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 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
Deep Learning
Rank 874 958 976
Rank change year-on-year
+84 +18
Permanent jobs citing Deep Learning 57 7 11
As % of all permanent IT jobs located in the UK 0.058% 0.006% 0.010%
As % of the Processes & Methodologies category 0.066% 0.007% 0.011%
Number of salaries quoted 52 6 11
Median salary £65,000 £110,000 £37,500
Median salary % change year-on-year
-40.90% +193.33%
90% offered a salary of more than £47,500 £87,500 £32,500
10% offered a salary of more than £80,000 £137,500 £52,500
UK excluding London median salary £65,000 - -

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
86090 96214 98460
As % of all permanent IT jobs located in the UK 87.82% 87.25% 85.41%
Number of salaries quoted 71883 78657 79409
Median salary £50,000 £50,000 £48,036
Median salary % change year-on-year
- +4.08%
90% offered a salary of more than £32,500 £32,000 £31,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

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 24 July 2016 within the UK.

Deep Learning Salary Histogram in the UK

Deep Learning
Top 11 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 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
England +98 56 £65,000 -40.90% 14
London +84 50 £65,000 -40.90% 13
City of London +74 8 £68,750 -49.07% 2
Cambridge - 3 £65,000 - 1
East of England - 3 £65,000 - 1
Cambridgeshire - 3 £65,000 - 1
Gloucestershire - 2 £47,500 -
South West - 2 £47,500 -
South East - 1 £82,500 -
Oxford - 1 £82,500 -
Oxfordshire - 1 £82,500 -

Deep Learning
Top 30 Related IT Skills

For the 6 months to 24 July 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 75 (79.79%) Machine Learning
2 51 (54.26%) Python
3 43 (45.74%) Computer Science
4 39 (41.49%) Artificial Intelligence
5 37 (39.36%) PhD
5 37 (39.36%) Algorithms
6 35 (37.23%) C++
6 35 (37.23%) Degree
7 28 (29.79%) Big Data
8 26 (27.66%) Statistics
8 26 (27.66%) Mathematics
9 25 (26.60%) Java
10 24 (25.53%) Analytics
11 22 (23.40%) Apache Spark
12 21 (22.34%) Neural Network
12 21 (22.34%) Hadoop
13 17 (18.09%) SQL
14 16 (17.02%) Scala
15 15 (15.96%) Software Engineering
16 14 (14.89%) Agile Software Development
16 14 (14.89%) Physics
17 13 (13.83%) JavaScript
17 13 (13.83%) TensorFlow
17 13 (13.83%) Theano
18 12 (12.77%) CUDA
18 12 (12.77%) NumPy
18 12 (12.77%) Matplotlib
18 12 (12.77%) REST
19 11 (11.70%) R
19 11 (11.70%) NoSQL

