Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 729 995 1105
Rank change year-on-year +266 +110 +82
Permanent jobs citing Neural Network 449 189 155
As % of all permanent IT jobs advertised in England 0.27% 0.11% 0.081%
As % of the Processes & Methodologies category 0.30% 0.12% 0.090%
Number of salaries quoted 392 160 122
England median annual salary £65,000 £70,000 £61,250
Median salary % change year-on-year -7.14% +14.29% -12.50%
10th Percentile £43,750 £42,000 £30,000
90th Percentile £132,500 £105,000 £94,875
UK median annual salary £65,000 £67,500 £60,000
% change year-on-year -3.70% +12.50% -14.29%

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 148,233 151,338 172,055
As % of all permanent IT jobs advertised in England 90.66% 90.72% 90.04%
Number of salaries quoted 119,328 122,581 144,875
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,000
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% -

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 20 July 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 20 July 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 +148 235 £67,500 -3.57% 21
South East +86 101 £60,000 -4.00% 12
East of England +34 76 £65,000 -7.14% 6
South West +13 19 £65,000 -18.75% 1
North of England +3 15 £50,000 +5.26% 2
North West +10 9 £43,750 -10.26% 2
Yorkshire +24 4 £50,000 +25.00%
Midlands - 3 £37,500 - 2
West Midlands - 3 £37,500 - 1
North East - 2 £67,500 -
Neural Network
UK

For the 6 months to 20 July 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.

1 401 (89.31%) Machine Learning
2 384 (85.52%) Python
3 257 (57.24%) Deep Learning
4 239 (53.23%) C++
5 234 (52.12%) Data Science
6 232 (51.67%) Algorithms
7 230 (51.22%) Artificial Intelligence
8 206 (45.88%) Natural Language Processing
9 189 (42.09%) PhD
10 156 (34.74%) Bayesian Methods
11 149 (33.18%) Big Data
12 145 (32.29%) R
13 133 (29.62%) Mathematics
14 131 (29.18%) Computer Science
15 118 (26.28%) Computer Vision
16 107 (23.83%) Statistics
17 101 (22.49%) Java
18 100 (22.27%) MATLAB
19 99 (22.05%) TensorFlow
20 95 (21.16%) Software Engineering
21 94 (20.94%) C
21 94 (20.94%) Analytics
22 89 (19.82%) SQL
23 86 (19.15%) Physics
24 84 (18.71%) Signal Processing
25 77 (17.15%) Hadoop
26 68 (15.14%) Apache Spark
27 66 (14.70%) Degree
28 65 (14.48%) Reinforcement Learning
29 57 (12.69%) Linux

