica
9 1 (0.053%) Photoshop
Business Applications
1 14 (0.74%) SAP Oil and Gas
2 8 (0.42%) Sentinel
3 2 (0.11%) Oracle Financials
3 2 (0.11%) SAP ERP
4 1 (0.053%) IBM Operational Decision Manager
4 1 (0.053%) Infor M3
4 1 (0.053%) Oracle AML
4 1 (0.053%) Oracle BPM
4 1 (0.053%) Payment Gateway
Cloud Services
1 247 (13.10%) Amazon AWS
2 132 (7.00%) Microsoft Azure
3 75 (3.98%) Cloud Computing
4 61 (3.24%) Google Cloud Platform
5 51 (2.71%) SaaS
6 34 (1.80%) GitHub
7 32 (1.70%) Amazon EMR
8 29 (1.54%) PaaS
9 22 (1.17%) Amazon S3
10 21 (1.11%) Amazon EC2
10 21 (1.11%) Azure Machine Learning
11 14 (0.74%) IaaS
12 8 (0.42%) Amazon Kinesis
12 8 (0.42%) Heroku
13 7 (0.37%) AWS Lambda
13 7 (0.37%) Data Lake Analytics
13 7 (0.37%) Virtual Private Cloud
14 5 (0.27%) Amazon CloudWatch
14 5 (0.27%) Amazon SQS
15 4 (0.21%) AWS CloudFormation
Communications & Networking
1 51 (2.71%) Internet
2 10 (0.53%) HTTP
3 5 (0.27%) Network Security
3 5 (0.27%) TCP/IP
4 4 (0.21%) AMQP
5 3 (0.16%) Firewall
5 3 (0.16%) MVNO
6 2 (0.11%) ATM
6 2 (0.11%) IPsec
6 2 (0.11%) MQTT
7 1 (0.053%) HTTPS
7 1 (0.053%) LAN
7 1 (0.053%) PPP
7 1 (0.053%) tcpdump
7 1 (0.053%) WAN
7 1 (0.053%) Wireshark
7 1 (0.053%) X.509
Database & Business Intelligence
1 707 (37.51%) Big Data
2 405 (21.49%) Hadoop
3 277 (14.69%) NoSQL
4 218 (11.56%) Data Mining
5 194 (10.29%) MongoDB
6 140 (7.43%) SQL Server
7 106 (5.62%) Relational Database
8 98 (5.20%) Apache Hive
9 96 (5.09%) Apache Cassandra
10 91 (4.83%) Data Warehouse
11 77 (4.08%) MySQL
12 74 (3.93%) PostgreSQL
13 60 (3.18%) SQL Server Integration Services
14 51 (2.71%) SQL Server Reporting Services
15 50 (2.65%) Neo4j
16 49 (2.60%) Redis
17 40 (2.12%) SQL Server Analysis Services
18 37 (1.96%) Power BI
19 32 (1.70%) GIS
20 31 (1.64%) RDBMS
Development Applications
1 164 (8.70%) Git (software)
2 46 (2.44%) Jenkins
3 27 (1.43%) Maven
3 27 (1.43%) Subversion
4 25 (1.33%) NUnit
5 19 (1.01%) Team Foundation Server
6 18 (0.95%) Gradle
6 18 (0.95%) JIRA
6 18 (0.95%) TeamCity
7 17 (0.90%) gulp
8 14 (0.74%) Selenium
9 13 (0.69%) Octopus Deploy
9 13 (0.69%) Vagrant
10 12 (0.64%) JUnit
11 11 (0.58%) CMake
12 10 (0.53%) Ant
12 10 (0.53%) Grunt
12 10 (0.53%) Karma Test Runner
13 9 (0.48%) Visual Studio
14 7 (0.37%) Apache Continuum
General
1 363 (19.26%) Finance
2 154 (8.17%) Marketing
3 65 (3.45%) Retail
3 65 (3.45%) Telecoms
4 63 (3.34%) Games
5 57 (3.02%) Banking
6 53 (2.81%) Advertising
7 44 (2.33%) Electronics
8 37 (1.96%) Manufacturing
9 28 (1.49%) Automotive
10 27 (1.43%) Publishing
11 25 (1.33%) Financial Institution
12 13 (0.69%) Pharmaceutical
13 9 (0.48%) Law
13 9 (0.48%) Military
14 8 (0.42%) Back Office
15 7 (0.37%) French Language
