Period
to 17 October 2021

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 17 October 2021 with a comparison to the same period in the previous 2 years.

PyTorch
UK
6 months to
17 Oct 2021
Same period 2020 Same period 2019
Rank 709 589 982
Rank change year-on-year -120 +393 +156
Permanent jobs citing PyTorch 329 105 108
As % of all permanent jobs advertised in the UK 0.26% 0.22% 0.079%
As % of the Libraries, Frameworks & Software Standards category 0.65% 0.50% 0.21%
Number of salaries quoted 66 98 80
10th Percentile £47,500 £45,000 £42,025
25th Percentile £51,438 £53,750 £53,438
Median annual salary (50th Percentile) £66,250 £70,000 £65,000
Median % change year-on-year -5.36% +7.69% -
75th Percentile £92,500 £92,500 £91,250
90th Percentile £111,250 £102,375 £100,250
UK excluding London median annual salary £60,000 £57,500 £60,500
% change year-on-year +4.35% -4.96% -3.20%

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 50,349 21,042 51,422
As % of all permanent IT jobs advertised in the UK 40.43% 43.93% 37.46%
Number of salaries quoted 32,182 18,039 42,562
10th Percentile £36,250 £35,000 £32,500
25th Percentile £45,000 £42,500 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% +8.91%
75th Percentile £78,750 £75,000 £72,500
90th Percentile £95,000 £95,000 £87,500
UK excluding London median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -

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 17 October 2021.

Salary histogram for PyTorch in the UK

PyTorch
Top 14 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 17 October 2021. 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 -105 319 £66,250 -5.36% 50
London -92 245 £77,500 +3.33% 33
UK excluding London -201 73 £60,000 +4.35% 17
Work from Home -251 43 £57,500 -14.81% 16
South West -46 41 £51,250 +13.89% 4
South East -156 12 £52,500 -12.50% 3
East of England -108 9 £70,000 +21.74% 6
North of England - 7 £102,500 - 2
Yorkshire - 6 - - 1
West Midlands -107 2 £67,500 +25.58% 2
Midlands -113 2 £67,500 +25.58% 2
Wales -51 1 £60,000 -
North West - 1 £102,500 - 1
Scotland - 1 £102,500 -

For the 6 months to 17 October 2021, 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.

1 279 (84.80%) Python
2 264 (80.24%) Machine Learning
3 251 (76.29%) TensorFlow
4 226 (68.69%) Artificial Intelligence
5 184 (55.93%) Deep Learning
6 153 (46.50%) Computer Vision
7 152 (46.20%) Data Science
8 144 (43.77%) Computer Science
9 139 (42.25%) Software Engineering
10 118 (35.87%) Algorithms
11 105 (31.91%) PhD
12 97 (29.48%) Kubernetes
13 94 (28.57%) C++
14 92 (27.96%) scikit-learn
15 89 (27.05%) Mathematics
15 89 (27.05%) AWS
16 86 (26.14%) Keras
17 82 (24.92%) Neural Network
18 81 (24.62%) Docker
19 80 (24.32%) Degree
20 79 (24.01%) Natural Language Processing
21 78 (23.71%) Problem-Solving
22 72 (21.88%) GCP
23 67 (20.36%) Finance
24 64 (19.45%) Social Skills
25 61 (18.54%) Linux
25 61 (18.54%) OpenCV
26 58 (17.63%) Visualisation
27 56 (17.02%) React
28 53 (16.11%) Pandas

