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

6 months to
12 Jun 2026
Same period 2025 Same period 2024
Rank 509 551 753
Rank change year-on-year +42 +202 +40
Permanent jobs citing PyTorch 233 108 159
As % of all permanent jobs in the UK 0.25% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.46% 1.24% 0.75%
Number of salaries quoted 63 49 113
10th Percentile £46,939 £44,500 £47,500
25th Percentile £53,027 £62,000 £55,000
Median annual salary (50th Percentile) £70,000 £85,000 £70,000
Median % change year-on-year -17.65% +21.43% -6.67%
75th Percentile £91,875 £111,250 £90,000
90th Percentile £117,000 £122,000 £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 9,475 8,737 21,332
As % of all permanent jobs advertised in the UK 10.23% 19.74% 19.95%
Number of salaries quoted 7,044 5,718 16,250
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,253 £60,000
Median % change year-on-year -1.89% +10.42% -11.11%
75th Percentile £85,000 £87,500 £78,750
90th Percentile £100,000 £112,150 £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 12 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 12 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 +23 184 £70,000 -17.65% 94
London +38 108 £80,000 -25.58% 57
Work from Home +58 93 £61,250 -4.30% 53
UK excluding London -38 81 £60,000 -6.25% 50
Midlands +9 32 £55,000 -12.70% 4
East Midlands -4 29 £70,000 -3.45% 2
East of England -8 22 £67,500 +5.47% 8
North of England -34 10 £85,800 +20.42% 9
North West +16 8 £82,500 -3.23% 7
South West -65 7 £60,000 +33.33% 6
South East -39 6 £60,000 -40.00% 15
West Midlands -22 3 £55,000 +2.80% 2
Scotland +10 2 £79,283 +13.26% 3
Yorkshire -41 2 £85,800 +34.06% 1
Northern Ireland - 2 - - 2

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 38 (16.31%) Apache Airflow
2 37 (15.88%) Apache Spark
3 22 (9.44%) ArcGIS
4 9 (3.86%) Jupyter
5 8 (3.43%) Appian
6 1 (0.43%) Apache
Applications
1 6 (2.58%) Chatbot
2 1 (0.43%) Microsoft Excel
2 1 (0.43%) Microsoft Office
2 1 (0.43%) Microsoft PowerPoint
2 1 (0.43%) Trello
Cloud Services
1 114 (48.93%) Azure
2 107 (45.92%) AWS
3 68 (29.18%) GCP
4 34 (14.59%) Power Platform
4 34 (14.59%) Snowflake
5 23 (9.87%) Azure Synapse Analytics
5 23 (9.87%) dbt
6 19 (8.15%) Azure Machine Learning
7 13 (5.58%) Anthropic Claude
7 13 (5.58%) Azure AI
8 12 (5.15%) Vertex AI
9 10 (4.29%) Amazon SageMaker
10 9 (3.86%) Azure Data Factory
10 9 (3.86%) Dagster
11 8 (3.43%) Power Automate
11 8 (3.43%) Slack
12 7 (3.00%) Amazon OpenSearch
12 7 (3.00%) SaaS
13 6 (2.58%) OpenShift
14 5 (2.15%) Prefect
Communications & Networking
1 28 (12.02%) Broadband
2 1 (0.43%) LTE
2 1 (0.43%) Software-Defined Radio
2 1 (0.43%) Wi-Fi
2 1 (0.43%) Wireless
Database & Business Intelligence
1 35 (15.02%) Data Warehouse
2 34 (14.59%) Tableau
3 33 (14.16%) Amazon Redshift
4 31 (13.30%) BigQuery
4 31 (13.30%) Elasticsearch
4 31 (13.30%) Looker
5 29 (12.45%) Power BI
6 27 (11.59%) Data Lake
7 25 (10.73%) Pinecone
8 23 (9.87%) GIS
8 23 (9.87%) QGIS
8 23 (9.87%) Snowflake Schema
8 23 (9.87%) Spatial Data
9 21 (9.01%) Metadata
10 12 (5.15%) Weaviate
11 9 (3.86%) Apache Iceberg
11 9 (3.86%) SQL Server
12 8 (3.43%) Delta Lake
13 6 (2.58%) Big Data
14 5 (2.15%) Hadoop
Development Applications
1 55 (23.61%) MLflow
2 13 (5.58%) Git
3 10 (4.29%) GitLab
4 2 (0.86%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) Poetry
General
1 68 (29.18%) Analytical Skills
2 50 (21.46%) Finance
3 40 (17.17%) Social Skills
4 18 (7.73%) Inclusion and Diversity
5 6 (2.58%) Banking
5 6 (2.58%) Manufacturing
5 6 (2.58%) Pharmaceutical
5 6 (2.58%) Retail
6 4 (1.72%) Public Sector
7 3 (1.29%) Advertising
8 2 (0.86%) Legal
8 2 (0.86%) Public Speaking
9 1 (0.43%) French Language
9 1 (0.43%) Organisational Skills
9 1 (0.43%) Presentation Skills
9 1 (0.43%) Publishing
Job Titles
1 60 (25.75%) Senior
