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

6 months to
25 Jul 2026
Same period 2025 Same period 2024
Rank 538 566 706
Rank change year-on-year +28 +140 +14
Permanent jobs citing PyTorch 231 123 134
As % of all permanent jobs in the UK 0.23% 0.25% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.23% 1.40% 0.76%
Number of salaries quoted 66 57 88
10th Percentile £46,250 £45,750 £50,875
25th Percentile £58,750 £60,000 £57,313
Median annual salary (50th Percentile) £85,400 £80,000 £75,000
Median % change year-on-year +6.75% +6.67% -
75th Percentile £110,000 £97,500 £97,688
90th Percentile £126,250 £120,000 £120,000
UK excluding London median annual salary £65,000 £64,000 £67,500
% change year-on-year +1.56% -5.19% -10.00%

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 10,354 8,804 17,527
As % of all permanent jobs advertised in the UK 10.28% 17.92% 19.50%
Number of salaries quoted 7,676 5,808 12,993
10th Percentile £40,688 £38,750 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £113,750 £102,500
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 25 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 25 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 -17 183 £85,800 +4.00% 171
London +26 102 £100,000 +5.26% 124
UK excluding London -62 95 £65,000 +1.56% 66
Work from Home +45 92 £73,750 +5.36% 68
Midlands -9 37 £52,500 -22.22% 2
East Midlands -2 34 £41,000 -43.45%
East of England -10 19 £100,000 +56.25% 12
South West -63 10 £60,000 +20.00% 15
North of England -39 8 £102,500 +60.16% 9
South East -52 8 £62,500 -37.50% 19
Scotland +21 6 £79,283 +13.26% 3
North West -13 6 £102,500 +86.36% 9
Wales -50 5 £65,000 - 4
West Midlands -24 3 £55,000 -9.09% 2
Yorkshire -42 2 £85,800 +34.06%
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 32 (13.85%) Apache Airflow
2 27 (11.69%) Apache Spark
3 20 (8.66%) ArcGIS
4 1 (0.43%) Apache
4 1 (0.43%) Appian
Applications
1 6 (2.60%) 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
1 116 (50.22%) Azure
2 115 (49.78%) AWS
3 73 (31.60%) GCP
4 34 (14.72%) Power Platform
5 29 (12.55%) Snowflake
6 23 (9.96%) Azure Synapse Analytics
6 23 (9.96%) dbt
7 12 (5.19%) Azure Machine Learning
8 9 (3.90%) Amazon SageMaker
9 8 (3.46%) Amazon Bedrock
9 8 (3.46%) SaaS
10 7 (3.03%) Serverless
10 7 (3.03%) Slack
11 6 (2.60%) Amazon OpenSearch
11 6 (2.60%) Anthropic Claude
11 6 (2.60%) Azure AI
11 6 (2.60%) Vertex AI
12 5 (2.16%) GitHub
12 5 (2.16%) Prefect
13 4 (1.73%) AWS Lambda
Communications & Networking
1 27 (11.69%) Broadband
Database & Business Intelligence
1 31 (13.42%) Power BI
2 27 (11.69%) Amazon Redshift
2 27 (11.69%) Tableau
3 26 (11.26%) Data Warehouse
4 25 (10.82%) BigQuery
4 25 (10.82%) Elasticsearch
4 25 (10.82%) Looker
5 23 (9.96%) Data Lake
5 23 (9.96%) Snowflake Schema
6 21 (9.09%) GIS
6 21 (9.09%) QGIS
6 21 (9.09%) Spatial Data
7 17 (7.36%) Metadata
8 12 (5.19%) Pinecone
9 8 (3.46%) NoSQL
10 6 (2.60%) Weaviate
11 5 (2.16%) Big Data
11 5 (2.16%) MongoDB
12 4 (1.73%) PostgreSQL
13 3 (1.30%) MySQL
Development Applications
1 39 (16.88%) MLflow
2 16 (6.93%) Git
3 9 (3.90%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 68 (29.44%) Analytical Skills
2 58 (25.11%) Finance
3 43 (18.61%) Social Skills
4 19 (8.23%) Banking
5 14 (6.06%) Inclusion and Diversity
6 11 (4.76%) Law
7 6 (2.60%) Pharmaceutical
7 6 (2.60%) Public Sector
7 6 (2.60%) Retail
8 5 (2.16%) Marketing
9 4 (1.73%) Advertising
9 4 (1.73%) Private Banking
10 2 (0.87%) Legal
10 2 (0.87%) Public Speaking
11 1 (0.43%) Aerospace
11 1 (0.43%) French Language
11 1 (0.43%) Investment Banking
11 1 (0.43%) Manufacturing
11 1 (0.43%) Military
11 1 (0.43%) Publishing
Job Titles
1 59 (25.54%) Lead
2 50 (21.65%) Data Scientist
3 44 (19.05%) Senior
4 33 (14.29%) Senior Data Scientist
