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

6 months to
23 Sep 2026
Same period 2025 Same period 2024
Rank 600 543 670
Rank change year-on-year -57 +127 -22
Permanent jobs citing PyTorch 208 127 109
As % of all permanent jobs in the UK 0.18% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.73% 1.49% 0.67%
Number of salaries quoted 72 53 67
10th Percentile £46,250 £48,000 £47,000
25th Percentile £59,688 £60,000 £58,750
Median annual salary (50th Percentile) £85,000 £75,000 £85,000
Median % change year-on-year +13.33% -11.76% +13.33%
75th Percentile £105,625 £102,500 £105,000
90th Percentile £120,000 £119,000 £121,000
UK excluding London median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -10.71%

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 12,040 8,505 16,164
As % of all permanent jobs advertised in the UK 10.32% 17.37% 21.43%
Number of salaries quoted 8,583 5,440 10,286
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 £112,500
UK excluding London median annual salary £60,500 £60,000 £57,500
% change year-on-year +0.83% +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 23 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 23 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 -68 182 £85,000 +13.33% 545
London -32 97 £91,250 +1.39% 386
UK excluding London -99 94 £70,000 +12.00% 184
Work from Home +11 79 £110,000 +25.71% 196
Midlands -27 38 £41,000 -32.23% 15
East Midlands -5 32 £38,000 - 7
East of England -33 17 £100,000 +42.86% 47
South East -55 12 £62,500 -21.88% 27
South West -70 12 £87,500 +18.64% 40
West Midlands -38 6 £145,000 +139.67% 8
Wales -73 5 £65,000 - 7
Scotland +13 4 - - 18
North of England -68 4 £87,900 +63.53% 26
North West -35 3 £90,000 +71.43% 21
Northern Ireland - 2 - - 6
Yorkshire -42 1 £85,800 +20.85% 2

