PyTorch
UK

The table below provides summary statistics for permanent job vacancies requiring PyTorch skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited PyTorch over the 6 months leading up to 9 July 2025, comparing them to the same period in the previous two years.

6 months to
9 Jul 2025
Same period 2024 Same period 2023
Rank 617 736 776
Rank change year-on-year +119 +40 -7
Permanent jobs citing PyTorch 123 168 133
As % of all permanent jobs advertised in the UK 0.20% 0.16% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.23% 0.80% 0.54%
Number of salaries quoted 60 116 115
10th Percentile £44,875 £47,500 £49,250
25th Percentile £61,500 £55,000 £58,750
Median annual salary (50th Percentile) £85,000 £75,000 £75,000
Median % change year-on-year +13.33% - -3.23%
75th Percentile £99,375 £92,188 £90,000
90th Percentile £120,000 £122,500 £109,500
UK excluding London median annual salary £64,000 £62,500 £72,500
% change year-on-year +2.40% -13.79% +16.00%

All Software Libraries and Frameworks
UK

PyTorch falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 9,973 21,082 24,477
As % of all permanent jobs advertised in the UK 16.44% 20.09% 27.93%
Number of salaries quoted 6,069 15,547 17,361
10th Percentile £38,250 £36,250 £40,588
25th Percentile £51,250 £45,000 £50,000
Median annual salary (50th Percentile) £67,500 £60,000 £66,000
Median % change year-on-year +12.50% -9.09% +1.54%
75th Percentile £87,500 £80,000 £86,250
90th Percentile £112,500 £100,000 £106,250
UK excluding London median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% +4.55%

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 9 July 2025.

Salary histogram for PyTorch in the UK

PyTorch
Top 16 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 9 July 2025. 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
Jobs
England +120 117 £85,000 +13.33% 302
UK excluding London +154 80 £64,000 +2.40% 148
London +53 39 £95,000 +10.14% 176
Work from Home +73 36 £70,000 +19.66% 141
South East +95 21 £100,000 -14.89% 48
North of England +43 19 £64,000 +6.67% 23
East of England +26 17 £83,250 +4.06% 51
South West +97 10 £47,500 -13.64% 18
North West +5 10 £63,750 +6.25% 17
Midlands +75 9 £67,500 +22.73% 9
Yorkshire +56 8 £64,000 -24.71% 5
East Midlands +44 5 £72,500 +26.09% 3
West Midlands +68 4 £60,500 +10.00% 6
Scotland +82 3 £70,000 +19.66% 7
North East - 1 - - 1
Wales - 1 - -

