The following table provides summary statistics for permanent job vacancies with a requirement for Deep Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Deep Learning over the 3 months to 24 April 2017 with a comparison to the same period in the previous 2 years.

Deep Learning
UK
3 months to
24 Apr 2017
Same period 2016 Same period 2015
Rank 703 930 978
Rank change year-on-year +227 +48  
Permanent jobs citing Deep Learning 161 37 8
As % of all permanent IT jobs advertised in the UK 0.19% 0.035% 0.007%
As % of the Processes & Methodologies category 0.21% 0.040% 0.008%
Number of salaries quoted 132 34 8
Median salary £70,000 £60,000 £68,750
Median salary % change year-on-year +16.66% -12.72%  
90% offered a salary of more than £40,000 £45,000 £57,500
10% offered a salary of more than £100,000 £90,000 £103,000
UK excluding London median salary £65,000 £63,750 -
% change year-on-year +1.96% -  

Deep Learning is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 76628 92534 98045
As % of all permanent IT job vacancies advertised in the UK 89.33% 88.74% 87.11%
Number of salaries quoted 62957 76844 79256
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 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Deep Learning
Job Vacancy Trend

The job posting trend of jobs advertised citing Deep Learning as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Deep Learning 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.

Salary trend for Deep Learning in the UK

Deep Learning
Salary Histogram

The salary distribution of IT jobs citing Deep Learning over the 3 months to 24 April 2017.

Salary histogram for Deep Learning in the UK

Deep Learning
Top 25 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 April 2017. 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 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 +213 159 £70,000 +16.66% 20
London +120 100 £70,000 +16.66% 10
East of England - 22 £75,000 - 6
Cambridgeshire - 20 £75,000 - 6
Cambridge - 20 £75,000 - 5
South West +39 19 £40,000 -20.00% 2
Bristol +12 13 £37,500 -25.00% 1
South East +70 9 £65,000 -16.12% 2
Berkshire - 8 £65,000 -
City of London +39 7 £57,500 +15.00% 2
Slough - 6 £65,000 -
Gloucestershire +10 5 £40,000 - 1
West Midlands - 5 £40,000 -
Coventry - 5 £40,000 -
North West - 4 £46,250 -
Manchester - 4 £46,250 -
Scotland - 2 £72,500 -
Bedfordshire - 2 - -
Glasgow - 1 £72,500 -
Hampshire - 1 £27,500 -
Tewkesbury - 1 £45,000 - 1
Portsmouth - 1 £27,500 -
Street - 1 £75,000 -
Westminster - 1 £90,000 -
Somerset - 1 £75,000 -

For the 6 months to 24 April 2017, 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.

1 232 (91.70%) Machine Learning
2 186 (73.52%) Python
3 141 (55.73%) PhD
4 132 (52.17%) Algorithms
5 119 (47.04%) Java
6 112 (44.27%) Artificial Intelligence
7 101 (39.92%) C++
8 79 (31.23%) Computer Science
9 78 (30.83%) Big Data
10 74 (29.25%) Software Engineering
11 64 (25.30%) Scala
12 63 (24.90%) Computer Vision
13 61 (24.11%) Statistics
14 60 (23.72%) Analytics
15 57 (22.53%) Apache Spark
15 57 (22.53%) Mathematics
16 50 (19.76%) Neural Network
17 48 (18.97%) R
18 44 (17.39%) Agile Software Development
18 44 (17.39%) Natural Language Processing
18 44 (17.39%) Hadoop
19 43 (17.00%) Degree
20 38 (15.02%) SQL
20 38 (15.02%) Reinforcement Learning
21 36 (14.23%) TensorFlow
22 35 (13.83%) Games
23 34 (13.44%) Actionable Insight
24 31 (12.25%) Finance
25 30 (11.86%) Visualisation
25 30 (11.86%) NoSQL

