PyTorch
UK

The table below provides summary statistics and salary benchmarking for jobs requiring PyTorch skills. It covers permanent job vacancies from the 6 months leading up to 23 July 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Jul 2026
Same period 2025 Same period 2024
Rank 549 568 706
Rank change year-on-year +19 +138 +34
Permanent jobs citing PyTorch 223 123 140
As % of all permanent jobs in the UK 0.22% 0.25% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.17% 1.39% 0.77%
Number of salaries quoted 64 56 92
10th Percentile £45,750 £45,625 £47,750
25th Percentile £57,438 £61,500 £55,938
Median annual salary (50th Percentile) £85,000 £82,500 £75,000
Median % change year-on-year +3.03% +10.00% -
75th Percentile £108,125 £99,375 £97,500
90th Percentile £128,750 £120,000 £119,500
UK excluding London median annual salary £65,000 £64,000 £63,750
% change year-on-year +1.56% +0.39% -12.07%

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 10,271 8,848 18,167
As % of all permanent jobs advertised in the UK 10.24% 18.02% 19.62%
Number of salaries quoted 7,657 5,833 13,542
10th Percentile £40,625 £38,750 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £113,750 £102,500
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -4.35%

PyTorch
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing PyTorch relative to all permanent IT jobs advertised.

PyTorch job vacancy trend in the UK

PyTorch
Salary Trend

Salary distribution trend for jobs in the UK citing PyTorch.

Salary distribution trend for jobs in the UK citing PyTorch

PyTorch
Salary Histogram

Salary distribution for jobs citing PyTorch over the 6 months to 23 July 2026.

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 23 July 2026. 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 -24 176 £85,000 - 177
London +20 97 £92,500 -2.63% 126
UK excluding London -58 92 £65,000 +1.56% 71
Work from Home +40 89 £70,000 - 66
Midlands -3 36 £52,500 -22.22% 3
East Midlands +1 33 £41,000 -43.45%
East of England -6 18 £77,500 -6.91% 14
South West -57 10 £60,000 +20.00% 18
South East -33 8 £62,500 -37.50% 20
North of England -41 8 £102,500 +60.16% 7
North West -5 6 £102,500 +86.36% 7
Scotland +22 5 £79,283 +13.26% 5
Wales -47 5 £65,000 - 4
West Midlands -31 3 £55,000 -9.09% 3
Yorkshire -35 2 £85,800 +34.06%
Northern Ireland - 2 - - 1

