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 19 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Jan 2017
Same period 2016 Same period 2015
Machine Learning
UK / England
Rank 278 391 594
Rank change year-on-year
+113 +203
Permanent jobs citing Machine Learning 886 715 370
As % of all permanent IT jobs located in England 1.13% 0.76% 0.38%
As % of the Processes & Methodologies category 1.28% 0.87% 0.44%
Number of salaries quoted 767 648 318
Median salary £60,000 £62,500 £60,000
Median salary % change year-on-year
-4.00% +4.16%
90% offered a salary of more than £39,000 £42,500 £40,000
10% offered a salary of more than £87,500 £90,000 £85,000
UK excluding London median salary £50,000 £55,000 £42,500
% change year-on-year
-9.09% +29.41%

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
69355 82040 84447
As % of all permanent IT jobs located in England 88.14% 87.72% 86.05%
Number of salaries quoted 57535 69015 70235
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £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 19 January 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 19 January 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 +38 547 £65,000 - 119
South East +101 126 £47,500 -17.39% 24
North West +21 74 £52,500 - 9
East of England +70 70 £52,500 +10.52% 29
South West +33 40 £45,000 - 10
Yorkshire +37 10 £35,000 -30.00% 3
East Midlands +17 10 £37,500 -44.44% 1
West Midlands +11 10 £42,500 +6.25% 1
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 19 January 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.

1 991 (56.21%) Python
2 644 (36.53%) Big Data
3 641 (36.36%) Analytics
4 604 (34.26%) Algorithms
5 590 (33.47%) Java
6 546 (30.97%) Computer Science
7 514 (29.15%) Degree
8 494 (28.02%) SQL
9 487 (27.62%) R
10 466 (26.43%) PhD
10 466 (26.43%) Agile Software Development
11 425 (24.11%) Mathematics
12 385 (21.84%) Apache Spark
13 379 (21.50%) C++
14 378 (21.44%) Hadoop
15 353 (20.02%) Statistics
16 349 (19.80%) Software Engineering
17 320 (18.15%) C#
18 308 (17.47%) Finance
19 277 (15.71%) NoSQL
20 257 (14.58%) Analytical Skills
21 250 (14.18%) JavaScript
22 246 (13.95%) Amazon AWS
22 246 (13.95%) Scala
23 225 (12.76%) Artificial Intelligence
24 222 (12.59%) MATLAB
25 220 (12.48%) Physics
26 215 (12.20%) Visualisation
27 213 (12.08%) Business Intelligence
28 209 (11.85%) Data Mining

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
1 385 (21.84%) Apache Spark
2 151 (8.56%) SAS
3 88 (4.99%) Apache
4 86 (4.88%) Elasticsearch
5 49 (2.78%) Apache Pig
6 29 (1.64%) Apache Solr
7 22 (1.25%) Tomcat
8 18 (1.02%) SharePoint
9 9 (0.51%) CMS
9 9 (0.51%) Confluence
10 5 (0.28%) JBoss
10 5 (0.28%) nginx
11 4 (0.23%) IIS
11 4 (0.23%) Jupyter
12 3 (0.17%) ArcGIS
12 3 (0.17%) Cloud Foundry
