Period
to 25 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Neural Network skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Neural Network over the 6 months to 25 November 2017 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 843 1064 1203
Rank change year-on-year +221 +139 +15
Permanent jobs citing Neural Network 324 114 68
As % of all permanent IT jobs advertised in England 0.19% 0.064% 0.033%
As % of the Processes & Methodologies category 0.21% 0.071% 0.037%
Number of salaries quoted 298 100 54
England median annual salary £62,500 £52,500 £65,000
Median salary % change year-on-year +19.05% -19.23% -4.41%
10th Percentile £31,100 £27,350 £43,625
90th Percentile £96,625 £97,500 £94,625
UK median annual salary £62,500 £52,500 £65,000
% change year-on-year +19.05% -19.23% -4.41%

Neural Network 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 150884 159712 182329
As % of all permanent IT jobs advertised in England 89.91% 89.42% 88.76%
Number of salaries quoted 120010 133901 151895
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,456 £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%

Neural Network
Job Vacancy Trend in England

Job postings citing Neural Network as a percentage of all IT jobs advertised in England.

Job vacancy trend for Neural Network in England

Neural Network
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Neural Network in England.

Salary trend for Neural Network in England

Neural Network
Salary Histogram in England

The salary distribution of IT jobs citing Neural Network in England over the 6 months to 25 November 2017.

Salary histogram for Neural Network in England

Neural Network
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Neural Network within the England region over the 6 months to 25 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 +114 171 £65,000 -7.14% 15
East of England +66 65 £75,000 +42.86% 9
South East +80 50 £55,000 +15.79% 2
South West +25 21 £55,000 +10.00% 4
North of England +1 17 £45,000 +50.00% 3
North West +2 16 £47,500 +39.71% 1
West Midlands - 9 £29,000 -
East Midlands - 9 £29,000 -
Midlands - 9 £29,000 -
Yorkshire +15 1 £32,500 +25.00% 1
Neural Network
UK

For the 6 months to 25 November 2017, IT jobs citing Neural Network 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 Neural Network.

1 287 (88.58%) Machine Learning
2 271 (83.64%) Python
3 162 (50.00%) Algorithms
4 158 (48.77%) Deep Learning
5 151 (46.60%) Computer Science
6 147 (45.37%) PhD
7 141 (43.52%) Mathematics
8 136 (41.98%) R
9 120 (37.04%) SQL
10 119 (36.73%) Big Data
11 117 (36.11%) C++
12 116 (35.80%) Statistics
13 111 (34.26%) Artificial Intelligence
14 109 (33.64%) Java
15 103 (31.79%) Analytics
16 101 (31.17%) Natural Language Processing
17 95 (29.32%) Computer Vision
18 94 (29.01%) Degree
19 90 (27.78%) Software Engineering
20 82 (25.31%) Physics
21 76 (23.46%) MATLAB
22 75 (23.15%) Probabilistic Modelling
23 74 (22.84%) Bayesian Methods
23 74 (22.84%) TensorFlow
24 62 (19.14%) Agile Software Development
25 60 (18.52%) Finance
26 59 (18.21%) Apache Spark
27 58 (17.90%) Scala
27 58 (17.90%) Hadoop
28 55 (16.98%) Julia

