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

6 months to
2 Oct 2026
Same period 2025 Same period 2024
Rank 606 555 675
Rank change year-on-year -51 +120 -32
Permanent jobs citing PyTorch 204 123 108
As % of all permanent jobs in the UK 0.17% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.70% 1.46% 0.67%
Number of salaries quoted 71 50 66
10th Percentile £46,250 £47,375 £46,875
25th Percentile £59,375 £60,000 £59,563
Median annual salary (50th Percentile) £85,000 £72,500 £86,250
Median % change year-on-year +17.24% -15.94% +15.00%
75th Percentile £105,000 £97,500 £108,750
90th Percentile £120,000 £115,500 £121,250
UK excluding London median annual salary £70,000 £58,750 £62,500
% change year-on-year +19.15% -6.00% -

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 11,970 8,403 16,189
As % of all permanent jobs advertised in the UK 10.13% 16.94% 21.59%
Number of salaries quoted 8,491 5,355 10,127
10th Percentile £42,500 £39,957 £40,000
25th Percentile £51,250 £51,375 £48,750
Median annual salary (50th Percentile) £67,500 £68,500 £65,000
Median % change year-on-year -1.46% +5.38% -3.70%
75th Percentile £87,000 £87,500 £85,000
90th Percentile £100,000 £115,000 £110,000
UK excluding London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +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 2 October 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 2 October 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 -77 178 £85,000 +17.24% 640
London -26 95 £90,000 - 469
UK excluding London -99 91 £70,000 +19.15% 223
Work from Home +24 79 £110,000 +25.71% 236
Midlands -23 35 £41,000 -32.23% 22
East Midlands -14 29 £38,000 - 10
East of England -34 17 £100,000 +42.86% 55
South West -62 13 £87,500 +18.64% 37
South East -55 12 £62,500 +25.00% 26
West Midlands -41 6 £145,000 +139.67% 12
Wales -71 5 £65,000 - 20
Scotland +11 4 - - 25
North of England -74 3 £85,800 +59.63% 29
North West -38 2 £70,000 +33.33% 21
Northern Ireland - 2 - - 10
Yorkshire -35 1 £85,800 +20.85% 6

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 (1.96%) Apache Spark
2 2 (0.98%) Apache Airflow
3 1 (0.49%) Confluence
Applications
1 7 (3.43%) Chatbot
2 4 (1.96%) Simulink
3 1 (0.49%) Trello
Business Applications
1 1 (0.49%) Actimize
Cloud Services
1 87 (42.65%) AWS
2 82 (40.20%) Azure
3 60 (29.41%) GCP
4 13 (6.37%) Power Platform
5 12 (5.88%) Serverless
6 11 (5.39%) Amazon S3
6 11 (5.39%) AWS Lambda
6 11 (5.39%) Azure Machine Learning
7 7 (3.43%) Amazon Bedrock
7 7 (3.43%) Amazon SageMaker
7 7 (3.43%) Azure AI
8 6 (2.94%) SaaS
9 5 (2.45%) GitHub
9 5 (2.45%) PaaS
10 4 (1.96%) Amazon OpenSearch
10 4 (1.96%) Slack
10 4 (1.96%) Snowflake
10 4 (1.96%) Vertex AI
11 3 (1.47%) Anthropic Claude
