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

6 months to
16 Jun 2026
Same period 2025 Same period 2024
Rank 506 560 731
Rank change year-on-year +54 +171 +57
Permanent jobs citing PyTorch 235 108 163
As % of all permanent jobs in the UK 0.25% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.47% 1.24% 0.75%
Number of salaries quoted 65 50 113
10th Percentile £46,939 £44,750 £47,500
25th Percentile £52,500 £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 £92,500 £104,375 £90,000
90th Percentile £119,000 £120,000 £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 9,520 8,729 21,612
As % of all permanent jobs advertised in the UK 10.21% 19.58% 19.96%
Number of salaries quoted 7,098 5,718 16,379
10th Percentile £40,000 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,254 £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 16 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 16 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 -1 186 £70,000 -17.65% 174
London +32 106 £80,000 -15.79% 117
Work from Home +66 96 £61,250 -4.30% 72
UK excluding London -24 85 £60,000 -6.25% 71
Midlands +22 36 £55,000 -12.70% 7
East Midlands +9 32 £52,500 -27.59% 4
East of England -8 22 £67,500 +5.47% 13
North of England -31 10 £85,800 +20.42% 12
North West +6 8 £82,500 -3.23% 9
South West -58 7 £60,000 +33.33% 12
South East -30 6 £60,000 -40.00% 15
West Midlands -18 4 £55,000 +2.80% 3
Scotland +2 2 £79,283 +13.26% 5
Yorkshire -40 2 £85,800 +34.06% 2
Northern Ireland - 2 - - 3

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 (16.17%) Apache Airflow
2 36 (15.32%) Apache Spark
3 22 (9.36%) ArcGIS
4 9 (3.83%) Jupyter
5 7 (2.98%) Appian
6 1 (0.43%) Apache
Applications
1 6 (2.55%) 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
1 115 (48.94%) Azure
2 108 (45.96%) AWS
3 69 (29.36%) GCP
4 35 (14.89%) Power Platform
5 34 (14.47%) Snowflake
6 23 (9.79%) Azure Synapse Analytics
6 23 (9.79%) dbt
7 20 (8.51%) Azure Machine Learning
8 12 (5.11%) Anthropic Claude
8 12 (5.11%) Azure AI
8 12 (5.11%) Vertex AI
9 10 (4.26%) Amazon SageMaker
10 9 (3.83%) Dagster
10 9 (3.83%) Slack
11 8 (3.40%) Azure Data Factory
12 7 (2.98%) Amazon OpenSearch
12 7 (2.98%) Power Automate
12 7 (2.98%) SaaS
13 6 (2.55%) OpenShift
14 5 (2.13%) Serverless
Communications & Networking
1 29 (12.34%) 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 (14.89%) Data Warehouse
1 35 (14.89%) Tableau
2 33 (14.04%) Amazon Redshift
3 31 (13.19%) BigQuery
3 31 (13.19%) Elasticsearch
3 31 (13.19%) Looker
4 30 (12.77%) Power BI
5 27 (11.49%) Data Lake
6 24 (10.21%) Pinecone
7 23 (9.79%) GIS
7 23 (9.79%) QGIS
7 23 (9.79%) Snowflake Schema
7 23 (9.79%) Spatial Data
8 21 (8.94%) Metadata
9 12 (5.11%) Weaviate
10 9 (3.83%) Apache Iceberg
11 8 (3.40%) Delta Lake
11 8 (3.40%) SQL Server
12 6 (2.55%) Big Data
13 5 (2.13%) MongoDB
Development Applications
1 54 (22.98%) MLflow
2 13 (5.53%) Git
3 10 (4.26%) GitLab
4 2 (0.85%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 70 (29.79%) Analytical Skills
2 52 (22.13%) Finance
3 39 (16.60%) Social Skills
4 18 (7.66%) Inclusion and Diversity
5 8 (3.40%) Banking
6 6 (2.55%) Manufacturing
6 6 (2.55%) Pharmaceutical
6 6 (2.55%) Retail
7 4 (1.70%) Public Sector
8 3 (1.28%) Advertising
9 2 (0.85%) Legal
9 2 (0.85%) Public Speaking
10 1 (0.43%) French Language
10 1 (0.43%) Organisational Skills
10 1 (0.43%) Presentation Skills
10 1 (0.43%) Publishing
Job Titles
1 60 (25.53%) Senior
2 53 (22.55%) Lead
3 50 (21.28%) Data Scientist
4 36 (15.32%) Consultant
5 33 (14.04%) Developer
6 32 (13.62%) Senior Data Scientist
7 31 (13.19%) Artificial Intelligence Consultant
