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 9 June 2026, with comparisons to the same periods in the previous two years.

6 months to
9 Jun 2026
Same period 2025 Same period 2024
Rank 516 566 743
Rank change year-on-year +50 +177 +56
Permanent jobs citing PyTorch 229 109 158
As % of all permanent jobs in the UK 0.25% 0.25% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.45% 1.24% 0.75%
Number of salaries quoted 60 48 114
10th Percentile £46,939 £44,250 £47,500
25th Percentile £52,500 £61,188 £55,000
Median annual salary (50th Percentile) £67,250 £82,500 £71,250
Median % change year-on-year -18.48% +15.79% -5.00%
75th Percentile £91,563 £111,250 £90,000
90th Percentile £115,250 £123,000 £122,500
UK excluding London median annual salary £60,000 £64,000 £62,500
% change year-on-year -6.25% +2.40% -16.67%

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 9,349 8,772 21,194
As % of all permanent jobs advertised in the UK 10.17% 19.83% 20.09%
Number of salaries quoted 6,930 5,752 16,131
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,230 £60,000
Median % change year-on-year -1.86% +10.38% -11.11%
75th Percentile £85,000 £87,500 £78,750
90th Percentile £100,000 £111,250 £100,000
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 9 June 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 15 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 June 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 +13 181 £67,250 -20.88% 155
London +20 107 £77,500 -27.91% 88
Work from Home +68 91 £60,000 -6.25% 159
UK excluding London -58 79 £60,000 -6.25% 90
Midlands +8 32 £55,000 -12.70% 9
East Midlands +4 29 £70,000 -3.45% 6
East of England +2 22 £67,500 +5.47% 24
North of England -44 9 £82,500 +15.79% 9
North West +7 8 £82,500 -3.23% 7
South West -45 7 £60,000 +33.33% 11
South East -31 5 £50,000 -50.00% 29
West Midlands -19 3 £55,000 +2.80% 3
Scotland +7 2 £79,283 +13.26% 4
Northern Ireland - 2 - - 1
Yorkshire -47 1 - - 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 39 (17.03%) Apache Airflow
2 38 (16.59%) Apache Spark
3 22 (9.61%) ArcGIS
4 9 (3.93%) Jupyter
5 8 (3.49%) Appian
6 1 (0.44%) Apache
Applications
1 6 (2.62%) Chatbot
2 1 (0.44%) Microsoft Excel
2 1 (0.44%) Microsoft Office
2 1 (0.44%) Microsoft PowerPoint
2 1 (0.44%) Trello
Cloud Services
1 113 (49.34%) Azure
2 106 (46.29%) AWS
3 66 (28.82%) GCP
4 35 (15.28%) Snowflake
5 34 (14.85%) Power Platform
6 23 (10.04%) Azure Synapse Analytics
6 23 (10.04%) dbt
7 21 (9.17%) Azure Machine Learning
8 14 (6.11%) Azure AI
9 13 (5.68%) Anthropic Claude
9 13 (5.68%) Vertex AI
10 11 (4.80%) Amazon SageMaker
11 10 (4.37%) Dagster
12 9 (3.93%) Azure Data Factory
13 8 (3.49%) Power Automate
13 8 (3.49%) Slack
14 7 (3.06%) SaaS
15 6 (2.62%) Amazon OpenSearch
15 6 (2.62%) OpenShift
16 5 (2.18%) Prefect
Communications & Networking
1 28 (12.23%) Broadband
2 1 (0.44%) LTE
2 1 (0.44%) Software-Defined Radio
2 1 (0.44%) Wi-Fi
2 1 (0.44%) Wireless
Database & Business Intelligence
1 37 (16.16%) Data Warehouse
2 35 (15.28%) Tableau
3 34 (14.85%) Amazon Redshift
4 32 (13.97%) BigQuery
4 32 (13.97%) Elasticsearch
4 32 (13.97%) Looker
5 29 (12.66%) Power BI
6 27 (11.79%) Data Lake
7 25 (10.92%) Pinecone
8 23 (10.04%) GIS
8 23 (10.04%) QGIS
8 23 (10.04%) Snowflake Schema
8 23 (10.04%) Spatial Data
9 21 (9.17%) Metadata
10 13 (5.68%) Weaviate
11 10 (4.37%) Apache Iceberg
12 9 (3.93%) Delta Lake
12 9 (3.93%) SQL Server
13 6 (2.62%) Big Data
14 5 (2.18%) Hadoop
Development Applications
1 57 (24.89%) MLflow
2 12 (5.24%) Git
3 9 (3.93%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) Poetry
General
1 68 (29.69%) Analytical Skills
2 48 (20.96%) Finance
3 40 (17.47%) Social Skills
4 19 (8.30%) Inclusion and Diversity
5 6 (2.62%) Manufacturing
5 6 (2.62%) Pharmaceutical
5 6 (2.62%) Retail
6 5 (2.18%) Banking
7 4 (1.75%) Public Sector
8 3 (1.31%) Advertising
9 2 (0.87%) Legal
9 2 (0.87%) Public Speaking
10 1 (0.44%) French Language