PyTorch
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 32 (14.35%) Apache Airflow
2 26 (11.66%) Apache Spark
3 20 (8.97%) ArcGIS
4 2 (0.90%) Appian
5 1 (0.45%) Apache
5 1 (0.45%) Jupyter
Applications
1 6 (2.69%) Chatbot
2 1 (0.45%) Microsoft Excel
2 1 (0.45%) Microsoft Office
2 1 (0.45%) Microsoft PowerPoint
2 1 (0.45%) Trello
Cloud Services
1 115 (51.57%) Azure
2 112 (50.22%) AWS
3 71 (31.84%) GCP
4 34 (15.25%) Power Platform
5 28 (12.56%) Snowflake
6 23 (10.31%) Azure Synapse Analytics
6 23 (10.31%) dbt
7 12 (5.38%) Azure Machine Learning
8 8 (3.59%) Amazon SageMaker
8 8 (3.59%) SaaS
9 7 (3.14%) Amazon Bedrock
9 7 (3.14%) Anthropic Claude
9 7 (3.14%) Slack
10 6 (2.69%) Amazon OpenSearch
10 6 (2.69%) Azure AI
10 6 (2.69%) Serverless
10 6 (2.69%) Vertex AI
11 5 (2.24%) Prefect
12 4 (1.79%) GitHub
13 3 (1.35%) AWS Lambda
Communications & Networking
1 27 (12.11%) Broadband
Database & Business Intelligence
1 31 (13.90%) Power BI
2 27 (12.11%) Amazon Redshift
2 27 (12.11%) Tableau
3 26 (11.66%) Data Warehouse
4 25 (11.21%) BigQuery
4 25 (11.21%) Elasticsearch
4 25 (11.21%) Looker
5 23 (10.31%) Data Lake
5 23 (10.31%) Snowflake Schema
6 21 (9.42%) GIS
6 21 (9.42%) QGIS
6 21 (9.42%) Spatial Data
7 17 (7.62%) Metadata
8 13 (5.83%) Pinecone
9 8 (3.59%) NoSQL
10 6 (2.69%) Weaviate
11 5 (2.24%) MongoDB
12 4 (1.79%) PostgreSQL
13 3 (1.35%) MySQL
13 3 (1.35%) SQL Server
Development Applications
1 40 (17.94%) MLflow
2 15 (6.73%) Git
3 9 (4.04%) GitLab
4 2 (0.90%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) Poetry
5 1 (0.45%) Yeoman
General
1 66 (29.60%) Analytical Skills
2 53 (23.77%) Finance
3 43 (19.28%) Social Skills
4 15 (6.73%) Banking
5 9 (4.04%) Inclusion and Diversity
6 6 (2.69%) Law
6 6 (2.69%) Pharmaceutical
6 6 (2.69%) Public Sector
6 6 (2.69%) Retail
7 4 (1.79%) Advertising
8 3 (1.35%) Marketing
8 3 (1.35%) Private Banking
9 2 (0.90%) Public Speaking
10 1 (0.45%) French Language
10 1 (0.45%) Legal
10 1 (0.45%) Manufacturing
10 1 (0.45%) Publishing
Job Titles
1 54 (24.22%) Lead
2 50 (22.42%) Data Scientist
3 45 (20.18%) Senior
4 33 (14.80%) Senior Data Scientist
5 29 (13.00%) Developer
6 28 (12.56%) Lead Data Scientist
7 27 (12.11%) Systems Engineer
8 25 (11.21%) Consultant
9 24 (10.76%) Senior Systems Engineer
10 22 (9.87%) Artificial Intelligence Consultant
10 22 (9.87%) Machine Learning Engineer
11 20 (8.97%) Artificial Intelligence Engineer
11 20 (8.97%) Machine Learning Consultant
11 20 (8.97%) Spatial Consultant
12 16 (7.17%) Software Engineer
13 13 (5.83%) Lead Developer
14 11 (4.93%) Machine Learning Scientist
15 9 (4.04%) Architect
15 9 (4.04%) Python Developer
16 7 (3.14%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 160 (71.75%) TensorFlow
2 74 (33.18%) scikit-learn
3 55 (24.66%) LangChain
4 41 (18.39%) Hugging Face
5 33 (14.80%) Kafka
6 30 (13.45%) LlamaIndex
7 25 (11.21%) pgvector
8 22 (9.87%) LangGraph
9 21 (9.42%) Pandas
10 16 (7.17%) NumPy
11 13 (5.83%) Google JAX
11 13 (5.83%) JAX
12 12 (5.38%) REST
13 11 (4.93%) OpenCV
14 10 (4.48%) Faiss
15 8 (3.59%) FastAPI
15 8 (3.59%) RabbitMQ
16 7 (3.14%) SciPy
16 7 (3.14%) TFX
16 7 (3.14%) XGBoost
Miscellaneous
1 51 (22.87%) Algorithms
2 42 (18.83%) Cloud Native
3 24 (10.76%) Clustering
4 23 (10.31%) Public Cloud
4 23 (10.31%) Video\Live Streaming
5 20 (8.97%) AI Agents
6 19 (8.52%) Distributed Systems
7 14 (6.28%) Product Ownership
8 7 (3.14%) Over-the-Top Content
9 6 (2.69%) Robotics
10 5 (2.24%) Embedded Systems
11 4 (1.79%) CUDA
12 3 (1.35%) Enterprise Software
12 3 (1.35%) Greenfield Project
12 3 (1.35%) Legacy Systems
12 3 (1.35%) Low-Code
13 2 (0.90%) Analytical Mindset
13 2 (0.90%) Autonomous Agent
13 2 (0.90%) Data Structures
13 2 (0.90%) Stable Diffusion
Operating Systems
1 5 (2.24%) Linux
2 1 (0.45%) Android
2 1 (0.45%) Apple iOS
2 1 (0.45%) Robot Operating System
Processes & Methodologies
1 216 (96.86%) Machine Learning
2 178 (79.82%) AI
3 150 (67.26%) Data Science
4 100 (44.84%) Generative AI
5 76 (34.08%) LLM
5 76 (34.08%) MLOps
6 69 (30.94%) Analytics
7 68 (30.49%) Roadmaps
8 65 (29.15%) Mentoring
8 65 (29.15%) Software Engineering
9 63 (28.25%) Statistics
10 61 (27.35%) Deep Learning
10 61 (27.35%) Feature Engineering
11 60 (26.91%) Retrieval-Augmented Generation
12 59 (26.46%) CI/CD
13 58 (26.01%) Data Pipeline
13 58 (26.01%) Technical Leadership
13 58 (26.01%) Use Case
14 57 (25.56%) Computer Vision
15 52 (23.32%) Predictive Modelling
Programming Languages
1 214 (95.96%) Python
2 77 (34.53%) SQL
3 14 (6.28%) C++
3 14 (6.28%) Java
4 9 (4.04%) JavaScript
5 4 (1.79%) C
5 4 (1.79%) R
6 2 (0.90%) Bash
6 2 (0.90%) Go
6 2 (0.90%) Scala
7 1 (0.45%) C#
7 1 (0.45%) Haskell
7 1 (0.45%) OCaml
7 1 (0.45%) Rust
Qualifications
1 46 (20.63%) Degree
2 22 (9.87%) PhD
3 19 (8.52%) Security Cleared
4 15 (6.73%) Master's Degree
5 6 (2.69%) DBS Check
6 4 (1.79%) DV Cleared
6 4 (1.79%) SC Cleared
7 3 (1.35%) Postgraduate
8 2 (0.90%) Computer Science Degree
9 1 (0.45%) AWS Certification
9 1 (0.45%) AWS Certified Solutions Architect
9 1 (0.45%) Azure Certification
9 1 (0.45%) Microsoft Certification
9 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.31%) California Consumer Privacy Act
1 23 (10.31%) GDPR
2 21 (9.42%) Accessibility
3 20 (8.97%) QA
4 5 (2.24%) Data Quality
5 1 (0.45%) Cyber Essentials
5 1 (0.45%) ISO/IEC 27001
System Software
1 34 (15.25%) Docker
Systems Management
1 28 (12.56%) Kubernetes
2 11 (4.93%) Kubeflow
3 8 (3.59%) Terraform
4 7 (3.14%) Grafana
5 6 (2.69%) Ansible
5 6 (2.69%) Prometheus
6 3 (1.35%) Argo
Vendors
1 42 (18.83%) Databricks
2 23 (10.31%) Cloudera
2 23 (10.31%) Dell
3 22 (9.87%) OpenAI
4 18 (8.07%) Google
5 11 (4.93%) Microsoft
6 2 (0.90%) Automation Anywhere
6 2 (0.90%) Foundry
6 2 (0.90%) Palantir
6 2 (0.90%) UiPath
7 1 (0.45%) Cognizant
7 1 (0.45%) Dataiku
7 1 (0.45%) DataRobot
7 1 (0.45%) Intel
7 1 (0.45%) Oracle