Period
to 18 January 2022

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 18 January 2022 with a comparison to the same period in the previous 2 years.

PyTorch
UK
6 months to
18 Jan 2022
Same period 2021 Same period 2020
Rank 772 644 912
Rank change year-on-year -128 +268 +177
Permanent jobs citing PyTorch 286 132 132
As % of all permanent jobs advertised in the UK 0.22% 0.21% 0.11%
As % of the Libraries, Frameworks & Software Standards category 0.58% 0.50% 0.27%
Number of salaries quoted 91 114 101
10th Percentile £47,500 £45,000 £45,000
25th Percentile £53,750 £55,000 £57,500
Median annual salary (50th Percentile) £80,000 £72,500 £70,000
Median % change year-on-year +10.34% +3.57% +5.66%
75th Percentile £88,750 £84,375 £90,000
90th Percentile £117,500 £98,500 £95,000
UK excluding London median annual salary £51,250 £57,500 £61,250
% change year-on-year -10.87% -6.12% -9.26%

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 48,957 26,361 48,049
As % of all permanent IT jobs advertised in the UK 38.44% 42.47% 38.29%
Number of salaries quoted 30,685 22,659 39,752
10th Percentile £37,500 £35,000 £32,500
25th Percentile £46,250 £42,500 £40,000
Median annual salary (50th Percentile) £61,250 £55,000 £55,000
Median % change year-on-year +11.36% - +4.76%
75th Percentile £81,250 £73,750 £72,500
90th Percentile £97,500 £90,000 £90,000
UK excluding London median annual salary £53,350 £50,000 £45,412
% change year-on-year +6.70% +10.10% +0.92%

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 18 January 2022.

Salary histogram for PyTorch in the UK

PyTorch
Top 11 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 18 January 2022. 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 -114 258 £80,000 +10.34% 42
London -137 194 £80,000 +10.34% 26
Work from Home -156 66 £80,000 +10.34% 3
UK excluding London -152 61 £51,250 -10.87% 16
South West -39 31 £45,000 - 7
East of England -78 18 £72,500 -1.69% 4
South East -116 6 £47,500 -20.83% 3
Yorkshire - 4 - - 1
North of England - 4 - - 1
West Midlands -63 2 £67,500 +35.00% 1
Midlands -98 2 £67,500 +35.00% 1

For the 6 months to 18 January 2022, 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.

1 243 (84.97%) Machine Learning
2 239 (83.57%) Python
3 229 (80.07%) TensorFlow
4 223 (77.97%) Artificial Intelligence
5 191 (66.78%) Deep Learning
6 163 (56.99%) Data Science
7 118 (41.26%) Algorithms
8 117 (40.91%) Software Engineering
9 115 (40.21%) Computer Vision
10 109 (38.11%) Computer Science
11 106 (37.06%) scikit-learn
12 103 (36.01%) Natural Language Processing
13 95 (33.22%) PhD
14 92 (32.17%) Mathematics
15 77 (26.92%) Neural Network
16 75 (26.22%) R
16 75 (26.22%) AWS
17 74 (25.87%) SQL
17 74 (25.87%) MATLAB
18 73 (25.52%) C++
19 71 (24.83%) Pandas
19 71 (24.83%) Social Skills
20 69 (24.13%) Degree
21 68 (23.78%) Bayesian Methods
22 65 (22.73%) Keras
22 65 (22.73%) C
23 63 (22.03%) Finance
23 63 (22.03%) GCP
24 61 (21.33%) Analytics
25 60 (20.98%) NumPy