PyTorch
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 40 (32.52%) Apache Spark
2 9 (7.32%) Apache
2 9 (7.32%) Apache Airflow
3 2 (1.63%) ArcGIS
4 1 (0.81%) SAS
Cloud Services
1 85 (69.11%) AWS
2 53 (43.09%) Azure
3 41 (33.33%) GCP
4 24 (19.51%) Amazon S3
5 23 (18.70%) Amazon EKS
6 20 (16.26%) Amazon SageMaker
7 19 (15.45%) Amazon ELB
8 13 (10.57%) Azure Monitor
9 9 (7.32%) Amazon EC2
9 9 (7.32%) Azure Machine Learning
10 8 (6.50%) Serverless
11 6 (4.88%) AWS Lambda
12 5 (4.07%) Prefect
13 4 (3.25%) Amazon Bedrock
13 4 (3.25%) Amazon ECS
13 4 (3.25%) Amazon EMR
13 4 (3.25%) Amazon Kinesis
13 4 (3.25%) Amazon SQS
14 3 (2.44%) GitHub
14 3 (2.44%) Snowflake
Database & Business Intelligence
1 24 (19.51%) DynamoDB
2 21 (17.07%) Metadata
3 19 (15.45%) Delta Lake
3 19 (15.45%) Spark SQL
4 8 (6.50%) Hadoop
5 7 (5.69%) Data Lake
6 6 (4.88%) Amazon RDS
7 5 (4.07%) NoSQL
7 5 (4.07%) PostgreSQL
8 4 (3.25%) Amazon Aurora
8 4 (3.25%) Big Data
8 4 (3.25%) Electronic Patient Records
8 4 (3.25%) MySQL
9 3 (2.44%) Data Warehouse
9 3 (2.44%) MongoDB
9 3 (2.44%) Pinecone
9 3 (2.44%) Weaviate
10 2 (1.63%) GIS
10 2 (1.63%) QGIS
10 2 (1.63%) Relational Database
Development Applications
1 29 (23.58%) MLflow
2 13 (10.57%) Git
3 2 (1.63%) GitLab
4 1 (0.81%) Jenkins
General
1 58 (47.15%) Social Skills
2 37 (30.08%) Finance
3 19 (15.45%) Law
4 15 (12.20%) Analytical Skills
4 15 (12.20%) Legal
5 12 (9.76%) Manufacturing
6 11 (8.94%) Pharmaceutical
7 8 (6.50%) Banking
8 7 (5.69%) Inclusion and Diversity
9 6 (4.88%) Marketing
10 5 (4.07%) Games
11 3 (2.44%) Electronics
12 2 (1.63%) Advertising
12 2 (1.63%) Environmental Health
13 1 (0.81%) Aerospace
13 1 (0.81%) Aviation
13 1 (0.81%) Presentation Skills
13 1 (0.81%) Public Sector
13 1 (0.81%) Publishing
13 1 (0.81%) Tech for Good
Job Titles
1 32 (26.02%) Senior
2 28 (22.76%) Machine Learning Engineer
3 19 (15.45%) Operations Engineer
4 13 (10.57%) Artificial Intelligence Engineer
4 13 (10.57%) Data Scientist
4 13 (10.57%) Lead
4 13 (10.57%) Senior Manager
5 10 (8.13%) Software Engineer
6 8 (6.50%) Senior Data Scientist
7 5 (4.07%) Head of AI
8 4 (3.25%) Associate Engineer
8 4 (3.25%) Data Engineer
8 4 (3.25%) Developer
8 4 (3.25%) Python Engineer
8 4 (3.25%) Senior Software Engineer
9 2 (1.63%) Field Applications Engineer
9 2 (1.63%) Field Engineer
9 2 (1.63%) Head of Engineering
9 2 (1.63%) Head of Strategy
9 2 (1.63%) Technical Leader
Libraries, Frameworks & Software Standards
1 116 (94.31%) TensorFlow
2 70 (56.91%) scikit-learn
3 37 (30.08%) Keras
4 35 (28.46%) NumPy
5 27 (21.95%) Hugging Face
5 27 (21.95%) Pandas
6 20 (16.26%) PySpark
7 19 (15.45%) Lambda Expressions
7 19 (15.45%) Metaflow
7 19 (15.45%) YAML
8 18 (14.63%) LangChain
9 7 (5.69%) Google JAX
9 7 (5.69%) JAX
9 7 (5.69%) Kafka
9 7 (5.69%) OpenCV
10 6 (4.88%) FastAPI
11 5 (4.07%) Node.js
11 5 (4.07%) React
12 4 (3.25%) OAuth
12 4 (3.25%) OpenID
Miscellaneous
1 36 (29.27%) Algorithms
2 19 (15.45%) Linux Command Line
3 6 (4.88%) Distributed Systems
4 5 (4.07%) AI Agents
4 5 (4.07%) Public Cloud
5 4 (3.25%) Robotics
6 3 (2.44%) Data Structures
6 3 (2.44%) Embedded Systems
7 2 (1.63%) Cloud Native
7 2 (1.63%) Data Centre
7 2 (1.63%) Distributed Computing
7 2 (1.63%) Educational Technology
7 2 (1.63%) Lidar
7 2 (1.63%) Management Information System
7 2 (1.63%) Mobile App
7 2 (1.63%) Reinsurance
7 2 (1.63%) Virtual Team
8 1 (0.81%) Greenfield Project
8 1 (0.81%) Product Ownership
8 1 (0.81%) Team-Oriented Environment
Operating Systems
1 19 (15.45%) Unix
2 2 (1.63%) Linux
3 1 (0.81%) Android
3 1 (0.81%) Ubuntu
Processes & Methodologies
1 122 (99.19%) Machine Learning
2 104 (84.55%) Artificial Intelligence
3 83 (67.48%) Data Science
4 63 (51.22%) MLOps
5 47 (38.21%) Computer Science
6 45 (36.59%) Deep Learning
7 41 (33.33%) LLM
8 38 (30.89%) Containerisation
8 38 (30.89%) Software Engineering
9 35 (28.46%) Analytics
9 35 (28.46%) Visualisation
10 34 (27.64%) Generative AI
11 33 (26.83%) Problem-Solving
12 31 (25.20%) CI/CD
13 30 (24.39%) Natural Language Processing
14 27 (21.95%) Roadmaps
15 22 (17.89%) Data Engineering
16 21 (17.07%) Metadata Management
16 21 (17.07%) Reinforcement Learning
17 20 (16.26%) Data Pipeline
Programming Languages
1 99 (80.49%) Python
2 41 (33.33%) SQL
3 18 (14.63%) Java
4 13 (10.57%) C++
5 10 (8.13%) R
6 6 (4.88%) C
7 4 (3.25%) JavaScript
7 4 (3.25%) Rust
8 2 (1.63%) Bash
8 2 (1.63%) C#
9 1 (0.81%) Bicep
9 1 (0.81%) Go
9 1 (0.81%) Julia
9 1 (0.81%) Perl
9 1 (0.81%) PHP
9 1 (0.81%) Scala
Qualifications
1 56 (45.53%) Degree
2 36 (29.27%) Master's Degree
3 29 (23.58%) PhD
4 25 (20.33%) Computer Science Degree
5 1 (0.81%) Azure Certification
5 1 (0.81%) MCP
5 1 (0.81%) Security Cleared
Quality Assurance & Compliance
1 8 (6.50%) Data Quality
2 3 (2.44%) Actionable Recommendations
3 2 (1.63%) GDPR
4 1 (0.81%) Accessibility
4 1 (0.81%) California Consumer Privacy Act
4 1 (0.81%) EU AI Act
4 1 (0.81%) HIPAA
4 1 (0.81%) NIST
System Software
1 39 (31.71%) Docker
2 2 (1.63%) HDFS
Systems Management
1 37 (30.08%) Kubernetes
2 27 (21.95%) Kubeflow
3 25 (20.33%) Terraform
4 14 (11.38%) Grafana
4 14 (11.38%) Prometheus
5 4 (3.25%) Single Sign-On
6 1 (0.81%) Ansible
6 1 (0.81%) Bugsnag
Vendors
1 28 (22.76%) Databricks
2 19 (15.45%) OpenAI
3 5 (4.07%) Microsoft
4 4 (3.25%) Google
4 4 (3.25%) NVIDIA
5 2 (1.63%) Altera
5 2 (1.63%) Dell
5 2 (1.63%) YouTube
6 1 (0.81%) Bloomberg
6 1 (0.81%) Informatica
6 1 (0.81%) Red Hat
6 1 (0.81%) SAP