The table below looks at the statistics for Deep Learning skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Deep Learning over the 3 months to 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Deep Learning
Rank 790 927 932
Rank change year-on-year
+137 +5
Permanent jobs citing Deep Learning 87 11 7
As % of all permanent IT jobs located in England 0.10% 0.011% 0.007%
As % of the Processes & Methodologies category 0.12% 0.013% 0.008%
Number of salaries quoted 73 11 7
Median salary £65,000 £77,500 £42,500
Median salary % change year-on-year
-16.12% +82.35%
90% offered a salary of more than £55,000 £42,500 £41,500
10% offered a salary of more than £98,000 £135,000 £50,000
UK excluding London median salary £60,000 £62,500 -
% change year-on-year
-4.00% -
Deep 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
74008 86796 91362
As % of all permanent IT jobs located in England 88.07% 87.55% 85.72%
Number of salaries quoted 61531 72502 75765
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 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Deep Learning
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Deep Learning as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Deep Learning Jobs Demand Trend in England

Deep Learning
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Deep Learning across the England region.

Deep Learning Salary Trend in England

Deep Learning
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Deep Learning across the England region over the 3 months to 10 December 2016.

Deep Learning Salary Histogram in England

Deep 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 Deep Learning within the England region over the 3 months to 10 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 +98 66 £65,000 -35.00% 16
East of England - 8 £75,000 - 1
South East +72 5 £60,000 +76.97%
South West +16 5 £45,000 -30.76% 1
Yorkshire - 1 - -
North East - 1 - -
North West - 1 £130,000 -
Deep Learning
UK

Deep Learning
Top 30 Related IT Skills in England

For the 6 months to 10 December 2016, IT jobs citing Deep 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 Deep Learning.

1 149 (76.41%) Machine Learning
2 112 (57.44%) Python
3 92 (47.18%) Algorithms
4 89 (45.64%) Artificial Intelligence
5 71 (36.41%) PhD
6 65 (33.33%) Big Data
7 64 (32.82%) Analytics
8 62 (31.79%) Degree
9 61 (31.28%) Java
10 59 (30.26%) Computer Science
11 56 (28.72%) C++
12 49 (25.13%) Agile Software Development
13 46 (23.59%) Statistics
14 39 (20.00%) Mathematics
15 36 (18.46%) Software Engineering
16 32 (16.41%) SQL
17 31 (15.90%) Finance
17 31 (15.90%) Scala
18 30 (15.38%) Visualisation
19 28 (14.36%) R
20 26 (13.33%) Hadoop
20 26 (13.33%) Apache Spark
21 23 (11.79%) Microservices
22 21 (10.77%) Scrum
22 21 (10.77%) Business Intelligence
23 20 (10.26%) NoSQL
23 20 (10.26%) Computer Vision
24 18 (9.23%) Ruby
24 18 (9.23%) OO
25 17 (8.72%) REST