12 3 (0.17%) Drupal
12 3 (0.17%) OpenStack
12 3 (0.17%) Tornado
13 2 (0.11%) IPython
Applications
1 72 (4.08%) SPSS
2 47 (2.67%) MS Excel
3 32 (1.82%) GNU Octave
4 29 (1.64%) Stata
5 7 (0.40%) EViews
6 5 (0.28%) Chatbot
6 5 (0.28%) MS Office
7 4 (0.23%) Gephi
8 3 (0.17%) MS PowerPoint
8 3 (0.17%) S-PLUS
9 2 (0.11%) CPLEX
9 2 (0.11%) Weka
10 1 (0.057%) Adobe Illustrator
10 1 (0.057%) Mathematica
10 1 (0.057%) Photoshop
Business Applications
1 12 (0.68%) SAP Oil and Gas
2 9 (0.51%) Sentinel
3 3 (0.17%) Dynamics CRM
4 2 (0.11%) IBM Operational Decision Manager
4 2 (0.11%) Oracle AML
4 2 (0.11%) Oracle Financials
5 1 (0.057%) Oracle BPM
5 1 (0.057%) SAP ERP
Cloud Services
1 246 (13.95%) Amazon AWS
2 134 (7.60%) Microsoft Azure
3 77 (4.37%) Cloud Computing
4 54 (3.06%) Google Cloud Platform
5 51 (2.89%) SaaS
6 38 (2.16%) PaaS
7 35 (1.99%) GitHub
8 34 (1.93%) Amazon EMR
9 30 (1.70%) Amazon EC2
10 24 (1.36%) Amazon S3
11 22 (1.25%) Azure Machine Learning
12 17 (0.96%) IaaS
13 13 (0.74%) Amazon Kinesis
14 11 (0.62%) Heroku
15 9 (0.51%) Data Lake Analytics
16 7 (0.40%) Virtual Private Cloud
17 4 (0.23%) AWS Elastic Beanstalk
17 4 (0.23%) Slack
18 3 (0.17%) AWS Lambda
18 3 (0.17%) Yammer
Communications & Networking
1 42 (2.38%) Internet
2 8 (0.45%) HTTP
3 6 (0.34%) TCP/IP
4 5 (0.28%) Firewall
4 5 (0.28%) Network Security
5 4 (0.23%) AMQP
6 3 (0.17%) MVNO
6 3 (0.17%) Wireless
7 2 (0.11%) ATM
7 2 (0.11%) HTTPS
7 2 (0.11%) tcpdump
7 2 (0.11%) Wireshark
7 2 (0.11%) X.509
8 1 (0.057%) IPsec
8 1 (0.057%) LAN
8 1 (0.057%) MQTT
8 1 (0.057%) PPP
8 1 (0.057%) Skype
8 1 (0.057%) VPN
8 1 (0.057%) WAN
Database & Business Intelligence
1 644 (36.53%) Big Data
2 378 (21.44%) Hadoop
3 277 (15.71%) NoSQL
4 209 (11.85%) Data Mining
5 183 (10.38%) MongoDB
6 133 (7.54%) SQL Server
7 103 (5.84%) Relational Database
8 96 (5.45%) Apache Cassandra
9 94 (5.33%) Data Warehouse
10 92 (5.22%) Apache Hive
11 83 (4.71%) PostgreSQL
12 66 (3.74%) MySQL
13 61 (3.46%) SQL Server Integration Services
14 50 (2.84%) Neo4j
15 49 (2.78%) SQL Server Reporting Services
16 44 (2.50%) Power BI
17 43 (2.44%) SQL Server Analysis Services
18 40 (2.27%) Amazon Redshift
19 39 (2.21%) Redis
20 36 (2.04%) HBase
Development Applications
1 144 (8.17%) Git (software)
2 48 (2.72%) Jenkins
3 27 (1.53%) NUnit
3 27 (1.53%) Subversion
4 25 (1.42%) Maven
5 21 (1.19%) gulp
6 20 (1.13%) JIRA
7 19 (1.08%) Team Foundation Server
8 17 (0.96%) Vagrant
9 16 (0.91%) CMake
9 16 (0.91%) Selenium
10 15 (0.85%) Grunt
11 14 (0.79%) TeamCity
12 12 (0.68%) Visual Studio
13 10 (0.57%) Gradle
13 10 (0.57%) Karma Test Runner
14 8 (0.45%) Bitbucket
14 8 (0.45%) JUnit
14 8 (0.45%) Octopus Deploy
15 6 (0.34%) Jasmine
General
1 308 (17.47%) Finance
2 147 (8.34%) Marketing
3 58 (3.29%) Retail
