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

6 months to
24 Sep 2026
Same period 2025 Same period 2024
Rank 604 533 671
Rank change year-on-year -71 +138 -17
Permanent jobs citing PyTorch 207 127 112
As % of all permanent jobs in the UK 0.18% 0.26% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.72% 1.49% 0.68%
Number of salaries quoted 72 53 68
10th Percentile £46,250 £48,000 £47,125
25th Percentile £59,688 £60,000 £58,750
Median annual salary (50th Percentile) £85,000 £75,000 £85,000
Median % change year-on-year +13.33% -11.76% +13.33%
75th Percentile £105,625 £102,500 £106,250
90th Percentile £120,000 £119,000 £120,750
UK excluding London median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -10.71%

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 12,024 8,552 16,459
As % of all permanent jobs advertised in the UK 10.28% 17.36% 21.51%
Number of salaries quoted 8,566 5,487 10,349
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,049 £48,750
Median annual salary (50th Percentile) £67,500 £68,525 £65,000
Median % change year-on-year -1.50% +5.42% -3.70%
75th Percentile £87,000 £87,500 £85,000
90th Percentile £100,000 £115,000 £112,500
UK excluding London median annual salary £60,500 £60,000 £57,500
% change year-on-year +0.83% +4.35% -4.17%

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 24 September 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 24 September 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 -64 181 £85,000 +13.33% 643
London -21 97 £91,250 +1.39% 474
UK excluding London -92 93 £70,000 +12.00% 195
Work from Home +16 78 £110,000 +25.71% 222
Midlands -21 37 £41,000 -32.23% 18
East Midlands 0 31 £38,000 - 8
East of England -28 17 £100,000 +42.86% 49
South East -62 12 £62,500 -21.88% 31
South West -71 12 £87,500 +18.64% 40
West Midlands -44 6 £145,000 +139.67% 10
Wales -72 5 £65,000 - 8
Scotland +6 4 - - 16
North of England -68 4 £87,900 +63.53% 27
North West -28 3 £90,000 +71.43% 22
Northern Ireland - 2 - - 7
Yorkshire -42 1 £85,800 +20.85% 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 4 (1.93%) Apache Spark
2 2 (0.97%) Apache Airflow
Applications
1 8 (3.86%) Chatbot
2 4 (1.93%) Simulink
3 1 (0.48%) Trello
Cloud Services
1 89 (43.00%) AWS
2 86 (41.55%) Azure
3 62 (29.95%) GCP
4 14 (6.76%) Power Platform
5 12 (5.80%) Serverless
6 11 (5.31%) Amazon S3
6 11 (5.31%) AWS Lambda
6 11 (5.31%) Azure Machine Learning
7 7 (3.38%) Amazon Bedrock
7 7 (3.38%) Azure AI
8 6 (2.90%) Amazon SageMaker
8 6 (2.90%) SaaS
9 5 (2.42%) Anthropic Claude
9 5 (2.42%) PaaS
10 4 (1.93%) Amazon OpenSearch
10 4 (1.93%) GitHub
10 4 (1.93%) Google Gemini
10 4 (1.93%) Slack
10 4 (1.93%) Vertex AI
11 3 (1.45%) Snowflake
