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

6 months to
3 Oct 2026
Same period 2025 Same period 2024
Rank 603 544 662
Rank change year-on-year -59 +118 -20
Permanent jobs citing PyTorch 202 122 107
As % of all permanent jobs in the UK 0.17% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.70% 1.45% 0.66%
Number of salaries quoted 71 49 65
10th Percentile £46,250 £47,250 £46,750
25th Percentile £59,375 £60,000 £58,750
Median annual salary (50th Percentile) £85,000 £72,500 £85,000
Median % change year-on-year +17.24% -14.71% +13.33%
75th Percentile £105,000 £97,500 £105,000
90th Percentile £120,000 £116,000 £120,000
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 11,893 8,391 16,106
As % of all permanent jobs advertised in the UK 10.06% 16.93% 21.62%
Number of salaries quoted 8,435 5,349 10,054
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £51,750 £48,750
Median annual salary (50th Percentile) £67,500 £69,000 £65,000
Median % change year-on-year -2.17% +6.15% -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 3 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 3 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 -57 177 £85,000 +17.24% 656
London -28 96 £90,000 - 466
UK excluding London -106 89 £70,000 +19.15% 273
Work from Home +19 80 £110,000 +25.71% 294
Midlands -23 33 £41,000 -32.23% 27
East Midlands -15 27 £38,000 - 12
East of England -34 17 £100,000 +42.86% 58
South West -67 13 £87,500 +18.64% 38
South East -54 12 £62,500 +25.00% 30
West Midlands -38 6 £145,000 +139.67% 15
Wales -69 5 £65,000 - 22
Scotland +5 4 - - 46
North of England -70 3 £85,800 +59.63% 36
North West -38 2 £70,000 +33.33% 21
Northern Ireland - 2 - - 16
Yorkshire -43 1 £85,800 +20.85% 10

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 (1.98%) Apache Spark
2 2 (0.99%) Apache Airflow
3 1 (0.50%) Confluence
Applications
1 7 (3.47%) Chatbot
2 4 (1.98%) Simulink
3 1 (0.50%) Trello
Business Applications
1 1 (0.50%) Actimize
Cloud Services
1 86 (42.57%) AWS
2 81 (40.10%) Azure
3 59 (29.21%) GCP
4 12 (5.94%) Serverless
5 11 (5.45%) Amazon S3
5 11 (5.45%) AWS Lambda
5 11 (5.45%) Azure Machine Learning
5 11 (5.45%) Power Platform
6 7 (3.47%) Amazon Bedrock
6 7 (3.47%) Amazon SageMaker
6 7 (3.47%) Azure AI
7 6 (2.97%) SaaS
8 5 (2.48%) GitHub
8 5 (2.48%) PaaS
9 4 (1.98%) Slack
9 4 (1.98%) Snowflake
9 4 (1.98%) Vertex AI
10 3 (1.49%) Amazon OpenSearch
10 3 (1.49%) Anthropic Claude
10 3 (1.49%) Google Gemini
Communications & Networking
1 12 (5.94%) Broadband
2 1 (0.50%) DHCP
2 1 (0.50%) DNS
2 1 (0.50%) Kerberos
2 1 (0.50%) Remote Desktop
Database & Business Intelligence
