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 5 May 2016 with a comparison to the same period over the previous 2 years.

3 months to
5 May 2016
Same period 2015 Same period 2014
Deep Learning
Rank 896 966 987
Rank change year-on-year
+70 +21
Permanent jobs citing Deep Learning 41 8 10
As % of all permanent IT jobs located in the UK 0.040% 0.007% 0.008%
As % of the Processes & Methodologies category 0.046% 0.008% 0.010%
Number of salaries quoted 36 8 10
Median salary £50,000 £95,000 £45,000
Median salary % change year-on-year
-47.36% +111.11%
90% offered a salary of more than £45,000 £64,500 £32,500
10% offered a salary of more than £87,500 £119,000 £65,000
UK excluding London median salary £50,000 - -

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
89899 94925 101915
As % of all permanent IT jobs located in the UK 87.67% 85.97% 85.28%
Number of salaries quoted 74807 76710 82206
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 £32,000 £30,500
10% offered a salary of more than £75,000 £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 5 May 2016 within the UK.

Deep Learning Salary Histogram in the UK

Deep Learning
Top 9 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 5 May 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 +62 41 £50,000 -47.36% 10
London +46 36 £50,000 -47.36% 8
City of London - 13 £50,000 - 3
South West - 4 £48,750 - 1
Bristol - 2 £50,000 - 1
Gloucestershire - 2 £47,500 -
South East - 1 £77,500 - 1
Oxford - 1 £77,500 - 1
Oxfordshire - 1 £77,500 - 1

Deep Learning
Top 30 Related IT Skills

For the 6 months to 5 May 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 51 (86.44%) Machine Learning
2 37 (62.71%) Python
3 35 (59.32%) Computer Science
4 31 (52.54%) PhD
5 25 (42.37%) Big Data
6 24 (40.68%) Algorithms
6 24 (40.68%) C++
7 22 (37.29%) Statistics
8 21 (35.59%) Apache Spark
9 20 (33.90%) Mathematics
9 20 (33.90%) Hadoop
10 18 (30.51%) Degree
11 16 (27.12%) Artificial Intelligence
11 16 (27.12%) Neural Network
12 15 (25.42%) Java
12 15 (25.42%) Analytics
13 13 (22.03%) Finance
14 10 (16.95%) Physics
14 10 (16.95%) CUDA
14 10 (16.95%) R
14 10 (16.95%) Theano
15 9 (15.25%) TensorFlow
15 9 (15.25%) Bayesian Methods
15 9 (15.25%) Statistical Modelling
15 9 (15.25%) Natural Language Processing
15 9 (15.25%) SQL
16 8 (13.56%) Matplotlib
16 8 (13.56%) NumPy
16 8 (13.56%) Scala
16 8 (13.56%) Analytical Skills