Communications & Networking
1 12 (5.80%) Broadband
2 1 (0.48%) DHCP
2 1 (0.48%) DNS
2 1 (0.48%) Kerberos
2 1 (0.48%) Remote Desktop
Database & Business Intelligence
1 13 (6.28%) Big Data
1 13 (6.28%) NoSQL
1 13 (6.28%) Power BI
2 9 (4.35%) Metadata
2 9 (4.35%) Tableau
3 7 (3.38%) Pinecone
4 5 (2.42%) Data Lake
4 5 (2.42%) Data Mining
4 5 (2.42%) MongoDB
4 5 (2.42%) Oracle BI EE
4 5 (2.42%) QlikView
5 4 (1.93%) PostgreSQL
6 3 (1.45%) Neo4j
6 3 (1.45%) Relational Database
7 2 (0.97%) Geospatial Data
7 2 (0.97%) MySQL
7 2 (0.97%) Redis
7 2 (0.97%) Weaviate
8 1 (0.48%) Apache Arrow
8 1 (0.48%) Apache Iceberg
Development Applications
1 10 (4.83%) MLflow
2 9 (4.35%) Git
3 6 (2.90%) GitLab
4 2 (0.97%) Jenkins
5 1 (0.48%) JIRA
5 1 (0.48%) NUnit
5 1 (0.48%) Poetry
5 1 (0.48%) Yeoman
General
1 76 (36.71%) Finance
2 50 (24.15%) Social Skills
3 37 (17.87%) Analytical Skills
4 32 (15.46%) Banking
5 30 (14.49%) Inclusion and Diversity
6 25 (12.08%) Law
7 19 (9.18%) Marketing
8 11 (5.31%) Legal
9 9 (4.35%) Aerospace
9 9 (4.35%) Public Sector
10 6 (2.90%) Organisational Skills
11 5 (2.42%) Retail
12 4 (1.93%) Pharmaceutical
12 4 (1.93%) Private Banking
13 3 (1.45%) Electronics
13 3 (1.45%) Military
14 2 (0.97%) Aviation
14 2 (0.97%) Public Speaking
14 2 (0.97%) Telecoms
15 1 (0.48%) Presentation Skills
Job Titles
1 66 (31.88%) Lead
2 44 (21.26%) Data Scientist
3 30 (14.49%) Senior Data Scientist
4 28 (13.53%) Artificial Intelligence Engineer
4 28 (13.53%) Machine Learning Engineer
5 26 (12.56%) Lead Data Scientist
6 24 (11.59%) Software Engineer
7 23 (11.11%) Developer
8 22 (10.63%) Machine Learning Scientist
9 21 (10.14%) Senior
10 13 (6.28%) Lead Developer
11 10 (4.83%) Research Scientist
12 9 (4.35%) Data Engineer
13 7 (3.38%) Architect
14 6 (2.90%) Principal Engineer
15 5 (2.42%) Python Engineer
16 4 (1.93%) Artificial Intelligence Architect
16 4 (1.93%) Java Engineer
16 4 (1.93%) Python Developer
16 4 (1.93%) Systems Engineer
Libraries, Frameworks & Software Standards
1 161 (77.78%) TensorFlow
2 67 (32.37%) scikit-learn
3 40 (19.32%) Hugging Face
4 39 (18.84%) LangChain
5 26 (12.56%) LangGraph
6 24 (11.59%) Google JAX
6 24 (11.59%) JAX
7 19 (9.18%) Pandas
8 17 (8.21%) NumPy
9 12 (5.80%) REST
10 10 (4.83%) Kafka
11 9 (4.35%) LlamaIndex
12 7 (3.38%) FastAPI
12 7 (3.38%) Keras
12 7 (3.38%) OpenCV
13 6 (2.90%) RabbitMQ
13 6 (2.90%) Spring
13 6 (2.90%) Spring Boot
14 5 (2.42%) Node.js
14 5 (2.42%) RESTful
Miscellaneous
1 41 (19.81%) Cloud Native
2 32 (15.46%) Algorithms
3 29 (14.01%) AI Agents
4 18 (8.70%) Distributed Systems
4 18 (8.70%) Product Ownership
5 12 (5.80%) Video\Live Streaming
6 11 (5.31%) Mobile Banking
7 7 (3.38%) Robotics
8 5 (2.42%) Blog
