Period
to 16 November 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 16 November 2018 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 687 876 1101
Rank change year-on-year +189 +225 +122
Permanent jobs citing Neural Network 473 312 120
As % of all permanent IT jobs advertised in England 0.31% 0.18% 0.067%
As % of the Processes & Methodologies category 0.34% 0.20% 0.073%
Number of salaries quoted 429 290 104
England median annual salary £65,000 £63,750 £52,500
Median salary % change year-on-year +1.96% +21.43% -19.23%
10th Percentile £43,750 £30,550 £27,500
90th Percentile £132,500 £97,500 £97,500
UK median annual salary £65,000 £62,500 £52,500
% change year-on-year +4.00% +19.05% -19.23%

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 138,356 154,580 163,607
As % of all permanent IT jobs advertised in England 91.19% 91.48% 90.93%
Number of salaries quoted 111,017 123,136 137,321
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 16 November 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 16 November 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 +124 259 £80,000 +23.08% 25
South East +124 137 £55,000 +10.00% 15
East of England 0 40 £70,000 -6.67% 11
South West +10 20 £56,932 +3.51% 2
North of England +25 10 £47,500 +5.56% 5
Midlands +23 7 £37,500 +29.31% 1
Yorkshire +38 5 £75,000 +130.77% 1
West Midlands +22 5 £37,500 +29.31%
North West +1 4 £47,500 - 4
East Midlands -3 2 £55,000 +89.66% 1
North East - 1 £40,000 -
Neural Network
UK

For the 6 months to 16 November 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.

1 425 (89.85%) Machine Learning
2 380 (80.34%) Python
3 337 (71.25%) Deep Learning
4 295 (62.37%) Artificial Intelligence
5 244 (51.59%) C++
6 219 (46.30%) PhD
7 206 (43.55%) Data Science
8 202 (42.71%) Algorithms
9 180 (38.05%) Natural Language Processing
10 166 (35.10%) Mathematics
11 165 (34.88%) Bayesian Methods
12 155 (32.77%) Big Data
13 154 (32.56%) Statistics
14 153 (32.35%) Computer Vision
15 141 (29.81%) R
16 138 (29.18%) Computer Science
17 128 (27.06%) Software Engineering
18 102 (21.56%) Physics
19 98 (20.72%) Reinforcement Learning
20 94 (19.87%) Probabilistic Modelling
21 93 (19.66%) Analytics
21 93 (19.66%) Signal Processing
22 89 (18.82%) Markov Model
23 86 (18.18%) SQL
24 84 (17.76%) TensorFlow
25 83 (17.55%) Java
25 83 (17.55%) Finance
26 79 (16.70%) Data Analysis
27 74 (15.64%) MATLAB
28 71 (15.01%) 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 43 (9.09%) Apache Spark
2 20 (4.23%) SAS
3 9 (1.90%) Apache
4 7 (1.48%) DNN
4 7 (1.48%) Jupyter
5 4 (0.85%) Elasticsearch
5 4 (0.85%) IIS
6 2 (0.42%) Apache Pig
7 1 (0.21%) Confluence
7 1 (0.21%) Mule
Applications
1 31 (6.55%) GNU Octave
2 28 (5.92%) Chatbot