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 21 (35.59%) Apache Spark
2 4 (6.78%) Apache
2 4 (6.78%) SAS
3 2 (3.39%) Elasticsearch
Applications
1 4 (6.78%) MS Excel
2 2 (3.39%) SPSS
Cloud Services
1 5 (8.47%) GitHub
2 1 (1.69%) Amazon AWS
2 1 (1.69%) Cloud Computing
2 1 (1.69%) Microsoft Azure
Communications & Networking
1 4 (6.78%) TCP/IP
2 2 (3.39%) Internet
Database & Business Intelligence
1 25 (42.37%) Big Data
2 20 (33.90%) Hadoop
3 7 (11.86%) Apache Hive
3 7 (11.86%) Data Mining
3 7 (11.86%) NoSQL
4 5 (8.47%) MongoDB
5 4 (6.78%) Apache Cassandra
5 4 (6.78%) SQL Server
6 3 (5.08%) Flink
6 3 (5.08%) Neo4j
6 3 (5.08%) Pentaho
6 3 (5.08%) Spark SQL
7 2 (3.39%) BigTable
7 2 (3.39%) KDB
7 2 (3.39%) RDBMS
7 2 (3.39%) Relational Database
8 1 (1.69%) QlikView
8 1 (1.69%) Riak
8 1 (1.69%) Spotfire
Development Applications
1 4 (6.78%) GDB
1 4 (6.78%) Git (software)
1 4 (6.78%) Valgrind
2 3 (5.08%) Talend Open Studio
3 1 (1.69%) Jenkins
3 1 (1.69%) Maven
General
1 13 (22.03%) Finance
2 4 (6.78%) Games
3 2 (3.39%) Marketing
4 1 (1.69%) Electronics
4 1 (1.69%) Retail
4 1 (1.69%) Telecoms
Job Titles
1 17 (28.81%) Data Scientist
2 9 (15.25%) Developer
3 6 (10.17%) Computer Scientist
3 6 (10.17%) Machine Learning Scientist
4 5 (8.47%) Analyst
4 5 (8.47%) Research Scientist
4 5 (8.47%) Software Developer
5 4 (6.78%) Machine Learning Engineer
5 4 (6.78%) Programmer
6 2 (3.39%) Artificial Intelligence Programmer
6 2 (3.39%) Data Analyst
6 2 (3.39%) Java Developer
6 2 (3.39%) Java Programmer
6 2 (3.39%) Research Engineer
6 2 (3.39%) Software Engineer
6 2 (3.39%) Test Analyst
7 1 (1.69%) Computer Engineer
7 1 (1.69%) Python Developer
7 1 (1.69%) Python Programmer
7 1 (1.69%) Software Development Engineer
Libraries, Frameworks & Software Standards
1 10 (16.95%) Theano
2 9 (15.25%) Natural Language Processing
2 9 (15.25%) TensorFlow
3 8 (13.56%) Matplotlib
3 8 (13.56%) NumPy
4 6 (10.17%) SciPy
5 5 (8.47%) OpenCL
5 5 (8.47%) Pandas
5 5 (8.47%) scikit-learn
6 4 (6.78%) Kafka
6 4 (6.78%) OpenCV
7 3 (5.08%) REST
8 2 (3.39%) AngularJS
8 2 (3.39%) CSS
8 2 (3.39%) HTML
8 2 (3.39%) jQuery
8 2 (3.39%) SOAP
8 2 (3.39%) Visualforce
8 2 (3.39%) Web Services
9 1 (1.69%) Esper
Miscellaneous
1 35 (59.32%) Computer Science
2 24 (40.68%) Algorithms
3 22 (37.29%) Statistics
4 20 (33.90%) Mathematics
5 16 (27.12%) Artificial Intelligence
5 16 (27.12%) Neural Network
6 10 (16.95%) CUDA
6 10 (16.95%) Physics
7 8 (13.56%) Analytical Skills
8 6 (10.17%) Applied Mathematics
8 6 (10.17%) Visualisation
9 4 (6.78%) Fintech
9 4 (6.78%) Mobile App
10 3 (5.08%) Robotics
11 2 (3.39%) Hedge funds
12 1 (1.69%) Data Extraction
12 1 (1.69%) Informatics
12 1 (1.69%) Social Media
12 1 (1.69%) User Experience
Operating Systems
1 5 (8.47%) Linux
2 2 (3.39%) Android
2 2 (3.39%) Apple iOS
Processes & Methodologies
1 51 (86.44%) Machine Learning
2 15 (25.42%) Analytics
3 9 (15.25%) Bayesian Methods
3 9 (15.25%) Statistical Modelling
4 7 (11.86%) Agile Software Development
5 6 (10.17%) Data Analytics
5 6 (10.17%) Open Source
6 5 (8.47%) Data Analysis
6 5 (8.47%) ETL
6 5 (8.47%) Predictive Modelling
7 4 (6.78%) Business Intelligence
7 4 (6.78%) Convolutional Neural Network
7 4 (6.78%) Markov Chain
7 4 (6.78%) OO
7 4 (6.78%) Peer-to-Peer Lending
7 4 (6.78%) Signal Processing
8 3 (5.08%) Data Acquisition
8 3 (5.08%) Hidden Markov Model
8 3 (5.08%) Performance Tuning
8 3 (5.08%) Presales
Programming Languages
1 37 (62.71%) Python
2 24 (40.68%) C++
3 15 (25.42%) Java
4 10 (16.95%) R
5 9 (15.25%) SQL
6 8 (13.56%) Scala
7 6 (10.17%) C
7 6 (10.17%) MATLAB
8 5 (8.47%) JavaScript
9 3 (5.08%) C#
9 3 (5.08%) Ruby
10 2 (3.39%) Apex Code
10 2 (3.39%) Assembly Language
10 2 (3.39%) Julia
10 2 (3.39%) Perl
11 1 (1.69%) Lua
11 1 (1.69%) PHP
11 1 (1.69%) Shell Script
11 1 (1.69%) SOQL
Qualifications
1 31 (52.54%) PhD
2 18 (30.51%) Degree
3 2 (3.39%) Postgraduate
4 1 (1.69%) Security Cleared
System Software
1 3 (5.08%) Apache Flume
1 3 (5.08%) Docker
Systems Management
1 1 (1.69%) Puppet
Vendors
1 3 (5.08%) Greenplum
1 3 (5.08%) Informatica
1 3 (5.08%) Talend
2 2 (3.39%) Salesforce.com
3 1 (1.69%) Cloudera
3 1 (1.69%) Hortonworks
3 1 (1.69%) IBM
3 1 (1.69%) Jaspersoft
3 1 (1.69%) MuleSoft
3 1 (1.69%) Oracle
3 1 (1.69%) Tableau
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