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

3 months to
24 Jul 2016
Same period 2015 Same period 2014
Machine Learning
Rank 287 525 578
Rank change year-on-year
+238 +53
Permanent jobs citing Machine Learning 997 475 415
As % of all permanent IT jobs located in England 1.09% 0.46% 0.39%
As % of the Processes & Methodologies category 1.24% 0.53% 0.45%
Number of salaries quoted 882 394 361
Median salary £60,000 £60,000 £57,500
Median salary % change year-on-year
- +4.34%
90% offered a salary of more than £37,500 £37,500 £37,500
10% offered a salary of more than £90,000 £90,000 £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
80636 89671 92054
As % of all permanent IT jobs located in England 87.85% 87.13% 85.43%
Number of salaries quoted 68192 74166 74883
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £74,000 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 24 July 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 24 July 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 +154 683 £62,500 +4.16% 76
South East +126 129 £55,000 +20.87% 13
South West +65 49 £52,500 +110.00% 7
East of England +60 47 £47,500 -5.00% 11
North West +52 47 £40,000 -27.27% 6
West Midlands +9 18 £38,750 -29.54%
Yorkshire +42 12 £45,000 +38.46% 5
East Midlands +11 12 £30,000 -45.45% 1
North East - 7 £45,000 - 2
Machine Learning
UK

Machine Learning
Top 30 Related IT Skills in England

For the 6 months to 24 July 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 1051 (55.61%) Python
2 816 (43.17%) Analytics
3 759 (40.16%) Big Data
4 696 (36.83%) Computer Science
5 689 (36.46%) Java
6 625 (33.07%) SQL
7 600 (31.75%) Algorithms
8 595 (31.48%) Degree
9 560 (29.63%) R
10 488 (25.82%) PhD
11 487 (25.77%) Hadoop
12 454 (24.02%) Statistics
13 441 (23.33%) Agile Software Development
14 440 (23.28%) Analytical Skills
15 435 (23.02%) C++
16 429 (22.70%) Apache Spark
17 420 (22.22%) Mathematics
18 411 (21.75%) Data Mining
19 373 (19.74%) Finance
20 344 (18.20%) Software Engineering
21 336 (17.78%) Visualisation
21 336 (17.78%) NoSQL
22 322 (17.04%) Data Analytics
23 294 (15.56%) Data Analysis
24 288 (15.24%) Scala
25 287 (15.19%) JavaScript
26 262 (13.86%) MATLAB
27 251 (13.28%) Artificial Intelligence
28 243 (12.86%) Amazon AWS
29 236 (12.49%) TDD

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
1 429 (22.70%) Apache Spark
2 166 (8.78%) SAS
3 103 (5.45%) Apache Pig
4 86 (4.55%) Elasticsearch
5 85 (4.50%) Apache
6 43 (2.28%) Tomcat
7 27 (1.43%) SharePoint
8 17 (0.90%) Apache Solr
9 16 (0.85%) JBoss
10 15 (0.79%) WildFly
11 9 (0.48%) GlassFish
11 9 (0.48%) IPython
11 9 (0.48%) Jetty
11 9 (0.48%) Jupyter
12 6 (0.32%) DNN
13 4 (0.21%) Confluence
14 3 (0.16%) SharePoint Server
15 2 (0.11%) IIS
15 2 (0.11%) nginx
16 1 (0.053%) WebLogic
Applications
1 67 (3.54%) SPSS
2 37 (1.96%) MS Excel
3 16 (0.85%) GNU Octave
4 10 (0.53%) MS Office
5 8 (0.42%) Mathematica
5 8 (0.42%) Weka
6 7 (0.37%) Gephi
6 7 (0.37%) MS PowerPoint
7 1 (0.053%) EViews
7 1 (0.053%) Mathcad
7 1 (0.053%) Photoshop
7 1 (0.053%) Stata
Business Applications
1 20 (1.06%) SAP Oil and Gas
2 11 (0.58%) ReMetrica
3 9 (0.48%) Sentinel
4 1 (0.053%) MetaTrader
Cloud Services
1 243 (12.86%) Amazon AWS
2 113 (5.98%) Microsoft Azure
3 53 (2.80%) GitHub
4 43 (2.28%) Cloud Computing
5 41 (2.17%) Amazon EC2