3 6 (1.27%) SPSS
4 2 (0.42%) Microsoft Excel
Cloud Services
1 34 (7.19%) Amazon AWS
2 22 (4.65%) Microsoft Azure
3 19 (4.02%) Cortana Intelligence Suite
4 14 (2.96%) Siri
5 10 (2.11%) Amazon Alexa
5 10 (2.11%) GitHub
6 7 (1.48%) Cloud Computing
7 4 (0.85%) Amazon ELB
7 4 (0.85%) Amazon S3
7 4 (0.85%) NuGet
7 4 (0.85%) Slack
7 4 (0.85%) Trello
8 3 (0.63%) Google Cloud Platform
9 2 (0.42%) Amazon EC2
10 1 (0.21%) OpenShift
10 1 (0.21%) SaaS
Communications & Networking
1 6 (1.27%) HTTP
2 3 (0.63%) Internet
3 1 (0.21%) Skype
Database & Business Intelligence
1 155 (32.77%) Big Data
2 62 (13.11%) Hadoop
3 30 (6.34%) MongoDB
4 27 (5.71%) Data Mining
5 18 (3.81%) Apache Hive
6 12 (2.54%) QlikView
7 11 (2.33%) Apache Cassandra
8 10 (2.11%) HBase
8 10 (2.11%) SQL Server
9 8 (1.69%) Data Warehouse
9 8 (1.69%) PostgreSQL
10 7 (1.48%) NoSQL
10 7 (1.48%) Power BI
11 6 (1.27%) Neo4j
12 4 (0.85%) Amazon RDS
12 4 (0.85%) RDBMS
12 4 (0.85%) Relational Database
12 4 (0.85%) Text Mining
13 2 (0.42%) SQL Server Integration Services
13 2 (0.42%) SQL Server Reporting Services
Development Applications
1 61 (12.90%) Git (software)
2 36 (7.61%) Subversion
3 21 (4.44%) Visual Studio
4 15 (3.17%) CMake
5 6 (1.27%) Team Foundation Server
6 5 (1.06%) GitLab
6 5 (1.06%) Jenkins
7 2 (0.42%) gulp
7 2 (0.42%) JIRA
8 1 (0.21%) Maven
General
1 83 (17.55%) Finance
2 42 (8.88%) Games
2 42 (8.88%) Publishing
3 19 (4.02%) Banking
4 15 (3.17%) Marketing
4 15 (3.17%) Retail
5 13 (2.75%) Electronics
6 12 (2.54%) Investment Banking
7 11 (2.33%) Telecoms
8 9 (1.90%) Front Office
9 6 (1.27%) Corporate Banking
10 5 (1.06%) Manufacturing
11 4 (0.85%) Retail Banking
12 3 (0.63%) Automotive
13 2 (0.42%) Law
Job Titles
1 115 (24.31%) Data Scientist
2 105 (22.20%) Machine Learning Researcher
3 66 (13.95%) Computer Engineer
3 66 (13.95%) Computer Vision Engineer
4 55 (11.63%) Machine Learning Engineer
5 36 (7.61%) Developer
5 36 (7.61%) Senior Data Scientist
6 33 (6.98%) Machine Learning Scientist
7 31 (6.55%) Research Engineer
8 27 (5.71%) Python Engineer
9 22 (4.65%) Software Engineer
10 17 (3.59%) Research Scientist
11 16 (3.38%) Quantitative Researcher
12 10 (2.11%) .NET Developer
12 10 (2.11%) C++ Software Engineer
12 10 (2.11%) Graduate
12 10 (2.11%) Software Developer
13 9 (1.90%) Data Engineer
14 8 (1.69%) Machine Learning Developer
14 8 (1.69%) Python Developer
Libraries, Frameworks & Software Standards
1 180 (38.05%) Natural Language Processing
2 84 (17.76%) TensorFlow
3 54 (11.42%) OpenCV
4 51 (10.78%) Boost C++ Libraries
5 37 (7.82%) STL
6 22 (4.65%) Keras
7 16 (3.38%) AngularJS
8 15 (3.17%) Qt
8 15 (3.17%) ZeroMQ
9 13 (2.75%) NumPy
9 13 (2.75%) Web Services
10 12 (2.54%) Pandas
11 11 (2.33%) D3.js
12 10 (2.11%) .NET