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 (8.04%) Apache Spark
2 15 (5.24%) Elasticsearch
3 13 (4.55%) Apache Airflow
4 8 (2.80%) Tornado
5 4 (1.40%) Apache
5 4 (1.40%) nginx
5 4 (1.40%) SAS
6 2 (0.70%) Luigi
7 1 (0.35%) Jupyter
7 1 (0.35%) Pachyderm
Applications
1 22 (7.69%) Simulink
2 14 (4.90%) Stateflow
3 1 (0.35%) Spreadsheet
Cloud Services
1 75 (26.22%) AWS
2 63 (22.03%) GCP
3 29 (10.14%) Azure
4 10 (3.50%) Amazon SageMaker
4 10 (3.50%) Power Platform
5 9 (3.15%) Amazon EC2
5 9 (3.15%) Amazon S3
5 9 (3.15%) Serverless
6 7 (2.45%) GitHub
6 7 (2.45%) SaaS
7 4 (1.40%) AWS Lambda
7 4 (1.40%) IaaS
7 4 (1.40%) npm
7 4 (1.40%) PaaS
7 4 (1.40%) Yarn
8 3 (1.05%) Amazon ECS
8 3 (1.05%) Azure Machine Learning
9 2 (0.70%) Cloud Computing
9 2 (0.70%) Snowflake
10 1 (0.35%) AWS CloudFormation
Communications & Networking
1 26 (9.09%) Internet
2 6 (2.10%) NAS
3 3 (1.05%) Reverse Proxy
4 1 (0.35%) Firewall
4 1 (0.35%) LAN
4 1 (0.35%) SSH
4 1 (0.35%) VoIP
4 1 (0.35%) WAN
4 1 (0.35%) Wireless
Database & Business Intelligence
1 19 (6.64%) NoSQL
2 17 (5.94%) Tableau
3 14 (4.90%) Relational Database
4 11 (3.85%) Hadoop
4 11 (3.85%) PostgreSQL
5 10 (3.50%) MongoDB
5 10 (3.50%) Power BI
6 8 (2.80%) Big Data
7 6 (2.10%) Data Warehouse
8 4 (1.40%) Apache Hive
8 4 (1.40%) Oracle Database
8 4 (1.40%) Oracle Database 11g
8 4 (1.40%) RDBMS
8 4 (1.40%) Redis
8 4 (1.40%) SQL Server
9 3 (1.05%) Geospatial Data
9 3 (1.05%) MySQL
9 3 (1.05%) Neo4j
10 2 (0.70%) Amazon RDS
10 2 (0.70%) Apache Cassandra
Development Applications
1 8 (2.80%) Git (software)
2 7 (2.45%) MLflow
3 6 (2.10%) Jenkins
4 4 (1.40%) Cypress.io
4 4 (1.40%) Mocha
4 4 (1.40%) PostCSS
5 2 (0.70%) Bitbucket
6 1 (0.35%) Visual Studio
General
1 71 (24.83%) Social Skills
2 63 (22.03%) Finance
3 29 (10.14%) Games
4 21 (7.34%) Marketing
5 19 (6.64%) Inclusion and Diversity
5 19 (6.64%) Public Sector
6 17 (5.94%) Manufacturing
7 12 (4.20%) Analytical Skills
7 12 (4.20%) Retail
8 11 (3.85%) Automotive
9 6 (2.10%) Legal
9 6 (2.10%) Pharmaceutical
10 5 (1.75%) Back Office
10 5 (1.75%) Law
10 5 (1.75%) Prime Brokerage
11 3 (1.05%) Publishing
12 2 (0.70%) Electronics
12 2 (0.70%) iGaming
12 2 (0.70%) Telecoms
13 1 (0.35%) Advertising
Job Titles
1 81 (28.32%) Data Scientist
2 62 (21.68%) Machine Learning Engineer
3 40 (13.99%) Developer
4 37 (12.94%) Senior Data Scientist
5 22 (7.69%) Software Engineer
6 21 (7.34%) Senior Developer
7 14 (4.90%) Systems Engineer
8 13 (4.55%) Programmer
8 13 (4.55%) Python Developer
8 13 (4.55%) Python Programmer
8 13 (4.55%) Senior Programmer
8 13 (4.55%) Senior Python Programmer
9 12 (4.20%) Computer Engineer
9 12 (4.20%) Computer Vision Engineer
9 12 (4.20%) Senior Python Developer
10 11 (3.85%) Data Engineer
11 9 (3.15%) Computer Scientist
11 9 (3.15%) Computer Vision Scientist
12 8 (2.80%) Elasticsearch Engineer
12 8 (2.80%) NoSQL Engineer
Libraries, Frameworks & Software Standards
1 229 (80.07%) TensorFlow
2 106 (37.06%) scikit-learn
3 71 (24.83%) Pandas
4 65 (22.73%) Keras
5 60 (20.98%) NumPy
