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

6 months to
4 Jun 2026
Same period 2025 Same period 2024
Rank 513 563 724
Rank change year-on-year +50 +161 +81
Permanent jobs citing PyTorch 225 104 158
As % of all permanent jobs in the UK 0.24% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.42% 1.21% 0.76%
Number of salaries quoted 60 47 115
10th Percentile £46,939 £44,000 £47,500
25th Percentile £52,500 £60,375 £55,000
Median annual salary (50th Percentile) £67,250 £80,000 £72,500
Median % change year-on-year -15.94% +10.34% -3.33%
75th Percentile £91,563 £111,250 £90,000
90th Percentile £115,250 £124,000 £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 9,284 8,615 20,883
As % of all permanent jobs advertised in the UK 10.02% 19.72% 20.33%
Number of salaries quoted 6,874 5,718 15,994
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,206 £60,000
Median % change year-on-year -1.82% +10.34% -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 4 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 4 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 +14 179 £67,250 -18.48% 198
London +38 105 £77,500 -27.91% 130
Work from Home +68 88 £60,000 -6.25% 132
UK excluding London -43 79 £60,000 -6.25% 74
Midlands -10 32 £55,000 -12.70% 9
East Midlands +3 29 £70,000 -3.45% 5
East of England -15 22 £67,500 +5.47% 13
North of England -47 9 £82,500 +15.79% 15
North West +2 8 £82,500 -3.23% 12
South West -54 7 £60,000 +33.33% 9
South East -36 5 £50,000 -50.00% 19
West Midlands -32 3 £55,000 +2.80% 4
Scotland +9 2 £79,283 +13.26% 5
Northern Ireland - 2 - - 2
Yorkshire -48 1 - - 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 39 (17.33%) Apache Airflow
1 39 (17.33%) Apache Spark
2 22 (9.78%) ArcGIS
3 9 (4.00%) Jupyter
4 8 (3.56%) Appian
5 1 (0.44%) Apache
Applications
1 6 (2.67%) 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
1 112 (49.78%) Azure
2 105 (46.67%) AWS
3 65 (28.89%) GCP
4 35 (15.56%) Snowflake
5 34 (15.11%) Power Platform
6 23 (10.22%) Azure Synapse Analytics
6 23 (10.22%) dbt
7 21 (9.33%) Azure Machine Learning
8 14 (6.22%) Azure AI
9 13 (5.78%) Anthropic Claude
9 13 (5.78%) Vertex AI
10 11 (4.89%) Amazon SageMaker
11 10 (4.44%) Dagster
12 9 (4.00%) Azure Data Factory
13 8 (3.56%) Power Automate
14 7 (3.11%) Slack
15 6 (2.67%) Amazon OpenSearch
15 6 (2.67%) OpenShift
15 6 (2.67%) SaaS
16 5 (2.22%) Prefect
Communications & Networking
1 27 (12.00%) 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 (16.44%) Data Warehouse
2 35 (15.56%) Tableau
3 34 (15.11%) Amazon Redshift
4 32 (14.22%) BigQuery
4 32 (14.22%) Elasticsearch
4 32 (14.22%) Looker
5 29 (12.89%) Power BI
6 27 (12.00%) Data Lake
7 25 (11.11%) Pinecone
8 23 (10.22%) GIS
8 23 (10.22%) QGIS
8 23 (10.22%) Snowflake Schema
8 23 (10.22%) Spatial Data
9 20 (8.89%) Metadata
10 13 (5.78%) Weaviate
11 9 (4.00%) Apache Iceberg
11 9 (4.00%) Delta Lake
11 9 (4.00%) SQL Server
12 6 (2.67%) Big Data
12 6 (2.67%) Hadoop
Development Applications
1 57 (25.33%) MLflow
2 12 (5.33%) Git
3 9 (4.00%) GitLab
4 2 (0.89%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) Poetry
General
1 66 (29.33%) Analytical Skills
2 48 (21.33%) Finance
3 38 (16.89%) Social Skills
4 19 (8.44%) Inclusion and Diversity
5 6 (2.67%) Manufacturing
5 6 (2.67%) Pharmaceutical
5 6 (2.67%) Retail
6 5 (2.22%) Banking
7 4 (1.78%) Public Sector
8 3 (1.33%) Advertising
9 2 (0.89%) Legal
10 1 (0.44%) French Language
10 1 (0.44%) Organisational Skills
10 1 (0.44%) Presentation Skills
10 1 (0.44%) Public Speaking
10 1 (0.44%) Publishing
Job Titles
1 60 (26.67%) Senior
2 48 (21.33%) Lead
3 47 (20.89%) Data Scientist
4 39 (17.33%) Consultant
