Period
to 18 August 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Torch skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Torch over the 6 months to 18 August 2017 with a comparison to the same period in the previous 2 years.

Torch Scientific Computing Framework
UK
6 months to
18 Aug 2017
Same period 2016 Same period 2015
Rank 1162 1224 1310
Rank change year-on-year +62 +86 -
Permanent jobs citing Torch 19 25 1
As % of all permanent IT jobs advertised in the UK 0.011% 0.013% 0.000%
As % of the Libraries, Frameworks & Software Standards category 0.027% 0.033% 0.001%
Number of salaries quoted 17 25 0
UK median annual salary £65,000 £50,000 -
Median salary % change year-on-year +30.00% - -
UK excluding London median annual salary £50,000 £40,000 -
% change year-on-year +25.00% - -

Torch is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
UK
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 71647 76593 82163
As % of all permanent IT job vacancies advertised in the UK 40.48% 38.76% 37.82%
Number of salaries quoted 59672 66498 70064
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +3.45%
10th Percentile £29,000 £28,750 £27,500
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Torch
Job Vacancy Trend

Job postings citing Torch as a percentage of all IT jobs advertised.

Job vacancy trend for Torch in the UK

Torch
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Torch.

Salary trend for Torch in the UK

Torch
Salary Histogram

The salary distribution of IT jobs citing Torch over the 6 months to 18 August 2017.

Salary histogram for Torch in the UK

Torch
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Torch within the UK over the 6 months to 18 August 2017. 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
England +60 19 £65,000 +30.00% 2
London +51 12 £80,000 - 1
UK excluding London +51 7 £50,000 +25.00% 1
South East +71 2 £52,500 -36.36%
East of England - 2 £60,000 -
South West - 2 £45,000 - 1
North of England -20 1 £32,500 -18.75%
Yorkshire - 1 £32,500 -

For the 6 months to 18 August 2017, IT jobs citing Torch also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Torch.

1 18 (94.74%) Machine Learning
2 17 (89.47%) TensorFlow
3 16 (84.21%) Python
4 14 (73.68%) Deep Learning
5 13 (68.42%) Algorithms
5 13 (68.42%) C++
6 10 (52.63%) Artificial Intelligence
6 10 (52.63%) Neural Network
7 9 (47.37%) Theano
8 8 (42.11%) Keras
8 8 (42.11%) PhD
8 8 (42.11%) Java
9 7 (36.84%) Degree
9 7 (36.84%) Computer Vision
10 6 (31.58%) C#
10 6 (31.58%) Ruby
11 5 (26.32%) Statistics
11 5 (26.32%) OOP
11 5 (26.32%) NHS
11 5 (26.32%) Mathematics
11 5 (26.32%) Haskell
11 5 (26.32%) Kotlin
12 4 (21.05%) Computer Science
13 3 (15.79%) Open Source
13 3 (15.79%) CUDA
13 3 (15.79%) NumPy
13 3 (15.79%) SQL
13 3 (15.79%) Convolutional Neural Network
14 2 (10.53%) Creative Problem-Solving
14 2 (10.53%) OpenACC

Torch
Co-occurring IT Skills 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 2 (10.53%) Apache Spark
2 1 (5.26%) DNN
2 1 (5.26%) Elasticsearch
Cloud Services
1 1 (5.26%) Amazon AWS
Communications & Networking
1 1 (5.26%) Internet
Database & Business Intelligence
1 2 (10.53%) Hadoop
1 2 (10.53%) NoSQL
2 1 (5.26%) Apache Cassandra
2 1 (5.26%) Big Data
2 1 (5.26%) Blockchain
2 1 (5.26%) Geospatial Data
2 1 (5.26%) GIS
2 1 (5.26%) PostgreSQL
Development Applications
1 1 (5.26%) Git (software)
1 1 (5.26%) JUnit
General
1 1 (5.26%) Electronics
1 1 (5.26%) Finance
1 1 (5.26%) Games
1 1 (5.26%) Law
1 1 (5.26%) Legal
Job Titles
1 7 (36.84%) Machine Learning Engineer
2 4 (21.05%) Data Scientist
3 3 (15.79%) Computer Engineer
3 3 (15.79%) Computer Vision Engineer
3 3 (15.79%) Machine Learning Scientist
4 2 (10.53%) Developer
4 2 (10.53%) Machine Learning Researcher
4 2 (10.53%) Research Engineer
5 1 (5.26%) C++ Developer
5 1 (5.26%) Data Engineer
5 1 (5.26%) Developer/Software Engineer
5 1 (5.26%) Development Engineer
5 1 (5.26%) Network Engineer
5 1 (5.26%) Research Scientist
5 1 (5.26%) Software Developer
5 1 (5.26%) Software Development Engineer
5 1 (5.26%) Software Engineer
Libraries, Frameworks & Software Standards
1 17 (89.47%) TensorFlow
2 9 (47.37%) Theano
3 8 (42.11%) Keras
4 3 (15.79%) NumPy
5 2 (10.53%) Natural Language Processing
5 2 (10.53%) OpenACC
5 2 (10.53%) OpenCL
5 2 (10.53%) Pandas
5 2 (10.53%) scikit-learn
6 1 (5.26%) AngularJS
6 1 (5.26%) CNTK
6 1 (5.26%) D3.js
6 1 (5.26%) MXNet
6 1 (5.26%) Node.js
6 1 (5.26%) PostGIS
6 1 (5.26%) REST
6 1 (5.26%) Web Services
Miscellaneous
1 13 (68.42%) Algorithms
2 5 (26.32%) NHS
3 4 (21.05%) Computer Science
4 3 (15.79%) CUDA
5 1 (5.26%) Analytical Skills
5 1 (5.26%) Bitcoin
Operating Systems
1 2 (10.53%) Linux
2 1 (5.26%) Unix
Processes & Methodologies
1 18 (94.74%) Machine Learning
2 14 (73.68%) Deep Learning
3 10 (52.63%) Artificial Intelligence
3 10 (52.63%) Neural Network
4 7 (36.84%) Computer Vision
5 5 (26.32%) Mathematics
5 5 (26.32%) OOP
5 5 (26.32%) Statistics
6 3 (15.79%) Convolutional Neural Network
6 3 (15.79%) Open Source
7 2 (10.53%) Analytics
7 2 (10.53%) Creative Problem-Solving
7 2 (10.53%) Informatics
7 2 (10.53%) Reinforcement Learning
7 2 (10.53%) Software Engineering
8 1 (5.26%) Data Analysis
8 1 (5.26%) OO
8 1 (5.26%) OOD
8 1 (5.26%) Speech Recognition
8 1 (5.26%) TDD
Programming Languages
1 16 (84.21%) Python
2 13 (68.42%) C++
3 8 (42.11%) Java
4 6 (31.58%) C#
4 6 (31.58%) Ruby
5 5 (26.32%) Haskell
5 5 (26.32%) Kotlin
6 3 (15.79%) SQL
7 2 (10.53%) R
7 2 (10.53%) Scala
8 1 (5.26%) C
8 1 (5.26%) JavaScript
8 1 (5.26%) MATLAB
8 1 (5.26%) Perl
8 1 (5.26%) TypeScript
Qualifications
1 8 (42.11%) PhD
2 7 (36.84%) Degree
3 1 (5.26%) Computer Science Degree
Vendors
1 1 (5.26%) Lattice Semiconductor