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 22 (23.40%) Apache Spark
2 4 (4.26%) SAS
3 2 (2.13%) Apache
3 2 (2.13%) Elasticsearch
4 1 (1.06%) nginx
Applications
1 4 (4.26%) MS Excel
2 1 (1.06%) SPSS
Cloud Services
1 9 (9.57%) GitHub
2 4 (4.26%) Amazon AWS
3 2 (2.13%) Microsoft Azure
4 1 (1.06%) Azure Machine Learning
4 1 (1.06%) Google Cloud Platform
Communications & Networking
1 6 (6.38%) Internet
2 4 (4.26%) TCP/IP
Database & Business Intelligence
1 28 (29.79%) Big Data
2 21 (22.34%) Hadoop
3 11 (11.70%) NoSQL
4 7 (7.45%) Apache Hive
5 6 (6.38%) Data Mining
6 5 (5.32%) RDBMS
6 5 (5.32%) Relational Database
7 4 (4.26%) Apache Cassandra
7 4 (4.26%) Flink
7 4 (4.26%) MongoDB
7 4 (4.26%) Neo4j
7 4 (4.26%) SQL Server
8 3 (3.19%) HAWQ
8 3 (3.19%) Pentaho
8 3 (3.19%) Spark SQL
9 1 (1.06%) KDB
9 1 (1.06%) QlikView
9 1 (1.06%) Spotfire
9 1 (1.06%) Triplestore
Development Applications
1 9 (9.57%) Git (software)
2 4 (4.26%) GDB
2 4 (4.26%) Valgrind
3 3 (3.19%) Talend Open Studio
4 1 (1.06%) CircleCI
4 1 (1.06%) Codeship
4 1 (1.06%) Jenkins
4 1 (1.06%) Maven
General
1 10 (10.64%) Finance
2 6 (6.38%) Law
3 5 (5.32%) Marketing
4 4 (4.26%) Games
4 4 (4.26%) Retail
4 4 (4.26%) Telecoms
5 1 (1.06%) Electronics
Job Titles
1 29 (30.85%) Developer
2 23 (24.47%) Data Scientist
3 11 (11.70%) Software Engineer
4 10 (10.64%) Machine Learning Scientist
4 10 (10.64%) Python Developer
5 8 (8.51%) Artificial Intelligence Developer
6 7 (7.45%) Machine Learning Engineer
6 7 (7.45%) Research Engineer
7 6 (6.38%) C++ Developer
7 6 (6.38%) Research Scientist
7 6 (6.38%) Software Developer
8 5 (5.32%) Computer Scientist
8 5 (5.32%) Development Engineer
8 5 (5.32%) Senior Developer
8 5 (5.32%) Software Development Engineer
9 4 (4.26%) Analyst
9 4 (4.26%) Junior
9 4 (4.26%) Programmer
9 4 (4.26%) Salesforce.com Developer
9 4 (4.26%) Scala Developer
Libraries, Frameworks & Software Standards
1 13 (13.83%) TensorFlow
1 13 (13.83%) Theano
2 12 (12.77%) Matplotlib
2 12 (12.77%) NumPy
2 12 (12.77%) REST
3 8 (8.51%) HTML
3 8 (8.51%) Natural Language Processing
3 8 (8.51%) OpenCL
3 8 (8.51%) Web Services
4 7 (7.45%) CSS
5 5 (5.32%) jQuery
5 5 (5.32%) OpenCV
5 5 (5.32%) Pandas
5 5 (5.32%) SciPy
5 5 (5.32%) SOAP
5 5 (5.32%) Visualforce
6 4 (4.26%) Akka
6 4 (4.26%) Play Framework
7 3 (3.19%) RabbitMQ
7 3 (3.19%) scikit-learn
Miscellaneous
1 43 (45.74%) Computer Science
2 39 (41.49%) Artificial Intelligence
3 37 (39.36%) Algorithms
4 26 (27.66%) Mathematics
4 26 (27.66%) Statistics
5 21 (22.34%) Neural Network
6 14 (14.89%) Physics
7 12 (12.77%) CUDA
8 10 (10.64%) Visualisation
9 7 (7.45%) Analytical Skills
10 6 (6.38%) Applied Mathematics
11 5 (5.32%) Fintech
12 3 (3.19%) Augmented Reality
12 3 (3.19%) Chemistry
12 3 (3.19%) Digital Media
12 3 (3.19%) Enterprise Software
12 3 (3.19%) Mobile App
13 2 (2.13%) 3D Graphics
13 2 (2.13%) Robotics
13 2 (2.13%) User Experience
Operating Systems
1 8 (8.51%) Linux
2 4 (4.26%) Android
2 4 (4.26%) Apple iOS
3 1 (1.06%) Mac OS
3 1 (1.06%) Windows
Processes & Methodologies
1 75 (79.79%) Machine Learning
2 24 (25.53%) Analytics
3 15 (15.96%) Software Engineering
4 14 (14.89%) Agile Software Development
5 10 (10.64%) Statistical Modelling
6 9 (9.57%) Data Analytics
6 9 (9.57%) Neuroscience
7 8 (8.51%) Predictive Analytics
7 8 (8.51%) Scrum
8 7 (7.45%) Bayesian Methods
8 7 (7.45%) Microservices
8 7 (7.45%) OO
8 7 (7.45%) Open Source
8 7 (7.45%) TDD
9 6 (6.38%) ETL
9 6 (6.38%) Migration
10 5 (5.32%) Business Intelligence
10 5 (5.32%) Modular Programming
10 5 (5.32%) Peer-to-Peer Lending
11 4 (4.26%) Predictive Modelling
Programming Languages
1 51 (54.26%) Python
2 35 (37.23%) C++
3 25 (26.60%) Java
4 17 (18.09%) SQL
5 16 (17.02%) Scala
6 13 (13.83%) JavaScript
7 11 (11.70%) R
8 6 (6.38%) Apex Code
9 5 (5.32%) C
9 5 (5.32%) MATLAB
9 5 (5.32%) Ruby
10 4 (4.26%) C#
10 4 (4.26%) SOQL
11 3 (3.19%) Erlang
11 3 (3.19%) Julia
11 3 (3.19%) Lua
11 3 (3.19%) Perl
12 2 (2.13%) Assembly Language
12 2 (2.13%) Shell Script
13 1 (1.06%) PHP
Qualifications
1 37 (39.36%) PhD
2 35 (37.23%) Degree
3 5 (5.32%) Security Cleared
4 1 (1.06%) Postgraduate
Quality Assurance & Compliance
1 5 (5.32%) QA
System Software
1 4 (4.26%) Docker
2 3 (3.19%) Apache Flume
Systems Management
1 1 (1.06%) Ansible
1 1 (1.06%) Puppet
Vendors
1 6 (6.38%) Salesforce.com
2 3 (3.19%) Greenplum
2 3 (3.19%) Informatica
2 3 (3.19%) Talend
3 2 (2.13%) IBM
4 1 (1.06%) Cloudera
4 1 (1.06%) Google
4 1 (1.06%) Hortonworks
4 1 (1.06%) Jaspersoft
4 1 (1.06%) MuleSoft
4 1 (1.06%) Oracle
4 1 (1.06%) Tableau
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