Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 20 April 2018

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

Torch Scientific Computing Framework
UK
6 months to
20 Apr 2018		 Same period 2017 Same period 2016
Rank 1156 1161 1279
Rank change year-on-year +5 +118 -
Permanent jobs citing Torch 47 10 9
As % of all permanent IT jobs advertised in the UK 0.026% 0.006% 0.004%
As % of the Libraries, Frameworks & Software Standards category 0.065% 0.014% 0.011%
Number of salaries quoted 32 8 9
UK median annual salary £52,500 £58,500 £72,500
Median salary % change year-on-year -10.26% -19.31% -
10th Percentile £32,500 £43,500 £48,000
90th Percentile £77,875 £74,250 £87,500
UK excluding London median annual salary £47,500 £58,500 -
% change year-on-year -18.80% - -

Torch is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 72,762 69,498 78,899
As % of all permanent IT jobs advertised in the UK 40.99% 40.28% 38.55%
Number of salaries quoted 61,387 59,490 67,938
UK median annual salary £50,000 £47,500 £47,166
Median salary % change year-on-year +5.26% +0.71% +4.81%
10th Percentile £30,500 £28,750 £28,500
90th Percentile £80,000 £76,250 £75,000
UK excluding London median annual salary £44,000 £42,500 £41,000
% change year-on-year +3.53% +3.66% +2.50%

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 20 April 2018.

Salary histogram for Torch in the UK

Torch
Top 6 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 20 April 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
England +30 47 £52,500 -10.26% 6
UK excluding London +13 29 £47,500 -18.80% 3
East of England - 21 £35,000 - 2
London -9 18 £55,000 -4.35% 3
South East +11 7 £60,000 +2.56% 1
South West -14 1 £70,000 +55.56%

For the 6 months to 20 April 2018, IT jobs citing Torch 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 with a requirement for Torch.

1 40 (85.11%) TensorFlow
2 36 (76.60%) Python
3 33 (70.21%) Machine Learning
4 27 (57.45%) C++
5 26 (55.32%) Theano
6 24 (51.06%) Degree
7 23 (48.94%) Algorithms
8 21 (44.68%) Neural Network
8 21 (44.68%) C
9 20 (42.55%) Deep Learning
10 19 (40.43%) Computer Science
11 18 (38.30%) Data Science
12 17 (36.17%) Artificial Intelligence
12 17 (36.17%) PhD
13 16 (34.04%) Java
14 15 (31.91%) Signal Processing
15 13 (27.66%) Image Processing
16 12 (25.53%) Mathematics
16 12 (25.53%) R
16 12 (25.53%) Big Data
16 12 (25.53%) Problem-Solving
17 11 (23.40%) Computer Vision
18 10 (21.28%) Convolutional Neural Network
18 10 (21.28%) scikit-learn
18 10 (21.28%) CUDA
18 10 (21.28%) Data Analysis
18 10 (21.28%) Linux
18 10 (21.28%) MATLAB
19 9 (19.15%) Statistics
19 9 (19.15%) Git (software)