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 23 (6.99%) Apache Spark
2 12 (3.65%) Elasticsearch
3 9 (2.74%) Apache
3 9 (2.74%) Tornado
4 6 (1.82%) Apache Airflow
5 5 (1.52%) SAS
6 4 (1.22%) nginx
7 2 (0.61%) Jupyter
Applications
1 33 (10.03%) Simulink
2 22 (6.69%) Stateflow
3 7 (2.13%) Spreadsheet
4 3 (0.91%) Chatbot
Business Applications
1 10 (3.04%) Primavera
2 4 (1.22%) Summit
Cloud Services
1 89 (27.05%) AWS
2 72 (21.88%) GCP
3 29 (8.81%) Azure
4 17 (5.17%) Serverless
5 15 (4.56%) SaaS
6 10 (3.04%) Power Platform
7 9 (2.74%) Amazon EC2
8 8 (2.43%) IaaS
9 6 (1.82%) AWS Lambda
9 6 (1.82%) GitHub
10 4 (1.22%) Amazon SageMaker
10 4 (1.22%) npm
10 4 (1.22%) Yarn
11 3 (0.91%) Amazon S3
12 2 (0.61%) Amazon CloudWatch
12 2 (0.61%) Amazon ECS
12 2 (0.61%) AWS CloudFormation
12 2 (0.61%) AWS Fargate
12 2 (0.61%) Cloud Computing
12 2 (0.61%) Virtual Private Cloud
Communications & Networking
1 30 (9.12%) Internet
2 1 (0.30%) NAS
Database & Business Intelligence
1 19 (5.78%) PostgreSQL
1 19 (5.78%) Relational Database
2 18 (5.47%) NoSQL
3 16 (4.86%) Tableau
4 11 (3.34%) Big Data
5 10 (3.04%) Looker
5 10 (3.04%) Power BI
5 10 (3.04%) RDBMS
6 9 (2.74%) MongoDB
7 8 (2.43%) MariaDB
7 8 (2.43%) MySQL
8 6 (1.82%) Hadoop
9 4 (1.22%) Redis
10 3 (0.91%) BigQuery
10 3 (0.91%) Electronic Patient Records
11 2 (0.61%) Amazon DynamoDB
11 2 (0.61%) Metadata
11 2 (0.61%) Neo4j
11 2 (0.61%) SQL Server
12 1 (0.30%) Data Mining
Development Applications
1 23 (6.99%) Git (software)
2 4 (1.22%) Cypress.io
2 4 (1.22%) Mocha
2 4 (1.22%) PostCSS
3 2 (0.61%) Jenkins
3 2 (0.61%) Visual Studio
4 1 (0.30%) Bitbucket
4 1 (0.30%) GitLab
4 1 (0.30%) Pylint
General
1 67 (20.36%) Finance
2 64 (19.45%) Social Skills
3 50 (15.20%) Games
4 32 (9.73%) Manufacturing
5 22 (6.69%) Public Sector
6 21 (6.38%) Marketing
7 19 (5.78%) Presentation Skills
7 19 (5.78%) Retail
8 12 (3.65%) Analytical Skills
9 8 (2.43%) Automotive
10 7 (2.13%) Banking
11 6 (1.82%) Inclusion and Diversity
11 6 (1.82%) Law
12 5 (1.52%) Legal
12 5 (1.52%) Telecoms
13 4 (1.22%) Advertising
13 4 (1.22%) Financial Institution
14 3 (0.91%) Back Office
14 3 (0.91%) Pharmaceutical
14 3 (0.91%) Prime Brokerage
Job Titles
1 67 (20.36%) Machine Learning Engineer
2 54 (16.41%) Data Scientist
3 44 (13.37%) Developer
4 39 (11.85%) Software Engineer
5 30 (9.12%) Python Engineer
6 22 (6.69%) Computer Engineer
6 22 (6.69%) Computer Vision Engineer
7 21 (6.38%) Systems Engineer
8 19 (5.78%) Senior Developer
9 18 (5.47%) Senior Software Engineer
10 14 (4.26%) Python Developer
11 13 (3.95%) Programmer
11 13 (3.95%) Python Programmer
11 13 (3.95%) Senior Programmer
11 13 (3.95%) Senior Python Programmer
12 12 (3.65%) Python Software Engineer
13 9 (2.74%) Senior Python Developer
14 8 (2.43%) Infrastructure Engineer
15 7 (2.13%) Full Stack Developer
15 7 (2.13%) Product Engineer
Libraries, Frameworks & Software Standards
1 251 (76.29%) TensorFlow
2 92 (27.96%) scikit-learn
3 86 (26.14%) Keras
