Period
to 21 September 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 21 September 2018 with a comparison to the same period in the previous 2 years.

Neural Networks
UK > England
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 715 934 1079
Rank change year-on-year +219 +145 +125
Permanent jobs citing Neural Network 438 236 149
As % of all permanent IT jobs advertised in England 0.28% 0.14% 0.081%
As % of the Processes & Methodologies category 0.31% 0.16% 0.089%
Number of salaries quoted 382 226 123
England median annual salary £65,000 £65,000 £60,000
Median salary % change year-on-year - +8.33% -11.11%
10th Percentile £43,750 £35,000 £30,000
90th Percentile £132,500 £105,000 £97,000
UK median annual salary £65,000 £65,000 £60,000
% change year-on-year - +8.33% -11.11%

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 142,245 151,854 166,844
As % of all permanent IT jobs advertised in England 91.07% 91.53% 90.92%
Number of salaries quoted 114,107 120,682 140,704
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,500 £27,750
90th Percentile £83,750 £80,000 £78,750
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 21 September 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 21 September 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 +140 242 £75,000 +15.38% 46
South East +90 116 £60,000 +14.29% 15
East of England +28 49 £65,000 -18.75% 7
South West +4 16 £57,500 +76.92% 1
North of England +17 11 £50,000 - 3
North West +7 6 £50,000 - 2
Yorkshire +32 5 £50,000 +53.85%
Midlands +23 4 £37,500 +29.31% 4
West Midlands +18 3 £37,500 +29.31% 4
East Midlands -8 1 - -
Neural Network
UK

For the 6 months to 21 September 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.

1 396 (90.41%) Machine Learning
2 361 (82.42%) Python
3 288 (65.75%) Deep Learning
4 243 (55.48%) Artificial Intelligence
5 217 (49.54%) C++
6 210 (47.95%) Data Science
7 203 (46.35%) Algorithms
8 197 (44.98%) PhD
9 187 (42.69%) Natural Language Processing
10 158 (36.07%) Bayesian Methods
11 144 (32.88%) Big Data
12 141 (32.19%) R
13 137 (31.28%) Mathematics
14 131 (29.91%) Statistics
15 129 (29.45%) Computer Science
15 129 (29.45%) Computer Vision
16 113 (25.80%) Software Engineering
17 93 (21.23%) SQL
18 92 (21.00%) Physics
19 90 (20.55%) Analytics
20 88 (20.09%) Signal Processing
21 86 (19.63%) TensorFlow
22 82 (18.72%) Java
23 78 (17.81%) Reinforcement Learning
24 75 (17.12%) Hadoop
25 74 (16.89%) MATLAB
26 70 (15.98%) Finance
26 70 (15.98%) Probabilistic Modelling
27 68 (15.53%) Linux
28 67 (15.30%) 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 57 (13.01%) Apache Spark
2 17 (3.88%) SAS
3 8 (1.83%) Jupyter
4 7 (1.60%) Amazon Alexa
4 7 (1.60%) Apache
4 7 (1.60%) DNN
5 4 (0.91%) IIS
6 3 (0.68%) Elasticsearch
7 2 (0.46%) Apache Pig
8 1 (0.23%) Apache Solr
