Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Deep Learning
UK > England
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 711 1021 1264
Rank change year-on-year +310 +243 +23
Permanent jobs citing Deep Learning 466 176 24
As % of all permanent IT jobs advertised in England 0.28% 0.100% 0.012%
As % of the Processes & Methodologies category 0.31% 0.11% 0.013%
Number of salaries quoted 385 149 23
England median annual salary £65,000 £65,000 £65,000
10th Percentile £40,000 £50,000 £37,420
90th Percentile £95,000 £88,750 £125,000
UK median annual salary £65,000 £65,000 £65,000

Deep Learning is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 151516 157743 182536
As % of all permanent IT jobs advertised in England 89.93% 89.35% 88.74%
Number of salaries quoted 120527 132311 151934
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Deep Learning
Job Vacancy Trend in England

Job postings citing Deep Learning as a percentage of all IT jobs advertised in England.

Job vacancy trend for Deep Learning 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 in England.

Salary trend for Deep Learning in England

Deep Learning
Salary Histogram in England

The salary distribution of IT jobs citing Deep Learning in England over the 6 months to 20 November 2017.

Salary histogram for Deep Learning 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 6 months to 20 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +154 301 £65,000 - 38
East of England +47 61 £75,000 - 11
South East +79 44 £70,000 +16.67% 3
South West +39 34 £45,000 -2.70% 6
North of England +21 24 £50,000 -61.54% 2
North West +5 19 £57,500 -55.77% 1
Yorkshire +8 3 £32,500 - 1
North East -4 2 £36,250 -
Midlands - 2 £45,000 - 3
East Midlands - 1 £40,000 -
West Midlands - 1 £50,000 - 3
Deep Learning
UK

For the 6 months to 20 November 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 across the England region with a requirement for Deep Learning.

1 414 (88.84%) Machine Learning
2 364 (78.11%) Python
3 229 (49.14%) PhD
4 197 (42.27%) Algorithms
5 194 (41.63%) Java
5 194 (41.63%) Artificial Intelligence
6 165 (35.41%) Computer Science
6 165 (35.41%) C++
7 161 (34.55%) Mathematics
7 161 (34.55%) TensorFlow
8 159 (34.12%) Neural Network
9 148 (31.76%) Natural Language Processing
10 145 (31.12%) Big Data
11 143 (30.69%) SQL
12 137 (29.40%) R
13 126 (27.04%) Statistics
14 122 (26.18%) Computer Vision
15 121 (25.97%) Physics
16 109 (23.39%) Software Engineering
17 106 (22.75%) Apache Spark
18 104 (22.32%) Analytics
19 102 (21.89%) Degree
20 95 (20.39%) MATLAB
21 92 (19.74%) Hadoop
22 86 (18.45%) Agile Software Development
22 86 (18.45%) Bayesian Methods
23 69 (14.81%) Scala
24 66 (14.16%) Probabilistic Modelling
25 63 (13.52%) Finance
26 58 (12.45%) Julia