4 61 (18.54%) OpenCV
5 56 (17.02%) React
6 53 (16.11%) Pandas
7 42 (12.77%) NumPy
8 39 (11.85%) GraphQL
9 38 (11.55%) SciPy
10 36 (10.94%) REST
11 33 (10.03%) Vue.js
12 20 (6.08%) Phoenix Framework
13 16 (4.86%) HTML
13 16 (4.86%) Redux
14 14 (4.26%) JSON
15 13 (3.95%) Flask
15 13 (3.95%) pytest
15 13 (3.95%) SpaCy
16 12 (3.65%) Django
16 12 (3.65%) HTML5
Miscellaneous
1 118 (35.87%) Algorithms
2 43 (13.07%) CUDA
3 40 (12.16%) Robotics
4 18 (5.47%) Augmented Reality
5 17 (5.17%) Data Centre
5 17 (5.17%) Enterprise Software
5 17 (5.17%) Hedge funds
5 17 (5.17%) Linux Command Line
6 15 (4.56%) User Experience
7 14 (4.26%) Data Structures
8 11 (3.34%) Blog
9 10 (3.04%) Industrial Internet of Things
10 8 (2.43%) Self-Motivation
11 7 (2.13%) Wiki
12 5 (1.52%) Life Science
12 5 (1.52%) Social Media
13 4 (1.22%) Cloud Native
14 3 (0.91%) Equities
14 3 (0.91%) Greenfield Project
14 3 (0.91%) Virtual Team
Operating Systems
1 61 (18.54%) Linux
2 16 (4.86%) Android
3 15 (4.56%) Apple iOS
4 5 (1.52%) Embedded Linux
4 5 (1.52%) Unix
5 3 (0.91%) Windows
Processes & Methodologies
1 264 (80.24%) Machine Learning
2 226 (68.69%) Artificial Intelligence
3 184 (55.93%) Deep Learning
4 153 (46.50%) Computer Vision
5 152 (46.20%) Data Science
6 144 (43.77%) Computer Science
7 139 (42.25%) Software Engineering
8 89 (27.05%) Mathematics
9 82 (24.92%) Neural Network
10 79 (24.01%) Natural Language Processing
11 78 (23.71%) Problem-Solving
12 58 (17.63%) Visualisation
13 51 (15.50%) Analytics
14 49 (14.89%) Full Stack Development
14 49 (14.89%) Kalman Filter
15 48 (14.59%) Statistics
16 47 (14.29%) Agile Software Development
16 47 (14.29%) Bayesian Methods
17 39 (11.85%) Support Vector Machines
17 39 (11.85%) Validation
Programming Languages
1 279 (84.80%) Python
2 94 (28.57%) C++
3 49 (14.89%) SQL
4 48 (14.59%) MATLAB
5 38 (11.55%) C
6 37 (11.25%) Java
7 31 (9.42%) Go
8 29 (8.81%) Elixir
8 29 (8.81%) Erlang
8 29 (8.81%) ML
9 28 (8.51%) Shell Script
10 27 (8.21%) JavaScript
11 22 (6.69%) R
12 18 (5.47%) TypeScript
13 10 (3.04%) Ruby
14 8 (2.43%) ES6
14 8 (2.43%) Julia
15 7 (2.13%) Rust
16 5 (1.52%) C#
16 5 (1.52%) Scala
Qualifications
1 105 (31.91%) PhD
2 80 (24.32%) Degree
3 21 (6.38%) Master's Degree
4 15 (4.56%) Computer Science Degree
5 7 (2.13%) Security Cleared
6 4 (1.22%) Numerate Degree
7 2 (0.61%) SC Cleared
8 1 (0.30%) BPSS Clearance
Quality Assurance & Compliance
1 16 (4.86%) QA
2 11 (3.34%) Data Quality
3 1 (0.30%) DICOM
System Software
1 81 (24.62%) Docker
2 3 (0.91%) NFS
3 1 (0.30%) HDFS
Systems Management
1 97 (29.48%) Kubernetes
2 20 (6.08%) Terraform
3 16 (4.86%) Ansible
4 11 (3.34%) Opscode Chef
4 11 (3.34%) Puppet
5 10 (3.04%) Docker Swarm
6 3 (0.91%) Kubeflow
Vendors
1 21 (6.38%) OpenAI
2 18 (5.47%) Google
3 10 (3.04%) Autodesk
4 8 (2.43%) Databricks
5 7 (2.13%) Dell
6 6 (1.82%) Huawei
7 4 (1.22%) Algorithmics
7 4 (1.22%) Microsoft
7 4 (1.22%) Sun
8 2 (0.61%) NVIDIA
8 2 (0.61%) Salesforce.com
8 2 (0.61%) SAP
9 1 (0.30%) Oracle