Period
to 23 February 2018

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 23 February 2018 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 757 1054 1153
Rank change year-on-year +297 +99 +18
Permanent jobs citing Neural Network 410 100 105
As % of all permanent IT jobs advertised in England 0.25% 0.060% 0.053%
As % of the Processes & Methodologies category 0.28% 0.067% 0.059%
Number of salaries quoted 358 80 86
England median annual salary £62,500 £55,000 £68,750
Median salary % change year-on-year +13.64% -20.00% +14.58%
10th Percentile £32,500 £27,500 £42,500
90th Percentile £95,000 £82,500 £80,000
UK median annual salary £62,500 £55,000 £68,750
% change year-on-year +13.64% -20.00% +14.58%

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 148,181 148,261 176,535
As % of all permanent IT jobs advertised in England 89.85% 89.53% 88.83%
Number of salaries quoted 121,478 123,007 147,828
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £81,250 £80,000 £77,500
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +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 23 February 2018.

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 23 February 2018. 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 +160 200 £65,000 -3.70% 27
East of England +61 88 £55,000 +4.76% 10
South East +57 58 £70,000 +14.29% 7
South West +53 51 £55,000 -26.67% 2
North of England -15 11 £39,000 +14.71% 4
North West -32 10 £40,000 +17.65% 3
West Midlands - 10 £29,000 - 2
Midlands - 10 £29,000 - 2
East Midlands - 8 £29,000 -
Yorkshire - 1 £37,500 - 1
Neural Network
UK

For the 6 months to 23 February 2018, IT jobs citing Neural Network also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for Neural Network.

1 364 (88.78%) Machine Learning
2 355 (86.59%) Python
3 224 (54.63%) Algorithms
4 218 (53.17%) Deep Learning
5 192 (46.83%) PhD
6 188 (45.85%) Data Science
7 183 (44.63%) C++
8 158 (38.54%) Computer Science
8 158 (38.54%) Natural Language Processing
9 155 (37.80%) R
9 155 (37.80%) Big Data
10 140 (34.15%) Mathematics
11 135 (32.93%) Artificial Intelligence
12 127 (30.98%) SQL
13 122 (29.76%) Statistics
14 116 (28.29%) Java
15 115 (28.05%) Software Engineering
16 114 (27.80%) Bayesian Methods
17 104 (25.37%) TensorFlow
18 99 (24.15%) MATLAB
19 90 (21.95%) Computer Vision
20 86 (20.98%) Analytics
21 83 (20.24%) Degree
22 80 (19.51%) Physics
23 77 (18.78%) C
24 73 (17.80%) Probabilistic Modelling
25 70 (17.07%) Agile Software Development
26 65 (15.85%) Scala
27 64 (15.61%) Apache Spark
28 61 (14.88%) Reinforcement Learning