11 3 (1.47%) Google Gemini
Communications & Networking
1 12 (5.88%) Broadband
2 1 (0.49%) DHCP
2 1 (0.49%) DNS
2 1 (0.49%) Kerberos
2 1 (0.49%) Remote Desktop
Database & Business Intelligence
1 14 (6.86%) Big Data
1 14 (6.86%) NoSQL
2 12 (5.88%) Power BI
3 9 (4.41%) Metadata
3 9 (4.41%) Tableau
4 5 (2.45%) Data Lake
4 5 (2.45%) Data Mining
4 5 (2.45%) MongoDB
4 5 (2.45%) Oracle BI EE
4 5 (2.45%) QlikView
5 4 (1.96%) Pinecone
5 4 (1.96%) PostgreSQL
6 3 (1.47%) Relational Database
7 2 (0.98%) Geospatial Data
7 2 (0.98%) MySQL
7 2 (0.98%) Neo4j
7 2 (0.98%) Redis
8 1 (0.49%) Data Warehouse
8 1 (0.49%) DynamoDB
8 1 (0.49%) SQL Server
Development Applications
1 10 (4.90%) MLflow
2 9 (4.41%) Git
3 5 (2.45%) GitLab
4 2 (0.98%) JIRA
5 1 (0.49%) Jenkins
5 1 (0.49%) NUnit
5 1 (0.49%) Poetry
5 1 (0.49%) Yeoman
General
1 77 (37.75%) Finance
2 51 (25.00%) Social Skills
3 35 (17.16%) Analytical Skills
4 33 (16.18%) Banking
5 31 (15.20%) Inclusion and Diversity
6 25 (12.25%) Law
7 19 (9.31%) Marketing
8 12 (5.88%) Legal
9 9 (4.41%) Aerospace
9 9 (4.41%) Public Sector
10 6 (2.94%) Organisational Skills
11 4 (1.96%) Private Banking
12 3 (1.47%) Electronics
12 3 (1.47%) Military
12 3 (1.47%) Retail
12 3 (1.47%) Telecoms
13 2 (0.98%) Manufacturing
13 2 (0.98%) Pharmaceutical
13 2 (0.98%) Presentation Skills
13 2 (0.98%) Public Speaking
Job Titles
1 66 (32.35%) Lead
2 43 (21.08%) Data Scientist
3 31 (15.20%) Senior Data Scientist
4 27 (13.24%) Artificial Intelligence Engineer
4 27 (13.24%) Machine Learning Engineer
5 26 (12.75%) Lead Data Scientist
6 24 (11.76%) Software Engineer
7 23 (11.27%) Developer
8 22 (10.78%) Senior
9 19 (9.31%) Machine Learning Scientist
10 13 (6.37%) Lead Developer
11 10 (4.90%) Research Scientist
12 9 (4.41%) Data Engineer
13 6 (2.94%) Architect
13 6 (2.94%) Principal Engineer
14 5 (2.45%) Python Engineer
15 4 (1.96%) Java Engineer
15 4 (1.96%) Python Developer
15 4 (1.96%) Senior Architect
15 4 (1.96%) Systems Engineer
Libraries, Frameworks & Software Standards
1 161 (78.92%) TensorFlow
2 63 (30.88%) scikit-learn
3 40 (19.61%) Hugging Face
4 37 (18.14%) LangChain
5 25 (12.25%) LangGraph
6 24 (11.76%) Google JAX
6 24 (11.76%) JAX
7 16 (7.84%) NumPy
7 16 (7.84%) Pandas
8 12 (5.88%) REST
9 11 (5.39%) Kafka
10 7 (3.43%) Keras
10 7 (3.43%) OpenCV
11 6 (2.94%) FastAPI
11 6 (2.94%) LlamaIndex
11 6 (2.94%) ONNX
11 6 (2.94%) RabbitMQ
11 6 (2.94%) Spring
11 6 (2.94%) Spring Boot
12 5 (2.45%) RESTful
Miscellaneous
1 40 (19.61%) Cloud Native
2 32 (15.69%) Algorithms
3 27 (13.24%) AI Agents
4 18 (8.82%) Distributed Systems
4 18 (8.82%) Product Ownership
5 12 (5.88%) Video\Live Streaming
6 11 (5.39%) Mobile Banking
7 7 (3.43%) Robotics
8 5 (2.45%) Blog
8 5 (2.45%) Public Cloud