Deep 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 26 (13.33%) Apache Spark
2 5 (2.56%) Elasticsearch
3 4 (2.05%) SAS
4 3 (1.54%) nginx
5 2 (1.03%) Apache Pig
6 1 (0.51%) Apache
Applications
1 16 (8.21%) Chatbot
2 4 (2.05%) Adobe Illustrator
2 4 (2.05%) Photoshop
3 2 (1.03%) MS Excel
Business Applications
1 2 (1.03%) Dynamics CRM
Cloud Services
1 12 (6.15%) Google Cloud Platform
2 8 (4.10%) Cloud Computing
3 5 (2.56%) Amazon AWS
3 5 (2.56%) GitHub
4 4 (2.05%) Adobe Creative Cloud
5 2 (1.03%) Amazon EC2
5 2 (1.03%) Amazon Kinesis
5 2 (1.03%) Amazon S3
5 2 (1.03%) Microsoft Azure
5 2 (1.03%) SaaS
Communications & Networking
1 6 (3.08%) HTTP
2 5 (2.56%) Internet
3 2 (1.03%) HTTPS
4 1 (0.51%) Bluetooth
4 1 (0.51%) Wi-Fi
4 1 (0.51%) Wireless
Database & Business Intelligence
1 65 (33.33%) Big Data
2 26 (13.33%) Hadoop
3 20 (10.26%) NoSQL
4 12 (6.15%) PostgreSQL
5 11 (5.64%) Neo4j
6 10 (5.13%) Data Mining
6 10 (5.13%) MongoDB
7 6 (3.08%) Apache Hive
7 6 (3.08%) KDB
7 6 (3.08%) RDBMS
7 6 (3.08%) Relational Database
8 5 (2.56%) MySQL
9 3 (1.54%) Data Warehouse
10 2 (1.03%) QlikView
10 2 (1.03%) SQL Server
10 2 (1.03%) SQL Server 2005
10 2 (1.03%) SQL Server 2008
10 2 (1.03%) SQL Server Analysis Services
10 2 (1.03%) SQL Server Integration Services
10 2 (1.03%) SQL Server Reporting Services
Development Applications
1 8 (4.10%) Git (software)
2 3 (1.54%) JIRA
3 1 (0.51%) Axure RP
3 1 (0.51%) CircleCI
3 1 (0.51%) Codeship
3 1 (0.51%) Grunt
3 1 (0.51%) gulp
3 1 (0.51%) Jasmine
3 1 (0.51%) Mocha
3 1 (0.51%) Sinon.JS
3 1 (0.51%) webpack
General
1 31 (15.90%) Finance
2 13 (6.67%) Games
3 12 (6.15%) Telecoms
4 10 (5.13%) Marketing
5 7 (3.59%) Advertising
6 6 (3.08%) Law
7 4 (2.05%) French Language
7 4 (2.05%) Front Office
7 4 (2.05%) German Language
7 4 (2.05%) Russian Language
8 3 (1.54%) Banking
9 2 (1.03%) Multimedia
10 1 (0.51%) Electronics
Job Titles
1 59 (30.26%) Developer
2 42 (21.54%) Data Scientist
3 31 (15.90%) Machine Learning Engineer
4 26 (13.33%) Machine Learning Scientist
5 19 (9.74%) Software Engineer
6 17 (8.72%) C++ Developer
7 16 (8.21%) Python Developer
8 13 (6.67%) Senior Data Scientist
9 11 (5.64%) Ruby Engineer
9 11 (5.64%) Scala Developer
10 9 (4.62%) Artificial Intelligence Developer
11 8 (4.10%) Senior Developer
12 7 (3.59%) Machine Learning Developer
13 6 (3.08%) Consultant
14 5 (2.56%) Big Data Consultant
14 5 (2.56%) Data Consultant
14 5 (2.56%) Java Developer
14 5 (2.56%) Ruby Developer
14 5 (2.56%) Salesforce Developer
14 5 (2.56%) Senior Consultant
Libraries, Frameworks & Software Standards
1 17 (8.72%) REST
2 16 (8.21%) scikit-learn
3 14 (7.18%) Theano
4 13 (6.67%) OpenCL
5 11 (5.64%) NumPy
5 11 (5.64%) TensorFlow
6 10 (5.13%) Web Services
7 9 (4.62%) RabbitMQ
8 8 (4.10%) Natural Language Processing
9 7 (3.59%) Django
9 7 (3.59%) HTML
9 7 (3.59%) Kafka
9 7 (3.59%) Node.js
9 7 (3.59%) SciPy
10 6 (3.08%) Akka
10 6 (3.08%) CSS
10 6 (3.08%) Torch
11 5 (2.56%) jQuery
11 5 (2.56%) Matplotlib
11 5 (2.56%) Play Framework
Miscellaneous
1 92 (47.18%) Algorithms
2 89 (45.64%) Artificial Intelligence
3 59 (30.26%) Computer Science
4 46 (23.59%) Statistics
5 39 (20.00%) Mathematics
6 30 (15.38%) Visualisation
7 15 (7.69%) Neural Network
8 14 (7.18%) Physics
9 13 (6.67%) Analytical Skills
9 13 (6.67%) User Experience
10 11 (5.64%) Biometrics
11 10 (5.13%) Augmented Reality
11 10 (5.13%) Digital Media
11 10 (5.13%) Robotics
12 9 (4.62%) CUDA
13 7 (3.59%) Data Centre
14 5 (2.56%) Enterprise Software
15 4 (2.05%) Fintech
15 4 (2.05%) Graphic Design
16 3 (1.54%) Hedge funds
Operating Systems
1 6 (3.08%) Linux
1 6 (3.08%) Unix
2 2 (1.03%) Android
2 2 (1.03%) Apple iOS
3 1 (0.51%) Mac OS
3 1 (0.51%) Windows
Processes & Methodologies
1 149 (76.41%) Machine Learning
2 64 (32.82%) Analytics
3 49 (25.13%) Agile Software Development
4 36 (18.46%) Software Engineering
5 23 (11.79%) Microservices
6 21 (10.77%) Business Intelligence
6 21 (10.77%) Scrum
7 20 (10.26%) Computer Vision
8 18 (9.23%) OO
9 17 (8.72%) Multithreading
10 15 (7.69%) Predictive Analytics
10 15 (7.69%) Risk Management
10 15 (7.69%) TDD
11 14 (7.18%) Data Analysis
12 12 (6.15%) Data Analytics
12 12 (6.15%) Data Modelling
12 12 (6.15%) Fraud Detection
12 12 (6.15%) Open Source
13 11 (5.64%) Functional Programming
13 11 (5.64%) Neuroscience
Programming Languages
1 112 (57.44%) Python
2 61 (31.28%) Java
3 56 (28.72%) C++
4 32 (16.41%) SQL
5 31 (15.90%) Scala
6 28 (14.36%) R
7 18 (9.23%) Ruby
8 15 (7.69%) JavaScript
9 14 (7.18%) C
10 13 (6.67%) C#
11 8 (4.10%) MATLAB
12 7 (3.59%) Lua
13 5 (2.56%) Apex Code
13 5 (2.56%) Erlang
14 4 (2.05%) Perl
14 4 (2.05%) SOQL
15 1 (0.51%) Embedded C
15 1 (0.51%) Julia
15 1 (0.51%) PHP
15 1 (0.51%) Shell Script
Qualifications
1 71 (36.41%) PhD
2 62 (31.79%) Degree
3 4 (2.05%) Security Cleared
4 2 (1.03%) Postgraduate
Quality Assurance & Compliance
1 10 (5.13%) QA
2 1 (0.51%) WAI
System Software
1 7 (3.59%) HDFS
2 6 (3.08%) Docker
3 1 (0.51%) Apache Flume
3 1 (0.51%) Firmware
Systems Management
1 1 (0.51%) Ansible
1 1 (0.51%) Oozie
Vendors
1 12 (6.15%) Google
2 7 (3.59%) Salesforce.com
3 4 (2.05%) Adobe
4 3 (1.54%) CA Agile Central
5 2 (1.03%) Microsoft
5 2 (1.03%) Oracle
5 2 (1.03%) Tableau
6 1 (0.51%) Intel
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