The table below looks at the statistics for Deep Learning skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Deep Learning over the 3 months to 7 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
7 Dec 2016
Same period 2015 Same period 2014
Deep Learning
Rank 781 975 969
Rank change year-on-year
+194 -6
Permanent jobs citing Deep Learning 95 10 6
As % of all permanent IT jobs located in the UK 0.11% 0.009% 0.005%
As % of the Processes & Methodologies category 0.12% 0.011% 0.006%
Number of salaries quoted 78 10 6
Median salary £65,000 £82,500 £42,500
Median salary % change year-on-year
-21.21% +94.11%
90% offered a salary of more than £55,000 £41,640 £41,250
10% offered a salary of more than £100,750 £135,000 £46,250
UK excluding London median salary £60,000 £62,500 -
% change year-on-year
-4.00% -

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
79346 93895 96993
As % of all permanent IT jobs located in the UK 88.09% 87.52% 85.72%
Number of salaries quoted 65361 77586 79710
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £31,028
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

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

Deep Learning Jobs Demand Trend in the UK

Deep Learning
Salary Trend

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

Deep Learning Salary Trend in the UK

Deep Learning
Salary Histogram

This chart provides a salary histogram for IT jobs citing Deep Learning over the 3 months to 7 December 2016 within the UK.

Deep Learning Salary Histogram in the UK

Deep Learning
Top 27 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Deep Learning within the UK over the 3 months to 7 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
England +176 91 £65,000 -21.21% 17
London +121 67 £65,000 -35.00% 15
Cambridgeshire - 8 £75,000 - 2
Cambridge - 8 £75,000 - 2
East of England - 8 £75,000 - 2
South East +70 5 £60,000 +76.97%
South West +19 5 £45,000 -30.76%
Bristol - 5 £45,000 -
City of London +36 4 £100,000 -25.92% 5
Reading - 4 £60,000 -
Berkshire - 4 £60,000 -
Canary Wharf - 3 £55,000 -
Cardiff - 2 £60,000 -
Newcastle upon Tyne - 2 - -
South Wales - 2 £60,000 -
Yorkshire - 2 - -
North East - 2 - -
North West - 2 £130,000 -
Blackpool - 2 £130,000 -
Leeds - 2 - -
West Yorkshire - 2 - -
Tyne and Wear - 2 - -
Lancashire - 2 £130,000 -
Edinburgh - 2 £21,500 -
Wales - 2 £60,000 -
Scotland - 2 £21,500 -
Buckinghamshire - 1 - -

Deep Learning
Top 30 Related IT Skills

For the 6 months to 7 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 with a requirement for Deep Learning.

1 153 (76.50%) Machine Learning
2 113 (56.50%) Python
3 96 (48.00%) Algorithms
4 91 (45.50%) Artificial Intelligence
5 71 (35.50%) PhD
6 67 (33.50%) Degree
6 67 (33.50%) Analytics
7 66 (33.00%) Big Data
8 62 (31.00%) Java
9 61 (30.50%) Computer Science
10 58 (29.00%) C++
11 51 (25.50%) Agile Software Development
12 49 (24.50%) Statistics
13 42 (21.00%) Mathematics
14 38 (19.00%) Software Engineering
15 34 (17.00%) SQL
16 32 (16.00%) Scala
16 32 (16.00%) Visualisation
17 31 (15.50%) Finance
18 29 (14.50%) Hadoop
18 29 (14.50%) R
18 29 (14.50%) Apache Spark
19 23 (11.50%) Microservices
20 22 (11.00%) Computer Vision
20 22 (11.00%) NoSQL
21 21 (10.50%) Scrum
21 21 (10.50%) Business Intelligence
22 20 (10.00%) Neural Network
23 18 (9.00%) Ruby
23 18 (9.00%) OO

