Period
to 22 January 2019

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 22 January 2019 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
22 Jan 2019
Same period 2018 Same period 2017
Rank 635 776 1093
Rank change year-on-year +141 +317 +83
Permanent jobs citing Neural Network 474 386 84
As % of all permanent IT jobs advertised in England 0.34% 0.24% 0.051%
As % of the Processes & Methodologies category 0.37% 0.26% 0.056%
Number of salaries quoted 424 340 78
England median annual salary £65,000 £62,500 £52,500
Median salary % change year-on-year +4.00% +19.05% -22.22%
10th Percentile £43,750 £32,375 £27,500
90th Percentile £132,500 £93,875 £85,000
UK median annual salary £65,000 £62,500 £52,500
% change year-on-year +4.00% +19.05% -22.22%

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 129,443 149,147 150,540
As % of all permanent IT jobs advertised in England 91.69% 91.83% 91.35%
Number of salaries quoted 103,117 121,239 125,381
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,750 £28,000
90th Percentile £85,000 £80,001 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 22 January 2019.

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 22 January 2019. 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 +101 250 £80,000 +23.08% 26
South East +116 131 £55,000 -21.43% 12
East of England +2 42 £75,000 +22.45% 16
North of England +50 22 £47,500 +18.75% 6
South West +5 19 £55,682 +1.24% 8
North West +30 11 £45,000 +12.50% 4
Midlands +43 8 £52,500 +81.03% 1
Yorkshire +27 7 £60,000 +60.00% 2
West Midlands +39 6 £45,000 +55.17% 1
North East - 4 £45,000 -
East Midlands +16 2 £55,000 +89.66%
Neural Network
UK

For the 6 months to 22 January 2019, 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.

1 434 (91.56%) Machine Learning
2 379 (79.96%) Python
3 329 (69.41%) Deep Learning
4 297 (62.66%) Artificial Intelligence
5 218 (45.99%) Data Science
6 212 (44.73%) C++
7 210 (44.30%) PhD
8 204 (43.04%) Algorithms
9 186 (39.24%) Mathematics
10 180 (37.97%) Natural Language Processing
11 174 (36.71%) Big Data
12 157 (33.12%) Bayesian Methods
13 156 (32.91%) Computer Vision
14 155 (32.70%) Statistics
15 151 (31.86%) R
16 130 (27.43%) Computer Science
17 110 (23.21%) Software Engineering
18 103 (21.73%) Analytics
19 97 (20.46%) MATLAB
20 95 (20.04%) SQL
21 94 (19.83%) Reinforcement Learning
22 91 (19.20%) Physics
23 90 (18.99%) Finance
24 89 (18.78%) Probabilistic Modelling
25 87 (18.35%) Java
26 86 (18.14%) Data Analysis
27 78 (16.46%) Signal Processing
28 77 (16.24%) Markov Model
29 76 (16.03%) TensorFlow
29 76 (16.03%) Degree