6 33 (1.75%) SaaS
7 32 (1.69%) Amazon EMR
8 30 (1.59%) Amazon S3
9 24 (1.27%) PaaS
10 17 (0.90%) Google Cloud Platform
11 15 (0.79%) Azure Machine Learning
12 14 (0.74%) IaaS
13 13 (0.69%) AWS Elastic Beanstalk
14 8 (0.42%) Amazon ELB
15 6 (0.32%) Data Lake Analytics
16 4 (0.21%) Amazon Kinesis
16 4 (0.21%) Google Play
17 3 (0.16%) Google Analytics
18 2 (0.11%) AWS CloudFormation
19 1 (0.053%) Amazon CloudWatch
Communications & Networking
1 45 (2.38%) Internet
2 16 (0.85%) HTTP
3 12 (0.63%) Firewall
4 6 (0.32%) Network Security
5 5 (0.26%) TCP/IP
6 4 (0.21%) DNS
6 4 (0.21%) Wireless
7 3 (0.16%) Skype
8 2 (0.11%) Bluetooth
8 2 (0.11%) HTTPS
8 2 (0.11%) Kerberos
8 2 (0.11%) Multicast
8 2 (0.11%) SSL
9 1 (0.053%) AMQP
9 1 (0.053%) Intrusion Detection
Database & Business Intelligence
1 759 (40.16%) Big Data
2 487 (25.77%) Hadoop
3 411 (21.75%) Data Mining
4 336 (17.78%) NoSQL
5 196 (10.37%) Apache Hive
6 173 (9.15%) SQL Server
7 167 (8.84%) MongoDB
8 152 (8.04%) Apache Cassandra
9 132 (6.98%) Relational Database
10 119 (6.30%) PostgreSQL
11 115 (6.08%) MySQL
12 104 (5.50%) Data Warehouse
13 63 (3.33%) QlikView
14 58 (3.07%) Neo4j
15 55 (2.91%) Amazon Redshift
16 53 (2.80%) RDBMS
17 49 (2.59%) HBase
17 49 (2.59%) SQL Server Integration Services
18 47 (2.49%) Impala
19 45 (2.38%) Power BI
Development Applications
1 173 (9.15%) Git (software)
2 91 (4.81%) Jenkins
3 48 (2.54%) Vagrant
4 38 (2.01%) Cucumber
5 30 (1.59%) RSpec
6 26 (1.38%) JIRA
7 25 (1.32%) Maven
8 20 (1.06%) NUnit
9 18 (0.95%) JUnit
10 16 (0.85%) Subversion
10 16 (0.85%) Team Foundation Server
11 15 (0.79%) Yeoman
12 14 (0.74%) TeamCity
13 12 (0.63%) Eclipse
14 10 (0.53%) NetBeans
14 10 (0.53%) Selenium
14 10 (0.53%) Visual Studio
15 9 (0.48%) Grunt
15 9 (0.48%) Jasmine
16 8 (0.42%) IntelliJ
General
1 373 (19.74%) Finance
2 168 (8.89%) Marketing
3 78 (4.13%) Retail
4 76 (4.02%) Advertising
5 64 (3.39%) Telecoms
6 53 (2.80%) Banking
7 47 (2.49%) Games
8 39 (2.06%) Manufacturing
9 35 (1.85%) Law
10 28 (1.48%) Publishing
11 21 (1.11%) Front Office
12 19 (1.01%) Electronics
13 17 (0.90%) Pharmaceutical
14 10 (0.53%) Financial Institution
15 9 (0.48%) Legal
16 5 (0.26%) Automotive
16 5 (0.26%) Back Office
16 5 (0.26%) Investment Banking
17 4 (0.21%) Music Industry
18 3 (0.16%) Billing
Job Titles
1 609 (32.22%) Data Scientist
2 544 (28.78%) Developer
3 171 (9.05%) Senior Data Scientist
4 167 (8.84%) Java Developer
5 146 (7.72%) Software Engineer
6 115 (6.08%) Senior Developer
7 114 (6.03%) Machine Learning Scientist
8 104 (5.50%) Python Developer
9 95 (5.03%) Analyst
10 91 (4.81%) Machine Learning Engineer
11 82 (4.34%) Machine Learning Developer
12 76 (4.02%) Consultant
13 73 (3.86%) C# Developer
13 73 (3.86%) Java Engineer
14 66 (3.49%) Architect
14 66 (3.49%) Data Engineer
15 62 (3.28%) Software Developer
16 55 (2.91%) Lead Developer
17 51 (2.70%) Data Analyst
18 50 (2.65%) C++ Developer
Libraries, Frameworks & Software Standards
1 183 (9.68%) Natural Language Processing
2 171 (9.05%) HTML
3 168 (8.89%) .NET
4 159 (8.41%) CSS
5 157 (8.31%) Web Services
6 130 (6.88%) AngularJS
7 103 (5.45%) Node.js
7 103 (5.45%) Spring
8 102 (5.40%) HTML5
9 94 (4.97%) D3.js
10 90 (4.76%) RESTful
11 66 (3.49%) REST
12 62 (3.28%) scikit-learn
13 60 (3.17%) NumPy
14 56 (2.96%) JSON
15 53 (2.80%) Pandas
