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

6 months to
4 Jul 2026
Same period 2025 Same period 2024
Rank 539 556 733
Rank change year-on-year +17 +177 +28
Permanent jobs citing PyTorch 226 119 164
As % of all permanent jobs in the UK 0.23% 0.25% 0.16%
As % of the Libraries, Frameworks & Software Standards category 2.28% 1.33% 0.78%
Number of salaries quoted 65 55 114
10th Percentile £46,939 £44,250 £47,500
25th Percentile £53,555 £60,375 £55,000
Median annual salary (50th Percentile) £70,000 £85,000 £75,000
Median % change year-on-year -17.65% +13.33% -
75th Percentile £105,000 £101,250 £94,063
90th Percentile £120,000 £120,000 £122,500
UK excluding London median annual salary £61,250 £64,000 £62,500
% change year-on-year -4.30% +2.40% -13.79%

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 9,925 8,915 20,991
As % of all permanent jobs advertised in the UK 10.26% 18.72% 19.98%
Number of salaries quoted 7,427 5,899 15,962
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -10.49%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £114,183 £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 July 2026.

Salary histogram for PyTorch in the UK

PyTorch
Top 16 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 July 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 +20 178 £70,000 -17.65% 167
London +37 100 £85,000 -10.53% 127
Work from Home +56 94 £60,000 -14.29% 72
UK excluding London -61 86 £61,250 -4.30% 53
Midlands +1 36 £55,000 -18.52% 6
East Midlands +8 32 £52,500 -27.59% 3
East of England -15 19 £55,000 -33.93% 8
North of England -40 9 £94,150 +47.11% 5
South East -43 8 £62,500 -37.50% 15
North West -15 7 £102,500 +60.78% 4
South West -70 7 £60,000 +26.32% 12
West Midlands -25 4 £55,000 -9.09% 3
Wales -43 3 £105,000 - 3
Scotland +13 2 £79,283 +13.26% 5
Yorkshire -33 2 £85,800 +34.06%
Northern Ireland - 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 35 (15.49%) Apache Airflow
2 30 (13.27%) Apache Spark
3 22 (9.73%) ArcGIS
4 6 (2.65%) Jupyter
5 4 (1.77%) Appian
6 1 (0.44%) Apache
Applications
1 7 (3.10%) 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
1 115 (50.88%) Azure
2 111 (49.12%) AWS
3 72 (31.86%) GCP
4 34 (15.04%) Power Platform
5 31 (13.72%) Snowflake
6 23 (10.18%) Azure Synapse Analytics
6 23 (10.18%) dbt
7 15 (6.64%) Azure Machine Learning
8 11 (4.87%) Amazon SageMaker
9 9 (3.98%) Anthropic Claude
9 9 (3.98%) SaaS
9 9 (3.98%) Vertex AI
10 8 (3.54%) Slack
11 7 (3.10%) Amazon Bedrock
11 7 (3.10%) Amazon OpenSearch
11 7 (3.10%) Azure AI
12 6 (2.65%) Dagster
12 6 (2.65%) OpenShift
13 5 (2.21%) Azure Data Factory
13 5 (2.21%) Prefect
Communications & Networking
1 28 (12.39%) 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 30 (13.27%) Amazon Redshift
1 30 (13.27%) Power BI
2 29 (12.83%) Data Warehouse
2 29 (12.83%) Tableau
3 28 (12.39%) BigQuery
3 28 (12.39%) Elasticsearch
3 28 (12.39%) Looker
4 27 (11.95%) Data Lake
5 23 (10.18%) GIS
5 23 (10.18%) QGIS
5 23 (10.18%) Snowflake Schema
5 23 (10.18%) Spatial Data
6 21 (9.29%) Metadata
7 18 (7.96%) Pinecone
8 9 (3.98%) Weaviate
9 6 (2.65%) Apache Iceberg
10 5 (2.21%) Delta Lake
10 5 (2.21%) MongoDB
10 5 (2.21%) SQL Server
11 4 (1.77%) PostgreSQL
Development Applications
1 45 (19.91%) MLflow
2 14 (6.19%) Git
3 10 (4.42%) GitLab
4 2 (0.88%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) Poetry
5 1 (0.44%) Yeoman
General
1 66 (29.20%) Analytical Skills
2 52 (23.01%) Finance
3 40 (17.70%) Social Skills
4 10 (4.42%) Inclusion and Diversity
5 9 (3.98%) Banking
6 6 (2.65%) Manufacturing
6 6 (2.65%) Pharmaceutical
6 6 (2.65%) Retail
7 4 (1.77%) Advertising
7 4 (1.77%) Public Sector
8 2 (0.88%) Legal
8 2 (0.88%) Public Speaking
9 1 (0.44%) French Language
9 1 (0.44%) Organisational Skills
9 1 (0.44%) Publishing
Job Titles
1 53 (23.45%) Lead
1 53 (23.45%) Senior