8 5 (2.45%) Reference Data
9 4 (1.96%) Analytical Mindset
9 4 (1.96%) Embedded Systems
9 4 (1.96%) Over-the-Top Content
10 3 (1.47%) Enterprise Software
10 3 (1.47%) Greenfield Project
11 2 (0.98%) Data Structures
11 2 (0.98%) Legacy Systems
11 2 (0.98%) Stable Diffusion
11 2 (0.98%) Synthetic Data
Operating Systems
1 2 (0.98%) Linux
2 1 (0.49%) Android
2 1 (0.49%) Apple iOS
2 1 (0.49%) CentOS
2 1 (0.49%) Debian
2 1 (0.49%) Mac OS X
2 1 (0.49%) Unix
2 1 (0.49%) Windows
2 1 (0.49%) Windows 10
Processes & Methodologies
1 203 (99.51%) Machine Learning
2 153 (75.00%) AI
3 112 (54.90%) Data Science
4 100 (49.02%) LLM
5 92 (45.10%) Software Engineering
6 81 (39.71%) Deep Learning
7 76 (37.25%) Generative AI
8 75 (36.76%) MLOps
9 73 (35.78%) Mentoring
10 63 (30.88%) Roadmaps
11 61 (29.90%) Statistics
12 54 (26.47%) CI/CD
13 49 (24.02%) Actionable Insight
14 48 (23.53%) Natural Language Processing
15 47 (23.04%) Computer Science
16 46 (22.55%) Decision-Making
17 42 (20.59%) Problem-Solving
18 40 (19.61%) Retrieval-Augmented Generation
19 37 (18.14%) Prompt Engineering
20 35 (17.16%) Computer Vision
Programming Languages
1 181 (88.73%) Python
2 67 (32.84%) SQL
3 21 (10.29%) Java
4 17 (8.33%) C++
5 9 (4.41%) C
6 8 (3.92%) R
7 6 (2.94%) JavaScript
8 4 (1.96%) MATLAB
9 2 (0.98%) C#
9 2 (0.98%) Scala
10 1 (0.49%) Fortran
10 1 (0.49%) Gremlin
10 1 (0.49%) Haskell
10 1 (0.49%) OCaml
10 1 (0.49%) PowerShell
10 1 (0.49%) Rust
10 1 (0.49%) Shell Script
Qualifications
1 68 (33.33%) Degree
2 36 (17.65%) PhD
3 29 (14.22%) Security Cleared
4 18 (8.82%) Master's Degree
5 14 (6.86%) SC Cleared
6 13 (6.37%) Computer Science Degree
7 7 (3.43%) DV Cleared
8 3 (1.47%) BPSS Clearance
9 2 (0.98%) DBS Check
10 1 (0.49%) AWS Certification
10 1 (0.49%) AWS Certified Solutions Architect
10 1 (0.49%) Azure Certification
10 1 (0.49%) CISSP
10 1 (0.49%) Microsoft Certification
10 1 (0.49%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.92%) Data Quality
2 5 (2.45%) Accessibility
3 2 (0.98%) EU AI Act
3 2 (0.98%) GDPR
3 2 (0.98%) ISO/IEC 42001
4 1 (0.49%) Cyber Essentials
4 1 (0.49%) ISO/IEC 27001
4 1 (0.49%) QA
System Software
1 29 (14.22%) Docker
2 1 (0.49%) Active Directory
2 1 (0.49%) Ceph
2 1 (0.49%) Lustre
2 1 (0.49%) NFS
2 1 (0.49%) Samba
2 1 (0.49%) Slurm Workload Manager
Systems Management
1 28 (13.73%) Kubernetes
2 8 (3.92%) Kubeflow
3 4 (1.96%) Ansible
3 4 (1.96%) Grafana
3 4 (1.96%) Prometheus
4 1 (0.49%) Argo
4 1 (0.49%) Oracle ZFS
Vendors
1 25 (12.25%) OpenAI
2 17 (8.33%) Microsoft
3 14 (6.86%) Databricks
3 14 (6.86%) Google
4 4 (1.96%) Foundry
5 2 (0.98%) Thales
5 2 (0.98%) Workday
6 1 (0.49%) Apple
6 1 (0.49%) Cognizant
6 1 (0.49%) Mistral
6 1 (0.49%) Oracle
6 1 (0.49%) Red Hat