Deep Learning
Co-occurring 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 57 (22.53%) Apache Spark
2 11 (4.35%) DNN
3 8 (3.16%) Elasticsearch
4 6 (2.37%) Tornado
5 5 (1.98%) Apache Pig
6 4 (1.58%) SAS
7 1 (0.40%) Apache
Applications
1 4 (1.58%) Adobe Illustrator
1 4 (1.58%) Photoshop
1 4 (1.58%) Weka
Cloud Services
1 14 (5.53%) Cloud Computing
2 10 (3.95%) Google Cloud Platform
3 8 (3.16%) Amazon AWS
4 5 (1.98%) SaaS
5 4 (1.58%) Adobe Creative Cloud
6 2 (0.79%) Amazon SQS
7 1 (0.40%) GitHub
7 1 (0.40%) Google Analytics
Communications & Networking
1 8 (3.16%) Internet
2 2 (0.79%) HTTP
Database & Business Intelligence
1 78 (30.83%) Big Data
2 44 (17.39%) Hadoop
3 30 (11.86%) NoSQL
4 25 (9.88%) Data Mining
5 16 (6.32%) Apache Cassandra
6 14 (5.53%) Apache Hive
7 13 (5.14%) MongoDB
8 11 (4.35%) Relational Database
9 10 (3.95%) PostgreSQL
10 7 (2.77%) Neo4j
11 6 (2.37%) KNIME
11 6 (2.37%) Spotfire
12 5 (1.98%) Amazon Redshift
13 4 (1.58%) Redis
13 4 (1.58%) Triplestore
14 3 (1.19%) KDB
15 2 (0.79%) Data Warehouse
15 2 (0.79%) HBase
15 2 (0.79%) RethinkDB
15 2 (0.79%) Text Mining
Development Applications
1 26 (10.28%) Git (software)
2 2 (0.79%) LabVIEW
General
1 35 (13.83%) Games
2 31 (12.25%) Finance
3 13 (5.14%) Advertising
4 10 (3.95%) Marketing
5 6 (2.37%) Billing
5 6 (2.37%) Pharmaceutical
5 6 (2.37%) Retail
5 6 (2.37%) Telecoms
6 5 (1.98%) Back Office
6 5 (1.98%) Banking
7 4 (1.58%) French Language
7 4 (1.58%) German Language
7 4 (1.58%) Russian Language
8 2 (0.79%) Law
8 2 (0.79%) Multimedia
8 2 (0.79%) Publishing
9 1 (0.40%) Automotive
9 1 (0.40%) Financial Institution
9 1 (0.40%) Legal
Job Titles
1 73 (28.85%) Data Scientist
2 47 (18.58%) Machine Learning Engineer
2 47 (18.58%) Software Engineer
3 35 (13.83%) Developer
4 30 (11.86%) Machine Learning Scientist
5 23 (9.09%) Senior Data Scientist
6 13 (5.14%) Computer Engineer
7 11 (4.35%) Consultant
7 11 (4.35%) Python Developer
7 11 (4.35%) Research Engineer
8 10 (3.95%) Computer Vision Engineer
9 9 (3.56%) Analytics Consultant
9 9 (3.56%) Big Data Consultant
9 9 (3.56%) Data Consultant
9 9 (3.56%) Graduate
9 9 (3.56%) Hadoop Consultant
9 9 (3.56%) Software Developer
10 7 (2.77%) Developer/Software Engineer
11 6 (2.37%) C++ Software Engineer
11 6 (2.37%) Java Developer
Libraries, Frameworks & Software Standards
1 44 (17.39%) Natural Language Processing
2 36 (14.23%) TensorFlow
3 30 (11.86%) Theano
4 25 (9.88%) Unity (Game Engine)
5 12 (4.74%) OpenCV
6 10 (3.95%) OpenCL
6 10 (3.95%) scikit-learn
7 8 (3.16%) D3.js
7 8 (3.16%) Flask
7 8 (3.16%) Pandas
8 7 (2.77%) Kafka
8 7 (2.77%) NumPy
9 6 (2.37%) CSS
10 5 (1.98%) HTML
10 5 (1.98%) Java EE
10 5 (1.98%) Keras
10 5 (1.98%) Node.js
10 5 (1.98%) React
10 5 (1.98%) RESTful
11 4 (1.58%) REST
Miscellaneous
1 132 (52.17%) Algorithms
2 79 (31.23%) Computer Science
3 20 (7.91%) User Experience
4 14 (5.53%) Analytical Skills
4 14 (5.53%) Robotics
5 12 (4.74%) 3D Graphics
5 12 (4.74%) Field-Programmable Gate Array
5 12 (4.74%) Fintech
5 12 (4.74%) Hybrid Cloud
5 12 (4.74%) Public Cloud
6 8 (3.16%) Social Network
7 6 (2.37%) Data Centre
7 6 (2.37%) Life Science
7 6 (2.37%) Mobile App
8 5 (1.98%) Credit Risk
9 4 (1.58%) Augmented Reality
9 4 (1.58%) CUDA
9 4 (1.58%) Cyberthreat
9 4 (1.58%) Graphic Design
9 4 (1.58%) Smart Home
Operating Systems
1 16 (6.32%) Linux
2 3 (1.19%) Unix
2 3 (1.19%) Windows
Processes & Methodologies
1 232 (91.70%) Machine Learning
2 112 (44.27%) Artificial Intelligence
3 74 (29.25%) Software Engineering
4 63 (24.90%) Computer Vision
5 61 (24.11%) Statistics
6 60 (23.72%) Analytics
7 57 (22.53%) Mathematics
8 50 (19.76%) Neural Network
9 44 (17.39%) Agile Software Development
10 38 (15.02%) Reinforcement Learning
11 34 (13.44%) Actionable Insight
12 30 (11.86%) Visualisation
13 29 (11.46%) Bayesian Methods
14 28 (11.07%) Predictive Modelling
15 23 (9.09%) Multithreading
16 20 (7.91%) Data Analysis
16 20 (7.91%) Data Visualisation
17 19 (7.51%) Distributed Algorithms
17 19 (7.51%) Physics
18 17 (6.72%) TDD
Programming Languages
1 186 (73.52%) Python
2 119 (47.04%) Java
3 101 (39.92%) C++
4 64 (25.30%) Scala
5 48 (18.97%) R
6 38 (15.02%) SQL
7 23 (9.09%) C#
8 21 (8.30%) C
9 14 (5.53%) MATLAB
10 12 (4.74%) Fortran
10 12 (4.74%) JavaScript
11 5 (1.98%) Julia
11 5 (1.98%) Ruby
12 3 (1.19%) Bash Shell
13 2 (0.79%) Go
13 2 (0.79%) Perl
14 1 (0.40%) TypeScript
Qualifications
1 141 (55.73%) PhD
2 43 (17.00%) Degree
3 4 (1.58%) Security Cleared
4 2 (0.79%) Postgraduate
Quality Assurance & Compliance
1 5 (1.98%) QA
2 2 (0.79%) Data Quality
System Software
1 9 (3.56%) Docker
2 4 (1.58%) HDFS
3 1 (0.40%) Apache Flume
Systems Management
1 3 (1.19%) Kubernetes
2 1 (0.40%) Oozie
Vendors
1 13 (5.14%) Google
2 7 (2.77%) Tableau
3 6 (2.37%) Microsoft
4 5 (1.98%) Apple
4 5 (1.98%) Salesforce.com
5 4 (1.58%) Adobe
6 2 (0.79%) Intel
7 1 (0.40%) IBM
7 1 (0.40%) Marketo
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