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 64 (15.61%) Apache Spark
2 23 (5.61%) DNN
3 15 (3.66%) SAS
4 9 (2.20%) Apache
4 9 (2.20%) Elasticsearch
5 6 (1.46%) Apache Solr
5 6 (1.46%) nginx
6 3 (0.73%) Apache Pig
6 3 (0.73%) Jupyter
Applications
1 13 (3.17%) Chatbot
2 4 (0.98%) Weka
3 2 (0.49%) Simulink
3 2 (0.49%) SPSS
4 1 (0.24%) GIMP
4 1 (0.24%) GNU Octave
4 1 (0.24%) Photoshop
4 1 (0.24%) S-PLUS
4 1 (0.24%) Stata
Business Applications
1 5 (1.22%) Dynamics CRM
2 1 (0.24%) Capstone
Cloud Services
1 60 (14.63%) Amazon AWS
2 47 (11.46%) Microsoft Azure
3 10 (2.44%) GitHub
4 6 (1.46%) Amazon S3
5 5 (1.22%) Azure Machine Learning
5 5 (1.22%) Cortana Intelligence Suite
6 3 (0.73%) Google Cloud Platform
7 2 (0.49%) OpenShift
8 1 (0.24%) Azure Data Factory
8 1 (0.24%) SaaS
8 1 (0.24%) Serverless
Communications & Networking
1 9 (2.20%) Network Security
2 7 (1.71%) Internet
3 2 (0.49%) Skype
Database & Business Intelligence
1 155 (37.80%) Big Data
2 61 (14.88%) Hadoop
3 42 (10.24%) Data Mining
4 31 (7.56%) NoSQL
5 29 (7.07%) MongoDB
6 27 (6.59%) Text Mining
7 20 (4.88%) Apache Hive
8 19 (4.63%) SQL Server
9 18 (4.39%) Apache Cassandra
9 18 (4.39%) HBase
10 10 (2.44%) MySQL
10 10 (2.44%) Power BI
11 9 (2.20%) Data Warehouse
11 9 (2.20%) QlikView
11 9 (2.20%) SQL Server Integration Services
11 9 (2.20%) SQL Server Reporting Services
12 8 (1.95%) Relational Database
13 7 (1.71%) Neo4j
14 4 (0.98%) Mahout
14 4 (0.98%) SQL Server Analysis Services
Development Applications
1 38 (9.27%) Git (software)
2 3 (0.73%) Subversion
General
1 59 (14.39%) Finance
2 25 (6.10%) Marketing
3 22 (5.37%) Games
4 14 (3.41%) Electronics
5 11 (2.68%) Telecoms
6 10 (2.44%) Pharmaceutical
7 9 (2.20%) Publishing
8 8 (1.95%) Front Office
9 7 (1.71%) Banking
9 7 (1.71%) Retail
10 5 (1.22%) Automotive
10 5 (1.22%) Law
10 5 (1.22%) Manufacturing
11 4 (0.98%) Investment Banking
12 1 (0.24%) Retail Banking
Job Titles
1 121 (29.51%) Data Scientist
2 76 (18.54%) Developer
3 72 (17.56%) Machine Learning Engineer
4 56 (13.66%) Software Engineer
5 48 (11.71%) Machine Learning Scientist
6 38 (9.27%) Machine Learning Researcher
7 36 (8.78%) Software Developer
8 28 (6.83%) Senior Data Scientist
9 24 (5.85%) C++ Developer
10 22 (5.37%) C++ Software Engineer
10 22 (5.37%) Computer Engineer
10 22 (5.37%) Computer Vision Engineer
11 19 (4.63%) C++ Software Developer
11 19 (4.63%) Research Engineer
12 18 (4.39%) Machine Learning Developer
13 15 (3.66%) .NET Developer
13 15 (3.66%) Developer/Software Engineer
14 14 (3.41%) Senior Developer
15 13 (3.17%) Graduate
15 13 (3.17%) Junior
Libraries, Frameworks & Software Standards
1 158 (38.54%) Natural Language Processing
2 104 (25.37%) TensorFlow
3 44 (10.73%) Theano
4 40 (9.76%) .NET
5 27 (6.59%) Keras
5 27 (6.59%) OpenCV
6 24 (5.85%) Torch
7 23 (5.61%) .NET Framework
8 19 (4.63%) HTML
9 16 (3.90%) AngularJS
9 16 (3.90%) NumPy
9 16 (3.90%) Unity (Game Engine)