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 68 (15.14%) Apache Spark
2 15 (3.34%) SAS
3 10 (2.23%) DNN
4 8 (1.78%) Jupyter
5 4 (0.89%) IIS
6 3 (0.67%) Apache Pig
7 1 (0.22%) Amazon Alexa
7 1 (0.22%) Apache Solr
7 1 (0.22%) Confluence
7 1 (0.22%) Elasticsearch
Applications
1 32 (7.13%) Chatbot
2 18 (4.01%) GNU Octave
3 4 (0.89%) Weka
4 3 (0.67%) SPSS
5 2 (0.45%) Simulink
6 1 (0.22%) AutoCAD
6 1 (0.22%) GIMP
6 1 (0.22%) Photoshop
Business Applications
1 1 (0.22%) Dynamics CRM
Cloud Services
1 55 (12.25%) Amazon AWS
2 31 (6.90%) Microsoft Azure
3 10 (2.23%) GitHub
4 6 (1.34%) Cloud Computing
4 6 (1.34%) Cortana Intelligence Suite
5 5 (1.11%) Google Cloud Platform
6 4 (0.89%) Amazon ELB
6 4 (0.89%) Amazon S3
6 4 (0.89%) NuGet
6 4 (0.89%) Slack
6 4 (0.89%) Trello
7 3 (0.67%) Azure Data Factory
8 1 (0.22%) Azure Machine Learning
8 1 (0.22%) SaaS
Communications & Networking
1 9 (2.00%) DAB
2 8 (1.78%) Internet
3 5 (1.11%) HTTP
4 2 (0.45%) Skype
Database & Business Intelligence
1 149 (33.18%) Big Data
2 77 (17.15%) Hadoop
3 53 (11.80%) Data Mining
4 36 (8.02%) MongoDB
5 24 (5.35%) NoSQL
6 23 (5.12%) Text Mining
7 22 (4.90%) Apache Hive
8 16 (3.56%) SQL Server
9 12 (2.67%) HBase
10 11 (2.45%) Apache Cassandra
11 10 (2.23%) MySQL
12 9 (2.00%) QlikView
13 8 (1.78%) Power BI
13 8 (1.78%) Relational Database
14 6 (1.34%) Data Warehouse
15 5 (1.11%) GIS
15 5 (1.11%) OLAP
15 5 (1.11%) SQL Server Integration Services
15 5 (1.11%) SQL Server Reporting Services
16 4 (0.89%) Oracle OLAP
Development Applications
1 36 (8.02%) Git (software)
2 18 (4.01%) Subversion
3 10 (2.23%) Visual Studio
4 6 (1.34%) CMake
5 5 (1.11%) Jenkins
6 4 (0.89%) Bitbucket
6 4 (0.89%) Team Foundation Server
7 1 (0.22%) GitLab
7 1 (0.22%) JIRA
7 1 (0.22%) Maven
General
1 50 (11.14%) Finance
2 21 (4.68%) Games
2 21 (4.68%) Retail
3 19 (4.23%) Publishing
4 18 (4.01%) Telecoms
5 12 (2.67%) Electronics
6 10 (2.23%) Banking
7 8 (1.78%) Marketing
8 6 (1.34%) Front Office
9 3 (0.67%) Manufacturing
10 2 (0.45%) Financial Institution
10 2 (0.45%) Investment Banking
10 2 (0.45%) Law
11 1 (0.22%) Pharmaceutical
Job Titles
1 137 (30.51%) Data Scientist
2 66 (14.70%) Machine Learning Engineer
3 49 (10.91%) Machine Learning Researcher
4 47 (10.47%) Software Engineer
5 43 (9.58%) Developer
6 42 (9.35%) Computer Engineer
6 42 (9.35%) Computer Vision Engineer
6 42 (9.35%) Machine Learning Scientist
7 33 (7.35%) Research Engineer
8 30 (6.68%) Python Engineer
9 25 (5.57%) C++ Software Engineer
10 23 (5.12%) Senior Data Scientist
11 17 (3.79%) Software Developer
12 16 (3.56%) C++ Developer
13 15 (3.34%) Graduate
14 14 (3.12%) .NET Developer
15 13 (2.90%) Junior
16 12 (2.67%) Developer/Software Engineer
17 11 (2.45%) Data Engineer
17 11 (2.45%) Quantitative Researcher
Libraries, Frameworks & Software Standards
1 206 (45.88%) Natural Language Processing
2 99 (22.05%) TensorFlow
3 49 (10.91%) Keras
4 32 (7.13%) Pandas
5 27 (6.01%) STL
6 24 (5.35%) NumPy
6 24 (5.35%) OpenCV
