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 27 May 2026, with comparisons to the same periods in the previous two years.

6 months to
27 May 2026
Same period 2025 Same period 2024
Rank 524 551 730
Rank change year-on-year +27 +179 +91
Permanent jobs citing PyTorch 214 97 160
As % of all permanent jobs in the UK 0.23% 0.23% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.31% 1.18% 0.78%
Number of salaries quoted 62 47 119
10th Percentile £46,939 £44,000 £47,250
25th Percentile £52,500 £62,000 £55,000
Median annual salary (50th Percentile) £64,750 £85,000 £72,500
Median % change year-on-year -23.82% +17.24% -3.33%
75th Percentile £91,250 £111,250 £90,000
90th Percentile £111,250 £124,000 £122,500
UK excluding London median annual salary £60,000 £67,000 £62,500
% change year-on-year -10.45% +7.20% -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 9,252 8,222 20,545
As % of all permanent jobs advertised in the UK 9.95% 19.34% 20.71%
Number of salaries quoted 6,849 5,534 15,839
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 £112,500 £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 27 May 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 27 May 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 +17 170 £64,750 -23.82% 145
London +39 100 £77,500 -27.91% 96
Work from Home +62 76 £61,250 -4.30% 76
UK excluding London -33 75 £60,000 -10.45% 59
Midlands -5 28 £55,000 -12.70% 6
East Midlands -11 24 £70,000 -3.45% 4
East of England -16 22 £67,500 +5.47% 11
North of England -28 10 £65,000 -17.46% 11
North West -9 9 £65,000 -23.76% 8
South West -59 7 £60,000 +33.33% 11
South East -22 4 £50,000 -50.00% 12
West Midlands -33 4 £52,500 -1.87% 2
Scotland -4 2 £79,283 +13.26% 4
Northern Ireland - 2 - -
Yorkshire -45 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 (18.22%) Apache Airflow
1 39 (18.22%) Apache Spark
2 22 (10.28%) ArcGIS
3 10 (4.67%) Appian
4 9 (4.21%) Jupyter
5 1 (0.47%) Apache
Applications
1 7 (3.27%) Chatbot
2 1 (0.47%) Microsoft Excel
2 1 (0.47%) Microsoft Office
2 1 (0.47%) Microsoft PowerPoint
2 1 (0.47%) Trello
Cloud Services
1 110 (51.40%) Azure
2 102 (47.66%) AWS
3 63 (29.44%) GCP
4 35 (16.36%) Power Platform
4 35 (16.36%) Snowflake
5 23 (10.75%) Azure Machine Learning
5 23 (10.75%) Azure Synapse Analytics
5 23 (10.75%) dbt
6 16 (7.48%) Azure AI
7 14 (6.54%) Anthropic Claude
8 13 (6.07%) Vertex AI
9 11 (5.14%) Amazon SageMaker
10 10 (4.67%) Azure Data Factory
10 10 (4.67%) Dagster
11 9 (4.21%) Power Automate
12 7 (3.27%) Slack
13 6 (2.80%) Amazon OpenSearch
13 6 (2.80%) OpenShift
13 6 (2.80%) Prefect
14 5 (2.34%) Serverless
Communications & Networking
1 23 (10.75%) Broadband
2 1 (0.47%) LTE
2 1 (0.47%) Software-Defined Radio
2 1 (0.47%) Wi-Fi
2 1 (0.47%) Wireless
Database & Business Intelligence
1 37 (17.29%) Data Warehouse
2 35 (16.36%) Tableau
3 34 (15.89%) Amazon Redshift
4 32 (14.95%) BigQuery
4 32 (14.95%) Elasticsearch
4 32 (14.95%) Looker
5 29 (13.55%) Power BI
6 27 (12.62%) Data Lake
7 26 (12.15%) Pinecone
8 23 (10.75%) GIS
8 23 (10.75%) QGIS
8 23 (10.75%) Snowflake Schema
8 23 (10.75%) Spatial Data
9 16 (7.48%) Metadata
10 14 (6.54%) Weaviate
11 10 (4.67%) SQL Server
12 9 (4.21%) Apache Iceberg
12 9 (4.21%) Delta Lake
13 6 (2.80%) Big Data
13 6 (2.80%) Hadoop
Development Applications
1 60 (28.04%) MLflow
2 11 (5.14%) Git
3 9 (4.21%) GitLab
4 2 (0.93%) Jenkins
5 1 (0.47%) JIRA
5 1 (0.47%) Poetry
General
1 62 (28.97%) Analytical Skills
2 41 (19.16%) Finance
3 38 (17.76%) Social Skills
4 18 (8.41%) Inclusion and Diversity
5 6 (2.80%) Manufacturing
5 6 (2.80%) Pharmaceutical
5 6 (2.80%) Retail
6 4 (1.87%) Public Sector
7 3 (1.40%) Advertising
7 3 (1.40%) Banking
8 2 (0.93%) Legal
8 2 (0.93%) Organisational Skills
9 1 (0.47%) French Language
9 1 (0.47%) Law
9 1 (0.47%) Marketing
9 1 (0.47%) Presentation Skills
9 1 (0.47%) Publishing
Job Titles
1 60 (28.04%) Senior