8 5 (2.42%) Public Cloud
8 5 (2.42%) Reference Data
9 4 (1.93%) Analytical Mindset
9 4 (1.93%) Embedded Systems
9 4 (1.93%) Enterprise Software
9 4 (1.93%) Over-the-Top Content
10 3 (1.45%) Greenfield Project
11 2 (0.97%) CUDA
11 2 (0.97%) Data Structures
11 2 (0.97%) Legacy Systems
11 2 (0.97%) Stable Diffusion
Operating Systems
1 2 (0.97%) Linux
2 1 (0.48%) Android
2 1 (0.48%) Apple iOS
2 1 (0.48%) CentOS
2 1 (0.48%) Debian
2 1 (0.48%) Mac OS X
2 1 (0.48%) Unix
2 1 (0.48%) Windows
2 1 (0.48%) Windows 10
Processes & Methodologies
1 206 (99.52%) Machine Learning
2 153 (73.91%) AI
3 114 (55.07%) Data Science
4 100 (48.31%) LLM
5 93 (44.93%) Software Engineering
6 81 (39.13%) Deep Learning
7 77 (37.20%) Generative AI
7 77 (37.20%) MLOps
8 74 (35.75%) Mentoring
9 64 (30.92%) Statistics
10 63 (30.43%) Roadmaps
11 54 (26.09%) CI/CD
12 50 (24.15%) Natural Language Processing
13 49 (23.67%) Actionable Insight
13 49 (23.67%) Computer Science
14 46 (22.22%) Decision-Making
15 43 (20.77%) Problem-Solving
16 41 (19.81%) Retrieval-Augmented Generation
17 39 (18.84%) Prompt Engineering
18 38 (18.36%) Mathematics
Programming Languages
1 183 (88.41%) Python
2 68 (32.85%) SQL
3 21 (10.14%) Java
4 17 (8.21%) C++
5 9 (4.35%) C
6 8 (3.86%) R
7 6 (2.90%) JavaScript
8 4 (1.93%) MATLAB
9 2 (0.97%) C#
9 2 (0.97%) Scala
10 1 (0.48%) Fortran
10 1 (0.48%) Gremlin
10 1 (0.48%) Haskell
10 1 (0.48%) OCaml
10 1 (0.48%) Rust
10 1 (0.48%) Shell Script
Qualifications
1 70 (33.82%) Degree
2 37 (17.87%) PhD
3 27 (13.04%) Security Cleared
4 18 (8.70%) Master's Degree
5 12 (5.80%) Computer Science Degree
5 12 (5.80%) SC Cleared
6 7 (3.38%) DV Cleared
7 4 (1.93%) DBS Check
8 3 (1.45%) BPSS Clearance
9 1 (0.48%) AWS Certification
9 1 (0.48%) AWS Certified Solutions Architect
9 1 (0.48%) Azure Certification
9 1 (0.48%) CISSP
9 1 (0.48%) Microsoft Certification
9 1 (0.48%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.86%) Data Quality
2 5 (2.42%) Accessibility
3 2 (0.97%) ISO/IEC 42001
4 1 (0.48%) Cyber Essentials
4 1 (0.48%) EU AI Act
4 1 (0.48%) GDPR
4 1 (0.48%) ISO/IEC 27001
4 1 (0.48%) QA
System Software
1 28 (13.53%) Docker
2 1 (0.48%) Active Directory
2 1 (0.48%) Ceph
2 1 (0.48%) Lustre
2 1 (0.48%) NFS
2 1 (0.48%) Samba
2 1 (0.48%) Slurm Workload Manager
Systems Management
1 28 (13.53%) Kubernetes
2 8 (3.86%) Kubeflow
3 4 (1.93%) Ansible
3 4 (1.93%) Grafana
3 4 (1.93%) Prometheus
4 2 (0.97%) Argo
5 1 (0.48%) Oracle ZFS
Vendors
1 28 (13.53%) OpenAI
2 17 (8.21%) Databricks
2 17 (8.21%) Google
2 17 (8.21%) Microsoft
3 4 (1.93%) Foundry
4 3 (1.45%) Mistral
5 2 (0.97%) Thales
5 2 (0.97%) Workday
6 1 (0.48%) Apple
6 1 (0.48%) Cognizant
6 1 (0.48%) Oracle
6 1 (0.48%) Red Hat