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

6 months to
18 Aug 2026
Same period 2025 Same period 2024
Rank 549 547 668
Rank change year-on-year -2 +121 +35
Permanent jobs citing PyTorch 242 140 123
As % of all permanent jobs in the UK 0.23% 0.28% 0.15%
As % of the Libraries, Frameworks & Software Standards category 2.26% 1.66% 0.77%
Number of salaries quoted 78 61 75
10th Percentile £46,250 £45,000 £50,500
25th Percentile £54,853 £58,750 £61,625
Median annual salary (50th Percentile) £85,000 £85,000 £75,000
Median % change year-on-year - +13.33% -
75th Percentile £109,375 £111,250 £102,500
90th Percentile £137,500 £120,000 £118,000
UK excluding London median annual salary £67,500 £55,000 £70,000
% change year-on-year +22.73% -21.43% -

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 10,695 8,413 15,956
As % of all permanent jobs advertised in the UK 9.96% 16.84% 19.26%
Number of salaries quoted 7,812 5,449 11,350
10th Percentile £40,275 £38,500 £37,500
25th Percentile £50,000 £50,000 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% -7.41%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £112,500 £107,500
UK excluding London median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -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 18 August 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 18 August 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 -17 207 £85,000 - 80
London +17 117 £101,250 +9.46% 49
UK excluding London -63 101 £67,500 +22.73% 43
Work from Home +34 85 £105,000 +31.25% 39
Midlands -5 37 £45,500 -32.59% 4
East Midlands +5 33 £38,000 -47.59%
East of England -26 23 £100,000 +56.25% 9
South West -63 12 £60,000 +20.00% 9
South East -36 10 £62,500 -40.48% 10
North of England -42 7 £102,500 +95.24% 4
Scotland +2 5 £58,565 - 2
North West -3 5 £102,500 +95.24% 4
Wales -58 5 £65,000 - 2
West Midlands -24 4 £97,500 +61.16% 4
Yorkshire -31 2 £85,800 -
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 30 (12.40%) Apache Airflow
2 25 (10.33%) Apache Spark
3 8 (3.31%) ArcGIS
4 1 (0.41%) Apache
Applications
1 8 (3.31%) Chatbot
2 1 (0.41%) Microsoft Excel
2 1 (0.41%) Microsoft Office
2 1 (0.41%) Microsoft PowerPoint
2 1 (0.41%) Simulink
2 1 (0.41%) Trello
Cloud Services
1 120 (49.59%) AWS
2 113 (46.69%) Azure
3 80 (33.06%) GCP
4 37 (15.29%) Power Platform
5 29 (11.98%) Snowflake
6 23 (9.50%) Azure Synapse Analytics
6 23 (9.50%) dbt
7 15 (6.20%) Serverless
8 13 (5.37%) Azure Machine Learning
9 12 (4.96%) Amazon S3
9 12 (4.96%) AWS Lambda
10 8 (3.31%) Amazon Bedrock
11 7 (2.89%) Anthropic Claude
11 7 (2.89%) Azure AI
11 7 (2.89%) SaaS
12 6 (2.48%) Amazon SageMaker
12 6 (2.48%) Slack
13 5 (2.07%) Amazon OpenSearch
13 5 (2.07%) GitHub
13 5 (2.07%) Prefect
Communications & Networking
1 18 (7.44%) Broadband
Database & Business Intelligence
1 35 (14.46%) Power BI
2 29 (11.98%) Tableau
3 25 (10.33%) Data Lake
4 24 (9.92%) Amazon Redshift
4 24 (9.92%) Data Warehouse
5 23 (9.50%) BigQuery
5 23 (9.50%) Elasticsearch
5 23 (9.50%) Looker
5 23 (9.50%) Snowflake Schema
6 11 (4.55%) NoSQL
7 9 (3.72%) Big Data
7 9 (3.72%) GIS
7 9 (3.72%) Metadata
7 9 (3.72%) Pinecone
7 9 (3.72%) QGIS
7 9 (3.72%) Spatial Data
8 5 (2.07%) MongoDB
9 4 (1.65%) PostgreSQL
9 4 (1.65%) Weaviate
10 3 (1.24%) Geospatial Data
Development Applications
1 35 (14.46%) MLflow
2 16 (6.61%) Git
3 7 (2.89%) GitLab
4 2 (0.83%) Jenkins
5 1 (0.41%) JIRA
5 1 (0.41%) NUnit
5 1 (0.41%) Poetry
5 1 (0.41%) Yeoman
General
1 73 (30.17%) Finance
2 67 (27.69%) Analytical Skills
3 47 (19.42%) Social Skills
4 31 (12.81%) Inclusion and Diversity
5 28 (11.57%) Banking
6 25 (10.33%) Law
7 19 (7.85%) Marketing
8 12 (4.96%) Public Sector
9 7 (2.89%) Legal
9 7 (2.89%) Retail
10 6 (2.48%) Pharmaceutical
11 4 (1.65%) Aerospace
11 4 (1.65%) Private Banking
12 3 (1.24%) Electronics
12 3 (1.24%) Military
13 2 (0.83%) Organisational Skills
