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

6 months to
19 Jun 2026
Same period 2025 Same period 2024
Rank 512 560 741
Rank change year-on-year +48 +181 +40
Permanent jobs citing PyTorch 237 106 160
As % of all permanent jobs in the UK 0.25% 0.24% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.47% 1.21% 0.73%
Number of salaries quoted 66 49 111
10th Percentile £46,939 £44,500 £47,500
25th Percentile £52,764 £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 £95,313 £105,000 £90,000
90th Percentile £120,000 £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 9,598 8,744 21,782
As % of all permanent jobs advertised in the UK 10.22% 19.50% 19.99%
Number of salaries quoted 7,167 5,731 16,559
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £66,268 £60,000
Median % change year-on-year -1.91% +10.45% -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 19 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 19 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 +8 190 £70,000 -17.65% 87
London +35 111 £80,000 -15.79% 62
Work from Home +69 95 £60,000 -6.25% 43
UK excluding London -37 84 £60,000 -6.25% 40
Midlands +15 36 £55,000 -12.70% 3
East Midlands +6 32 £52,500 -27.59%
East of England -9 22 £67,500 +5.47% 8
North of England -31 9 £94,150 +34.50% 5
North West +3 7 £102,500 +29.95% 3
South West -58 7 £60,000 +33.33% 5
South East -37 6 £60,000 -40.00% 13
West Midlands -10 4 £55,000 +2.80% 3
Scotland +10 2 £79,283 +13.26%
Yorkshire -43 2 £85,800 +34.06% 1
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 37 (15.61%) Apache Airflow
2 35 (14.77%) Apache Spark
3 22 (9.28%) ArcGIS
4 9 (3.80%) Jupyter
5 7 (2.95%) Appian
6 1 (0.42%) Apache
Applications
1 7 (2.95%) Chatbot
2 1 (0.42%) Microsoft Excel
2 1 (0.42%) Microsoft Office
2 1 (0.42%) Microsoft PowerPoint
2 1 (0.42%) Trello
Cloud Services
1 117 (49.37%) Azure
2 112 (47.26%) AWS
3 71 (29.96%) GCP
4 34 (14.35%) Power Platform
5 33 (13.92%) Snowflake
6 23 (9.70%) Azure Synapse Analytics
6 23 (9.70%) dbt
7 19 (8.02%) Azure Machine Learning
8 13 (5.49%) Azure AI
9 12 (5.06%) Anthropic Claude
10 11 (4.64%) Vertex AI
11 10 (4.22%) Amazon SageMaker
12 9 (3.80%) Slack
13 8 (3.38%) Azure Data Factory
13 8 (3.38%) Dagster
13 8 (3.38%) SaaS
14 7 (2.95%) Amazon OpenSearch
14 7 (2.95%) Power Automate
15 6 (2.53%) Amazon Bedrock
15 6 (2.53%) OpenShift
Communications & Networking
1 29 (12.24%) Broadband
2 1 (0.42%) LTE
2 1 (0.42%) Software-Defined Radio
2 1 (0.42%) Wi-Fi
2 1 (0.42%) Wireless
Database & Business Intelligence
1 34 (14.35%) Data Warehouse
1 34 (14.35%) Tableau
2 32 (13.50%) Amazon Redshift
3 30 (12.66%) BigQuery
3 30 (12.66%) Elasticsearch
3 30 (12.66%) Looker
3 30 (12.66%) Power BI
4 27 (11.39%) Data Lake
5 23 (9.70%) GIS
5 23 (9.70%) Pinecone
5 23 (9.70%) QGIS
5 23 (9.70%) Snowflake Schema
5 23 (9.70%) Spatial Data
6 21 (8.86%) Metadata
7 11 (4.64%) Weaviate
8 8 (3.38%) Apache Iceberg
8 8 (3.38%) SQL Server
9 7 (2.95%) Delta Lake
10 6 (2.53%) Big Data
11 5 (2.11%) MongoDB
Development Applications
1 53 (22.36%) MLflow
2 13 (5.49%) Git
3 10 (4.22%) GitLab
4 2 (0.84%) Jenkins
5 1 (0.42%) JIRA
5 1 (0.42%) Poetry
5 1 (0.42%) Yeoman
General
1 69 (29.11%) Analytical Skills
2 53 (22.36%) Finance
3 40 (16.88%) Social Skills
4 18 (7.59%) Inclusion and Diversity
5 8 (3.38%) Banking
6 6 (2.53%) Manufacturing
6 6 (2.53%) Pharmaceutical
6 6 (2.53%) Retail
7 4 (1.69%) Advertising
7 4 (1.69%) Public Sector
8 2 (0.84%) Legal
8 2 (0.84%) Public Speaking
9 1 (0.42%) French Language
9 1 (0.42%) Organisational Skills
9 1 (0.42%) Publishing
Job Titles
1 61 (25.74%) Senior
2 52 (21.94%) Lead
3 49 (20.68%) Data Scientist
4 35 (14.77%) Consultant
5 33 (13.92%) Developer
6 32 (13.50%) Senior Data Scientist
7 30 (12.66%) Artificial Intelligence Consultant
