Period
to 24 June 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 24 June 2018 with a comparison to the same period in the previous 2 years.

Torch Scientific Computing Framework
UK
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 1149 1180 1266
Rank change year-on-year +31 +86 +40
Permanent jobs citing Torch 37 21 22
As % of all permanent IT jobs advertised in the UK 0.021% 0.012% 0.011%
As % of the Libraries, Frameworks & Software Standards category 0.052% 0.030% 0.028%
Number of salaries quoted 32 17 22
UK median annual salary £60,000 £65,000 £52,500
Median salary % change year-on-year -7.69% +23.81% -
10th Percentile £32,500 £43,000 £37,500
90th Percentile £75,000 £95,000 £86,125
UK excluding London median annual salary £59,250 £50,000 £40,000
% change year-on-year +18.50% +25.00% -

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 70,954 70,392 78,248
As % of all permanent IT jobs advertised in the UK 40.82% 40.67% 38.85%
Number of salaries quoted 59,219 59,552 67,620
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £28,750 £28,500
90th Percentile £80,000 £76,250 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +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 24 June 2018.

Salary histogram for Torch in the UK

Torch
Top 5 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 24 June 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 +7 37 £60,000 -7.69% 3
London +2 23 £60,000 -25.00%
UK excluding London +10 14 £59,250 +18.50% 3
South East +11 9 £60,000 +14.29%
East of England +1 5 £30,000 -50.00% 2

For the 6 months to 24 June 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 37 (100.00%) Python
2 31 (83.78%) Machine Learning
3 24 (64.86%) TensorFlow
3 24 (64.86%) Data Science
4 20 (54.05%) Algorithms
5 16 (43.24%) Big Data
5 16 (43.24%) Java
5 16 (43.24%) Problem-Solving
6 15 (40.54%) C++
6 15 (40.54%) R
7 14 (37.84%) Deep Learning
7 14 (37.84%) PhD
8 13 (35.14%) MATLAB
8 13 (35.14%) SQL
8 13 (35.14%) Computer Science
8 13 (35.14%) Apache Spark
8 13 (35.14%) Theano
9 12 (32.43%) Hadoop
9 12 (32.43%) Data Analysis
10 11 (29.73%) C
10 11 (29.73%) Degree
10 11 (29.73%) Data Structures
11 10 (27.03%) Statistical Modelling
12 9 (24.32%) Keras
12 9 (24.32%) Master's Degree
13 8 (21.62%) Statistics
13 8 (21.62%) Artificial Intelligence
14 7 (18.92%) Neural Network
14 7 (18.92%) Software Engineering
14 7 (18.92%) Finance