6 57 (19.93%) OpenCV
7 51 (17.83%) React
8 38 (13.29%) Caffe
9 35 (12.24%) REST
10 34 (11.89%) GraphQL
11 27 (9.44%) SciPy
11 27 (9.44%) Vue.js
12 16 (5.59%) HTML
13 15 (5.24%) Flask
14 14 (4.90%) Phoenix Framework
15 13 (4.55%) JSON
16 12 (4.20%) HTML5
16 12 (4.20%) Redux
16 12 (4.20%) SpaCy
17 10 (3.50%) Django
Miscellaneous
1 118 (41.26%) Algorithms
2 31 (10.84%) CUDA
3 25 (8.74%) Robotics
4 19 (6.64%) Hedge funds
5 12 (4.20%) Acoustics
5 12 (4.20%) Cyberattack
6 8 (2.80%) Data Centre
6 8 (2.80%) Greenfield Project
7 7 (2.45%) Augmented Reality
7 7 (2.45%) Data Structures
7 7 (2.45%) Life Science
7 7 (2.45%) User Experience
8 6 (2.10%) Equities
9 5 (1.75%) mHealth
10 4 (1.40%) Cloud Native
10 4 (1.40%) Cyber Defence
10 4 (1.40%) Cybercrime
10 4 (1.40%) Self-Motivation
11 3 (1.05%) Linux Command Line
12 2 (0.70%) Virtual Team
Operating Systems
1 31 (10.84%) Linux
2 12 (4.20%) Windows
3 6 (2.10%) Android
4 5 (1.75%) Apple iOS
4 5 (1.75%) Unix
5 2 (0.70%) Embedded Linux
6 1 (0.35%) VMS
Processes & Methodologies
1 243 (84.97%) Machine Learning
2 223 (77.97%) Artificial Intelligence
3 191 (66.78%) Deep Learning
4 163 (56.99%) Data Science
5 117 (40.91%) Software Engineering
6 115 (40.21%) Computer Vision
7 109 (38.11%) Computer Science
8 103 (36.01%) Natural Language Processing
9 92 (32.17%) Mathematics
10 77 (26.92%) Neural Network
11 68 (23.78%) Bayesian Methods
12 61 (21.33%) Analytics
13 52 (18.18%) Validation
14 51 (17.83%) Statistics
15 49 (17.13%) Problem-Solving
16 45 (15.73%) Agile Software Development
16 45 (15.73%) Model Validation
17 42 (14.69%) Reinforcement Learning
18 41 (14.34%) Visualisation
19 38 (13.29%) Software Architecture
Programming Languages
1 239 (83.57%) Python
2 75 (26.22%) R
3 74 (25.87%) MATLAB
3 74 (25.87%) SQL
4 73 (25.52%) C++
5 65 (22.73%) C
6 46 (16.08%) Java
7 19 (6.64%) Elixir
7 19 (6.64%) Erlang
7 19 (6.64%) ML
8 16 (5.59%) JavaScript
8 16 (5.59%) TypeScript
9 10 (3.50%) Scala
10 9 (3.15%) Go
11 8 (2.80%) Shell Script
12 7 (2.45%) ES6
13 6 (2.10%) Julia
14 5 (1.75%) C#
15 4 (1.40%) LookML
16 3 (1.05%) Rust
Qualifications
1 95 (33.22%) PhD
2 69 (24.13%) Degree
3 20 (6.99%) Master's Degree
4 6 (2.10%) Numerate Degree
5 5 (1.75%) Computer Science Degree
5 5 (1.75%) Security Cleared
6 3 (1.05%) SC Cleared
7 1 (0.35%) BPSS Clearance
7 1 (0.35%) CCNP
7 1 (0.35%) Cisco Certification
7 1 (0.35%) MCSE
7 1 (0.35%) Microsoft Certification
Quality Assurance & Compliance
1 6 (2.10%) QA
2 1 (0.35%) Data Quality
2 1 (0.35%) DICOM
System Software
1 52 (18.18%) Docker
2 11 (3.85%) NFS
3 4 (1.40%) vCloud
4 2 (0.70%) HDFS
5 1 (0.35%) Virtual Machines
Systems Management
1 58 (20.28%) Kubernetes
2 16 (5.59%) Ansible
3 9 (3.15%) Opscode Chef
3 9 (3.15%) Puppet
4 6 (2.10%) Terraform
5 3 (1.05%) Kubeflow
Vendors
1 15 (5.24%) OpenAI
2 12 (4.20%) Google
3 7 (2.45%) Microsoft
4 4 (1.40%) Oracle
4 4 (1.40%) Sun
5 2 (0.70%) NVIDIA
5 2 (0.70%) SAP
6 1 (0.35%) Cisco
6 1 (0.35%) Databricks
6 1 (0.35%) Dataiku
6 1 (0.35%) DataRobot
6 1 (0.35%) Dell
6 1 (0.35%) Sage