2 50 (21.46%) Lead
3 47 (20.17%) Data Scientist
4 37 (15.88%) Consultant
5 31 (13.30%) Artificial Intelligence Consultant
5 31 (13.30%) Developer
6 30 (12.88%) Senior Data Scientist
7 27 (11.59%) Systems Engineer
8 24 (10.30%) Lead Data Scientist
8 24 (10.30%) Senior Systems Engineer
9 23 (9.87%) Artificial Intelligence Engineer
9 23 (9.87%) Machine Learning Consultant
10 20 (8.58%) Spatial Consultant
11 19 (8.15%) Machine Learning Engineer
12 11 (4.72%) Data Consultant
12 11 (4.72%) Lead Developer
12 11 (4.72%) Machine Learning Scientist
12 11 (4.72%) Senior Consultant
13 9 (3.86%) Python Developer
13 9 (3.86%) Software Engineer
Libraries, Frameworks & Software Standards
1 168 (72.10%) TensorFlow
2 76 (32.62%) scikit-learn
3 52 (22.32%) LangChain
4 38 (16.31%) Hugging Face
5 32 (13.73%) Kafka
5 32 (13.73%) Pandas
6 30 (12.88%) LlamaIndex
7 26 (11.16%) NumPy
8 25 (10.73%) pgvector
9 22 (9.44%) Faiss
10 17 (7.30%) REST
11 16 (6.87%) Google JAX
11 16 (6.87%) JAX
11 16 (6.87%) LangGraph
12 13 (5.58%) FastAPI
13 12 (5.15%) Flask
14 11 (4.72%) OpenCV
15 10 (4.29%) RESTful
15 10 (4.29%) XGBoost
16 9 (3.86%) Django
Miscellaneous
1 48 (20.60%) Algorithms
2 35 (15.02%) Cloud Native
3 24 (10.30%) Clustering
3 24 (10.30%) Video\Live Streaming
4 23 (9.87%) Public Cloud
5 17 (7.30%) Product Ownership
6 16 (6.87%) AI Agents
7 15 (6.44%) Distributed Systems
8 11 (4.72%) Low-Code
9 9 (3.86%) Legacy Systems
10 8 (3.43%) CUDA
10 8 (3.43%) Over-the-Top Content
11 5 (2.15%) Embedded Systems
11 5 (2.15%) Enterprise Software
12 4 (1.72%) Data Centre
12 4 (1.72%) Management Information System
12 4 (1.72%) Robotics
13 3 (1.29%) Cyber Threat
14 2 (0.86%) Data Structures
14 2 (0.86%) Lidar
Operating Systems
1 5 (2.15%) Linux
2 2 (0.86%) Robot Operating System
Processes & Methodologies
1 222 (95.28%) Machine Learning
2 191 (81.97%) AI
3 158 (67.81%) Data Science
4 111 (47.64%) Generative AI
5 81 (34.76%) LLM
6 76 (32.62%) Analytics
7 73 (31.33%) Data Pipeline
7 73 (31.33%) MLOps
8 72 (30.90%) Feature Engineering
8 72 (30.90%) Retrieval-Augmented Generation
8 72 (30.90%) Statistics
9 68 (29.18%) Computer Vision
9 68 (29.18%) Roadmaps
10 67 (28.76%) Deep Learning
11 65 (27.90%) CI/CD
12 60 (25.75%) Technical Leadership
13 59 (25.32%) Use Case
14 57 (24.46%) Data Engineering
15 56 (24.03%) Mentoring
16 50 (21.46%) Software Engineering
Programming Languages
1 224 (96.14%) Python
2 78 (33.48%) SQL
3 12 (5.15%) Java
3 12 (5.15%) JavaScript
4 11 (4.72%) C++
5 9 (3.86%) R
6 8 (3.43%) Bash
6 8 (3.43%) Go
6 8 (3.43%) Scala
7 4 (1.72%) C
8 3 (1.29%) PowerShell
9 1 (0.43%) Haskell
9 1 (0.43%) OCaml
9 1 (0.43%) Rust
Qualifications
1 64 (27.47%) Degree
2 29 (12.45%) Security Cleared
3 26 (11.16%) PhD
4 16 (6.87%) Master's Degree
5 15 (6.44%) SC Cleared
6 6 (2.58%) DBS Check
7 5 (2.15%) Computer Science Degree
8 4 (1.72%) DV Cleared
8 4 (1.72%) Microsoft Certification
9 3 (1.29%) Azure Certification
9 3 (1.29%) Numerate Degree
9 3 (1.29%) Postgraduate
10 1 (0.43%) AWS Certification
Quality Assurance & Compliance
1 23 (9.87%) California Consumer Privacy Act
1 23 (9.87%) GDPR
2 21 (9.01%) Accessibility
3 20 (8.58%) QA
4 18 (7.73%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 43 (18.45%) Docker
Systems Management
1 31 (13.30%) Kubernetes
2 12 (5.15%) Kubeflow
3 9 (3.86%) Terraform
4 8 (3.43%) Grafana
5 7 (3.00%) Ansible
5 7 (3.00%) Prometheus
6 3 (1.29%) Argo
Vendors
1 56 (24.03%) Databricks
2 27 (11.59%) Dell
3 26 (11.16%) OpenAI
4 23 (9.87%) Cloudera
5 14 (6.01%) Google
6 10 (4.29%) Microsoft
7 8 (3.43%) Automation Anywhere
7 8 (3.43%) Palantir
7 8 (3.43%) UiPath
8 4 (1.72%) Foundry
8 4 (1.72%) NVIDIA
9 3 (1.29%) CrowdStrike
9 3 (1.29%) Fortinet
9 3 (1.29%) Palo Alto
10 1 (0.43%) Cognizant
10 1 (0.43%) Dataiku
10 1 (0.43%) DataRobot
10 1 (0.43%) IBM
10 1 (0.43%) Intel
10 1 (0.43%) Oracle