7 23 (5.12%) scikit-learn
8 16 (3.56%) Boost C++ Libraries
8 16 (3.56%) Theano
9 15 (3.34%) .NET
9 15 (3.34%) AngularJS
10 14 (3.12%) SciPy
10 14 (3.12%) Web Services
11 10 (2.23%) CSS
11 10 (2.23%) HTML
12 9 (2.00%) D3.js
13 8 (1.78%) WCF
14 6 (1.34%) Django
14 6 (1.34%) Qt
Miscellaneous
1 232 (51.67%) Algorithms
2 131 (29.18%) Computer Science
3 45 (10.02%) Analytical Skills
4 26 (5.79%) Robotics
5 25 (5.57%) Hedge funds
6 18 (4.01%) Fintech
6 18 (4.01%) Social Media
7 13 (2.90%) Social Network
7 13 (2.90%) User Experience
8 12 (2.67%) CUDA
9 8 (1.78%) Data Structures
10 7 (1.56%) Self-Motivation
11 6 (1.34%) Management Information System
12 5 (1.11%) Greenfield Project
13 4 (0.89%) Client/Server
13 4 (0.89%) Fixed Income
13 4 (0.89%) Grid Computing
13 4 (0.89%) Mobile App
14 3 (0.67%) Blog
14 3 (0.67%) Field-Programmable Gate Array
Operating Systems
1 57 (12.69%) Linux
2 11 (2.45%) Windows
3 7 (1.56%) Unix
4 4 (0.89%) Ubuntu
5 2 (0.45%) Embedded Linux
6 1 (0.22%) Android
Processes & Methodologies
1 401 (89.31%) Machine Learning
2 257 (57.24%) Deep Learning
3 234 (52.12%) Data Science
4 230 (51.22%) Artificial Intelligence
5 156 (34.74%) Bayesian Methods
6 133 (29.62%) Mathematics
7 118 (26.28%) Computer Vision
8 107 (23.83%) Statistics
9 95 (21.16%) Software Engineering
10 94 (20.94%) Analytics
11 86 (19.15%) Physics
12 84 (18.71%) Signal Processing
13 65 (14.48%) Reinforcement Learning
14 51 (11.36%) Image Processing
15 42 (9.35%) Probabilistic Modelling
16 41 (9.13%) Agile Software Development
17 38 (8.46%) Logistic Regression
17 38 (8.46%) Visualisation
18 36 (8.02%) Data Analysis
19 35 (7.80%) Data Engineering
Programming Languages
1 384 (85.52%) Python
2 239 (53.23%) C++
3 145 (32.29%) R
4 101 (22.49%) Java
5 100 (22.27%) MATLAB
6 94 (20.94%) C
7 89 (19.82%) SQL
8 50 (11.14%) C#
9 35 (7.80%) Scala
10 17 (3.79%) JavaScript
11 5 (1.11%) Julia
11 5 (1.11%) Microsoft R
12 4 (0.89%) Bash Shell
12 4 (0.89%) Perl
12 4 (0.89%) PHP
12 4 (0.89%) Ruby
12 4 (0.89%) T-SQL
13 2 (0.45%) TypeScript
14 1 (0.22%) VB.NET
14 1 (0.22%) VBA
Qualifications
1 189 (42.09%) PhD
2 66 (14.70%) Degree
3 16 (3.56%) Computer Science Degree
4 13 (2.90%) Master's Degree
5 4 (0.89%) DV Cleared
5 4 (0.89%) SC Cleared
5 4 (0.89%) Security Cleared
6 3 (0.67%) Postgraduate
7 2 (0.45%) Numerate Degree
Quality Assurance & Compliance
1 7 (1.56%) QA
2 3 (0.67%) Data Quality
3 2 (0.45%) GDPR
3 2 (0.45%) Solvency II
System Software
1 14 (3.12%) Docker
2 5 (1.11%) HDFS
3 2 (0.45%) Virtual Machines
4 1 (0.22%) Apache Flume
Systems Management
1 1 (0.22%) Oozie
Vendors
1 15 (3.34%) Google
2 14 (3.12%) Cloudera
2 14 (3.12%) Tableau
3 13 (2.90%) Microsoft
4 9 (2.00%) Oracle
4 9 (2.00%) Talend
5 8 (1.78%) IBM
6 5 (1.11%) SAP
7 4 (0.89%) Cognos
7 4 (0.89%) Hortonworks
7 4 (0.89%) Informatica
7 4 (0.89%) MapR
7 4 (0.89%) MicroStrategy
7 4 (0.89%) Netezza
7 4 (0.89%) Twitter
8 3 (0.67%) Apple
9 2 (0.45%) Capita
9 2 (0.45%) Greenplum
9 2 (0.45%) NVIDIA
9 2 (0.45%) Teradata