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 48 (10.13%) Apache Spark
2 17 (3.59%) SAS
3 12 (2.53%) Elasticsearch
4 11 (2.32%) Apache
5 8 (1.69%) DNN
5 8 (1.69%) Jupyter
6 6 (1.27%) Apache Pig
7 2 (0.42%) Apache Solr
8 1 (0.21%) Mule
Applications
1 28 (5.91%) GNU Octave
2 20 (4.22%) Chatbot
3 8 (1.69%) SPSS
4 4 (0.84%) Microsoft Excel
5 2 (0.42%) Microsoft PowerPoint
5 2 (0.42%) S-PLUS
5 2 (0.42%) Stata
6 1 (0.21%) Weka
Cloud Services
1 21 (4.43%) Amazon AWS
2 19 (4.01%) Microsoft Azure
3 15 (3.16%) Cortana Intelligence Suite
4 13 (2.74%) Siri
5 9 (1.90%) Amazon Alexa
6 6 (1.27%) GitHub
7 4 (0.84%) Cloud Computing
8 2 (0.42%) Amazon EC2
8 2 (0.42%) Apigee
8 2 (0.42%) Azure Active Directory
8 2 (0.42%) Azure Data Factory
8 2 (0.42%) Azure Machine Learning
8 2 (0.42%) Boomi
8 2 (0.42%) Data Lake Analytics
8 2 (0.42%) Google Cloud Platform
8 2 (0.42%) IaaS
8 2 (0.42%) iPaaS
8 2 (0.42%) Office 365
8 2 (0.42%) PaaS
8 2 (0.42%) SaaS
Communications & Networking
1 7 (1.48%) Broadband
2 5 (1.05%) Wi-Fi
3 4 (0.84%) HTTP
4 3 (0.63%) Internet
5 2 (0.42%) Firewall
Database & Business Intelligence
1 174 (36.71%) Big Data
2 56 (11.81%) Hadoop
3 27 (5.70%) Data Mining
3 27 (5.70%) MongoDB
4 23 (4.85%) Apache Hive
5 21 (4.43%) PostgreSQL
6 15 (3.16%) NoSQL
7 14 (2.95%) Apache Cassandra
7 14 (2.95%) HBase
8 13 (2.74%) Text Mining
9 10 (2.11%) QlikView
10 8 (1.69%) Neo4j
10 8 (1.69%) Power BI
11 6 (1.27%) Data Warehouse
11 6 (1.27%) SQL Server
12 4 (0.84%) RDBMS
12 4 (0.84%) Relational Database
13 3 (0.63%) Data Lake
13 3 (0.63%) Spotfire
14 2 (0.42%) Microsoft Analysis Services
Development Applications
1 59 (12.45%) Git (software)
2 43 (9.07%) Subversion
3 15 (3.16%) Visual Studio
4 9 (1.90%) CMake
5 4 (0.84%) GitLab
5 4 (0.84%) RStudio
5 4 (0.84%) Team Foundation Server
6 2 (0.42%) Eclipse
6 2 (0.42%) ER Studio
6 2 (0.42%) ERwin
6 2 (0.42%) gulp
6 2 (0.42%) Jenkins
6 2 (0.42%) JIRA
6 2 (0.42%) Maven
6 2 (0.42%) Mercurial
6 2 (0.42%) PyCharm
6 2 (0.42%) Visual Studio Code
6 2 (0.42%) Visual Studio Team System
7 1 (0.21%) LabVIEW
General
1 90 (18.99%) Finance
2 42 (8.86%) Publishing
3 32 (6.75%) Games
4 18 (3.80%) Marketing
5 16 (3.38%) Banking
6 12 (2.53%) Electronics
6 12 (2.53%) Telecoms
7 11 (2.32%) Investment Banking
8 9 (1.90%) Retail
9 6 (1.27%) Corporate Banking
9 6 (1.27%) Front Office
9 6 (1.27%) Manufacturing
10 5 (1.05%) Automotive
10 5 (1.05%) Law
11 4 (0.84%) Retail Banking
12 3 (0.63%) Military
Job Titles
1 122 (25.74%) Data Scientist
2 99 (20.89%) Machine Learning Researcher
3 61 (12.87%) Machine Learning Engineer
4 60 (12.66%) Computer Engineer
4 60 (12.66%) Computer Vision Engineer
5 40 (8.44%) Machine Learning Scientist
6 34 (7.17%) Developer
7 32 (6.75%) Senior Data Scientist
8 30 (6.33%) Python Engineer
9 27 (5.70%) Research Engineer
10 19 (4.01%) Quantitative Researcher
10 19 (4.01%) Research Scientist
11 18 (3.80%) Software Engineer
12 14 (2.95%) Data Engineer
13 12 (2.53%) Java Developer
14 10 (2.11%) Full Stack Developer
14 10 (2.11%) Graduate
14 10 (2.11%) Machine Learning Developer
15 9 (1.90%) Algorithm Engineer
15 9 (1.90%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 180 (37.97%) Natural Language Processing
2 76 (16.03%) TensorFlow