15 7 (0.37%) Front Office
15 7 (0.37%) Legal
16 5 (0.27%) Investment Banking
Job Titles
1 614 (32.57%) Developer
2 511 (27.11%) Data Scientist
3 166 (8.81%) Java Developer
4 153 (8.12%) Software Engineer
5 149 (7.90%) Senior Developer
6 133 (7.06%) Senior Data Scientist
7 106 (5.62%) Python Developer
8 101 (5.36%) Software Developer
9 91 (4.83%) C# Developer
10 88 (4.67%) .NET Developer
11 86 (4.56%) Data Engineer
12 85 (4.51%) Machine Learning Engineer
13 84 (4.46%) C++ Developer
14 83 (4.40%) Machine Learning Developer
15 78 (4.14%) Machine Learning Scientist
16 72 (3.82%) Architect
17 69 (3.66%) Analyst
18 64 (3.40%) C# .NET Developer
19 61 (3.24%) Lead Developer
20 60 (3.18%) Java Engineer
Libraries, Frameworks & Software Standards
1 190 (10.08%) .NET
2 142 (7.53%) Natural Language Processing
3 139 (7.37%) AngularJS
4 126 (6.68%) RESTful
5 124 (6.58%) Web Services
6 117 (6.21%) HTML
7 116 (6.15%) Node.js
8 98 (5.20%) CSS
9 90 (4.77%) ASP.NET
10 80 (4.24%) React
11 78 (4.14%) Django
11 78 (4.14%) Spring
12 73 (3.87%) REST
13 68 (3.61%) NumPy
14 63 (3.34%) Flask
15 61 (3.24%) Pandas
16 58 (3.08%) scikit-learn
17 49 (2.60%) STL
18 47 (2.49%) Boost C++ Libraries
19 46 (2.44%) HTML5
Miscellaneous
1 634 (33.63%) Algorithms
2 563 (29.87%) Computer Science
3 264 (14.01%) Analytical Skills
4 78 (4.14%) User Experience
5 73 (3.87%) Fintech
6 66 (3.50%) Mobile App
7 57 (3.02%) Data Structures
8 47 (2.49%) Robotics
9 35 (1.86%) Internet of Things
10 34 (1.80%) Hedge funds
11 30 (1.59%) CUDA
12 29 (1.54%) Credit Risk
12 29 (1.54%) Social Media
13 25 (1.33%) Augmented Reality
14 24 (1.27%) Xbox
15 23 (1.22%) Management Information System
16 21 (1.11%) Field-Programmable Gate Array
17 20 (1.06%) Semantic Web
18 15 (0.80%) Client/Server
19 14 (0.74%) GPGPU
Operating Systems
1 179 (9.50%) Linux
2 48 (2.55%) Unix
3 45 (2.39%) Windows
4 30 (1.59%) Android
5 19 (1.01%) Apple iOS
6 2 (0.11%) Ubuntu
6 2 (0.11%) Windows Server
7 1 (0.053%) CentOS
7 1 (0.053%) Embedded Linux
7 1 (0.053%) Mac OS X
7 1 (0.053%) Windows Server 2012
Processes & Methodologies
1 655 (34.75%) Analytics
2 552 (29.28%) Mathematics
3 517 (27.43%) Agile Software Development
4 365 (19.36%) Software Engineering
5 364 (19.31%) Statistics
6 254 (13.47%) Artificial Intelligence
7 241 (12.79%) Physics
8 221 (11.72%) Visualisation
9 217 (11.51%) TDD
10 207 (10.98%) Business Intelligence
11 194 (10.29%) Data Analytics
12 188 (9.97%) Deep Learning
13 161 (8.54%) DevOps
13 161 (8.54%) OO
14 155 (8.22%) Data Analysis
15 146 (7.75%) Open Source
15 146 (7.75%) Scrum
16 131 (6.95%) Predictive Analytics
17 124 (6.58%) Statistical Modelling
18 123 (6.53%) Continuous Integration
Programming Languages