3 58 (3.29%) Telecoms
4 51 (2.89%) Advertising
5 50 (2.84%) Banking
6 48 (2.72%) Games
7 37 (2.10%) Electronics
7 37 (2.10%) Manufacturing
8 23 (1.30%) Automotive
8 23 (1.30%) Financial Institution
9 22 (1.25%) Publishing
10 16 (0.91%) Pharmaceutical
11 12 (0.68%) Back Office
12 11 (0.62%) Legal
13 9 (0.51%) French Language
13 9 (0.51%) Front Office
13 9 (0.51%) Law
14 5 (0.28%) Investment Banking
14 5 (0.28%) Multimedia
Job Titles
1 592 (33.58%) Developer
2 501 (28.42%) Data Scientist
3 151 (8.56%) Java Developer
4 129 (7.32%) Senior Developer
5 121 (6.86%) Software Engineer
6 115 (6.52%) Senior Data Scientist
7 107 (6.07%) Python Developer
8 95 (5.39%) Software Developer
9 91 (5.16%) C++ Developer
10 89 (5.05%) C# Developer
11 88 (4.99%) Machine Learning Scientist
12 85 (4.82%) .NET Developer
13 78 (4.42%) Machine Learning Developer
14 76 (4.31%) Architect
15 72 (4.08%) Analyst
16 70 (3.97%) Machine Learning Engineer
17 69 (3.91%) Data Engineer
18 63 (3.57%) C# .NET Developer
18 63 (3.57%) Lead Developer
19 56 (3.18%) Java Engineer
Libraries, Frameworks & Software Standards
1 195 (11.06%) .NET
2 123 (6.98%) AngularJS
3 122 (6.92%) Natural Language Processing
3 122 (6.92%) RESTful
4 120 (6.81%) Web Services
5 109 (6.18%) HTML
6 99 (5.62%) Node.js
7 93 (5.28%) CSS
8 84 (4.76%) ASP.NET
9 75 (4.25%) React
10 74 (4.20%) Django
11 67 (3.80%) Spring
12 65 (3.69%) scikit-learn
13 63 (3.57%) NumPy
14 61 (3.46%) Flask
14 61 (3.46%) REST
15 54 (3.06%) Pandas
16 50 (2.84%) HTML5
16 50 (2.84%) STL
17 48 (2.72%) Boost C++ Libraries
Miscellaneous
1 604 (34.26%) Algorithms
2 546 (30.97%) Computer Science
3 425 (24.11%) Mathematics
4 353 (20.02%) Statistics
5 257 (14.58%) Analytical Skills
6 225 (12.76%) Artificial Intelligence
7 220 (12.48%) Physics
8 215 (12.20%) Visualisation
9 67 (3.80%) Neural Network
10 65 (3.69%) User Experience
11 61 (3.46%) Fintech
12 60 (3.40%) Mobile App
13 56 (3.18%) Data Structures
14 51 (2.89%) Robotics
15 37 (2.10%) CUDA
16 36 (2.04%) Hedge funds
17 31 (1.76%) Economics
18 29 (1.64%) Biometrics
18 29 (1.64%) Credit Risk
19 27 (1.53%) Internet of Things
Operating Systems
1 168 (9.53%) Linux
2 44 (2.50%) Unix
3 40 (2.27%) Windows
4 33 (1.87%) Android
5 15 (0.85%) Apple iOS
6 4 (0.23%) Embedded Linux
7 2 (0.11%) Ubuntu
8 1 (0.057%) CentOS
8 1 (0.057%) Windows Server
8 1 (0.057%) Windows Server 2012
Processes & Methodologies
1 641 (36.36%) Analytics
2 466 (26.43%) Agile Software Development
3 349 (19.80%) Software Engineering
4 213 (12.08%) Business Intelligence
5 195 (11.06%) Data Analytics
6 194 (11.00%) TDD
7 161 (9.13%) Data Analysis
8 159 (9.02%) OO
9 154 (8.74%) Deep Learning
10 142 (8.05%) Open Source
11 131 (7.43%) DevOps
11 131 (7.43%) Predictive Analytics
12 128 (7.26%) Scrum
13 117 (6.64%) Statistical Modelling