3 45 (9.49%) OpenCV
4 41 (8.65%) Boost C++ Libraries
5 32 (6.75%) STL
6 27 (5.70%) scikit-learn
7 24 (5.06%) NumPy
8 19 (4.01%) Pandas
9 18 (3.80%) Kafka
10 17 (3.59%) Keras
10 17 (3.59%) Web Services
11 14 (2.95%) AngularJS
12 11 (2.32%) D3.js
12 11 (2.32%) React
13 10 (2.11%) .NET
13 10 (2.11%) Caffe
13 10 (2.11%) Django
14 9 (1.90%) Qt
14 9 (1.90%) ZeroMQ
15 8 (1.69%) RabbitMQ
Miscellaneous
1 204 (43.04%) Algorithms
2 50 (10.55%) Robotics
3 36 (7.59%) Analytical Skills
4 24 (5.06%) Hedge funds
5 21 (4.43%) Fintech
6 16 (3.38%) CUDA
7 12 (2.53%) Social Media
8 10 (2.11%) Virtual Team
9 7 (1.48%) Management Information System
10 6 (1.27%) Equities
10 6 (1.27%) Foreign Exchange (FX)
10 6 (1.27%) Self-Motivation
11 5 (1.05%) Grid Computing
11 5 (1.05%) Over-the-Top Content
11 5 (1.05%) Video on Demand
12 4 (0.84%) Social Network
13 3 (0.63%) User Experience
14 2 (0.42%) Field-Programmable Gate Array
14 2 (0.42%) Greenfield Project
14 2 (0.42%) Public Cloud
Operating Systems
1 61 (12.87%) Linux
2 8 (1.69%) Windows
3 7 (1.48%) Unix
4 4 (0.84%) Robot Operating System
Processes & Methodologies
1 434 (91.56%) Machine Learning
2 329 (69.41%) Deep Learning
3 297 (62.66%) Artificial Intelligence
4 218 (45.99%) Data Science
5 186 (39.24%) Mathematics
6 157 (33.12%) Bayesian Methods
7 156 (32.91%) Computer Vision
8 155 (32.70%) Statistics
9 130 (27.43%) Computer Science
10 110 (23.21%) Software Engineering
11 103 (21.73%) Analytics
12 94 (19.83%) Reinforcement Learning
13 91 (19.20%) Physics
14 89 (18.78%) Probabilistic Modelling
15 86 (18.14%) Data Analysis
16 78 (16.46%) Signal Processing
17 77 (16.24%) Markov Model
18 56 (11.81%) Image Processing
19 55 (11.60%) Econometrics
19 55 (11.60%) Visualisation
Programming Languages
1 379 (79.96%) Python
2 212 (44.73%) C++
3 151 (31.86%) R
4 97 (20.46%) MATLAB
5 95 (20.04%) SQL
6 87 (18.35%) Java
7 62 (13.08%) C#
8 44 (9.28%) C
9 31 (6.54%) Julia
10 18 (3.80%) JavaScript
11 14 (2.95%) Scala
12 6 (1.27%) Bash Shell
13 5 (1.05%) Go
14 4 (0.84%) PowerShell
15 2 (0.42%) Perl
15 2 (0.42%) PHP
15 2 (0.42%) Ruby
15 2 (0.42%) Shell Script
15 2 (0.42%) VBA
16 1 (0.21%) Haskell
Qualifications
1 210 (44.30%) PhD
2 76 (16.03%) Degree
3 35 (7.38%) MPhil
4 20 (4.22%) Master's Degree
5 13 (2.74%) Numerate Degree
6 11 (2.32%) SC Cleared
6 11 (2.32%) Security Cleared
7 10 (2.11%) DV Cleared
8 3 (0.63%) Computer Science Degree
9 2 (0.42%) CEH
9 2 (0.42%) PMI Certification
9 2 (0.42%) TOGAF Certification
10 1 (0.21%) Postgraduate
Quality Assurance & Compliance
1 7 (1.48%) Data Quality
1 7 (1.48%) QA
2 3 (0.63%) GDPR
2 3 (0.63%) Solvency II
System Software
1 4 (0.84%) Docker
2 2 (0.42%) Active Directory
Systems Management
1 3 (0.63%) Ansible
2 2 (0.42%) Ambari
2 2 (0.42%) Opscode Chef
2 2 (0.42%) Puppet
2 2 (0.42%) Salt
3 1 (0.21%) Terraform
Vendors
1 16 (3.38%) Tableau
2 14 (2.95%) Google
2 14 (2.95%) Microsoft
3 9 (1.90%) Apple
4 8 (1.69%) MapR
4 8 (1.69%) Oracle
5 6 (1.27%) IBM
6 4 (0.84%) Splunk
7 3 (0.63%) Alteryx
7 3 (0.63%) SAP
8 2 (0.42%) Axway
8 2 (0.42%) Cisco
8 2 (0.42%) Cloudera
8 2 (0.42%) Hortonworks
8 2 (0.42%) Informatica
8 2 (0.42%) Jitterbit
8 2 (0.42%) MuleSoft
8 2 (0.42%) Red Hat
8 2 (0.42%) SnapLogic
8 2 (0.42%) TIBCO