13 2 (0.83%) Public Speaking
14 1 (0.41%) French Language
14 1 (0.41%) Investment Banking
14 1 (0.41%) Telecoms
Job Titles
1 66 (27.27%) Lead
2 51 (21.07%) Data Scientist
3 46 (19.01%) Senior
4 34 (14.05%) Senior Data Scientist
5 29 (11.98%) Developer
6 27 (11.16%) Lead Data Scientist
6 27 (11.16%) Machine Learning Scientist
6 27 (11.16%) Systems Engineer
7 25 (10.33%) Artificial Intelligence Engineer
7 25 (10.33%) Machine Learning Engineer
8 24 (9.92%) Senior Systems Engineer
9 20 (8.26%) Software Engineer
10 14 (5.79%) Consultant
11 13 (5.37%) Lead Developer
12 11 (4.55%) Artificial Intelligence Consultant
12 11 (4.55%) Research Scientist
13 9 (3.72%) Architect
13 9 (3.72%) Machine Learning Consultant
13 9 (3.72%) Python Developer
14 8 (3.31%) Data Engineer
Libraries, Frameworks & Software Standards
1 181 (74.79%) TensorFlow
2 94 (38.84%) scikit-learn
3 59 (24.38%) LangChain
4 38 (15.70%) Hugging Face
5 34 (14.05%) Kafka
5 34 (14.05%) LlamaIndex
6 26 (10.74%) Pandas
7 25 (10.33%) Google JAX
7 25 (10.33%) JAX
7 25 (10.33%) pgvector
8 22 (9.09%) LangGraph
8 22 (9.09%) NumPy
9 13 (5.37%) REST
10 10 (4.13%) OpenCV
11 9 (3.72%) XGBoost
12 7 (2.89%) RabbitMQ
12 7 (2.89%) RESTful
12 7 (2.89%) SciPy
13 6 (2.48%) Node.js
13 6 (2.48%) Spring
Miscellaneous
1 61 (25.21%) Cloud Native
2 42 (17.36%) Algorithms
3 30 (12.40%) AI Agents
4 25 (10.33%) Public Cloud
5 24 (9.92%) Clustering
6 19 (7.85%) Distributed Systems
7 14 (5.79%) Video\Live Streaming
8 12 (4.96%) Product Ownership
9 11 (4.55%) Mobile Banking
10 6 (2.48%) Over-the-Top Content
11 5 (2.07%) Blog
12 4 (1.65%) Analytical Mindset
12 4 (1.65%) Embedded Systems
12 4 (1.65%) Enterprise Software
12 4 (1.65%) Robotics
13 3 (1.24%) CUDA
13 3 (1.24%) Greenfield Project
14 2 (0.83%) Data Structures
14 2 (0.83%) Legacy Systems
14 2 (0.83%) Reference Data
Operating Systems
1 5 (2.07%) Linux
2 1 (0.41%) Android
2 1 (0.41%) Apple iOS
Processes & Methodologies
1 236 (97.52%) Machine Learning
2 184 (76.03%) AI
3 146 (60.33%) Data Science
4 104 (42.98%) LLM
5 102 (42.15%) Generative AI
6 91 (37.60%) Software Engineering
7 81 (33.47%) Deep Learning
8 75 (30.99%) MLOps
9 73 (30.17%) Mentoring
10 71 (29.34%) Statistics
11 68 (28.10%) Analytics
12 67 (27.69%) Retrieval-Augmented Generation
13 63 (26.03%) Prompt Engineering
14 59 (24.38%) Roadmaps
15 58 (23.97%) Data Pipeline
16 54 (22.31%) CI/CD
17 52 (21.49%) Use Case
18 49 (20.25%) Actionable Insight
18 49 (20.25%) Feature Engineering
19 48 (19.83%) Natural Language Processing
Programming Languages
1 219 (90.50%) Python
2 91 (37.60%) SQL
3 17 (7.02%) Java
4 14 (5.79%) C++
5 8 (3.31%) JavaScript
6 5 (2.07%) C
6 5 (2.07%) R
7 2 (0.83%) C#
8 1 (0.41%) Haskell
8 1 (0.41%) MATLAB
8 1 (0.41%) OCaml
8 1 (0.41%) Rust
8 1 (0.41%) Scala
Qualifications
1 71 (29.34%) Degree
2 37 (15.29%) PhD
3 27 (11.16%) Security Cleared
4 19 (7.85%) Master's Degree
5 9 (3.72%) Computer Science Degree
5 9 (3.72%) DV Cleared
6 8 (3.31%) SC Cleared
7 6 (2.48%) DBS Check
8 3 (1.24%) BPSS Clearance
8 3 (1.24%) Postgraduate
9 1 (0.41%) AWS Certification
9 1 (0.41%) AWS Certified Solutions Architect
9 1 (0.41%) Azure Certification
9 1 (0.41%) Microsoft Certification
9 1 (0.41%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.50%) California Consumer Privacy Act
1 23 (9.50%) GDPR
2 14 (5.79%) Accessibility
3 9 (3.72%) QA
4 4 (1.65%) Data Quality
5 2 (0.83%) ISO/IEC 42001
6 1 (0.41%) Cyber Essentials
6 1 (0.41%) ISO/IEC 27001
System Software
1 31 (12.81%) Docker
Systems Management
1 28 (11.57%) Kubernetes
2 11 (4.55%) Kubeflow
3 6 (2.48%) Grafana
3 6 (2.48%) Terraform
4 5 (2.07%) Ansible
4 5 (2.07%) Prometheus
5 2 (0.83%) Argo
Vendors
1 44 (18.18%) Databricks
2 26 (10.74%) OpenAI
3 23 (9.50%) Cloudera
3 23 (9.50%) Dell
4 21 (8.68%) Google
5 17 (7.02%) Microsoft
6 4 (1.65%) Foundry
7 2 (0.83%) Workday
8 1 (0.41%) Cognizant
8 1 (0.41%) Dataiku
8 1 (0.41%) DataRobot
8 1 (0.41%) Oracle