16 49 (2.59%) ASP.NET
16 49 (2.59%) SciPy
17 48 (2.54%) Kafka
18 44 (2.33%) WCF
Miscellaneous
1 696 (36.83%) Computer Science
2 600 (31.75%) Algorithms
3 454 (24.02%) Statistics
4 440 (23.28%) Analytical Skills
5 420 (22.22%) Mathematics
6 336 (17.78%) Visualisation
7 251 (13.28%) Artificial Intelligence
8 204 (10.79%) Physics
9 108 (5.71%) Neural Network
10 79 (4.18%) Hedge funds
11 78 (4.13%) Fintech
12 57 (3.02%) Mobile App
13 56 (2.96%) Data Structures
14 46 (2.43%) CUDA
15 41 (2.17%) User Experience
16 40 (2.12%) Data Integration
17 28 (1.48%) Applied Mathematics
18 24 (1.27%) Economics
19 20 (1.06%) Augmented Reality
19 20 (1.06%) Ontologies
Operating Systems
1 170 (8.99%) Linux
2 61 (3.23%) Unix
3 44 (2.33%) Android
4 43 (2.28%) Apple iOS
5 38 (2.01%) Windows
6 17 (0.90%) CentOS
7 13 (0.69%) Ubuntu
8 11 (0.58%) Windows Server
9 4 (0.21%) Windows 10
10 1 (0.053%) Embedded Linux
Processes & Methodologies
1 816 (43.17%) Analytics
2 441 (23.33%) Agile Software Development
3 344 (18.20%) Software Engineering
4 322 (17.04%) Data Analytics
5 294 (15.56%) Data Analysis
6 236 (12.49%) TDD
7 184 (9.74%) Predictive Modelling
8 181 (9.58%) OO
9 175 (9.26%) Scrum
10 169 (8.94%) Statistical Modelling
11 168 (8.89%) Business Intelligence
12 158 (8.36%) Open Source
13 156 (8.25%) Data Visualisation
14 151 (7.99%) MapReduce
15 127 (6.72%) Statistical Analysis
16 113 (5.98%) Predictive Analytics
17 109 (5.77%) Bayesian Methods
18 102 (5.40%) Continuous Integration
19 99 (5.24%) DevOps
20 88 (4.66%) BDD
Programming Languages
1 1051 (55.61%) Python
2 689 (36.46%) Java
3 625 (33.07%) SQL
4 560 (29.63%) R
5 435 (23.02%) C++
6 288 (15.24%) Scala
7 287 (15.19%) JavaScript
8 262 (13.86%) MATLAB
9 212 (11.22%) C#
10 109 (5.77%) C
11 102 (5.40%) Ruby
12 77 (4.07%) Clojure
13 51 (2.70%) PHP
14 39 (2.06%) Perl
15 37 (1.96%) Bash Shell
16 34 (1.80%) Go
17 29 (1.53%) VBA
18 24 (1.27%) T-SQL
19 22 (1.16%) Elixir
19 22 (1.16%) Haskell
Qualifications
1 595 (31.48%) Degree
2 488 (25.82%) PhD
3 39 (2.06%) Security Cleared
4 30 (1.59%) Microsoft Certification
5 11 (0.58%) MCAD
5 11 (0.58%) MCPD
5 11 (0.58%) MCSD
5 11 (0.58%) MCTS
6 10 (0.53%) Postgraduate
7 9 (0.48%) DV Cleared
8 7 (0.37%) SC Cleared
9 5 (0.26%) PMI Certification
9 5 (0.26%) PMP
10 3 (0.16%) BC Cleared
10 3 (0.16%) MCSE
11 2 (0.11%) CCNA
11 2 (0.11%) Cisco Certification
11 2 (0.11%) ISEB
11 2 (0.11%) MCITP
11 2 (0.11%) MCSA
Quality Assurance & Compliance
1 30 (1.59%) QA
2 16 (0.85%) Data Quality
3 3 (0.16%) GCP
3 3 (0.16%) ISO 14001
3 3 (0.16%) ISO 9001
3 3 (0.16%) SLA
4 2 (0.11%) ISO13485
4 2 (0.11%) MISRA
5 1 (0.053%) HIPAA
5 1 (0.053%) ISO/IEC 27001
5 1 (0.053%) PCI DSS
5 1 (0.053%) SNOMED CT
System Software
1 88 (4.66%) Docker
2 45 (2.38%) Virtual Machines
3 36 (1.90%) VirtualBox
4 25 (1.32%) HDFS
5 19 (1.01%) Xen
6 15 (0.79%) VMware Infrastructure
7 8 (0.42%) Apache Flume
8 7 (0.37%) Active Directory
9 5 (0.26%) Apache ZooKeeper
10 4 (0.21%) Firmware
10 4 (0.21%) KVM
10 4 (0.21%) Snort
11 1 (0.053%) Varnish
11 1 (0.053%) Virtual Desktop
Systems Management
1 56 (2.96%) Puppet
2 29 (1.53%) Ansible
3 14 (0.74%) Opscode Chef
4 10 (0.53%) logstash
5 8 (0.42%) Kubernetes
6 7 (0.37%) Kibana
7 6 (0.32%) Salt
8 5 (0.26%) Terraform
9 4 (0.21%) Nagios
9 4 (0.21%) OSSEC
9 4 (0.21%) StatsD
10 3 (0.16%) Hadoop YARN
11 2 (0.11%) EMC NetWorker