8 1 (0.23%) Confluence
8 1 (0.23%) Mule
Applications
1 28 (6.39%) Chatbot
2 27 (6.16%) GNU Octave
3 4 (0.91%) SPSS
4 1 (0.23%) AutoCAD
Cloud Services
1 39 (8.90%) Amazon AWS
2 18 (4.11%) Microsoft Azure
3 14 (3.20%) Cortana Intelligence Suite
4 11 (2.51%) GitHub
5 5 (1.14%) Cloud Computing
5 5 (1.14%) Google Cloud Platform
6 4 (0.91%) Amazon ELB
6 4 (0.91%) Amazon S3
6 4 (0.91%) NuGet
6 4 (0.91%) Slack
6 4 (0.91%) Trello
7 1 (0.23%) Azure Machine Learning
7 1 (0.23%) SaaS
Communications & Networking
1 5 (1.14%) HTTP
2 4 (0.91%) DAB
3 3 (0.68%) Internet
4 1 (0.23%) Skype
Database & Business Intelligence
1 144 (32.88%) Big Data
2 75 (17.12%) Hadoop
3 35 (7.99%) Data Mining
4 27 (6.16%) MongoDB
5 21 (4.79%) Apache Hive
6 13 (2.97%) SQL Server
7 11 (2.51%) QlikView
7 11 (2.51%) Text Mining
8 10 (2.28%) Data Warehouse
8 10 (2.28%) NoSQL
8 10 (2.28%) Power BI
9 6 (1.37%) Apache Cassandra
9 6 (1.37%) HBase
10 5 (1.14%) OLAP
10 5 (1.14%) PostgreSQL
10 5 (1.14%) Relational Database
11 4 (0.91%) MySQL
11 4 (0.91%) OLTP
11 4 (0.91%) SQL Server Integration Services
11 4 (0.91%) SQL Server Reporting Services
Development Applications
1 55 (12.56%) Git (software)
2 27 (6.16%) Subversion
3 18 (4.11%) Visual Studio
4 14 (3.20%) CMake
5 5 (1.14%) GitLab
5 5 (1.14%) Jenkins
6 4 (0.91%) Team Foundation Server
7 2 (0.46%) gulp
8 1 (0.23%) Bitbucket
8 1 (0.23%) JIRA
8 1 (0.23%) Maven
General
1 70 (15.98%) Finance
2 34 (7.76%) Games
3 33 (7.53%) Publishing
4 15 (3.42%) Banking
4 15 (3.42%) Retail
4 15 (3.42%) Telecoms
5 13 (2.97%) Electronics
6 12 (2.74%) Marketing
7 10 (2.28%) Front Office
8 9 (2.05%) Investment Banking
9 6 (1.37%) Corporate Banking
10 5 (1.14%) Manufacturing
11 1 (0.23%) Automotive
11 1 (0.23%) Financial Institution
11 1 (0.23%) Law
11 1 (0.23%) Pharmaceutical
11 1 (0.23%) Retail Banking
Job Titles
1 119 (27.17%) Data Scientist
2 89 (20.32%) Machine Learning Researcher
3 55 (12.56%) Machine Learning Engineer
4 54 (12.33%) Computer Engineer
4 54 (12.33%) Computer Vision Engineer
5 30 (6.85%) Developer
5 30 (6.85%) Senior Data Scientist
5 30 (6.85%) Software Engineer
6 27 (6.16%) Machine Learning Scientist
7 24 (5.48%) Research Engineer
8 19 (4.34%) Python Engineer
9 18 (4.11%) Graduate
10 15 (3.42%) Research Scientist
11 14 (3.20%) C++ Software Engineer
11 14 (3.20%) Quantitative Researcher
11 14 (3.20%) Software Developer
12 10 (2.28%) C++ Developer
12 10 (2.28%) Data Engineer
13 8 (1.83%) .NET Developer
14 7 (1.60%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 187 (42.69%) Natural Language Processing
2 86 (19.63%) TensorFlow
3 48 (10.96%) OpenCV
4 39 (8.90%) Boost C++ Libraries
5 35 (7.99%) STL
6 31 (7.08%) Keras
7 23 (5.25%) Pandas
8 17 (3.88%) NumPy
9 14 (3.20%) Qt
9 14 (3.20%) ZeroMQ
10 13 (2.97%) D3.js
10 13 (2.97%) scikit-learn
11 12 (2.74%) AngularJS
12 10 (2.28%) SciPy