1 1074 (56.98%) Python
2 640 (33.95%) Java
3 508 (26.95%) SQL
4 496 (26.31%) R
5 425 (22.55%) C++
6 340 (18.04%) C#
7 282 (14.96%) Scala
8 276 (14.64%) JavaScript
9 200 (10.61%) MATLAB
10 167 (8.86%) C
11 93 (4.93%) Ruby
12 45 (2.39%) PHP
13 34 (1.80%) Perl
14 32 (1.70%) Bash Shell
15 30 (1.59%) VBA
16 24 (1.27%) Go
17 20 (1.06%) Clojure
18 19 (1.01%) Groovy
19 18 (0.95%) T-SQL
20 17 (0.90%) SPARQL
Qualifications
1 541 (28.70%) Degree
2 526 (27.90%) PhD
3 22 (1.17%) Security Cleared
4 14 (0.74%) Microsoft Certification
4 14 (0.74%) Postgraduate
5 9 (0.48%) BC Cleared
6 8 (0.42%) CISSP
7 6 (0.32%) SC Cleared
8 5 (0.27%) CEH
8 5 (0.27%) GCIH
8 5 (0.27%) OSCP
8 5 (0.27%) PMI Certification
9 4 (0.21%) MCP
10 3 (0.16%) PMP
11 2 (0.11%) AWS Certification
11 2 (0.11%) CISA
11 2 (0.11%) CISM
11 2 (0.11%) ITIL Certification
11 2 (0.11%) MCSD
11 2 (0.11%) Oracle Certification
Quality Assurance & Compliance
1 52 (2.76%) QA
2 29 (1.54%) ISO 9001
3 27 (1.43%) ISO 14001
4 23 (1.22%) Data Quality
5 15 (0.80%) GCP
6 11 (0.58%) SLA
7 5 (0.27%) ISO/IEC 27001
8 3 (0.16%) GPG13
9 2 (0.11%) PCI DSS
10 1 (0.053%) ISO13485
System Software
1 97 (5.15%) Docker
2 27 (1.43%) Firmware
3 15 (0.80%) HDFS
4 9 (0.48%) Snort
4 9 (0.48%) VMware Infrastructure
5 7 (0.37%) Apache Flume
5 7 (0.37%) Xen
6 6 (0.32%) Virtual Machines
6 6 (0.32%) VirtualBox
7 4 (0.21%) LXC
8 2 (0.11%) Active Directory
8 2 (0.11%) Apache ZooKeeper
8 2 (0.11%) KVM
9 1 (0.053%) Slurm Workload Manager
9 1 (0.053%) zsh
Systems Management
1 33 (1.75%) Ansible
2 30 (1.59%) Puppet
3 23 (1.22%) Opscode Chef
4 20 (1.06%) Kubernetes
5 11 (0.58%) Mesos
6 10 (0.53%) Kibana
6 10 (0.53%) logstash
7 6 (0.32%) Docker Swarm
8 5 (0.27%) Fluentd
8 5 (0.27%) Oozie
8 5 (0.27%) QRadar
8 5 (0.27%) Terraform
9 4 (0.21%) Packer
9 4 (0.21%) Salt
10 3 (0.16%) Ambari
10 3 (0.16%) CSIRT
11 2 (0.11%) Capistrano
11 2 (0.11%) Dokku
11 2 (0.11%) Nagios
11 2 (0.11%) Pingdom
Vendors
1 107 (5.68%) Google
2 98 (5.20%) Microsoft
3 70 (3.71%) Tableau
4 53 (2.81%) Oracle
5 41 (2.18%) SAP
6 25 (1.33%) IBM
7 23 (1.22%) Cloudera
8 20 (1.06%) Hortonworks
9 16 (0.85%) Intel
10 14 (0.74%) Facebook
10 14 (0.74%) Twitter
11 13 (0.69%) Splunk
12 10 (0.53%) Apple
12 10 (0.53%) Salesforce.com
13 9 (0.48%) MEDITECH
13 9 (0.48%) Rackspace
13 9 (0.48%) RapidMiner
13 9 (0.48%) VMware
14 8 (0.42%) Alteryx
15 7 (0.37%) MapR
London
set2recruit
Salary: Unspecified DOE + Benefits
Posted: 2 hours ago
Oxford, Oxfordshire
Understanding Recruitment
Salary: £65000 - £75000 per annum + bonus + equity
Posted: 2 hours ago
Cambridge, Cambridgeshire
Stott & May
Salary: £50000 - £65000 per annum + stock options
Posted: 1 hour ago
Slough, Berkshire