1 14 (6.93%) Big Data
1 14 (6.93%) NoSQL
2 10 (4.95%) Power BI
3 9 (4.46%) Metadata
3 9 (4.46%) Tableau
4 5 (2.48%) Data Lake
4 5 (2.48%) Data Mining
4 5 (2.48%) MongoDB
4 5 (2.48%) Oracle BI EE
4 5 (2.48%) QlikView
5 4 (1.98%) Pinecone
5 4 (1.98%) PostgreSQL
6 3 (1.49%) Relational Database
7 2 (0.99%) Geospatial Data
7 2 (0.99%) MySQL
7 2 (0.99%) Neo4j
7 2 (0.99%) Redis
8 1 (0.50%) Data Warehouse
8 1 (0.50%) DynamoDB
8 1 (0.50%) SQL Server
Development Applications
1 10 (4.95%) MLflow
2 9 (4.46%) Git
3 4 (1.98%) GitLab
4 2 (0.99%) JIRA
5 1 (0.50%) Jenkins
5 1 (0.50%) NUnit
5 1 (0.50%) Poetry
5 1 (0.50%) Yeoman
General
1 77 (38.12%) Finance
2 51 (25.25%) Social Skills
3 34 (16.83%) Banking
4 33 (16.34%) Analytical Skills
5 31 (15.35%) Inclusion and Diversity
6 25 (12.38%) Law
7 19 (9.41%) Marketing
8 12 (5.94%) Legal
9 9 (4.46%) Aerospace
9 9 (4.46%) Public Sector
10 6 (2.97%) Organisational Skills
11 4 (1.98%) Private Banking
12 3 (1.49%) Electronics
12 3 (1.49%) Military
12 3 (1.49%) Telecoms
13 2 (0.99%) Aviation
13 2 (0.99%) Financial Institution
13 2 (0.99%) Manufacturing
13 2 (0.99%) Presentation Skills
13 2 (0.99%) Public Speaking
Job Titles
1 66 (32.67%) Lead
2 41 (20.30%) Data Scientist
3 31 (15.35%) Senior Data Scientist
4 28 (13.86%) Machine Learning Engineer
5 27 (13.37%) Artificial Intelligence Engineer
6 26 (12.87%) Lead Data Scientist
7 25 (12.38%) Software Engineer
8 22 (10.89%) Developer
8 22 (10.89%) Senior
9 17 (8.42%) Machine Learning Scientist
10 13 (6.44%) Lead Developer
11 10 (4.95%) Research Scientist
12 9 (4.46%) Data Engineer
13 6 (2.97%) Architect
13 6 (2.97%) Principal Engineer
14 5 (2.48%) Python Engineer
15 4 (1.98%) Java Engineer
15 4 (1.98%) Python Developer
15 4 (1.98%) Senior Architect
15 4 (1.98%) Systems Engineer
Libraries, Frameworks & Software Standards
1 162 (80.20%) TensorFlow
2 61 (30.20%) scikit-learn
3 40 (19.80%) Hugging Face
4 38 (18.81%) LangChain
5 26 (12.87%) LangGraph
6 24 (11.88%) Google JAX
6 24 (11.88%) JAX
7 16 (7.92%) NumPy
8 14 (6.93%) Pandas
9 11 (5.45%) REST
10 10 (4.95%) Kafka
11 7 (3.47%) Keras
11 7 (3.47%) OpenCV
12 6 (2.97%) FastAPI
12 6 (2.97%) LlamaIndex
12 6 (2.97%) ONNX
12 6 (2.97%) Spring
12 6 (2.97%) Spring Boot
13 5 (2.48%) RabbitMQ
13 5 (2.48%) RESTful
Miscellaneous
1 41 (20.30%) Cloud Native
2 32 (15.84%) Algorithms
3 27 (13.37%) AI Agents
4 19 (9.41%) Product Ownership
5 17 (8.42%) Distributed Systems
6 12 (5.94%) Video\Live Streaming
7 11 (5.45%) Mobile Banking
8 7 (3.47%) Robotics
9 5 (2.48%) Blog
9 5 (2.48%) Public Cloud
9 5 (2.48%) Reference Data
10 4 (1.98%) Analytical Mindset
