Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 24 October 2020

The following table provides summary statistics for permanent job vacancies with a requirement for PyTorch skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited PyTorch over the 6 months to 24 October 2020 with a comparison to the same period in the previous 2 years.

PyTorch
UK
6 months to
24 Oct 2020		 Same period 2019 Same period 2018
Rank 585 967 1085
Rank change year-on-year +382 +118 +127
Permanent jobs citing PyTorch 104 112 58
As % of all permanent jobs advertised in the UK 0.21% 0.082% 0.035%
As % of the Libraries, Frameworks & Software Standards category 0.49% 0.22% 0.088%
Number of salaries quoted 107 96 56
Median annual salary £70,000 £70,000 £65,000
Median salary % change year-on-year - +7.69% +4.00%
10th Percentile £45,000 £42,375 £40,000
90th Percentile £100,500 £95,000 £102,500
UK excluding London median annual salary £57,500 £57,500 £62,500
% change year-on-year - -8.00% +4.17%

PyTorch 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 21,419 51,321 65,794
As % of all permanent IT jobs advertised in the UK 43.87% 37.59% 39.98%
Number of salaries quoted 18,281 42,195 54,376
Median annual salary £57,500 £55,000 £51,500
Median salary % change year-on-year +4.55% +6.80% +3.00%
10th Percentile £35,000 £32,500 £31,250
90th Percentile £93,750 £87,500 £82,500
UK excluding London median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

PyTorch
Job Vacancy Trend

Job postings citing PyTorch as a proportion of all IT jobs advertised.

Job vacancy trend for PyTorch in the UK

PyTorch
Salary Trend

3-month moving average salary quoted in jobs citing PyTorch.

Salary trend for PyTorch in the UK

PyTorch
Salary Histogram

Salary distribution for jobs citing PyTorch over the 6 months to 24 October 2020.

Salary histogram for PyTorch in the UK

PyTorch
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PyTorch within the UK over the 6 months to 24 October 2020. 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 +366 99 £71,250 +1.79% 28
London +272 77 £75,000 - 23
UK excluding London +303 23 £57,500 - 7
Work from Home +29 12 £70,000 -6.67% 4
South East +217 7 £60,000 -4.00% 1
East of England +138 7 £57,500 -8.00%
South West +129 5 £45,000 -21.74% 4
Midlands +125 2 £57,500 +43.75%
West Midlands +102 2 £57,500 +63.12%
Wales - 2 - - 1

For the 6 months to 24 October 2020, IT jobs citing PyTorch 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 PyTorch.

1 97 (93.27%) TensorFlow
2 91 (87.50%) Python
3 80 (76.92%) Machine Learning
4 59 (56.73%) Deep Learning
5 55 (52.88%) Algorithms
6 52 (50.00%) Artificial Intelligence
7 43 (41.35%) Degree
8 42 (40.38%) Computer Vision
8 42 (40.38%) Data Science
9 41 (39.42%) Computer Science
10 36 (34.62%) PhD
11 33 (31.73%) C++
12 32 (30.77%) Mathematics
13 29 (27.88%) Neural Network
13 29 (27.88%) Natural Language Processing
14 28 (26.92%) AWS
15 27 (25.96%) Master's Degree
16 26 (25.00%) scikit-learn
17 24 (23.08%) Keras
18 22 (21.15%) NumPy
19 21 (20.19%) GCP
20 20 (19.23%) Java
21 19 (18.27%) Azure
21 19 (18.27%) OpenCV
22 18 (17.31%) Analytics
22 18 (17.31%) Pandas
22 18 (17.31%) Statistics
23 17 (16.35%) Apache Spark
24 16 (15.38%) Reinforcement Learning
24 16 (15.38%) SciPy