11 2 (0.11%) Mesos
12 1 (0.053%) Graphite
Vendors
1 113 (5.98%) Tableau
2 89 (4.71%) Oracle
3 75 (3.97%) Microsoft
4 60 (3.17%) Google
5 51 (2.70%) IBM
6 43 (2.28%) Cloudera
7 41 (2.17%) Hortonworks
8 24 (1.27%) SAP
9 17 (0.90%) TIBCO
10 15 (0.79%) Facebook
10 15 (0.79%) VMware
11 14 (0.74%) Teradata
12 13 (0.69%) Apple
12 13 (0.69%) Omniture
12 13 (0.69%) RapidMiner
13 12 (0.63%) MicroStrategy
14 11 (0.58%) Actian
15 9 (0.48%) Netezza
15 9 (0.48%) Wall Street Systems
16 8 (0.42%) Splunk
South West London
Understanding Recruitment
Salary: £35000 - £45000 per annum + Benefits
Posted: 8 hours ago
Manchester, Lancashire
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £35000 - £45000 Per Annum + Benefits
Posted: 5 hours ago
Cambridge, Cambridgeshire
Big Wednesday Digital Ltd
Salary: £20000 - £40000 per annum + Negotiable
Posted: 19 hours ago
London
Harrington Starr
Salary: £45000 - £65000 per annum + Benefits + Bonus
Posted: 10 hours ago
London
Harrington Starr
Salary: £50000 - £100000 per annum + Bonus + Benefits
Posted: Yesterday
London
Knowit
Salary: £60000 - £80000 per annum + unlimited holiday
Posted: 3 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £55000 - £75000 per annum
Posted: 2 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £30000 - £40000 per annum
Posted: 2 days ago
Central London / West End
Harris Global
Salary: From £55,000 to £75,000 per annum Benefits + Bonus (market leading)
Posted: 2 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £60000 - £80000 per annum
Posted: 2 days ago
Bristol, Avon
Nakama
Salary: Up to £40,000 per annum
Posted: 2 days ago
London
Storm Global Analytics
Salary: Unspecified
Posted: 3 days ago
London
Xcede
Posted: 3 days ago
City, London
The Collinson Group
Salary: From £55,000 to £70,000 per annum
Posted: 2 days ago
Oxfordshire
Linux Recruit
Salary: £40000 - £65000 per annum + Bonus
Posted: 2 days ago
Leeds, West Yorkshire
Sky Betting and Gaming
Posted: 3 days ago
City, London
Harrington Starr
Salary: £55000 - £60000 per annum + Benefits + Bonus
Posted: Yesterday
Central London / West End
Client Server
Salary: £45k to £55k + benefits
Posted: 2 days ago
City, London
Venturi
Salary: £60000 - £75000 per annum + bonus + bens
Posted: 3 days ago
Southampton, Hampshire
ENTERPRISE RECRUITMENT LTD
Salary: £30000 - £45000 per annum
Posted: 3 days ago
Cambridge, Cambridgeshire
Empiric.com
Salary: From £30,000 to £40,000 per annum + Bonus + Benefits + Parking
Posted: 2 days ago
London
Colston Consulting
Salary: £60000 - £75000 per annum, Benefits Excellent benefit and bonus
Posted: 2 days ago
Leeds, West Yorkshire
Searchability
Salary: £25000 - £50000 per annum + Generous holidays
Posted: 3 days ago
Cambridge, Cambridgeshire
Computer People
Salary: Benefits
Posted: 5 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
Central London / West End
Sopra Steria Recruitment
Salary: From £50,000 to £65,000 per annum + 15% flex benefits
Posted: 2 days ago
North West
Parallel Consulting
Salary: £40000 - £45000 per annum
Posted: 5 days ago
North London
Senitor Associates
Salary: £50000 - £100000 per annum + Equity
Posted: 2 days ago
London
Senitor Associates
Salary: £50000 - £100000 per annum
Posted: 2 days ago
Central London / West End
Client Server
Salary: £40k to £60k + benefits
Posted: 4 days ago