14 109 (6.18%) ETL
15 103 (5.84%) Continuous Integration
16 101 (5.73%) Data Visualisation
17 95 (5.39%) Microservices
18 94 (5.33%) MVC
18 94 (5.33%) Predictive Modelling
Programming Languages
1 991 (56.21%) Python
2 590 (33.47%) Java
3 494 (28.02%) SQL
4 487 (27.62%) R
5 379 (21.50%) C++
6 320 (18.15%) C#
7 250 (14.18%) JavaScript
8 246 (13.95%) Scala
9 222 (12.59%) MATLAB
10 139 (7.88%) C
11 78 (4.42%) Ruby
12 42 (2.38%) PHP
13 34 (1.93%) Perl
14 32 (1.82%) VBA
15 30 (1.70%) Bash Shell
16 29 (1.64%) Clojure
17 28 (1.59%) Go
18 17 (0.96%) Shell Script
18 17 (0.96%) TypeScript
19 16 (0.91%) T-SQL
Qualifications
1 514 (29.15%) Degree
2 466 (26.43%) PhD
3 22 (1.25%) Security Cleared
4 17 (0.96%) Microsoft Certification
5 13 (0.74%) BC Cleared
6 12 (0.68%) Postgraduate
7 6 (0.34%) CISSP
8 5 (0.28%) PMI Certification
9 4 (0.23%) CEH
9 4 (0.23%) GCIH
9 4 (0.23%) OSCP
10 3 (0.17%) CCNA
10 3 (0.17%) Cisco Certification
10 3 (0.17%) MCITP
10 3 (0.17%) MCSA
11 2 (0.11%) MCP
11 2 (0.11%) PMP
12 1 (0.057%) ISEB
12 1 (0.057%) ITIL Certification
12 1 (0.057%) Oracle Certification
Quality Assurance & Compliance
1 40 (2.27%) QA
2 24 (1.36%) ISO 9001
3 22 (1.25%) ISO 14001
4 17 (0.96%) Data Quality
4 17 (0.96%) GCP
5 10 (0.57%) SLA
6 3 (0.17%) ISO/IEC 27001
7 2 (0.11%) GPG13
8 1 (0.057%) ISO13485
8 1 (0.057%) PCI DSS
System Software
1 91 (5.16%) Docker
2 23 (1.30%) Firmware
3 16 (0.91%) HDFS
4 12 (0.68%) Virtual Machines
5 10 (0.57%) VMware Infrastructure
6 9 (0.51%) LXC
7 8 (0.45%) Apache Flume
7 8 (0.45%) VirtualBox
7 8 (0.45%) Xen
8 7 (0.40%) Snort
9 2 (0.11%) Apache ZooKeeper
9 2 (0.11%) KVM
10 1 (0.057%) Active Directory
10 1 (0.057%) Slurm Workload Manager
10 1 (0.057%) zsh
Systems Management
1 31 (1.76%) Ansible
2 22 (1.25%) Puppet
3 19 (1.08%) Opscode Chef
4 13 (0.74%) Kubernetes
5 8 (0.45%) Kibana
5 8 (0.45%) logstash
5 8 (0.45%) Mesos
6 5 (0.28%) Oozie
7 4 (0.23%) Fluentd
7 4 (0.23%) QRadar
7 4 (0.23%) Salt
8 3 (0.17%) Ambari
8 3 (0.17%) Grafana
8 3 (0.17%) Packer
8 3 (0.17%) Terraform
9 2 (0.11%) CSIRT
9 2 (0.11%) Dokku
10 1 (0.057%) EMC NetWorker
10 1 (0.057%) Nagios
Vendors
1 89 (5.05%) Google
2 88 (4.99%) Microsoft
3 75 (4.25%) Tableau
4 40 (2.27%) Oracle
5 30 (1.70%) Cloudera
6 28 (1.59%) SAP
7 25 (1.42%) IBM
8 24 (1.36%) Hortonworks
9 18 (1.02%) Splunk
10 13 (0.74%) Facebook
11 12 (0.68%) Salesforce.com
12 11 (0.62%) Alteryx
12 11 (0.62%) Intel
13 10 (0.57%) Twitter
13 10 (0.57%) VMware
14 7 (0.40%) MapR
14 7 (0.40%) Rackspace
15 6 (0.34%) Zend
16 5 (0.28%) Cognos
16 5 (0.28%) Teradata
London
Big Wednesday Digital Ltd
Salary: £75000 - £150000 per annum + Negotiable
Posted: 8 hours ago
London
ClearCube Consulting
Salary: From £40,000 to £90,000 per annum
Posted: 55 minutes ago
London
Oliver Bernard