5 33 (14.67%) Artificial Intelligence Consultant
6 30 (13.33%) Senior Data Scientist
7 29 (12.89%) Developer
8 26 (11.56%) Systems Engineer
9 24 (10.67%) Lead Data Scientist
10 23 (10.22%) Machine Learning Consultant
10 23 (10.22%) Senior Systems Engineer
11 20 (8.89%) Artificial Intelligence Engineer
11 20 (8.89%) Spatial Consultant
12 17 (7.56%) Machine Learning Engineer
13 13 (5.78%) Data Consultant
13 13 (5.78%) Senior Consultant
14 12 (5.33%) Machine Learning Scientist
15 11 (4.89%) Lead Developer
16 8 (3.56%) Python Developer
16 8 (3.56%) Software Engineer
Libraries, Frameworks & Software Standards
1 163 (72.44%) TensorFlow
2 73 (32.44%) scikit-learn
3 51 (22.67%) LangChain
4 38 (16.89%) Hugging Face
5 33 (14.67%) Pandas
6 30 (13.33%) Kafka
6 30 (13.33%) LlamaIndex
7 26 (11.56%) NumPy
8 25 (11.11%) pgvector
9 22 (9.78%) Faiss
10 16 (7.11%) Google JAX
10 16 (7.11%) JAX
11 15 (6.67%) REST
12 14 (6.22%) LangGraph
13 12 (5.33%) FastAPI
14 11 (4.89%) Flask
14 11 (4.89%) OpenCV
14 11 (4.89%) XGBoost
15 10 (4.44%) RESTful
16 9 (4.00%) Django
Miscellaneous
1 47 (20.89%) Algorithms
2 34 (15.11%) Cloud Native
3 24 (10.67%) Clustering
4 23 (10.22%) Public Cloud
4 23 (10.22%) Video\Live Streaming
5 16 (7.11%) Product Ownership
6 15 (6.67%) AI Agents
7 12 (5.33%) Distributed Systems
8 11 (4.89%) Low-Code
9 9 (4.00%) Legacy Systems
10 8 (3.56%) CUDA
11 7 (3.11%) Over-the-Top Content
12 6 (2.67%) Enterprise Software
13 5 (2.22%) Embedded Systems
14 4 (1.78%) Data Centre
14 4 (1.78%) Management Information System
14 4 (1.78%) Robotics
15 3 (1.33%) Cyber Threat
16 2 (0.89%) Autonomous Agent
16 2 (0.89%) Lidar
Operating Systems
1 5 (2.22%) Linux
2 2 (0.89%) Robot Operating System
Processes & Methodologies
1 214 (95.11%) Machine Learning
2 183 (81.33%) AI
3 155 (68.89%) Data Science
4 108 (48.00%) Generative AI
5 78 (34.67%) LLM
6 77 (34.22%) Analytics
7 73 (32.44%) Statistics
8 72 (32.00%) Feature Engineering
9 71 (31.56%) Data Pipeline
9 71 (31.56%) MLOps
9 71 (31.56%) Retrieval-Augmented Generation
10 68 (30.22%) Computer Vision
11 66 (29.33%) Roadmaps
12 65 (28.89%) Deep Learning
13 62 (27.56%) CI/CD
14 58 (25.78%) Data Engineering
14 58 (25.78%) Use Case
15 57 (25.33%) Technical Leadership
16 53 (23.56%) Mentoring
17 51 (22.67%) Computer Science
Programming Languages
1 217 (96.44%) Python
2 77 (34.22%) SQL
3 12 (5.33%) JavaScript
4 11 (4.89%) Java
5 10 (4.44%) R
6 9 (4.00%) Bash
6 9 (4.00%) C++
6 9 (4.00%) Go
6 9 (4.00%) Scala
7 4 (1.78%) C
7 4 (1.78%) PowerShell
8 1 (0.44%) Haskell
8 1 (0.44%) OCaml
8 1 (0.44%) Rust
Qualifications
1 66 (29.33%) Degree
2 28 (12.44%) Security Cleared
3 27 (12.00%) PhD
4 16 (7.11%) Master's Degree
5 15 (6.67%) SC Cleared
6 6 (2.67%) DBS Check
7 5 (2.22%) Computer Science Degree
7 5 (2.22%) Microsoft Certification
8 4 (1.78%) DV Cleared
9 3 (1.33%) Azure Certification
9 3 (1.33%) Numerate Degree
9 3 (1.33%) Postgraduate
10 1 (0.44%) AWS Certification
Quality Assurance & Compliance
1 23 (10.22%) California Consumer Privacy Act
1 23 (10.22%) GDPR
2 21 (9.33%) Accessibility
3 20 (8.89%) QA
4 18 (8.00%) Data Quality
System Software
1 43 (19.11%) Docker
Systems Management
1 30 (13.33%) Kubernetes
2 11 (4.89%) Kubeflow
3 8 (3.56%) Terraform
4 7 (3.11%) Grafana
5 6 (2.67%) Ansible
5 6 (2.67%) Prometheus
6 3 (1.33%) Argo
Vendors
1 58 (25.78%) Databricks
2 27 (12.00%) Dell
3 26 (11.56%) OpenAI
4 23 (10.22%) Cloudera
5 13 (5.78%) Google
6 10 (4.44%) Microsoft
7 9 (4.00%) Palantir
8 8 (3.56%) Automation Anywhere
8 8 (3.56%) UiPath
9 5 (2.22%) Foundry
10 4 (1.78%) CrowdStrike
10 4 (1.78%) Fortinet
10 4 (1.78%) NVIDIA
10 4 (1.78%) 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