PyTorch
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 17 (16.35%) Apache Spark
2 8 (7.69%) SAS
3 4 (3.85%) Apache
3 4 (3.85%) nginx
4 2 (1.92%) Jupyter
5 1 (0.96%) Elasticsearch
5 1 (0.96%) IBM Domino
Applications
1 3 (2.88%) Maya
2 2 (1.92%) Blender
2 2 (1.92%) Chatbot
2 2 (1.92%) Simulink
2 2 (1.92%) Stateflow
Cloud Services
1 28 (26.92%) AWS
2 21 (20.19%) GCP
3 19 (18.27%) Azure
4 9 (8.65%) Power Platform
5 1 (0.96%) Azure LUIS
5 1 (0.96%) Cloud Computing
5 1 (0.96%) Serverless
Communications & Networking
1 5 (4.81%) Parlay
2 4 (3.85%) NAS
Database & Business Intelligence
1 9 (8.65%) Big Data
1 9 (8.65%) Hadoop
1 9 (8.65%) Power BI
2 8 (7.69%) Tableau
3 7 (6.73%) NoSQL
4 5 (4.81%) Blockchain
5 4 (3.85%) PostgreSQL
6 1 (0.96%) Apache Hive
6 1 (0.96%) HBase
6 1 (0.96%) Impala
6 1 (0.96%) KDB
6 1 (0.96%) Kdb+
6 1 (0.96%) MongoDB
6 1 (0.96%) MySQL
6 1 (0.96%) Relational Database
6 1 (0.96%) Spark SQL
6 1 (0.96%) SQL Server
Development Applications
1 9 (8.65%) Git (software)
2 2 (1.92%) JIRA
2 2 (1.92%) Maven
2 2 (1.92%) Subversion
3 1 (0.96%) Mercurial
General
1 15 (14.42%) Finance
2 8 (7.69%) Banking
3 7 (6.73%) Games
4 4 (3.85%) Electronics
5 3 (2.88%) Law
6 2 (1.92%) Manufacturing
6 2 (1.92%) Marketing
6 2 (1.92%) Public Sector
6 2 (1.92%) Telecoms
7 1 (0.96%) Automotive
7 1 (0.96%) Norwegian Language
7 1 (0.96%) Publishing
7 1 (0.96%) Retail
Job Titles
1 36 (34.62%) Machine Learning Engineer
2 14 (13.46%) Data Scientist
3 8 (7.69%) Data Manager
3 8 (7.69%) Developer
3 8 (7.69%) Senior Manager
4 7 (6.73%) Data Science Manager
5 6 (5.77%) Artificial Intelligence Engineer
5 6 (5.77%) Computer Engineer
5 6 (5.77%) Computer Vision Engineer
5 6 (5.77%) Data Science Director
6 5 (4.81%) Python Developer
6 5 (4.81%) Research Scientist
7 4 (3.85%) Data Engineer
8 3 (2.88%) Electronics Engineer
8 3 (2.88%) Head of Development
8 3 (2.88%) Junior
8 3 (2.88%) Senior Electronics Engineer
9 2 (1.92%) C++ Developer
9 2 (1.92%) Senior Software Engineer
9 2 (1.92%) Software Engineer
Libraries, Frameworks & Software Standards
1 97 (93.27%) TensorFlow
2 29 (27.88%) Natural Language Processing
3 26 (25.00%) scikit-learn
4 24 (23.08%) Keras
5 22 (21.15%) NumPy
6 19 (18.27%) OpenCV
7 18 (17.31%) Pandas
8 16 (15.38%) SciPy
9 14 (13.46%) Node.js
9 14 (13.46%) SpaCy
10 11 (10.58%) Caffe
11 10 (9.62%) Matplotlib
12 9 (8.65%) PySpark
13 8 (7.69%) NetworkX
13 8 (7.69%) Shiny
13 8 (7.69%) XGBoost
14 7 (6.73%) MXNet
15 6 (5.77%) Torch
16 5 (4.81%) Flask
16 5 (4.81%) Theano
Miscellaneous
1 55 (52.88%) Algorithms
2 8 (7.69%) Mobile App
3 5 (4.81%) Greenfield Project
4 4 (3.85%) Analytical Skills
5 3 (2.88%) Analytical Mindset
5 3 (2.88%) Animation
5 3 (2.88%) Clustering
6 2 (1.92%) Blog
6 2 (1.92%) Data Structures
6 2 (1.92%) Robotics
6 2 (1.92%) Self-Motivation
7 1 (0.96%) Digital TV
7 1 (0.96%) FMCG
7 1 (0.96%) Life Science
7 1 (0.96%) Management Information System
7 1 (0.96%) Social Media
7 1 (0.96%) Spread Betting
7 1 (0.96%) Tandem
7 1 (0.96%) Video\Live Streaming
Operating Systems
1 9 (8.65%) Android
2 8 (7.69%) Apple iOS
2 8 (7.69%) Linux
3 1 (0.96%) Robot Operating System
3 1 (0.96%) Windows
Processes & Methodologies
1 80 (76.92%) Machine Learning
2 59 (56.73%) Deep Learning
3 52 (50.00%) Artificial Intelligence
4 42 (40.38%) Computer Vision
4 42 (40.38%) Data Science
5 41 (39.42%) Computer Science
6 32 (30.77%) Mathematics
7 29 (27.88%) Neural Network
8 18 (17.31%) Analytics
8 18 (17.31%) Statistics
9 16 (15.38%) Reinforcement Learning
9 16 (15.38%) Software Engineering
10 15 (14.42%) Visualisation
11 14 (13.46%) Physics
12 13 (12.50%) Support Vector Machines
13 12 (11.54%) Data Visualisation
14 11 (10.58%) Decision-Making
14 11 (10.58%) Kalman Filter
15 10 (9.62%) Business Intelligence
15 10 (9.62%) Time Series Forecasting
Programming Languages
1 91 (87.50%) Python
2 33 (31.73%) C++
3 20 (19.23%) Java
4 13 (12.50%) C
4 13 (12.50%) MATLAB
4 13 (12.50%) R
4 13 (12.50%) SQL
5 12 (11.54%) Go
6 5 (4.81%) JavaScript
6 5 (4.81%) Julia
6 5 (4.81%) TypeScript
7 3 (2.88%) C#
7 3 (2.88%) GLSL
7 3 (2.88%) HLSL
7 3 (2.88%) Rust
7 3 (2.88%) Scala
Qualifications
1 43 (41.35%) Degree
2 36 (34.62%) PhD
3 27 (25.96%) Master's Degree
4 14 (13.46%) Computer Science Degree
5 2 (1.92%) MPhil
6 1 (0.96%) Numerate Degree
6 1 (0.96%) SC Cleared
6 1 (0.96%) Security Cleared
Quality Assurance & Compliance
1 1 (0.96%) ISO 13485
1 1 (0.96%) ISO/IEC 27001
1 1 (0.96%) QA
1 1 (0.96%) SLA
System Software
1 9 (8.65%) Docker
2 1 (0.96%) HDFS
Systems Management
1 10 (9.62%) Kubernetes
1 10 (9.62%) Terraform
2 9 (8.65%) Ansible
Vendors
1 9 (8.65%) Databricks
2 8 (7.69%) Cloudera
3 3 (2.88%) Google
4 1 (0.96%) DevExpress
4 1 (0.96%) Facebook
4 1 (0.96%) Infragistics
4 1 (0.96%) Instagram
4 1 (0.96%) MapR
4 1 (0.96%) Oracle
4 1 (0.96%) SAP
4 1 (0.96%) Sybase
4 1 (0.96%) Twitter