Neural Network
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 59 (18.21%) Apache Spark
2 21 (6.48%) SAS
3 15 (4.63%) DNN
4 10 (3.09%) Apache
4 10 (3.09%) Elasticsearch
5 7 (2.16%) Apache Solr
5 7 (2.16%) nginx
6 5 (1.54%) Tomcat
7 4 (1.23%) Apache Pig
8 2 (0.62%) Jupyter
Applications
1 8 (2.47%) Chatbot
2 4 (1.23%) SPSS
3 2 (0.62%) Gephi
3 2 (0.62%) GNU Octave
4 1 (0.31%) S-PLUS
4 1 (0.31%) Spreadsheet
4 1 (0.31%) Stata
4 1 (0.31%) Weka
Business Applications
1 1 (0.31%) Capstone
Cloud Services
1 30 (9.26%) Amazon AWS
2 22 (6.79%) Microsoft Azure
3 12 (3.70%) GitHub
4 8 (2.47%) Azure Machine Learning
5 7 (2.16%) OpenShift
6 6 (1.85%) Amazon S3
6 6 (1.85%) Google Cloud Platform
7 1 (0.31%) Amazon EMR
7 1 (0.31%) Cortana Intelligence Suite
7 1 (0.31%) PaaS
7 1 (0.31%) SaaS
Communications & Networking
1 9 (2.78%) Internet
2 5 (1.54%) Network Security
Database & Business Intelligence
1 119 (36.73%) Big Data
2 58 (17.90%) Hadoop
3 39 (12.04%) Data Mining
4 28 (8.64%) Apache Hive
5 19 (5.86%) Text Mining
6 17 (5.25%) MongoDB
7 16 (4.94%) NoSQL
8 13 (4.01%) SQL Server
9 11 (3.40%) HBase
9 11 (3.40%) PostgreSQL
9 11 (3.40%) QlikView
10 10 (3.09%) Apache Cassandra
10 10 (3.09%) Neo4j
10 10 (3.09%) Power BI
11 9 (2.78%) MySQL
12 8 (2.47%) Data Warehouse
12 8 (2.47%) SQL Server 2016
12 8 (2.47%) SQL Server Analysis Services
12 8 (2.47%) SQL Server Integration Services
12 8 (2.47%) SQL Server Reporting Services
Development Applications
1 38 (11.73%) Git (software)
2 5 (1.54%) CMake
2 5 (1.54%) CodeNarc
2 5 (1.54%) GitLab
2 5 (1.54%) Jenkins
2 5 (1.54%) Spock
3 1 (0.31%) Subversion
General
1 60 (18.52%) Finance
2 16 (4.94%) Games
2 16 (4.94%) Marketing
3 10 (3.09%) Retail
4 8 (2.47%) Automotive
4 8 (2.47%) Banking
4 8 (2.47%) Electronics
5 4 (1.23%) Front Office
5 4 (1.23%) Investment Banking
5 4 (1.23%) Telecoms
6 1 (0.31%) Advertising
6 1 (0.31%) Law
6 1 (0.31%) Military
6 1 (0.31%) Publishing
6 1 (0.31%) Retail Banking
6 1 (0.31%) Wholesale Banking
Job Titles
1 98 (30.25%) Data Scientist
2 52 (16.05%) Machine Learning Engineer
3 47 (14.51%) Developer
4 40 (12.35%) Machine Learning Researcher
5 36 (11.11%) Software Engineer
6 31 (9.57%) Machine Learning Scientist
7 23 (7.10%) Senior Data Scientist
8 21 (6.48%) Software Developer
9 17 (5.25%) C++ Software Engineer
10 15 (4.63%) Computer Engineer
10 15 (4.63%) Computer Vision Engineer
11 13 (4.01%) C++ Developer
11 13 (4.01%) Python Software Engineer
12 12 (3.70%) Graduate
12 12 (3.70%) Linux Engineer
13 11 (3.40%) Machine Learning Developer
14 9 (2.78%) C++ Software Developer
14 9 (2.78%) Developer/Software Engineer
14 9 (2.78%) Research Engineer
14 9 (2.78%) Senior Developer
Libraries, Frameworks & Software Standards
1 101 (31.17%) Natural Language Processing
2 74 (22.84%) TensorFlow
3 27 (8.33%) Theano
3 27 (8.33%) Torch
4 22 (6.79%) OpenCV
5 16 (4.94%) HTML
5 16 (4.94%) Keras
5 16 (4.94%) Polymer