12 10 (2.11%) Kafka
13 9 (1.90%) Caffe
13 9 (1.90%) scikit-learn
14 8 (1.69%) HTML
14 8 (1.69%) Sass
14 8 (1.69%) SciPy
Miscellaneous
1 202 (42.71%) Algorithms
2 138 (29.18%) Computer Science
3 50 (10.57%) Robotics
4 39 (8.25%) Analytical Skills
5 29 (6.13%) Hedge funds
6 20 (4.23%) CUDA
7 18 (3.81%) Fintech
8 12 (2.54%) Social Media
9 11 (2.33%) User Experience
10 9 (1.90%) Grid Computing
11 6 (1.27%) Equities
11 6 (1.27%) Foreign Exchange (FX)
11 6 (1.27%) Management Information System
11 6 (1.27%) Self-Motivation
12 4 (0.85%) Mobile App
12 4 (0.85%) Social Network
13 2 (0.42%) Clustering
13 2 (0.42%) Data Structures
13 2 (0.42%) Fixed Income
13 2 (0.42%) FMCG
Operating Systems
1 71 (15.01%) Linux
2 6 (1.27%) Windows
3 4 (0.85%) Ubuntu
4 3 (0.63%) Robot Operating System
4 3 (0.63%) Unix
5 1 (0.21%) Android
Processes & Methodologies
1 425 (89.85%) Machine Learning
2 337 (71.25%) Deep Learning
3 295 (62.37%) Artificial Intelligence
4 206 (43.55%) Data Science
5 166 (35.10%) Mathematics
6 165 (34.88%) Bayesian Methods
7 154 (32.56%) Statistics
8 153 (32.35%) Computer Vision
9 128 (27.06%) Software Engineering
10 102 (21.56%) Physics
11 98 (20.72%) Reinforcement Learning
12 94 (19.87%) Probabilistic Modelling
13 93 (19.66%) Analytics
13 93 (19.66%) Signal Processing
14 89 (18.82%) Markov Model
15 79 (16.70%) Data Analysis
16 56 (11.84%) Econometrics
16 56 (11.84%) Image Processing
17 48 (10.15%) Quantitative Research
18 44 (9.30%) Mathematical Modelling
Programming Languages
1 380 (80.34%) Python
2 244 (51.59%) C++
3 141 (29.81%) R
4 86 (18.18%) SQL
5 83 (17.55%) Java
6 74 (15.64%) MATLAB
7 64 (13.53%) C#
8 53 (11.21%) C
9 32 (6.77%) Julia
10 15 (3.17%) JavaScript
11 11 (2.33%) Scala
12 5 (1.06%) Go
13 4 (0.85%) PHP
13 4 (0.85%) Ruby
14 2 (0.42%) Perl
14 2 (0.42%) T-SQL
14 2 (0.42%) VBA
15 1 (0.21%) Bash Shell
15 1 (0.21%) Clojure
15 1 (0.21%) Haskell
Qualifications
1 219 (46.30%) PhD
2 63 (13.32%) Degree
3 40 (8.46%) MPhil
4 16 (3.38%) Master's Degree
5 11 (2.33%) Numerate Degree
6 10 (2.11%) DV Cleared
6 10 (2.11%) SC Cleared
6 10 (2.11%) Security Cleared
7 7 (1.48%) Computer Science Degree
8 3 (0.63%) Postgraduate
Quality Assurance & Compliance
1 10 (2.11%) QA
2 4 (0.85%) Data Quality
3 3 (0.63%) GDPR
3 3 (0.63%) Solvency II
System Software
1 8 (1.69%) Docker
2 1 (0.21%) HDFS
Systems Management
1 1 (0.21%) Ansible
1 1 (0.21%) Terraform
Vendors
1 17 (3.59%) Tableau
2 16 (3.38%) Google
3 12 (2.54%) Microsoft
4 10 (2.11%) Apple
5 8 (1.69%) IBM
5 8 (1.69%) MapR
6 5 (1.06%) Oracle
7 4 (0.85%) Cloudera
7 4 (0.85%) SAP
8 3 (0.63%) Talend
9 2 (0.42%) Cognos
9 2 (0.42%) Hortonworks
9 2 (0.42%) Informatica
9 2 (0.42%) MicroStrategy
9 2 (0.42%) Netezza
9 2 (0.42%) Splunk
10 1 (0.21%) Alteryx