Deep Learning
Top Related IT Skills 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 29 (14.50%) Apache Spark
2 5 (2.50%) Elasticsearch
2 5 (2.50%) SAS
3 3 (1.50%) nginx
4 2 (1.00%) Apache Pig
5 1 (0.50%) Apache
Applications
1 16 (8.00%) Chatbot
2 4 (2.00%) Adobe Illustrator
2 4 (2.00%) Photoshop
3 2 (1.00%) MS Excel
Business Applications
1 2 (1.00%) Dynamics CRM
Cloud Services
1 13 (6.50%) Google Cloud Platform
2 8 (4.00%) Cloud Computing
3 6 (3.00%) Amazon AWS
4 5 (2.50%) GitHub
5 4 (2.00%) Adobe Creative Cloud
6 3 (1.50%) Microsoft Azure
7 2 (1.00%) Amazon EC2
7 2 (1.00%) Amazon Kinesis
7 2 (1.00%) Amazon S3
7 2 (1.00%) SaaS
8 1 (0.50%) Azure Machine Learning
Communications & Networking
1 6 (3.00%) HTTP
2 5 (2.50%) Internet
3 2 (1.00%) HTTPS
4 1 (0.50%) Bluetooth
4 1 (0.50%) Wi-Fi
4 1 (0.50%) Wireless
Database & Business Intelligence
1 66 (33.00%) Big Data
2 29 (14.50%) Hadoop
3 22 (11.00%) NoSQL
4 14 (7.00%) PostgreSQL
5 13 (6.50%) Neo4j
6 10 (5.00%) Data Mining
6 10 (5.00%) MongoDB
7 7 (3.50%) Apache Hive
8 6 (3.00%) KDB
8 6 (3.00%) RDBMS
8 6 (3.00%) Relational Database
9 5 (2.50%) MySQL
10 3 (1.50%) Data Warehouse
11 2 (1.00%) QlikView
11 2 (1.00%) SQL Server
11 2 (1.00%) SQL Server 2005
11 2 (1.00%) SQL Server 2008
11 2 (1.00%) SQL Server Analysis Services
11 2 (1.00%) SQL Server Integration Services
11 2 (1.00%) SQL Server Reporting Services
Development Applications
1 8 (4.00%) Git (software)
2 3 (1.50%) JIRA
3 1 (0.50%) Axure RP
3 1 (0.50%) CircleCI
3 1 (0.50%) Codeship
3 1 (0.50%) Grunt
3 1 (0.50%) gulp
3 1 (0.50%) Jasmine
3 1 (0.50%) Mocha
3 1 (0.50%) Sinon.JS
3 1 (0.50%) webpack
General
1 31 (15.50%) Finance
2 13 (6.50%) Games
3 12 (6.00%) Telecoms
4 10 (5.00%) Marketing
5 7 (3.50%) Advertising
6 6 (3.00%) Law
7 4 (2.00%) French Language
7 4 (2.00%) Front Office
7 4 (2.00%) German Language
7 4 (2.00%) Multimedia
7 4 (2.00%) Russian Language
8 3 (1.50%) Banking
9 1 (0.50%) Electronics
Job Titles
1 59 (29.50%) Developer
2 44 (22.00%) Data Scientist
3 32 (16.00%) Machine Learning Engineer
4 26 (13.00%) Machine Learning Scientist
5 20 (10.00%) Software Engineer
6 17 (8.50%) C++ Developer
7 16 (8.00%) Python Developer
8 13 (6.50%) Senior Data Scientist
9 11 (5.50%) Ruby Engineer
9 11 (5.50%) Scala Developer
10 9 (4.50%) Artificial Intelligence Developer
11 8 (4.00%) Senior Developer
12 7 (3.50%) Machine Learning Developer
13 6 (3.00%) Consultant
14 5 (2.50%) Big Data Consultant
14 5 (2.50%) Data Consultant
14 5 (2.50%) Java Developer
14 5 (2.50%) Ruby Developer
14 5 (2.50%) Salesforce Developer
14 5 (2.50%) Senior Consultant
Libraries, Frameworks & Software Standards
1 17 (8.50%) REST
2 16 (8.00%) scikit-learn