RBW Consulting
Salary: From £55,000 to £75,000 per annum + Bonus + Car Allowance
Posted: 3 hours ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £65000 - £75000 per annum + bens
Posted: 2 hours ago
Slough, Berkshire
RBW Consulting
Salary: From £55,000 to £75,000 per annum + Bonus + Car Allowance
Posted: 2 hours ago
Bristol, Avon
Understanding Recruitment
Salary: £35000 - £40000 per annum + stock options.
Posted: 6 hours ago
City, London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £60000 - £75000 Per Annum + benfits
Posted: 3 hours ago
Bristol, Avon
Understanding Recruitment
Salary: £75000 - £85000 per annum + bens
Posted: 2 hours ago
Cambridge, Cambridgeshire
Understanding Recruitment
Salary: £75000 - £85000 per annum + bens
Posted: 6 hours ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £55000 - £65000 per annum + bens
Posted: 6 hours ago
London
Churchill Frank
Salary: £45000 - £60000 per annum
Posted: 2 days ago
South East London
Understanding Recruitment
Salary: £60000 - £75000 per annum + bens + share options
Posted: 21 hours ago
City, London
Durlston Partners
Salary: From £50,000 to £130,000 per annum + Bonus + Benefits
Posted: Yesterday
East London
Stott & May
Salary: £35000 - £55000 per annum
Posted: 31 minutes ago
Manchester, Lancashire
TEKsystems
Salary: £35000 - £55000 per annum
Posted: 2 hours ago
Cambridgeshire
The One Group
Salary: Market related
Posted: 3 days ago
London
Harrington Starr
Salary: £90000 - £110000 per annum + Benefits + Bonus
Posted: 2 days ago
Coventry, West Midlands (County)
Aria Select Ltd
Salary: From £25,000 to £50,000 per annum
Posted: 2 days ago
London
Mortimer Spinks
Salary: £60000 - £85000 per annum
Posted: 3 days ago
South West London
Understanding Recruitment
Salary: £60000 - £70000 per annum + benefits
Posted: 20 hours ago
London
Harrington Starr
Salary: £75000 - £90000 per annum + Options + Benefits
Posted: Yesterday
London
Martin & Conley
Salary: COMPETITIVE SALARY + EXCELLENT BENEFITS
Posted: 2 days ago
City, London
Digital Gurus
Salary: £10000 - £70000 Per Annum + benefits
Posted: 2 days ago
London
Harrington Starr
Salary: £75000 - £95000 per annum + Benefits + Bonus
Posted: 2 days ago
London
Square One Resources
Salary: Up to £120,000 per annum + benefits
Posted: 2 days ago
Oxford, Oxfordshire
Codex
Salary: From £40,000 to £60,000 per annum
Posted: 5 days ago
Peterborough, Cambridgeshire
Maclean Moore Consulting
Salary: From £30,000 to £40,000 per annum plus great benefits
Posted: 2 days ago
City, London
TEKsystems
Salary: £60000 - £110000 per annum
Posted: 3 days ago
London
Big Wednesday Digital Ltd
Salary: £55000 - £95000 per annum + Negotiable
Posted: 2 days ago