Deep Learning
Co-occurring 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
1 106 (22.75%) Apache Spark
2 18 (3.86%) SAS
3 15 (3.22%) Apache
4 14 (3.00%) DNN
5 10 (2.15%) Apache Pig
5 10 (2.15%) Tomcat
6 7 (1.50%) GeoServer
7 5 (1.07%) Confluence
7 5 (1.07%) JBoss
8 3 (0.64%) Elasticsearch
9 1 (0.21%) Apache Solr
Applications
1 5 (1.07%) SPSS
2 4 (0.86%) Chatbot
3 2 (0.43%) Microsoft Excel
3 2 (0.43%) Weka
4 1 (0.21%) GNU Octave
4 1 (0.21%) Microsoft Office
4 1 (0.21%) Microsoft PowerPoint
4 1 (0.21%) Photoshop
4 1 (0.21%) S-PLUS
4 1 (0.21%) Spreadsheet
4 1 (0.21%) Stata
Business Applications
1 1 (0.21%) Oracle EBS
Cloud Services
1 29 (6.22%) Cloud Computing
2 27 (5.79%) Microsoft Azure
3 24 (5.15%) Amazon AWS
4 18 (3.86%) Google Cloud Platform
5 7 (1.50%) Azure Data Factory
6 6 (1.29%) Azure Machine Learning
7 5 (1.07%) GitHub
7 5 (1.07%) SaaS
8 2 (0.43%) Google Compute Engine
9 1 (0.21%) Cortana Intelligence Suite
9 1 (0.21%) Office 365
9 1 (0.21%) Serverless
Communications & Networking
1 13 (2.79%) Internet
2 5 (1.07%) Network Security
3 1 (0.21%) TCP/IP
Database & Business Intelligence
1 145 (31.12%) Big Data
2 92 (19.74%) Hadoop
3 45 (9.66%) NoSQL
4 39 (8.37%) Data Mining
5 35 (7.51%) Apache Hive
6 22 (4.72%) Apache Cassandra
7 20 (4.29%) HBase
7 20 (4.29%) MongoDB
8 17 (3.65%) Text Mining
9 16 (3.43%) Relational Database
10 13 (2.79%) MySQL
10 13 (2.79%) PostgreSQL
11 12 (2.58%) RDBMS
12 11 (2.36%) Neo4j
13 10 (2.15%) Amazon Redshift
14 8 (1.72%) Data Warehouse
14 8 (1.72%) SQL Server
15 7 (1.50%) HDInsight
16 5 (1.07%) GIS
16 5 (1.07%) Triplestore
Development Applications
1 38 (8.15%) Git (software)
2 11 (2.36%) JUnit
3 10 (2.15%) Jenkins
4 5 (1.07%) Atlassian Bamboo
4 5 (1.07%) CMake
4 5 (1.07%) CodeNarc
4 5 (1.07%) GitLab
4 5 (1.07%) Spock
4 5 (1.07%) Travis CI
5 2 (0.43%) Visual Studio
6 1 (0.21%) Subversion
6 1 (0.21%) Team Foundation Server
General
1 63 (13.52%) Finance
2 26 (5.58%) Marketing
3 24 (5.15%) Banking
4 22 (4.72%) Games
5 14 (3.00%) Retail
6 12 (2.58%) Financial Institution
7 11 (2.36%) Advertising
7 11 (2.36%) Telecoms
8 10 (2.15%) Investment Banking
9 9 (1.93%) Automotive
9 9 (1.93%) Retail Banking
10 8 (1.72%) Publishing
11 5 (1.07%) Electronics
12 4 (0.86%) Legal
13 3 (0.64%) Manufacturing
14 2 (0.43%) Law
14 2 (0.43%) Military
15 1 (0.21%) Corporate Banking
15 1 (0.21%) Front Office
Job Titles
1 106 (22.75%) Data Scientist
2 94 (20.17%) Machine Learning Engineer
3 65 (13.95%) Software Engineer
4 56 (12.02%) Developer
5 51 (10.94%) Machine Learning Researcher
6 45 (9.66%) Machine Learning Scientist
7 25 (5.36%) Data Engineer
8 20 (4.29%) Computer Engineer
8 20 (4.29%) Computer Vision Engineer
9 18 (3.86%) Senior Data Scientist
10 16 (3.43%) Software Developer
11 14 (3.00%) Developer/Software Engineer
11 14 (3.00%) Research Scientist
12 12 (2.58%) Research Engineer
13 11 (2.36%) Architect
13 11 (2.36%) Big Data Engineer
13 11 (2.36%) Machine Learning Developer
14 9 (1.93%) C++ Developer
14 9 (1.93%) Consultant