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 4 (8.51%) Apache Spark
2 1 (2.13%) Apache
Applications
1 4 (8.51%) Weka
Cloud Services
1 7 (14.89%) Cloud Computing
2 3 (6.38%) Amazon AWS
3 1 (2.13%) Microsoft Azure
Database & Business Intelligence
1 12 (25.53%) Big Data
2 4 (8.51%) Hadoop
3 3 (6.38%) NoSQL
4 2 (4.26%) Apache Cassandra
4 2 (4.26%) Apache Hive
4 2 (4.26%) KDB
4 2 (4.26%) MongoDB
4 2 (4.26%) RDBMS
4 2 (4.26%) Relational Database
Development Applications
1 9 (19.15%) Git (software)
2 3 (6.38%) Subversion
3 1 (2.13%) RStudio
General
1 8 (17.02%) Finance
2 6 (12.77%) Financial Institution
3 4 (8.51%) Electronics
3 4 (8.51%) Telecoms
4 2 (4.26%) Front Office
4 2 (4.26%) Games
5 1 (2.13%) Banking
5 1 (2.13%) Manufacturing
5 1 (2.13%) Marketing
Job Titles
1 9 (19.15%) Machine Learning Engineer
2 6 (12.77%) Research Engineer
3 5 (10.64%) Graduate
4 4 (8.51%) Graduate Software Engineer
4 4 (8.51%) Junior
4 4 (8.51%) Machine Learning Specialist
4 4 (8.51%) Research Scientist
4 4 (8.51%) Software Engineer
5 3 (6.38%) Data Scientist
6 2 (4.26%) Associate Engineer
6 2 (4.26%) Developer
6 2 (4.26%) Machine Learning Developer
6 2 (4.26%) Machine Learning Researcher
7 1 (2.13%) Analyst
7 1 (2.13%) Data Analyst
7 1 (2.13%) Data Engineer
7 1 (2.13%) Data Science Analyst
7 1 (2.13%) Data Science Engineer
7 1 (2.13%) Data Strategist
7 1 (2.13%) Machine Learning Analyst
Libraries, Frameworks & Software Standards
1 40 (85.11%) TensorFlow
2 26 (55.32%) Theano
3 10 (21.28%) scikit-learn
4 7 (14.89%) Keras
5 6 (12.77%) MXNet
6 5 (10.64%) NumPy
6 5 (10.64%) OpenCV
7 2 (4.26%) Kafka
7 2 (4.26%) Natural Language Processing
7 2 (4.26%) Pandas
7 2 (4.26%) REST
8 1 (2.13%) MLlib
8 1 (2.13%) OpenNLP
8 1 (2.13%) SciPy
8 1 (2.13%) SpaCy
Miscellaneous
1 23 (48.94%) Algorithms
2 19 (40.43%) Computer Science
3 10 (21.28%) CUDA
4 5 (10.64%) 3D Graphics
5 4 (8.51%) Data Structures
5 4 (8.51%) GPGPU
6 1 (2.13%) Analytical Skills
6 1 (2.13%) Fintech
6 1 (2.13%) Robotics
6 1 (2.13%) Smartphone
Operating Systems
1 10 (21.28%) Linux
2 4 (8.51%) Unix
2 4 (8.51%) Windows
3 1 (2.13%) Android
Processes & Methodologies
1 33 (70.21%) Machine Learning
2 21 (44.68%) Neural Network
3 20 (42.55%) Deep Learning
4 18 (38.30%) Data Science
5 17 (36.17%) Artificial Intelligence
6 15 (31.91%) Signal Processing
7 13 (27.66%) Image Processing
8 12 (25.53%) Mathematics
8 12 (25.53%) Problem-Solving
9 11 (23.40%) Computer Vision
10 10 (21.28%) Convolutional Neural Network
10 10 (21.28%) Data Analysis
11 9 (19.15%) Statistics
12 7 (14.89%) Reinforcement Learning
12 7 (14.89%) Statistical Modelling
13 6 (12.77%) Quantitative Research
13 6 (12.77%) Software Engineering
13 6 (12.77%) Speech Recognition
14 5 (10.64%) Network Design
14 5 (10.64%) Probabilistic Modelling
Programming Languages
1 36 (76.60%) Python
2 27 (57.45%) C++
3 21 (44.68%) C
4 16 (34.04%) Java
5 12 (25.53%) R
6 10 (21.28%) MATLAB
7 5 (10.64%) Scala
7 5 (10.64%) SQL
8 4 (8.51%) Assembly Language
8 4 (8.51%) Bash Shell
9 2 (4.26%) Julia
9 2 (4.26%) Lua
9 2 (4.26%) PL/SQL
Qualifications
1 24 (51.06%) Degree
2 17 (36.17%) PhD
3 7 (14.89%) Master's Degree
4 3 (6.38%) Computer Science Degree
5 1 (2.13%) Numerate Degree
5 1 (2.13%) Postgraduate
Quality Assurance & Compliance
1 1 (2.13%) GDPR
System Software
1 2 (4.26%) Docker
Vendors
1 3 (6.38%) Google
1 3 (6.38%) Perforce
2 2 (4.26%) Oracle
2 2 (4.26%) Twitter