8 27 (11.39%) Systems Engineer
9 26 (10.97%) Lead Data Scientist
10 24 (10.13%) Artificial Intelligence Engineer
10 24 (10.13%) Senior Systems Engineer
11 22 (9.28%) Machine Learning Consultant
12 20 (8.44%) Spatial Consultant
13 19 (8.02%) Machine Learning Engineer
14 13 (5.49%) Lead Developer
15 10 (4.22%) Data Consultant
15 10 (4.22%) Machine Learning Scientist
15 10 (4.22%) Senior Consultant
16 9 (3.80%) Architect
16 9 (3.80%) Software Engineer
Libraries, Frameworks & Software Standards
1 171 (72.15%) TensorFlow
2 78 (32.91%) scikit-learn
3 54 (22.78%) LangChain
4 41 (17.30%) Hugging Face
5 32 (13.50%) Kafka
6 31 (13.08%) Pandas
7 30 (12.66%) LlamaIndex
8 25 (10.55%) NumPy
8 25 (10.55%) pgvector
9 20 (8.44%) Faiss
10 18 (7.59%) LangGraph
11 16 (6.75%) REST
12 15 (6.33%) Google JAX
12 15 (6.33%) JAX
13 13 (5.49%) FastAPI
14 11 (4.64%) Flask
14 11 (4.64%) OpenCV
15 10 (4.22%) RESTful
15 10 (4.22%) XGBoost
16 9 (3.80%) RabbitMQ
Miscellaneous
1 50 (21.10%) Algorithms
2 35 (14.77%) Cloud Native
3 25 (10.55%) Video\Live Streaming
4 24 (10.13%) Clustering
5 23 (9.70%) Public Cloud
6 17 (7.17%) AI Agents
7 16 (6.75%) Product Ownership
8 15 (6.33%) Distributed Systems
9 9 (3.80%) Low-Code
9 9 (3.80%) Over-the-Top Content
10 8 (3.38%) Legacy Systems
11 7 (2.95%) CUDA
12 6 (2.53%) Enterprise Software
13 5 (2.11%) Embedded Systems
14 4 (1.69%) Data Centre
14 4 (1.69%) Management Information System
14 4 (1.69%) Robotics
15 2 (0.84%) Cyber Threat
15 2 (0.84%) Data Structures
15 2 (0.84%) Lidar
Operating Systems
1 5 (2.11%) Linux
2 2 (0.84%) Robot Operating System
Processes & Methodologies
1 226 (95.36%) Machine Learning
2 194 (81.86%) AI
3 162 (68.35%) Data Science
4 111 (46.84%) Generative AI
5 82 (34.60%) LLM
6 74 (31.22%) Analytics
6 74 (31.22%) MLOps
7 73 (30.80%) Statistics
8 72 (30.38%) Data Pipeline
8 72 (30.38%) Feature Engineering
9 71 (29.96%) Deep Learning
9 71 (29.96%) Retrieval-Augmented Generation
10 68 (28.69%) Roadmaps
11 67 (28.27%) Computer Vision
12 63 (26.58%) CI/CD
12 63 (26.58%) Mentoring
13 62 (26.16%) Technical Leadership
14 59 (24.89%) Use Case
15 56 (23.63%) Software Engineering
16 55 (23.21%) Data Engineering
Programming Languages
1 227 (95.78%) Python
2 79 (33.33%) SQL
3 13 (5.49%) Java
4 12 (5.06%) C++
4 12 (5.06%) JavaScript
5 9 (3.80%) R
6 7 (2.95%) Bash
6 7 (2.95%) Go
6 7 (2.95%) Scala
7 4 (1.69%) C
8 3 (1.27%) PowerShell
9 1 (0.42%) Haskell
9 1 (0.42%) OCaml
9 1 (0.42%) Rust
Qualifications
1 63 (26.58%) Degree
2 30 (12.66%) Security Cleared
3 25 (10.55%) PhD
4 16 (6.75%) Master's Degree
5 15 (6.33%) SC Cleared
6 6 (2.53%) DBS Check
7 5 (2.11%) Computer Science Degree
8 4 (1.69%) DV Cleared
8 4 (1.69%) Microsoft Certification
9 3 (1.27%) Azure Certification
9 3 (1.27%) Postgraduate
10 2 (0.84%) AWS Certification
10 2 (0.84%) Numerate Degree
11 1 (0.42%) AWS Certified Solutions Architect
11 1 (0.42%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.70%) California Consumer Privacy Act
1 23 (9.70%) GDPR
2 21 (8.86%) Accessibility
3 20 (8.44%) QA
4 17 (7.17%) Data Quality
5 1 (0.42%) Cyber Essentials
5 1 (0.42%) ISO/IEC 27001
System Software
1 42 (17.72%) Docker
Systems Management
1 31 (13.08%) Kubernetes
2 13 (5.49%) Kubeflow
3 9 (3.80%) Terraform
4 8 (3.38%) Grafana
5 7 (2.95%) Ansible
5 7 (2.95%) Prometheus
6 3 (1.27%) Argo
Vendors
1 55 (23.21%) Databricks
2 27 (11.39%) Dell
3 25 (10.55%) OpenAI
4 23 (9.70%) Cloudera
5 15 (6.33%) Google
6 9 (3.80%) Microsoft
7 7 (2.95%) Automation Anywhere
7 7 (2.95%) Palantir
7 7 (2.95%) UiPath
8 4 (1.69%) Foundry
8 4 (1.69%) NVIDIA
9 3 (1.27%) CrowdStrike
9 3 (1.27%) Fortinet
9 3 (1.27%) Palo Alto
10 1 (0.42%) Cognizant
10 1 (0.42%) Dataiku
10 1 (0.42%) DataRobot
10 1 (0.42%) IBM
10 1 (0.42%) Intel
10 1 (0.42%) Oracle