15 7 (1.50%) Programmer
Libraries, Frameworks & Software Standards
1 161 (34.55%) TensorFlow
2 148 (31.76%) Natural Language Processing
3 52 (11.16%) Theano
4 35 (7.51%) Keras
5 27 (5.79%) OpenCV
6 24 (5.15%) Torch
7 21 (4.51%) scikit-learn
8 19 (4.08%) NumPy
9 17 (3.65%) Kafka
9 17 (3.65%) REST
10 14 (3.00%) CSS
10 14 (3.00%) HTML
10 14 (3.00%) Spring
11 12 (2.58%) Pandas
12 11 (2.36%) Unity (Game Engine)
13 10 (2.15%) Node.js
14 8 (1.72%) ActiveMQ
14 8 (1.72%) CNTK
15 7 (1.50%) GeoTools
15 7 (1.50%) JTS
Miscellaneous
1 197 (42.27%) Algorithms
2 165 (35.41%) Computer Science
3 32 (6.87%) Analytical Skills
3 32 (6.87%) Robotics
4 24 (5.15%) Clustering
5 23 (4.94%) Greenfield Project
5 23 (4.94%) Public Cloud
6 22 (4.72%) Data Centre
6 22 (4.72%) Field-Programmable Gate Array
6 22 (4.72%) Hybrid Cloud
7 18 (3.86%) User Experience
8 17 (3.65%) Fintech
9 9 (1.93%) Data Structures
10 8 (1.72%) Augmented Reality
10 8 (1.72%) Mobile App
10 8 (1.72%) Virtual Team
11 7 (1.50%) 3D Graphics
11 7 (1.50%) Client/Server
11 7 (1.50%) NHS
12 6 (1.29%) CUDA
Operating Systems
1 46 (9.87%) Linux
2 9 (1.93%) Windows
3 5 (1.07%) Android
3 5 (1.07%) Debian
3 5 (1.07%) Ubuntu
4 1 (0.21%) Unix
Processes & Methodologies
1 414 (88.84%) Machine Learning
2 194 (41.63%) Artificial Intelligence
3 161 (34.55%) Mathematics
4 159 (34.12%) Neural Network
5 126 (27.04%) Statistics
6 122 (26.18%) Computer Vision
7 121 (25.97%) Physics
8 109 (23.39%) Software Engineering
9 104 (22.32%) Analytics
10 86 (18.45%) Agile Software Development
10 86 (18.45%) Bayesian Methods
11 66 (14.16%) Probabilistic Modelling
12 51 (10.94%) Economics
13 41 (8.80%) Data Analysis
14 38 (8.15%) Reinforcement Learning
15 31 (6.65%) Cybersecurity
16 30 (6.44%) Data Analytics
16 30 (6.44%) Image Processing
17 24 (5.15%) Open Source
18 23 (4.94%) Predictive Modelling
Programming Languages
1 364 (78.11%) Python
2 194 (41.63%) Java
3 165 (35.41%) C++
4 143 (30.69%) SQL
5 137 (29.40%) R
6 95 (20.39%) MATLAB
7 69 (14.81%) Scala
8 58 (12.45%) Julia
9 43 (9.23%) C#
10 34 (7.30%) JavaScript
11 29 (6.22%) C
12 16 (3.43%) Perl
13 7 (1.50%) PHP
13 7 (1.50%) Ruby
14 6 (1.29%) Kotlin
15 5 (1.07%) ES6
15 5 (1.07%) Groovy
15 5 (1.07%) Haskell
16 4 (0.86%) Go
17 2 (0.43%) Ada 95
Qualifications
1 229 (49.14%) PhD
2 102 (21.89%) Degree
3 20 (4.29%) Master's Degree
4 19 (4.08%) Computer Science Degree
5 13 (2.79%) Postgraduate
6 5 (1.07%) Security Cleared
7 4 (0.86%) SC Cleared
8 3 (0.64%) Numerate Degree
9 1 (0.21%) MBA
9 1 (0.21%) PMP
Quality Assurance & Compliance
1 17 (3.65%) QA
2 15 (3.22%) Data Quality
3 1 (0.21%) GDPR
3 1 (0.21%) Solvency II
System Software
1 5 (1.07%) HDFS
2 2 (0.43%) Docker
Systems Management
1 5 (1.07%) Ansible
Vendors
1 34 (7.30%) Google
2 25 (5.36%) Microsoft
3 10 (2.15%) IBM
4 5 (1.07%) Twitter
5 4 (0.86%) Teradata
6 3 (0.64%) SAP
6 3 (0.64%) Tableau
7 1 (0.21%) Apple
7 1 (0.21%) ESRI
7 1 (0.21%) Hortonworks
7 1 (0.21%) MicroStrategy
7 1 (0.21%) Oracle
7 1 (0.21%) RapidMiner
7 1 (0.21%) Splunk
7 1 (0.21%) Vertica