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 13 (35.14%) Apache Spark
2 1 (2.70%) Apache Pig
Applications
1 4 (10.81%) Weka
Cloud Services
1 3 (8.11%) Amazon AWS
1 3 (8.11%) Cloud Computing
2 1 (2.70%) Microsoft Azure
Database & Business Intelligence
1 16 (43.24%) Big Data
2 12 (32.43%) Hadoop
3 7 (18.92%) Apache Hive
3 7 (18.92%) NoSQL
4 6 (16.22%) Apache Cassandra
4 6 (16.22%) MongoDB
4 6 (16.22%) RDBMS
4 6 (16.22%) Relational Database
5 4 (10.81%) Redis
6 1 (2.70%) KDB
Development Applications
1 4 (10.81%) Artifactory
1 4 (10.81%) Gradle
1 4 (10.81%) Jenkins
1 4 (10.81%) Octopus Deploy
1 4 (10.81%) TeamCity
2 2 (5.41%) Git (software)
3 1 (2.70%) RStudio
3 1 (2.70%) Subversion
General
1 7 (18.92%) Finance
2 6 (16.22%) Financial Institution
3 1 (2.70%) Front Office
3 1 (2.70%) Marketing
3 1 (2.70%) Retail
Job Titles
1 10 (27.03%) Data Scientist
2 6 (16.22%) Research Engineer
2 6 (16.22%) Research Scientist
3 5 (13.51%) Machine Learning Engineer
4 4 (10.81%) Junior
4 4 (10.81%) Python Engineer
5 3 (8.11%) Python Software Engineer
5 3 (8.11%) Software Engineer
6 2 (5.41%) Senior Software Engineer
7 1 (2.70%) Analyst
7 1 (2.70%) Associate Engineer
7 1 (2.70%) Big Data Analyst
7 1 (2.70%) Data Analyst
7 1 (2.70%) Data Engineer
7 1 (2.70%) DevOps Engineer
7 1 (2.70%) Graduate
7 1 (2.70%) Machine Learning Scientist
Libraries, Frameworks & Software Standards
1 24 (64.86%) TensorFlow
2 13 (35.14%) Theano
3 9 (24.32%) Keras
4 7 (18.92%) Kafka
4 7 (18.92%) scikit-learn
5 5 (13.51%) Django
6 4 (10.81%) Flask
6 4 (10.81%) Natural Language Processing
6 4 (10.81%) NumPy
7 3 (8.11%) OpenNLP
7 3 (8.11%) SpaCy
8 2 (5.41%) Pandas
8 2 (5.41%) SciPy
9 1 (2.70%) CNTK
9 1 (2.70%) MLlib
9 1 (2.70%) REST
9 1 (2.70%) Ruby on Rails
Miscellaneous
1 20 (54.05%) Algorithms
2 13 (35.14%) Computer Science
3 11 (29.73%) Data Structures
4 4 (10.81%) CUDA
5 1 (2.70%) Analytical Skills
5 1 (2.70%) Fintech
Operating Systems
1 6 (16.22%) Linux
2 4 (10.81%) Unix
2 4 (10.81%) Windows
Processes & Methodologies
1 31 (83.78%) Machine Learning
2 24 (64.86%) Data Science
3 16 (43.24%) Problem-Solving
4 14 (37.84%) Deep Learning
5 12 (32.43%) Data Analysis
6 10 (27.03%) Statistical Modelling
7 8 (21.62%) Artificial Intelligence
7 8 (21.62%) Statistics
8 7 (18.92%) Neural Network
8 7 (18.92%) Predictive Modelling
8 7 (18.92%) Reinforcement Learning
8 7 (18.92%) Software Engineering
9 6 (16.22%) Automated Trading
9 6 (16.22%) MapReduce
9 6 (16.22%) Open Source
9 6 (16.22%) Quantitative Research
10 5 (13.51%) Decision Tree
11 4 (10.81%) Code Optimisation
11 4 (10.81%) Hidden Markov Model
11 4 (10.81%) Prototyping
Programming Languages
1 37 (100.00%) Python
2 16 (43.24%) Java
3 15 (40.54%) C++
3 15 (40.54%) R
4 13 (35.14%) MATLAB
4 13 (35.14%) SQL
5 11 (29.73%) C
6 6 (16.22%) Julia
6 6 (16.22%) PL/SQL
7 5 (13.51%) Bash Shell
8 2 (5.41%) JavaScript
9 1 (2.70%) Elixir
9 1 (2.70%) Go
9 1 (2.70%) Lua
9 1 (2.70%) Ruby
9 1 (2.70%) Scala
Qualifications
1 14 (37.84%) PhD
2 11 (29.73%) Degree
3 9 (24.32%) Master's Degree
4 1 (2.70%) Computer Science Degree
4 1 (2.70%) Numerate Degree
Quality Assurance & Compliance
1 3 (8.11%) GDPR
System Software
1 2 (5.41%) Docker
2 1 (2.70%) Apache Flume
Systems Management
1 4 (10.81%) Prometheus
2 1 (2.70%) Kubernetes
2 1 (2.70%) Oozie
Vendors
1 6 (16.22%) Oracle
2 2 (5.41%) Google
3 1 (2.70%) Perforce
3 1 (2.70%) Twitter