13 9 (2.05%) Web Services
14 8 (1.83%) .NET
15 7 (1.60%) SparkR
16 6 (1.37%) Apache Drill
16 6 (1.37%) REST
16 6 (1.37%) Sass
Miscellaneous
1 203 (46.35%) Algorithms
2 129 (29.45%) Computer Science
3 46 (10.50%) Analytical Skills
4 35 (7.99%) Robotics
5 30 (6.85%) Hedge funds
6 18 (4.11%) CUDA
7 17 (3.88%) Fintech
8 15 (3.42%) Social Media
9 13 (2.97%) Self-Motivation
10 9 (2.05%) Grid Computing
10 9 (2.05%) User Experience
11 8 (1.83%) Management Information System
12 6 (1.37%) Equities
12 6 (1.37%) Foreign Exchange (FX)
12 6 (1.37%) Social Network
13 5 (1.14%) Data Structures
14 4 (0.91%) Mobile App
15 3 (0.68%) Blog
15 3 (0.68%) Clustering
15 3 (0.68%) Greenfield Project
Operating Systems
1 68 (15.53%) Linux
2 7 (1.60%) Windows
3 4 (0.91%) Ubuntu
3 4 (0.91%) Unix
4 1 (0.23%) Android
Processes & Methodologies
1 396 (90.41%) Machine Learning
2 288 (65.75%) Deep Learning
3 243 (55.48%) Artificial Intelligence
4 210 (47.95%) Data Science
5 158 (36.07%) Bayesian Methods
6 137 (31.28%) Mathematics
7 131 (29.91%) Statistics
8 129 (29.45%) Computer Vision
9 113 (25.80%) Software Engineering
10 92 (21.00%) Physics
11 90 (20.55%) Analytics
12 88 (20.09%) Signal Processing
13 78 (17.81%) Reinforcement Learning
14 70 (15.98%) Probabilistic Modelling
15 65 (14.84%) Data Analysis
16 56 (12.79%) Image Processing
17 49 (11.19%) Visualisation
18 41 (9.36%) Econometrics
19 37 (8.45%) Agile Software Development
19 37 (8.45%) Quantitative Research
Programming Languages
1 361 (82.42%) Python
2 217 (49.54%) C++
3 141 (32.19%) R
4 93 (21.23%) SQL
5 82 (18.72%) Java
6 74 (16.89%) MATLAB
7 65 (14.84%) C
8 54 (12.33%) C#
9 20 (4.57%) Scala
10 16 (3.65%) Julia
11 11 (2.51%) JavaScript
12 4 (0.91%) Perl
12 4 (0.91%) PHP
12 4 (0.91%) Ruby
13 2 (0.46%) Go
13 2 (0.46%) T-SQL
14 1 (0.23%) Bash Shell
14 1 (0.23%) Clojure
14 1 (0.23%) TypeScript
14 1 (0.23%) VBA
Qualifications
1 197 (44.98%) PhD
2 67 (15.30%) Degree
3 13 (2.97%) Computer Science Degree
4 11 (2.51%) Numerate Degree
5 8 (1.83%) Master's Degree
6 7 (1.60%) DV Cleared
6 7 (1.60%) SC Cleared
6 7 (1.60%) Security Cleared
7 3 (0.68%) Postgraduate
Quality Assurance & Compliance
1 10 (2.28%) QA
2 4 (0.91%) Data Quality
3 3 (0.68%) GDPR
3 3 (0.68%) Solvency II
4 1 (0.23%) GCP
System Software
1 10 (2.28%) Docker
2 3 (0.68%) HDFS
3 1 (0.23%) Apache Flume
3 1 (0.23%) Virtual Machines
Systems Management
1 1 (0.23%) Oozie
Vendors
1 19 (4.34%) Tableau
2 18 (4.11%) Google
3 11 (2.51%) Microsoft
4 10 (2.28%) Apple
5 9 (2.05%) Talend
6 8 (1.83%) IBM
7 7 (1.60%) MapR
8 6 (1.37%) Oracle
8 6 (1.37%) SAP
9 5 (1.14%) Cloudera
10 4 (0.91%) Cognos
10 4 (0.91%) Informatica
10 4 (0.91%) MicroStrategy
10 4 (0.91%) Netezza
11 2 (0.46%) Twitter
12 1 (0.23%) Alteryx
12 1 (0.23%) Capita
12 1 (0.23%) Hortonworks
12 1 (0.23%) Splunk
12 1 (0.23%) Teradata