2 42 (19.63%) Data Scientist
2 42 (19.63%) Lead
3 40 (18.69%) Consultant
4 33 (15.42%) Artificial Intelligence Consultant
5 26 (12.15%) Systems Engineer
6 25 (11.68%) Senior Data Scientist
7 24 (11.21%) Machine Learning Consultant
8 23 (10.75%) Developer
8 23 (10.75%) Senior Systems Engineer
9 20 (9.35%) Artificial Intelligence Engineer
9 20 (9.35%) Spatial Consultant
10 19 (8.88%) Lead Data Scientist
11 13 (6.07%) Data Consultant
11 13 (6.07%) Machine Learning Engineer
11 13 (6.07%) Senior Consultant
12 12 (5.61%) Machine Learning Scientist
13 9 (4.21%) Automation Engineer
14 8 (3.74%) Python Developer
15 6 (2.80%) Data Engineer
Libraries, Frameworks & Software Standards
1 153 (71.50%) TensorFlow
2 73 (34.11%) scikit-learn
3 48 (22.43%) LangChain
4 35 (16.36%) Pandas
5 34 (15.89%) Hugging Face
6 30 (14.02%) LlamaIndex
7 29 (13.55%) Kafka
8 27 (12.62%) NumPy
9 25 (11.68%) pgvector
10 22 (10.28%) Faiss
11 17 (7.94%) Google JAX
11 17 (7.94%) JAX
12 16 (7.48%) REST
13 13 (6.07%) FastAPI
14 11 (5.14%) Django
14 11 (5.14%) Flask
14 11 (5.14%) RESTful
14 11 (5.14%) XGBoost
15 10 (4.67%) LangGraph
15 10 (4.67%) OAuth
Miscellaneous
1 46 (21.50%) Algorithms
2 32 (14.95%) Cloud Native
3 24 (11.21%) Clustering
4 23 (10.75%) Public Cloud
5 19 (8.88%) Video\Live Streaming
6 15 (7.01%) AI Agents
7 13 (6.07%) Low-Code
8 12 (5.61%) Product Ownership
9 11 (5.14%) Distributed Systems
10 9 (4.21%) CUDA
10 9 (4.21%) Legacy Systems
11 7 (3.27%) Over-the-Top Content
12 6 (2.80%) Enterprise Software
13 5 (2.34%) Embedded Systems
14 4 (1.87%) Cyber Threat
14 4 (1.87%) Data Centre
14 4 (1.87%) Management Information System
14 4 (1.87%) Robotics
15 2 (0.93%) Autonomous Agent
15 2 (0.93%) Lidar
Operating Systems
1 5 (2.34%) Linux
2 2 (0.93%) Robot Operating System
Processes & Methodologies
1 203 (94.86%) Machine Learning
2 176 (82.24%) AI
3 144 (67.29%) Data Science
4 101 (47.20%) Generative AI
5 81 (37.85%) Analytics
6 77 (35.98%) LLM
7 73 (34.11%) Feature Engineering
8 70 (32.71%) Retrieval-Augmented Generation
9 69 (32.24%) Data Pipeline
10 67 (31.31%) MLOps
11 65 (30.37%) Computer Vision
12 63 (29.44%) Statistics
13 59 (27.57%) Deep Learning
14 58 (27.10%) CI/CD
14 58 (27.10%) Data Engineering
15 55 (25.70%) Roadmaps
16 54 (25.23%) Use Case
17 53 (24.77%) Computer Science
18 49 (22.90%) Predictive Modelling
18 49 (22.90%) Technical Leadership
Programming Languages
1 206 (96.26%) Python
2 71 (33.18%) SQL
3 13 (6.07%) JavaScript
4 12 (5.61%) Java
5 10 (4.67%) Go
5 10 (4.67%) R
6 9 (4.21%) Bash
6 9 (4.21%) C++
6 9 (4.21%) Scala
7 4 (1.87%) C
7 4 (1.87%) PowerShell
8 1 (0.47%) Haskell
8 1 (0.47%) OCaml
8 1 (0.47%) PHP
8 1 (0.47%) Rust
8 1 (0.47%) TypeScript
Qualifications
1 68 (31.78%) Degree
2 27 (12.62%) PhD
2 27 (12.62%) Security Cleared
3 18 (8.41%) Master's Degree
4 14 (6.54%) SC Cleared
5 7 (3.27%) Computer Science Degree
6 6 (2.80%) DBS Check
7 5 (2.34%) Microsoft Certification
8 4 (1.87%) Azure Certification
8 4 (1.87%) DV Cleared
8 4 (1.87%) Numerate Degree
9 3 (1.40%) Postgraduate
10 1 (0.47%) AWS Certification
Quality Assurance & Compliance
1 23 (10.75%) California Consumer Privacy Act
1 23 (10.75%) GDPR
2 21 (9.81%) Accessibility
3 20 (9.35%) QA
4 19 (8.88%) Data Quality
5 1 (0.47%) SLA
System Software
1 46 (21.50%) Docker
Systems Management
1 33 (15.42%) Kubernetes
2 11 (5.14%) Kubeflow
3 9 (4.21%) Terraform
4 7 (3.27%) Ansible
4 7 (3.27%) Grafana
5 6 (2.80%) Prometheus
6 3 (1.40%) Argo
Vendors
1 58 (27.10%) Databricks
2 28 (13.08%) OpenAI
3 27 (12.62%) Dell
4 23 (10.75%) Cloudera
5 12 (5.61%) Google
6 11 (5.14%) Microsoft
7 9 (4.21%) Automation Anywhere
7 9 (4.21%) Palantir
7 9 (4.21%) UiPath
8 5 (2.34%) Foundry
9 4 (1.87%) CrowdStrike
9 4 (1.87%) Fortinet
9 4 (1.87%) NVIDIA
9 4 (1.87%) Palo Alto
10 1 (0.47%) Cognizant
10 1 (0.47%) Dataiku
10 1 (0.47%) DataRobot
10 1 (0.47%) IBM
10 1 (0.47%) Intel
10 1 (0.47%) Oracle