5 30 (12.99%) Developer
6 28 (12.12%) Lead Data Scientist
7 27 (11.69%) Systems Engineer
8 25 (10.82%) Consultant
9 24 (10.39%) Senior Systems Engineer
10 22 (9.52%) Artificial Intelligence Consultant
10 22 (9.52%) Machine Learning Engineer
11 20 (8.66%) Machine Learning Consultant
11 20 (8.66%) Spatial Consultant
12 19 (8.23%) Artificial Intelligence Engineer
13 17 (7.36%) Software Engineer
14 15 (6.49%) Machine Learning Scientist
15 13 (5.63%) Lead Developer
16 9 (3.90%) Architect
16 9 (3.90%) Python Developer
17 7 (3.03%) Research Scientist
Libraries, Frameworks & Software Standards
1 165 (71.43%) TensorFlow
2 77 (33.33%) scikit-learn
3 56 (24.24%) LangChain
4 41 (17.75%) Hugging Face
5 33 (14.29%) Kafka
6 30 (12.99%) LlamaIndex
7 25 (10.82%) pgvector
8 23 (9.96%) LangGraph
8 23 (9.96%) Pandas
9 19 (8.23%) NumPy
10 15 (6.49%) Google JAX
10 15 (6.49%) JAX
11 13 (5.63%) REST
12 11 (4.76%) OpenCV
13 9 (3.90%) Faiss
14 8 (3.46%) RabbitMQ
14 8 (3.46%) XGBoost
15 7 (3.03%) FastAPI
15 7 (3.03%) SciPy
15 7 (3.03%) TFX
Miscellaneous
1 53 (22.94%) Algorithms
2 44 (19.05%) Cloud Native
3 24 (10.39%) Clustering
4 23 (9.96%) AI Agents
4 23 (9.96%) Public Cloud
4 23 (9.96%) Video\Live Streaming
5 19 (8.23%) Distributed Systems
6 14 (6.06%) Product Ownership
7 7 (3.03%) Over-the-Top Content
8 6 (2.60%) Robotics
9 5 (2.16%) Embedded Systems
10 4 (1.73%) CUDA
10 4 (1.73%) Enterprise Software
11 3 (1.30%) Greenfield Project
12 2 (0.87%) Analytical Mindset
12 2 (0.87%) Autonomous Agent
12 2 (0.87%) Legacy Systems
12 2 (0.87%) Low-Code
12 2 (0.87%) Mobile Banking
12 2 (0.87%) Stable Diffusion
Operating Systems
1 5 (2.16%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
2 1 (0.43%) Robot Operating System
Processes & Methodologies
1 224 (96.97%) Machine Learning
2 184 (79.65%) AI
3 154 (66.67%) Data Science
4 101 (43.72%) Generative AI
5 79 (34.20%) LLM
6 78 (33.77%) MLOps
7 71 (30.74%) Software Engineering
8 70 (30.30%) Analytics
9 68 (29.44%) Roadmaps
10 66 (28.57%) Deep Learning
10 66 (28.57%) Mentoring
11 65 (28.14%) Statistics
12 61 (26.41%) Feature Engineering
12 61 (26.41%) Retrieval-Augmented Generation
13 60 (25.97%) Use Case
14 59 (25.54%) CI/CD
15 58 (25.11%) Technical Leadership
16 57 (24.68%) Computer Vision
16 57 (24.68%) Data Pipeline
17 54 (23.38%) Predictive Modelling
Programming Languages
1 218 (94.37%) Python
2 78 (33.77%) SQL
3 14 (6.06%) C++
3 14 (6.06%) Java
4 9 (3.90%) JavaScript
5 4 (1.73%) C
5 4 (1.73%) R
6 2 (0.87%) Bash
6 2 (0.87%) C#
6 2 (0.87%) Go
6 2 (0.87%) Scala
7 1 (0.43%) Haskell
7 1 (0.43%) OCaml
7 1 (0.43%) Rust
Qualifications
1 54 (23.38%) Degree
2 28 (12.12%) PhD
3 19 (8.23%) Master's Degree
3 19 (8.23%) Security Cleared
4 6 (2.60%) DBS Check
5 5 (2.16%) DV Cleared
6 4 (1.73%) Computer Science Degree
6 4 (1.73%) SC Cleared
7 3 (1.30%) Postgraduate
8 1 (0.43%) AWS Certification
8 1 (0.43%) AWS Certified Solutions Architect
8 1 (0.43%) Azure Certification
8 1 (0.43%) BPSS Clearance
8 1 (0.43%) Microsoft Certification
8 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.96%) California Consumer Privacy Act
1 23 (9.96%) GDPR
2 22 (9.52%) Accessibility
3 20 (8.66%) QA
4 4 (1.73%) Data Quality
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
System Software
1 34 (14.72%) Docker
Systems Management
1 28 (12.12%) Kubernetes
2 12 (5.19%) Kubeflow
3 8 (3.46%) Terraform
4 7 (3.03%) Grafana
5 6 (2.60%) Ansible
5 6 (2.60%) Prometheus
6 3 (1.30%) Argo
Vendors
1 42 (18.18%) Databricks
2 23 (9.96%) Cloudera
2 23 (9.96%) Dell
3 22 (9.52%) OpenAI
4 18 (7.79%) Google
5 11 (4.76%) Microsoft
6 2 (0.87%) Foundry
6 2 (0.87%) Palantir
7 1 (0.43%) Automation Anywhere
7 1 (0.43%) Cognizant
7 1 (0.43%) Dataiku
7 1 (0.43%) DataRobot
7 1 (0.43%) Oracle
7 1 (0.43%) UiPath