2 52 (23.01%) Data Scientist
3 34 (15.04%) Senior Data Scientist
4 30 (13.27%) Developer
5 28 (12.39%) Consultant
5 28 (12.39%) Lead Data Scientist
6 27 (11.95%) Systems Engineer
7 25 (11.06%) Artificial Intelligence Consultant
8 24 (10.62%) Senior Systems Engineer
9 21 (9.29%) Artificial Intelligence Engineer
10 20 (8.85%) Machine Learning Consultant
10 20 (8.85%) Machine Learning Engineer
10 20 (8.85%) Spatial Consultant
11 13 (5.75%) Lead Developer
12 11 (4.87%) Software Engineer
13 10 (4.42%) Architect
13 10 (4.42%) Machine Learning Scientist
14 9 (3.98%) Python Developer
15 8 (3.54%) Artificial Intelligence Architect
Libraries, Frameworks & Software Standards
1 165 (73.01%) TensorFlow
2 71 (31.42%) scikit-learn
3 54 (23.89%) LangChain
4 39 (17.26%) Hugging Face
5 32 (14.16%) Kafka
6 30 (13.27%) LlamaIndex
7 25 (11.06%) pgvector
8 23 (10.18%) Pandas
9 20 (8.85%) LangGraph
10 19 (8.41%) NumPy
11 15 (6.64%) Faiss
12 13 (5.75%) Google JAX
12 13 (5.75%) JAX
12 13 (5.75%) REST
13 12 (5.31%) OpenCV
14 10 (4.42%) FastAPI
15 9 (3.98%) RabbitMQ
16 8 (3.54%) Flask
16 8 (3.54%) Keras
16 8 (3.54%) SciPy
Miscellaneous
1 50 (22.12%) Algorithms
2 36 (15.93%) Cloud Native
3 24 (10.62%) Clustering
3 24 (10.62%) Video\Live Streaming
4 23 (10.18%) Public Cloud
5 18 (7.96%) AI Agents
6 16 (7.08%) Distributed Systems
7 15 (6.64%) Product Ownership
8 8 (3.54%) Over-the-Top Content
9 6 (2.65%) Embedded Systems
9 6 (2.65%) Low-Code
10 5 (2.21%) CUDA
10 5 (2.21%) Legacy Systems
11 4 (1.77%) Data Centre
11 4 (1.77%) Management Information System
11 4 (1.77%) Robotics
12 3 (1.33%) Enterprise Software
13 2 (0.88%) Data Structures
13 2 (0.88%) Greenfield Project
13 2 (0.88%) Lidar
Operating Systems
1 5 (2.21%) Linux
2 2 (0.88%) Robot Operating System
3 1 (0.44%) Android
3 1 (0.44%) Apple iOS
Processes & Methodologies
1 217 (96.02%) Machine Learning
2 185 (81.86%) AI
3 156 (69.03%) Data Science
4 105 (46.46%) Generative AI
5 75 (33.19%) Analytics
5 75 (33.19%) MLOps
6 74 (32.74%) LLM
7 69 (30.53%) Statistics
8 68 (30.09%) Retrieval-Augmented Generation
8 68 (30.09%) Roadmaps
9 67 (29.65%) Deep Learning
10 65 (28.76%) Data Pipeline
10 65 (28.76%) Mentoring
11 64 (28.32%) Feature Engineering
12 61 (26.99%) CI/CD
12 61 (26.99%) Computer Vision
12 61 (26.99%) Technical Leadership
13 59 (26.11%) Software Engineering
13 59 (26.11%) Use Case
14 50 (22.12%) Predictive Modelling
Programming Languages
1 216 (95.58%) Python
2 74 (32.74%) SQL
3 16 (7.08%) C++
4 14 (6.19%) Java
5 10 (4.42%) JavaScript
6 5 (2.21%) Bash
6 5 (2.21%) Go
6 5 (2.21%) Scala
7 4 (1.77%) C
8 3 (1.33%) R
9 1 (0.44%) Haskell
9 1 (0.44%) OCaml
9 1 (0.44%) Rust
Qualifications
1 51 (22.57%) Degree
2 26 (11.50%) Security Cleared
3 20 (8.85%) PhD
4 16 (7.08%) Master's Degree
5 10 (4.42%) SC Cleared
6 6 (2.65%) DBS Check
7 5 (2.21%) Computer Science Degree
8 4 (1.77%) DV Cleared
9 3 (1.33%) Azure Certification
9 3 (1.33%) Postgraduate
10 2 (0.88%) AWS Certification
11 1 (0.44%) AWS Certified Solutions Architect
11 1 (0.44%) Microsoft Certification
11 1 (0.44%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.18%) California Consumer Privacy Act
1 23 (10.18%) GDPR
2 21 (9.29%) Accessibility
3 20 (8.85%) QA
4 11 (4.87%) Data Quality
5 1 (0.44%) Cyber Essentials
5 1 (0.44%) ISO/IEC 27001
System Software
1 35 (15.49%) Docker
Systems Management
1 26 (11.50%) Kubernetes
2 12 (5.31%) Kubeflow
3 9 (3.98%) Terraform
4 8 (3.54%) Grafana
5 7 (3.10%) Ansible
5 7 (3.10%) Prometheus
6 3 (1.33%) Argo
Vendors
1 50 (22.12%) Databricks
2 27 (11.95%) Dell
3 23 (10.18%) Cloudera
4 19 (8.41%) OpenAI
5 17 (7.52%) Google
6 7 (3.10%) Microsoft
7 5 (2.21%) Palantir
8 4 (1.77%) Automation Anywhere
8 4 (1.77%) NVIDIA
8 4 (1.77%) UiPath
9 1 (0.44%) Cognizant
9 1 (0.44%) Dataiku
9 1 (0.44%) DataRobot
9 1 (0.44%) Foundry
9 1 (0.44%) IBM
9 1 (0.44%) Intel
9 1 (0.44%) Oracle