Salary: £80000 - £100000 per annum + bonus, shares
Posted: 20 hours ago
City, London
Durlston Partners
Salary: From £75,000 to £150,000 per annum Huge bonus potential, uncapped
Posted: 22 hours ago
Cambridge, Cambridgeshire
Hanover IT Recruitment
Salary: plus bonus and benefits
Posted: 17 hours ago
City, London
Parallel Consulting
Salary: £60000 - £80000 per annum
Posted: Yesterday
Abingdon, Oxfordshire
Corriculo
Salary: From £35,000 to £45,000 per annum
Posted: 23 hours ago
London
McGregor Boyall
Salary: £60000 - £80000 per annum + Benefits
Posted: Yesterday
Manchester, Lancashire
Hanover IT Recruitment
Salary: From £40,000 to £55,000 per annum
Posted: 19 hours ago
City, London
ANSON MCCADE
Salary: Up to £ 85,000 + car allowance (5.9k) + bonus (10-15%) + pension + hea
Posted: 2 hours ago
Norwich, Norfolk
HAYS INFORMATION TECHNOLOGY
Salary: £67400.00 per annum
Posted: 2 days ago
Cambridge, Cambridgeshire
Computer People
Salary: £25000.00 - £30000.00 per annum + Benefits
Posted: Yesterday
West London
Durlston Partners
Salary: From £90,000 to £110,000 per annum Excellent Bonus and Benefits
Posted: 22 hours ago
South West London
DCV Technologies
Salary: From £60,000 to £70,000 per annum amazing benefits packages
Posted: 58 minutes ago
London
Churchill Frank
Salary: £50000 - £60000 per annum
Posted: 2 days ago
Cambridge, Cambridgeshire
Empiric.com
Salary: From £33,000 to £45,000 per annum benefits
Posted: Yesterday
Bracknell, Berkshire
Big Wednesday Digital Ltd
Salary: £45000 - £105000 per annum + negotiable
Posted: Yesterday
London
Harvey Nash plc
Salary: £50000 - £60000 per annum
Posted: 17 hours ago
East London
Intelletec
Salary: From £50,000 to £70,000 per annum
Posted: 16 hours ago
Cambridge, Cambridgeshire
ECM Selection
Salary: £Top plus full benefits package
Posted: Yesterday
London
Martin & Conley
Salary: COMPETITIVE SALARY + EXCELLENTBENEFITS
Posted: 18 hours ago
Poole, Dorset
Spectrum IT Recruitment (South) Ltd
Salary: £30000 - £50000 per annum + Benefits & Bonus
Posted: Yesterday
South East London
Understanding Recruitment
Salary: £60000 - £70000 per annum + bens + share options
Posted: Yesterday
London
Colston Consulting
Salary: £60000 - £95000 per annum, Benefits Excellent Benefit and Bonus
Posted: Yesterday
Oxfordshire
Stott & May
Salary: £50000 - £90000 per annum + equity
Posted: 3 days ago
City, London
Client Server
Salary: £95k to £120k + bonus + benefits
Posted: 2 days ago
London
Opus Recruitment Solutions Ltd
Salary: £55000 - £65000 per annum
Posted: Yesterday
Oxford, Oxfordshire
Understanding Recruitment
Salary: £60000 - £70000 per annum + bonus + equity
Posted: 3 days ago
Manchester, Lancashire
ISL
Posted: 18 hours ago
London
ClearCube Consulting
Salary: From £50,000 to £65,000 per annum
Posted: 2 days ago