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

6 months to
29 Sep 2026
Same period 2025 Same period 2024
Rank 599 537 658
Rank change year-on-year -62 +121 -17
Permanent jobs citing PyTorch 207 123 108
As % of all permanent jobs in the UK 0.18% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.73% 1.47% 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 11,976 8,354 16,161
As % of all permanent jobs advertised in the UK 10.18% 17.02% 21.54%
Number of salaries quoted 8,508 5,321 10,078
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,000 £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 29 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 29 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 -78 181 £85,000 +17.24% 538
London -28 97 £90,000 - 386
UK excluding London -96 92 £70,000 +19.15% 174
Work from Home +19 78 £110,000 +25.71% 200
Midlands -25 36 £41,000 -32.23% 16
East Midlands -16 30 £38,000 - 7
East of England -25 17 £100,000 +42.86% 44
South West -73 13 £87,500 +18.64% 34
South East -55 12 £62,500 +25.00% 19
West Midlands -43 6 £145,000 +139.67% 9
Wales -67 5 £65,000 - 10
Scotland +14 4 - - 14
North of England -81 3 £85,800 +59.63% 29
North West -30 2 £70,000 +33.33% 21
Northern Ireland - 2 - - 9
Yorkshire -36 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 (1.93%) 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 90 (43.48%) AWS
2 86 (41.55%) Azure
3 63 (30.43%) GCP
4 13 (6.28%) 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%) Amazon SageMaker
7 7 (3.38%) Azure AI
8 6 (2.90%) SaaS
9 5 (2.42%) Anthropic Claude
9 5 (2.42%) PaaS
9 5 (2.42%) Vertex AI
10 4 (1.93%) Amazon OpenSearch
10 4 (1.93%) GitHub
10 4 (1.93%) Google Gemini
10 4 (1.93%) Slack
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 14 (6.76%) Big Data
2 13 (6.28%) NoSQL
3 12 (5.80%) Power BI
4 9 (4.35%) Metadata
4 9 (4.35%) Tableau
5 7 (3.38%) Pinecone
6 5 (2.42%) Data Lake
6 5 (2.42%) Data Mining
6 5 (2.42%) MongoDB
6 5 (2.42%) Oracle BI EE
6 5 (2.42%) QlikView
7 4 (1.93%) PostgreSQL
8 3 (1.45%) Neo4j
8 3 (1.45%) Relational Database
9 2 (0.97%) Geospatial Data
9 2 (0.97%) MySQL
9 2 (0.97%) Redis
9 2 (0.97%) Weaviate
10 1 (0.48%) Apache Arrow
10 1 (0.48%) Apache Iceberg
Development Applications
1 11 (5.31%) 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 51 (24.64%) Social Skills
3 36 (17.39%) Analytical Skills
4 32 (15.46%) Banking
5 31 (14.98%) Inclusion and Diversity
6 25 (12.08%) Law
7 19 (9.18%) Marketing
8 12 (5.80%) Legal
9 9 (4.35%) Aerospace
9 9 (4.35%) Public Sector
10 6 (2.90%) Organisational Skills
11 4 (1.93%) Private Banking
11 4 (1.93%) Retail
12 3 (1.45%) Electronics
12 3 (1.45%) Military
12 3 (1.45%) Pharmaceutical
12 3 (1.45%) Telecoms
13 2 (0.97%) Aviation
13 2 (0.97%) Manufacturing
13 2 (0.97%) Public Speaking
Job Titles
1 67 (32.37%) Lead
2 44 (21.26%) Data Scientist
3 31 (14.98%) Senior Data Scientist
4 28 (13.53%) Artificial Intelligence Engineer
5 27 (13.04%) Machine Learning Engineer
6 26 (12.56%) Lead Data Scientist
7 24 (11.59%) Software Engineer
8 23 (11.11%) Developer
9 22 (10.63%) Senior
10 20 (9.66%) Machine Learning Scientist
11 13 (6.28%) Lead Developer
12 10 (4.83%) Research Scientist
13 9 (4.35%) Data Engineer
14 8 (3.86%) Architect
15 6 (2.90%) Principal Engineer
16 5 (2.42%) Python Engineer
17 4 (1.93%) Artificial Intelligence Architect
17 4 (1.93%) Java Engineer
17 4 (1.93%) Python Developer
17 4 (1.93%) Senior Architect
Libraries, Frameworks & Software Standards
1 163 (78.74%) TensorFlow
2 65 (31.40%) scikit-learn
3 42 (20.29%) Hugging Face
4 40 (19.32%) LangChain
5 27 (13.04%) LangGraph
6 24 (11.59%) Google JAX
6 24 (11.59%) JAX
7 18 (8.70%) 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%) ONNX
13 6 (2.90%) RabbitMQ
13 6 (2.90%) Spring
13 6 (2.90%) Spring Boot
14 5 (2.42%) Node.js
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
2 155 (74.88%) AI
3 114 (55.07%) Data Science
4 103 (49.76%) LLM
5 93 (44.93%) Software Engineering
6 81 (39.13%) Deep Learning
7 79 (38.16%) Generative AI
7 79 (38.16%) MLOps
8 73 (35.27%) Mentoring
9 64 (30.92%) Roadmaps
10 63 (30.43%) Statistics
11 55 (26.57%) CI/CD
12 51 (24.64%) Natural Language Processing
13 49 (23.67%) Actionable Insight
14 48 (23.19%) Computer Science
15 46 (22.22%) Decision-Making
16 43 (20.77%) Problem-Solving
16 43 (20.77%) Retrieval-Augmented Generation
17 40 (19.32%) Prompt Engineering
18 36 (17.39%) Mathematics
Programming Languages
1 184 (88.89%) Python
2 67 (32.37%) 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 69 (33.33%) Degree
2 36 (17.39%) PhD
3 29 (14.01%) Security Cleared
4 18 (8.70%) Master's Degree
5 14 (6.76%) SC Cleared
6 13 (6.28%) Computer Science Degree
7 7 (3.38%) DV Cleared
8 3 (1.45%) BPSS Clearance
8 3 (1.45%) DBS Check
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%) EU AI Act
3 2 (0.97%) GDPR
3 2 (0.97%) ISO/IEC 42001
4 1 (0.48%) Cyber Essentials
4 1 (0.48%) ISO/IEC 27001
4 1 (0.48%) QA
System Software
1 30 (14.49%) 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 29 (14.01%) Kubernetes
2 9 (4.35%) 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%) Microsoft
3 16 (7.73%) Google
4 15 (7.25%) Databricks
5 4 (1.93%) Foundry
6 3 (1.45%) Mistral
7 2 (0.97%) Thales
7 2 (0.97%) Workday
8 1 (0.48%) Apple
8 1 (0.48%) Cognizant
8 1 (0.48%) Oracle
8 1 (0.48%) Red Hat