10 13 (3.17%) scikit-learn
10 13 (3.17%) STL
11 11 (2.68%) Polymer
12 10 (2.44%) HTML5
12 10 (2.44%) SciPy
12 10 (2.44%) Web Components
13 9 (2.20%) ASP.NET
13 9 (2.20%) Pandas
Miscellaneous
1 224 (54.63%) Algorithms
2 158 (38.54%) Computer Science
3 39 (9.51%) Robotics
4 35 (8.54%) Analytical Skills
5 33 (8.05%) CUDA
6 18 (4.39%) 3D Graphics
7 16 (3.90%) User Experience
8 14 (3.41%) Social Network
9 12 (2.93%) Fintech
9 12 (2.93%) Social Media
10 11 (2.68%) Clustering
11 10 (2.44%) Greenfield Project
11 10 (2.44%) Video\Live Streaming
12 7 (1.71%) Client/Server
12 7 (1.71%) Fixed Income
13 6 (1.46%) Acoustics
13 6 (1.46%) Data Structures
13 6 (1.46%) Management Information System
14 5 (1.22%) GPGPU
15 3 (0.73%) Hedge funds
Operating Systems
1 59 (14.39%) Linux
2 14 (3.41%) Unix
3 11 (2.68%) Robot Operating System
4 4 (0.98%) Windows
5 1 (0.24%) Android
5 1 (0.24%) Embedded Linux
Processes & Methodologies
1 364 (88.78%) Machine Learning
2 218 (53.17%) Deep Learning
3 188 (45.85%) Data Science
4 140 (34.15%) Mathematics
5 135 (32.93%) Artificial Intelligence
6 122 (29.76%) Statistics
7 115 (28.05%) Software Engineering
8 114 (27.80%) Bayesian Methods
9 90 (21.95%) Computer Vision
10 86 (20.98%) Analytics
11 80 (19.51%) Physics
12 73 (17.80%) Probabilistic Modelling
13 70 (17.07%) Agile Software Development
14 61 (14.88%) Reinforcement Learning
15 60 (14.63%) Signal Processing
16 43 (10.49%) Image Processing
16 43 (10.49%) Logistic Regression
17 41 (10.00%) Economics
18 40 (9.76%) Multithreading
19 36 (8.78%) Predictive Modelling
Programming Languages
1 355 (86.59%) Python
2 183 (44.63%) C++
3 155 (37.80%) R
4 127 (30.98%) SQL
5 116 (28.29%) Java
6 99 (24.15%) MATLAB
7 77 (18.78%) C
8 65 (15.85%) Scala
9 58 (14.15%) C#
10 42 (10.24%) Julia
11 19 (4.63%) JavaScript
12 9 (2.20%) Perl
13 8 (1.95%) T-SQL
14 6 (1.46%) Go
15 5 (1.22%) Assembly Language
15 5 (1.22%) VB.NET
16 4 (0.98%) Bash Shell
17 1 (0.24%) Cython
17 1 (0.24%) Embedded C++
17 1 (0.24%) Shell Script
Qualifications
1 192 (46.83%) PhD
2 83 (20.24%) Degree
3 26 (6.34%) Computer Science Degree
4 16 (3.90%) Master's Degree
5 5 (1.22%) Numerate Degree
6 3 (0.73%) Security Cleared
7 2 (0.49%) Postgraduate
Quality Assurance & Compliance
1 5 (1.22%) Data Quality
1 5 (1.22%) Solvency II
2 4 (0.98%) GDPR
3 1 (0.24%) Dodd-Frank
3 1 (0.24%) EMIR
3 1 (0.24%) FATCA
3 1 (0.24%) MiFID
System Software
1 7 (1.71%) Docker
2 6 (1.46%) Varnish
3 1 (0.24%) HDFS
Systems Management
1 6 (1.46%) Opscode Chef
1 6 (1.46%) Puppet
2 3 (0.73%) Oozie
3 1 (0.24%) Kubernetes
Vendors
1 43 (10.49%) Microsoft
2 25 (6.10%) Google
3 19 (4.63%) NVIDIA
4 10 (2.44%) Cloudera
4 10 (2.44%) Tableau
5 8 (1.95%) IBM
6 5 (1.22%) Apple
6 5 (1.22%) SAP
7 4 (0.98%) Twitter
8 3 (0.73%) Perforce
9 2 (0.49%) Adthena
9 2 (0.49%) Intel
10 1 (0.24%) Capita
10 1 (0.24%) Facebook
10 1 (0.24%) Greenplum
10 1 (0.24%) Hortonworks
10 1 (0.24%) MapR
10 1 (0.24%) Oracle
10 1 (0.24%) Splunk