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

6 months to
28 Sep 2026
Same period 2025 Same period 2024
Rank 606 556 676
Rank change year-on-year -50 +120 -28
Permanent jobs citing PyTorch 207 124 110
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 72 50 67
10th Percentile £46,250 £47,375 £47,000
25th Percentile £59,688 £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 £107,500
90th Percentile £120,000 £115,500 £121,000
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 11,933 8,419 16,349
As % of all permanent jobs advertised in the UK 10.16% 17.07% 21.55%
Number of salaries quoted 8,480 5,373 10,217
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 28 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 28 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 -68 181 £85,000 +17.24% 540
London -12 98 £90,000 - 391
UK excluding London -105 92 £70,000 +19.15% 167
Work from Home +27 78 £110,000 +25.71% 196
Midlands -21 36 £41,000 -32.23% 16
East Midlands -10 30 £38,000 - 7
East of England -23 17 £100,000 +42.86% 44
South East -60 12 £62,500 +25.00% 19
South West -75 12 £87,500 +18.64% 35
West Midlands -35 6 £145,000 +139.67% 9
Wales -56 5 £65,000 - 8
Scotland +8 4 - - 14
North of England -70 4 £87,900 +63.53% 23
North West -39 3 £90,000 +71.43% 20
Northern Ireland - 2 - - 9
Yorkshire -31 1 £85,800 +20.85% 1

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 30 (14.49%) 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%) Manufacturing
13 2 (0.97%) Presentation Skills
13 2 (0.97%) Public Speaking
Job Titles
1 67 (32.37%) Lead
2 43 (20.77%) 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%) Senior
9 21 (10.14%) Machine Learning Scientist
10 13 (6.28%) Lead Developer
11 10 (4.83%) Research Scientist
12 9 (4.35%) Data Engineer
13 8 (3.86%) 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%) Senior Architect
Libraries, Frameworks & Software Standards
1 162 (78.26%) TensorFlow
2 65 (31.40%) scikit-learn
3 41 (19.81%) 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
2 154 (74.40%) AI
3 113 (54.59%) Data Science
4 102 (49.28%) LLM
5 93 (44.93%) Software Engineering
6 81 (39.13%) Deep Learning
7 78 (37.68%) Generative AI
7 78 (37.68%) MLOps
8 73 (35.27%) Mentoring
9 64 (30.92%) Roadmaps
10 63 (30.43%) Statistics
11 55 (26.57%) 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
15 43 (20.77%) Retrieval-Augmented Generation
16 40 (19.32%) Prompt Engineering
17 37 (17.87%) 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 70 (33.82%) Degree
2 37 (17.87%) PhD
3 28 (13.53%) Security Cleared
4 19 (9.18%) Master's Degree
5 13 (6.28%) Computer Science Degree
5 13 (6.28%) SC Cleared
6 7 (3.38%) DV Cleared
7 3 (1.45%) BPSS Clearance
7 3 (1.45%) DBS Check
8 1 (0.48%) AWS Certification
8 1 (0.48%) AWS Certified Solutions Architect
8 1 (0.48%) Azure Certification
8 1 (0.48%) CISSP
8 1 (0.48%) Microsoft Certification
8 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 29 (14.01%) 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