8 27 (11.49%) Systems Engineer
9 26 (11.06%) Lead Data Scientist
10 24 (10.21%) Senior Systems Engineer
11 22 (9.36%) Artificial Intelligence Engineer
11 22 (9.36%) Machine Learning Consultant
12 20 (8.51%) Spatial Consultant
13 19 (8.09%) Machine Learning Engineer
14 13 (5.53%) Lead Developer
15 11 (4.68%) Data Consultant
15 11 (4.68%) Senior Consultant
16 10 (4.26%) Machine Learning Scientist
17 9 (3.83%) Python Developer
17 9 (3.83%) Software Engineer
Libraries, Frameworks & Software Standards
1 170 (72.34%) TensorFlow
2 77 (32.77%) scikit-learn
3 52 (22.13%) LangChain
4 39 (16.60%) Hugging Face
5 32 (13.62%) Kafka
6 31 (13.19%) Pandas
7 30 (12.77%) LlamaIndex
8 25 (10.64%) NumPy
8 25 (10.64%) pgvector
9 21 (8.94%) Faiss
10 16 (6.81%) LangGraph
10 16 (6.81%) REST
11 15 (6.38%) Google JAX
11 15 (6.38%) JAX
12 12 (5.11%) FastAPI
13 11 (4.68%) Flask
13 11 (4.68%) OpenCV
14 10 (4.26%) XGBoost
15 9 (3.83%) RabbitMQ
15 9 (3.83%) TFX
Miscellaneous
1 48 (20.43%) Algorithms
2 35 (14.89%) Cloud Native
3 25 (10.64%) Video\Live Streaming
4 24 (10.21%) Clustering
5 23 (9.79%) Public Cloud
6 17 (7.23%) Product Ownership
7 16 (6.81%) AI Agents
8 14 (5.96%) Distributed Systems
9 10 (4.26%) Low-Code
10 9 (3.83%) Over-the-Top Content
11 8 (3.40%) Legacy Systems
12 7 (2.98%) CUDA
13 5 (2.13%) Embedded Systems
13 5 (2.13%) Enterprise Software
14 4 (1.70%) Data Centre
14 4 (1.70%) Management Information System
14 4 (1.70%) Robotics
15 2 (0.85%) Cyber Threat
15 2 (0.85%) Data Structures
15 2 (0.85%) Lidar
Operating Systems
1 5 (2.13%) Linux
2 2 (0.85%) Robot Operating System
Processes & Methodologies
1 224 (95.32%) Machine Learning
2 192 (81.70%) AI
3 163 (69.36%) Data Science
4 110 (46.81%) Generative AI
5 79 (33.62%) LLM
6 75 (31.91%) Analytics
7 74 (31.49%) Statistics
8 73 (31.06%) Data Pipeline
8 73 (31.06%) Feature Engineering
8 73 (31.06%) MLOps
9 71 (30.21%) Retrieval-Augmented Generation
10 70 (29.79%) Roadmaps
11 69 (29.36%) Deep Learning
12 67 (28.51%) Computer Vision
13 64 (27.23%) CI/CD
14 60 (25.53%) Mentoring
14 60 (25.53%) Technical Leadership
15 59 (25.11%) Use Case
16 56 (23.83%) Data Engineering
17 52 (22.13%) Software Engineering
Programming Languages
1 225 (95.74%) Python
2 80 (34.04%) SQL
3 12 (5.11%) Java
3 12 (5.11%) JavaScript
4 11 (4.68%) C++
5 9 (3.83%) R
6 8 (3.40%) Bash
6 8 (3.40%) Go
6 8 (3.40%) Scala
7 4 (1.70%) C
8 3 (1.28%) PowerShell
9 1 (0.43%) Haskell
9 1 (0.43%) OCaml
9 1 (0.43%) Rust
Qualifications
1 63 (26.81%) Degree
2 30 (12.77%) Security Cleared
3 25 (10.64%) PhD
4 16 (6.81%) Master's Degree
5 15 (6.38%) SC Cleared
6 6 (2.55%) DBS Check
7 5 (2.13%) Computer Science Degree
8 4 (1.70%) DV Cleared
8 4 (1.70%) Microsoft Certification
9 3 (1.28%) Azure Certification
9 3 (1.28%) Postgraduate
10 2 (0.85%) Numerate Degree
11 1 (0.43%) AWS Certification
Quality Assurance & Compliance
1 23 (9.79%) California Consumer Privacy Act
1 23 (9.79%) GDPR
2 21 (8.94%) Accessibility
3 20 (8.51%) QA
4 17 (7.23%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 42 (17.87%) Docker
Systems Management
1 30 (12.77%) Kubernetes
2 13 (5.53%) Kubeflow
3 9 (3.83%) Terraform
4 8 (3.40%) Grafana
5 7 (2.98%) Ansible
5 7 (2.98%) Prometheus
6 3 (1.28%) Argo
Vendors
1 57 (24.26%) Databricks
2 27 (11.49%) Dell
3 25 (10.64%) OpenAI
4 23 (9.79%) Cloudera
5 14 (5.96%) Google
6 10 (4.26%) Microsoft
7 8 (3.40%) Palantir
8 7 (2.98%) Automation Anywhere
8 7 (2.98%) UiPath
9 4 (1.70%) Foundry
9 4 (1.70%) NVIDIA
10 3 (1.28%) CrowdStrike
10 3 (1.28%) Fortinet
10 3 (1.28%) Palo Alto
11 1 (0.43%) Cognizant
11 1 (0.43%) Dataiku
11 1 (0.43%) DataRobot
11 1 (0.43%) IBM
11 1 (0.43%) Intel
11 1 (0.43%) Oracle