3 14 (7.00%) Theano
4 13 (6.50%) OpenCL
5 11 (5.50%) Natural Language Processing
5 11 (5.50%) NumPy
5 11 (5.50%) TensorFlow
6 10 (5.00%) Web Services
7 9 (4.50%) RabbitMQ
8 7 (3.50%) Django
8 7 (3.50%) HTML
8 7 (3.50%) Kafka
8 7 (3.50%) Node.js
8 7 (3.50%) SciPy
9 6 (3.00%) Akka
9 6 (3.00%) CSS
9 6 (3.00%) Torch
10 5 (2.50%) jQuery
10 5 (2.50%) Play Framework
10 5 (2.50%) Visualforce
Miscellaneous
1 96 (48.00%) Algorithms
2 91 (45.50%) Artificial Intelligence
3 61 (30.50%) Computer Science
4 49 (24.50%) Statistics
5 42 (21.00%) Mathematics
6 32 (16.00%) Visualisation
7 20 (10.00%) Neural Network
8 15 (7.50%) Analytical Skills
9 14 (7.00%) Physics
10 13 (6.50%) User Experience
11 11 (5.50%) Augmented Reality
11 11 (5.50%) Biometrics
12 10 (5.00%) Digital Media
12 10 (5.00%) Robotics
13 9 (4.50%) CUDA
14 7 (3.50%) Data Centre
15 5 (2.50%) Enterprise Software
16 4 (2.00%) Fintech
16 4 (2.00%) Graphic Design
17 3 (1.50%) Hedge funds
Operating Systems
1 8 (4.00%) Linux
2 6 (3.00%) Unix
3 3 (1.50%) Windows
4 2 (1.00%) Android
4 2 (1.00%) Apple iOS
5 1 (0.50%) Mac OS
Processes & Methodologies
1 153 (76.50%) Machine Learning
2 67 (33.50%) Analytics
3 51 (25.50%) Agile Software Development
4 38 (19.00%) Software Engineering
5 23 (11.50%) Microservices
6 22 (11.00%) Computer Vision
7 21 (10.50%) Business Intelligence
7 21 (10.50%) Scrum
8 18 (9.00%) OO
9 17 (8.50%) Multithreading
10 16 (8.00%) Predictive Analytics
11 15 (7.50%) Risk Management
11 15 (7.50%) TDD
12 14 (7.00%) Data Analysis
13 12 (6.00%) Data Analytics
13 12 (6.00%) Data Modelling
13 12 (6.00%) Fraud Detection
13 12 (6.00%) Open Source
14 11 (5.50%) Functional Programming
14 11 (5.50%) Neuroscience
Programming Languages
1 113 (56.50%) Python
2 62 (31.00%) Java
3 58 (29.00%) C++
4 34 (17.00%) SQL
5 32 (16.00%) Scala
6 29 (14.50%) R
7 18 (9.00%) Ruby
8 15 (7.50%) JavaScript
9 14 (7.00%) C
10 13 (6.50%) C#
11 8 (4.00%) MATLAB
12 7 (3.50%) Lua
13 5 (2.50%) Apex Code
13 5 (2.50%) Erlang
14 4 (2.00%) Perl
14 4 (2.00%) SOQL
15 1 (0.50%) Embedded C
15 1 (0.50%) Julia
15 1 (0.50%) PHP
15 1 (0.50%) Shell Script
Qualifications
1 71 (35.50%) PhD
2 67 (33.50%) Degree
3 4 (2.00%) Postgraduate
3 4 (2.00%) Security Cleared
Quality Assurance & Compliance
1 10 (5.00%) QA
2 1 (0.50%) WAI
System Software
1 9 (4.50%) HDFS
2 6 (3.00%) Docker
3 1 (0.50%) Apache Flume
3 1 (0.50%) Firmware
Systems Management
1 1 (0.50%) Ansible
1 1 (0.50%) Oozie
Vendors
1 14 (7.00%) Google
2 7 (3.50%) Salesforce.com
3 4 (2.00%) Adobe
4 3 (1.50%) CA Agile Central
5 2 (1.00%) Intel
5 2 (1.00%) Microsoft
5 2 (1.00%) Oracle
5 2 (1.00%) Tableau
6 1 (0.50%) IBM
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