10 4 (1.98%) Embedded Systems
10 4 (1.98%) Over-the-Top Content
11 3 (1.49%) Enterprise Software
11 3 (1.49%) Greenfield Project
12 2 (0.99%) Data Structures
12 2 (0.99%) Legacy Systems
12 2 (0.99%) Stable Diffusion
12 2 (0.99%) Synthetic Data
Operating Systems
1 2 (0.99%) Linux
2 1 (0.50%) Android
2 1 (0.50%) Apple iOS
2 1 (0.50%) CentOS
2 1 (0.50%) Debian
2 1 (0.50%) Mac OS X
2 1 (0.50%) Unix
2 1 (0.50%) Windows
2 1 (0.50%) Windows 10
Processes & Methodologies
1 201 (99.50%) Machine Learning
2 153 (75.74%) AI
3 111 (54.95%) Data Science
4 100 (49.50%) LLM
5 93 (46.04%) Software Engineering
6 81 (40.10%) Deep Learning
7 77 (38.12%) Generative AI
8 74 (36.63%) MLOps
9 73 (36.14%) Mentoring
10 64 (31.68%) Roadmaps
11 59 (29.21%) Statistics
12 54 (26.73%) CI/CD
13 49 (24.26%) Actionable Insight
14 48 (23.76%) Natural Language Processing
15 46 (22.77%) Decision-Making
16 45 (22.28%) Computer Science
17 42 (20.79%) Problem-Solving
18 41 (20.30%) Retrieval-Augmented Generation
19 37 (18.32%) Prompt Engineering
20 35 (17.33%) Technical Leadership
Programming Languages
1 179 (88.61%) Python
2 65 (32.18%) SQL
3 21 (10.40%) Java
4 17 (8.42%) C++
5 9 (4.46%) C
6 8 (3.96%) R
7 5 (2.48%) JavaScript
8 4 (1.98%) MATLAB
9 2 (0.99%) C#
9 2 (0.99%) Scala
10 1 (0.50%) Fortran
10 1 (0.50%) Gremlin
10 1 (0.50%) Haskell
10 1 (0.50%) OCaml
10 1 (0.50%) PowerShell
10 1 (0.50%) Rust
10 1 (0.50%) Shell Script
Qualifications
1 66 (32.67%) Degree
2 36 (17.82%) PhD
3 28 (13.86%) Security Cleared
4 18 (8.91%) Master's Degree
5 14 (6.93%) SC Cleared
6 13 (6.44%) Computer Science Degree
7 7 (3.47%) DV Cleared
8 3 (1.49%) BPSS Clearance
9 1 (0.50%) AWS Certification
9 1 (0.50%) AWS Certified Solutions Architect
9 1 (0.50%) Azure Certification
9 1 (0.50%) CISSP
9 1 (0.50%) Microsoft Certification
9 1 (0.50%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.96%) Data Quality
2 5 (2.48%) Accessibility
3 2 (0.99%) EU AI Act
3 2 (0.99%) GDPR
3 2 (0.99%) ISO/IEC 42001
4 1 (0.50%) Cyber Essentials
4 1 (0.50%) ISO/IEC 27001
4 1 (0.50%) QA
System Software
1 28 (13.86%) Docker
2 1 (0.50%) Active Directory
2 1 (0.50%) Ceph
2 1 (0.50%) Lustre
2 1 (0.50%) NFS
2 1 (0.50%) Samba
2 1 (0.50%) Slurm Workload Manager
Systems Management
1 27 (13.37%) Kubernetes
2 8 (3.96%) Kubeflow
3 3 (1.49%) Ansible
3 3 (1.49%) Grafana
3 3 (1.49%) Prometheus
4 1 (0.50%) Argo
4 1 (0.50%) Oracle ZFS
Vendors
1 25 (12.38%) OpenAI
2 17 (8.42%) Microsoft
3 12 (5.94%) Databricks
3 12 (5.94%) Google
4 4 (1.98%) Foundry
5 2 (0.99%) Thales
5 2 (0.99%) Workday
6 1 (0.50%) Apple
6 1 (0.50%) Cognizant
6 1 (0.50%) Mistral
6 1 (0.50%) Oracle
6 1 (0.50%) Red Hat