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

6 months to
12 Oct 2026
Same period 2025 Same period 2024
Rank 611 545 652
Rank change year-on-year -66 +107 -12
Permanent jobs citing PyTorch 201 127 111
As % of all permanent jobs in the UK 0.17% 0.26% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.69% 1.53% 0.71%
Number of salaries quoted 71 54 67
10th Percentile £46,250 £48,250 £47,000
25th Percentile £60,000 £60,000 £60,375
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 £115,000 £120,000
UK excluding London median annual salary £70,000 £65,000 £62,500
% change year-on-year +7.69% +4.00% -

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 11,884 8,291 15,694
As % of all permanent jobs advertised in the UK 10.08% 16.87% 21.79%
Number of salaries quoted 8,351 5,274 9,725
10th Percentile £42,500 £38,750 £40,000
25th Percentile £51,250 £51,250 £49,250
Median annual salary (50th Percentile) £67,500 £69,192 £65,000
Median % change year-on-year -2.45% +6.45% -3.70%
75th Percentile £87,500 £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 12 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 12 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 -87 176 £85,000 +17.24% 510
London -33 97 £90,000 - 393
UK excluding London -111 87 £70,000 +7.69% 131
Work from Home +12 79 £110,000 +25.71% 180
Midlands -19 33 £41,000 -32.23% 15
East Midlands -7 27 £38,000 - 7
East of England -33 16 £100,000 +42.86% 35
South West -64 13 £87,500 +18.64% 24
South East -56 11 £66,250 +12.77% 16
West Midlands -38 6 £145,000 +139.67% 8
Wales -64 5 £65,000 - 2
Scotland +6 4 - - 13
North of England -66 3 £85,800 +56.00% 24
North West -34 2 £70,000 +30.23% 16
Northern Ireland - 2 - - 3
Yorkshire -44 1 £85,800 +20.85% 7