6 14 (4.32%) .NET
7 12 (3.70%) HTML5
7 12 (3.70%) Kafka
7 12 (3.70%) Web Components
8 11 (3.40%) D3.js
8 11 (3.40%) scikit-learn
8 11 (3.40%) Unity (Game Engine)
9 7 (2.16%) DBIx::Class
9 7 (2.16%) FastCGI
9 7 (2.16%) Gearman
9 7 (2.16%) LAMP
9 7 (2.16%) Lucene
Miscellaneous
1 162 (50.00%) Algorithms
2 151 (46.60%) Computer Science
3 41 (12.65%) Analytical Skills
4 30 (9.26%) Robotics
5 24 (7.41%) Greenfield Project
6 18 (5.56%) 3D Graphics
7 15 (4.63%) User Experience
8 14 (4.32%) Clustering
8 14 (4.32%) CUDA
9 12 (3.70%) Video\Live Streaming
10 8 (2.47%) Data Structures
10 8 (2.47%) Social Network
10 8 (2.47%) Virtual Team
11 7 (2.16%) NHS
12 6 (1.85%) Acoustics
13 5 (1.54%) GPGPU
14 4 (1.23%) Fintech
15 3 (0.93%) Linux Command Line
15 3 (0.93%) Social Media
16 2 (0.62%) Management Information System
Operating Systems
1 47 (14.51%) Linux
2 17 (5.25%) Unix
3 5 (1.54%) Debian
3 5 (1.54%) Ubuntu
4 1 (0.31%) Android
4 1 (0.31%) Embedded Linux
Processes & Methodologies
1 287 (88.58%) Machine Learning
2 158 (48.77%) Deep Learning
3 141 (43.52%) Mathematics
4 116 (35.80%) Statistics
5 111 (34.26%) Artificial Intelligence
6 103 (31.79%) Analytics
7 95 (29.32%) Computer Vision
8 90 (27.78%) Software Engineering
9 82 (25.31%) Physics
10 75 (23.15%) Probabilistic Modelling
11 74 (22.84%) Bayesian Methods
12 62 (19.14%) Agile Software Development
13 49 (15.12%) Reinforcement Learning
14 48 (14.81%) Economics
15 45 (13.89%) Open Source
16 39 (12.04%) Visualisation
17 34 (10.49%) Data Analysis
18 33 (10.19%) Predictive Modelling
19 31 (9.57%) Predictive Analytics
20 28 (8.64%) Convolutional Neural Network
Programming Languages
1 271 (83.64%) Python
2 136 (41.98%) R
3 120 (37.04%) SQL
4 117 (36.11%) C++
5 109 (33.64%) Java
6 76 (23.46%) MATLAB
7 58 (17.90%) Scala
8 55 (16.98%) Julia
9 44 (13.58%) C
10 26 (8.02%) C#
11 15 (4.63%) JavaScript
12 13 (4.01%) Perl
13 7 (2.16%) Shell Script
14 6 (1.85%) Ruby
15 5 (1.54%) Assembly Language
15 5 (1.54%) ES6
15 5 (1.54%) Groovy
15 5 (1.54%) Haskell
15 5 (1.54%) Kotlin
16 3 (0.93%) T-SQL
Qualifications
1 147 (45.37%) PhD
2 94 (29.01%) Degree
3 31 (9.57%) Computer Science Degree
4 17 (5.25%) Master's Degree
5 8 (2.47%) Numerate Degree
6 2 (0.62%) Postgraduate
Quality Assurance & Compliance
1 3 (0.93%) Data Quality
2 1 (0.31%) GDPR
2 1 (0.31%) Solvency II
System Software
1 8 (2.47%) Docker
2 7 (2.16%) Varnish
3 3 (0.93%) HDFS
Systems Management
1 7 (2.16%) Opscode Chef
1 7 (2.16%) Puppet
2 5 (1.54%) Ansible
3 1 (0.31%) Hadoop YARN
3 1 (0.31%) Kubernetes
3 1 (0.31%) Oozie
Vendors
1 20 (6.17%) Google
2 16 (4.94%) Microsoft
2 16 (4.94%) Tableau
3 9 (2.78%) IBM
4 5 (1.54%) Oracle
5 4 (1.23%) Cloudera
6 3 (0.93%) Greenplum
6 3 (0.93%) Hortonworks
6 3 (0.93%) Intel
6 3 (0.93%) MapR
6 3 (0.93%) NVIDIA
7 2 (0.62%) Adthena
7 2 (0.62%) MicroStrategy
8 1 (0.31%) Apple
8 1 (0.31%) Perforce
8 1 (0.31%) RapidMiner
8 1 (0.31%) SAP
8 1 (0.31%) Splunk