10 1 (0.44%) Organisational Skills
10 1 (0.44%) Presentation Skills
10 1 (0.44%) Publishing
Job Titles
1 61 (26.64%) Senior
2 50 (21.83%) Lead
3 47 (20.52%) Data Scientist
4 39 (17.03%) Consultant
5 33 (14.41%) Artificial Intelligence Consultant
6 30 (13.10%) Senior Data Scientist
7 29 (12.66%) Developer
8 27 (11.79%) Systems Engineer
9 24 (10.48%) Lead Data Scientist
9 24 (10.48%) Senior Systems Engineer
10 23 (10.04%) Machine Learning Consultant
11 21 (9.17%) Artificial Intelligence Engineer
12 20 (8.73%) Spatial Consultant
13 18 (7.86%) Machine Learning Engineer
14 13 (5.68%) Data Consultant
14 13 (5.68%) Senior Consultant
15 11 (4.80%) Lead Developer
15 11 (4.80%) Machine Learning Scientist
16 8 (3.49%) Automation Engineer
16 8 (3.49%) Software Engineer
Libraries, Frameworks & Software Standards
1 166 (72.49%) TensorFlow
2 73 (31.88%) scikit-learn
3 52 (22.71%) LangChain
4 38 (16.59%) Hugging Face
5 33 (14.41%) Pandas
6 30 (13.10%) Kafka
6 30 (13.10%) LlamaIndex
7 26 (11.35%) NumPy
8 25 (10.92%) pgvector
9 22 (9.61%) Faiss
10 16 (6.99%) Google JAX
10 16 (6.99%) JAX
11 15 (6.55%) LangGraph
11 15 (6.55%) REST
12 12 (5.24%) FastAPI
13 11 (4.80%) Flask
13 11 (4.80%) OpenCV
13 11 (4.80%) XGBoost
14 10 (4.37%) RESTful
15 9 (3.93%) Django
Miscellaneous
1 47 (20.52%) Algorithms
2 34 (14.85%) Cloud Native
3 24 (10.48%) Clustering
3 24 (10.48%) Video\Live Streaming
4 23 (10.04%) Public Cloud
5 17 (7.42%) Product Ownership
6 16 (6.99%) AI Agents
7 13 (5.68%) Distributed Systems
8 11 (4.80%) Low-Code
9 9 (3.93%) Legacy Systems
10 8 (3.49%) CUDA
10 8 (3.49%) Over-the-Top Content
11 6 (2.62%) Enterprise Software
12 5 (2.18%) Embedded Systems
13 4 (1.75%) Data Centre
13 4 (1.75%) Management Information System
13 4 (1.75%) Robotics
14 3 (1.31%) Cyber Threat
15 2 (0.87%) Autonomous Agent
15 2 (0.87%) Lidar
Operating Systems
1 5 (2.18%) Linux
2 2 (0.87%) Robot Operating System
Processes & Methodologies
1 218 (95.20%) Machine Learning
2 187 (81.66%) AI
3 157 (68.56%) Data Science
4 109 (47.60%) Generative AI
5 80 (34.93%) LLM
6 76 (33.19%) Analytics
7 73 (31.88%) Data Pipeline
7 73 (31.88%) Feature Engineering
7 73 (31.88%) Statistics
8 72 (31.44%) MLOps
8 72 (31.44%) Retrieval-Augmented Generation
9 68 (29.69%) Computer Vision
10 67 (29.26%) Roadmaps
11 66 (28.82%) Deep Learning
12 62 (27.07%) CI/CD
13 59 (25.76%) Data Engineering
13 59 (25.76%) Technical Leadership
13 59 (25.76%) Use Case
14 55 (24.02%) Mentoring
15 51 (22.27%) Computer Science
Programming Languages
1 221 (96.51%) Python
2 79 (34.50%) SQL
3 12 (5.24%) Java
3 12 (5.24%) JavaScript
4 10 (4.37%) C++
4 10 (4.37%) R
5 9 (3.93%) Bash
5 9 (3.93%) Go
5 9 (3.93%) Scala
6 4 (1.75%) C
6 4 (1.75%) PowerShell
7 1 (0.44%) Haskell
7 1 (0.44%) OCaml
7 1 (0.44%) Rust
Qualifications
1 66 (28.82%) Degree
2 28 (12.23%) Security Cleared
3 26 (11.35%) PhD
4 16 (6.99%) Master's Degree
5 15 (6.55%) SC Cleared
6 6 (2.62%) DBS Check
7 5 (2.18%) Computer Science Degree
7 5 (2.18%) Microsoft Certification
8 4 (1.75%) DV Cleared
9 3 (1.31%) Azure Certification
9 3 (1.31%) Numerate Degree
9 3 (1.31%) Postgraduate
10 1 (0.44%) AWS Certification
Quality Assurance & Compliance
1 23 (10.04%) California Consumer Privacy Act
1 23 (10.04%) GDPR
2 21 (9.17%) Accessibility
3 20 (8.73%) QA
4 18 (7.86%) Data Quality
System Software
1 43 (18.78%) Docker
Systems Management
1 30 (13.10%) Kubernetes
2 12 (5.24%) Kubeflow
3 8 (3.49%) Terraform
4 7 (3.06%) Grafana
5 6 (2.62%) Ansible
5 6 (2.62%) Prometheus
6 3 (1.31%) Argo
Vendors
1 58 (25.33%) Databricks
2 27 (11.79%) Dell
3 26 (11.35%) OpenAI
4 23 (10.04%) Cloudera
5 13 (5.68%) Google
6 10 (4.37%) Microsoft
7 9 (3.93%) Palantir
8 8 (3.49%) Automation Anywhere
8 8 (3.49%) UiPath
9 5 (2.18%) Foundry
10 4 (1.75%) CrowdStrike
10 4 (1.75%) Fortinet
10 4 (1.75%) NVIDIA
10 4 (1.75%) Palo Alto
11 1 (0.44%) Cognizant
11 1 (0.44%) Dataiku
11 1 (0.44%) DataRobot
11 1 (0.44%) IBM
11 1 (0.44%) Intel
11 1 (0.44%) Oracle