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 3 (1.49%) Apache Spark
2 1 (0.50%) Apache Airflow
2 1 (0.50%) Confluence
Applications
1 6 (2.99%) Chatbot
2 4 (1.99%) Simulink
Business Applications
1 1 (0.50%) Actimize
Cloud Services
1 87 (43.28%) AWS
2 81 (40.30%) Azure
3 60 (29.85%) GCP
4 11 (5.47%) Amazon S3
4 11 (5.47%) AWS Lambda
4 11 (5.47%) Azure Machine Learning
4 11 (5.47%) Serverless
5 10 (4.98%) Power Platform
6 7 (3.48%) Amazon SageMaker
7 6 (2.99%) Amazon Bedrock
7 6 (2.99%) Azure AI
7 6 (2.99%) SaaS
8 5 (2.49%) GitHub
8 5 (2.49%) PaaS
9 4 (1.99%) Slack
9 4 (1.99%) Snowflake
10 3 (1.49%) Amazon OpenSearch
10 3 (1.49%) Anthropic Claude
10 3 (1.49%) Google Gemini
10 3 (1.49%) Vertex AI
Communications & Networking
1 12 (5.97%) 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 (6.97%) NoSQL
2 13 (6.47%) Big Data
3 10 (4.98%) Power BI
4 9 (4.48%) Metadata
4 9 (4.48%) Tableau
5 5 (2.49%) Data Lake
5 5 (2.49%) Data Mining
5 5 (2.49%) MongoDB
5 5 (2.49%) Oracle BI EE
5 5 (2.49%) QlikView
6 4 (1.99%) Pinecone
6 4 (1.99%) PostgreSQL
7 2 (1.00%) Geospatial Data
7 2 (1.00%) MySQL
7 2 (1.00%) Neo4j
7 2 (1.00%) Redis
7 2 (1.00%) Relational Database
8 1 (0.50%) Amazon Redshift
8 1 (0.50%) Data Warehouse
8 1 (0.50%) SQLPlus
Development Applications
1 9 (4.48%) MLflow
2 6 (2.99%) Git
3 4 (1.99%) GitLab
4 1 (0.50%) Jenkins
4 1 (0.50%) JIRA
4 1 (0.50%) NUnit
4 1 (0.50%) Yeoman
General
1 78 (38.81%) Finance
2 51 (25.37%) Social Skills
3 35 (17.41%) Banking
4 33 (16.42%) Analytical Skills
5 31 (15.42%) Inclusion and Diversity
6 25 (12.44%) Law
7 19 (9.45%) Marketing
8 12 (5.97%) Legal
9 9 (4.48%) Aerospace
9 9 (4.48%) Public Sector
10 6 (2.99%) Organisational Skills
11 4 (1.99%) Private Banking
12 3 (1.49%) Electronics
12 3 (1.49%) Military
12 3 (1.49%) Telecoms
13 2 (1.00%) Aviation
13 2 (1.00%) Financial Institution
13 2 (1.00%) Manufacturing
13 2 (1.00%) Presentation Skills
13 2 (1.00%) Public Speaking
Job Titles
1 68 (33.83%) Lead
2 40 (19.90%) Data Scientist
3 30 (14.93%) Senior Data Scientist
4 28 (13.93%) Machine Learning Engineer
5 26 (12.94%) Artificial Intelligence Engineer
5 26 (12.94%) Lead Data Scientist
5 26 (12.94%) Software Engineer
6 20 (9.95%) Developer
6 20 (9.95%) Senior
7 18 (8.96%) Machine Learning Scientist
8 13 (6.47%) Lead Developer
9 10 (4.98%) Research Scientist
10 9 (4.48%) Data Engineer
11 6 (2.99%) Architect
11 6 (2.99%) Principal Engineer
12 5 (2.49%) Python Engineer
13 4 (1.99%) Java Engineer
13 4 (1.99%) Senior Architect
13 4 (1.99%) Systems Engineer
14 3 (1.49%) Solutions Architect
Libraries, Frameworks & Software Standards
1 161 (80.10%) TensorFlow
2 61 (30.35%) scikit-learn
3 40 (19.90%) LangChain
4 38 (18.91%) Hugging Face
5 28 (13.93%) LangGraph
6 23 (11.44%) Google JAX
6 23 (11.44%) JAX
7 13 (6.47%) NumPy
8 12 (5.97%) Pandas
9 11 (5.47%) REST
10 10 (4.98%) Kafka
11 7 (3.48%) Keras
12 6 (2.99%) FastAPI
12 6 (2.99%) LlamaIndex
12 6 (2.99%) ONNX
12 6 (2.99%) OpenCV
12 6 (2.99%) Spring
12 6 (2.99%) Spring Boot
13 5 (2.49%) Node.js
13 5 (2.49%) RabbitMQ
Miscellaneous
1 41 (20.40%) Cloud Native
2 31 (15.42%) Algorithms
3 24 (11.94%) AI Agents
4 19 (9.45%) Product Ownership
5 16 (7.96%) Distributed Systems
6 12 (5.97%) Video\Live Streaming
7 11 (5.47%) Mobile Banking
8 7 (3.48%) Robotics
9 5 (2.49%) Blog
9 5 (2.49%) Public Cloud
9 5 (2.49%) Reference Data
10 4 (1.99%) Analytical Mindset
10 4 (1.99%) Embedded Systems
10 4 (1.99%) Over-the-Top Content
11 3 (1.49%) Enterprise Software
12 2 (1.00%) CUDA
12 2 (1.00%) Data Structures
12 2 (1.00%) Greenfield Project
12 2 (1.00%) Legacy Systems
12 2 (1.00%) Stable Diffusion
Operating Systems
1 1 (0.50%) Android
1 1 (0.50%) Apple iOS
1 1 (0.50%) CentOS
1 1 (0.50%) Debian
1 1 (0.50%) Linux
1 1 (0.50%) macOS
1 1 (0.50%) Unix
1 1 (0.50%) Windows
1 1 (0.50%) Windows 10
Processes & Methodologies
1 201 (100.00%) Machine Learning
2 153 (76.12%) AI
3 111 (55.22%) Data Science
4 100 (49.75%) LLM
5 92 (45.77%) Software Engineering
6 78 (38.81%) Deep Learning
6 78 (38.81%) Generative AI
7 74 (36.82%) MLOps
8 71 (35.32%) Mentoring
9 66 (32.84%) Roadmaps
10 59 (29.35%) Statistics
11 52 (25.87%) CI/CD
12 49 (24.38%) Actionable Insight
13 46 (22.89%) Natural Language Processing
14 45 (22.39%) Computer Science
15 44 (21.89%) Decision-Making
16 43 (21.39%) Retrieval-Augmented Generation
17 42 (20.90%) Problem-Solving
18 38 (18.91%) Prompt Engineering
19 36 (17.91%) Technical Leadership
Programming Languages
1 178 (88.56%) Python
2 65 (32.34%) SQL
3 21 (10.45%) Java
4 16 (7.96%) C++
5 9 (4.48%) C
6 8 (3.98%) R
7 4 (1.99%) JavaScript
7 4 (1.99%) MATLAB
8 2 (1.00%) C#
8 2 (1.00%) Scala
9 1 (0.50%) Fortran
9 1 (0.50%) Gremlin
9 1 (0.50%) PowerShell
9 1 (0.50%) Shell Script
Qualifications
1 64 (31.84%) Degree
2 37 (18.41%) PhD
3 30 (14.93%) Security Cleared
4 17 (8.46%) Master's Degree
5 16 (7.96%) SC Cleared
6 13 (6.47%) Computer Science Degree
7 7 (3.48%) 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%) CISSP
9 1 (0.50%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.98%) Data Quality
2 5 (2.49%) Accessibility
3 2 (1.00%) EU AI Act
3 2 (1.00%) GDPR
3 2 (1.00%) ISO/IEC 42001
4 1 (0.50%) Cyber Essentials
4 1 (0.50%) ISO/IEC 27001
4 1 (0.50%) QA
System Software
1 26 (12.94%) 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 26 (12.94%) Kubernetes
2 8 (3.98%) 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 24 (11.94%) OpenAI
2 16 (7.96%) Microsoft
3 11 (5.47%) Databricks
3 11 (5.47%) Google
4 3 (1.49%) Foundry
5 2 (1.00%) Thales
5 2 (1.00%) Workday
6 1 (0.50%) Apple
6 1 (0.50%) Mistral
6 1 (0.50%) Red Hat