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 (1.92%) Apache Spark
2 2 (0.96%) Apache Airflow
Applications
1 8 (3.85%) Chatbot
2 4 (1.92%) Simulink
3 1 (0.48%) Trello
Cloud Services
1 89 (42.79%) AWS
2 86 (41.35%) Azure
3 62 (29.81%) GCP
4 15 (7.21%) Power Platform
5 12 (5.77%) Serverless
6 11 (5.29%) Amazon S3
6 11 (5.29%) AWS Lambda
7 10 (4.81%) Azure Machine Learning
8 7 (3.37%) Amazon Bedrock
8 7 (3.37%) Azure AI
9 6 (2.88%) SaaS
10 5 (2.40%) Amazon SageMaker
10 5 (2.40%) Anthropic Claude
10 5 (2.40%) PaaS
10 5 (2.40%) Slack
11 4 (1.92%) Amazon OpenSearch
11 4 (1.92%) GitHub
11 4 (1.92%) Google Gemini
12 3 (1.44%) Snowflake
12 3 (1.44%) Vertex AI
Communications & Networking
1 13 (6.25%) 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 (6.73%) Power BI
2 13 (6.25%) NoSQL
3 12 (5.77%) Big Data
4 9 (4.33%) Metadata
4 9 (4.33%) Tableau
5 7 (3.37%) Pinecone
6 5 (2.40%) Data Lake
6 5 (2.40%) Data Mining
6 5 (2.40%) MongoDB
6 5 (2.40%) Oracle BI EE
6 5 (2.40%) QlikView
7 4 (1.92%) PostgreSQL
8 3 (1.44%) Neo4j
8 3 (1.44%) Relational Database
9 2 (0.96%) Geospatial Data
9 2 (0.96%) MySQL
9 2 (0.96%) Redis
9 2 (0.96%) Weaviate
10 1 (0.48%) Apache Arrow
10 1 (0.48%) Apache Iceberg
Development Applications
1 9 (4.33%) Git
1 9 (4.33%) MLflow
2 6 (2.88%) GitLab
3 2 (0.96%) Jenkins
4 1 (0.48%) JIRA
4 1 (0.48%) NUnit
4 1 (0.48%) Poetry
4 1 (0.48%) Yeoman
General
1 75 (36.06%) Finance
2 49 (23.56%) Social Skills
3 39 (18.75%) Analytical Skills
4 32 (15.38%) Banking
5 30 (14.42%) Inclusion and Diversity
6 25 (12.02%) Law
7 19 (9.13%) Marketing
8 10 (4.81%) Legal
9 9 (4.33%) Aerospace
9 9 (4.33%) Public Sector
10 6 (2.88%) Organisational Skills
10 6 (2.88%) Retail
11 5 (2.40%) Pharmaceutical
12 4 (1.92%) Private Banking
13 3 (1.44%) Electronics
13 3 (1.44%) Military
14 2 (0.96%) Aviation
14 2 (0.96%) Public Speaking
15 1 (0.48%) Advertising
15 1 (0.48%) Investment Banking
Job Titles
1 67 (32.21%) Lead
2 45 (21.63%) Data Scientist
3 30 (14.42%) Senior Data Scientist
4 28 (13.46%) Artificial Intelligence Engineer
4 28 (13.46%) Machine Learning Engineer
5 26 (12.50%) Lead Data Scientist
6 24 (11.54%) Software Engineer
7 23 (11.06%) Developer
7 23 (11.06%) Machine Learning Scientist
8 20 (9.62%) Senior
9 13 (6.25%) Lead Developer
10 10 (4.81%) Research Scientist
11 9 (4.33%) Data Engineer
12 6 (2.88%) Architect
12 6 (2.88%) Principal Engineer
13 5 (2.40%) Python Engineer
14 4 (1.92%) Artificial Intelligence Architect
14 4 (1.92%) Java Engineer
14 4 (1.92%) Python Developer
14 4 (1.92%) Systems Engineer
Libraries, Frameworks & Software Standards
1 161 (77.40%) TensorFlow
2 68 (32.69%) scikit-learn
3 39 (18.75%) Hugging Face
3 39 (18.75%) LangChain
4 26 (12.50%) LangGraph
5 24 (11.54%) Google JAX
5 24 (11.54%) JAX
6 20 (9.62%) Pandas
7 17 (8.17%) NumPy
8 12 (5.77%) REST
9 10 (4.81%) Kafka
10 9 (4.33%) LlamaIndex
11 7 (3.37%) FastAPI
11 7 (3.37%) Keras
11 7 (3.37%) OpenCV
12 6 (2.88%) RabbitMQ
12 6 (2.88%) Spring
12 6 (2.88%) Spring Boot
13 5 (2.40%) Node.js
13 5 (2.40%) RESTful
Miscellaneous
1 41 (19.71%) Cloud Native
2 33 (15.87%) Algorithms
3 29 (13.94%) AI Agents
4 18 (8.65%) Distributed Systems
4 18 (8.65%) Product Ownership
5 13 (6.25%) Video\Live Streaming
6 11 (5.29%) Mobile Banking
7 7 (3.37%) Robotics
8 5 (2.40%) Blog
8 5 (2.40%) Over-the-Top Content
8 5 (2.40%) Public Cloud
8 5 (2.40%) Reference Data
9 4 (1.92%) Analytical Mindset
9 4 (1.92%) Embedded Systems
9 4 (1.92%) Enterprise Software
10 3 (1.44%) Greenfield Project
11 2 (0.96%) CUDA
11 2 (0.96%) Data Structures
11 2 (0.96%) Legacy Systems
11 2 (0.96%) Stable Diffusion
Operating Systems
1 2 (0.96%) 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
1 207 (99.52%) Machine Learning
2 153 (73.56%) AI
3 115 (55.29%) Data Science
4 99 (47.60%) LLM
5 93 (44.71%) Software Engineering
6 82 (39.42%) Deep Learning
7 78 (37.50%) Generative AI
8 77 (37.02%) MLOps
9 75 (36.06%) Mentoring
10 65 (31.25%) Statistics
11 63 (30.29%) Roadmaps
12 53 (25.48%) CI/CD
13 50 (24.04%) Natural Language Processing
14 49 (23.56%) Actionable Insight
14 49 (23.56%) Computer Science
15 46 (22.12%) Decision-Making
16 44 (21.15%) Problem-Solving
17 40 (19.23%) Retrieval-Augmented Generation
18 39 (18.75%) Mathematics
18 39 (18.75%) Prompt Engineering
Programming Languages
1 184 (88.46%) Python
2 69 (33.17%) SQL
3 21 (10.10%) Java
4 17 (8.17%) C++
5 9 (4.33%) C
6 8 (3.85%) R
7 6 (2.88%) JavaScript
8 4 (1.92%) MATLAB
9 2 (0.96%) C#
9 2 (0.96%) 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 (33.65%) Degree
2 37 (17.79%) PhD
3 27 (12.98%) Security Cleared
4 17 (8.17%) Master's Degree
5 12 (5.77%) SC Cleared
6 11 (5.29%) Computer Science Degree
7 7 (3.37%) DV Cleared
8 5 (2.40%) DBS Check
9 3 (1.44%) BPSS Clearance
10 1 (0.48%) AWS Certification
10 1 (0.48%) AWS Certified Solutions Architect
10 1 (0.48%) Azure Certification
10 1 (0.48%) CISSP
10 1 (0.48%) Microsoft Certification
10 1 (0.48%) Microsoft Certified Professional
Quality Assurance & Compliance
1 8 (3.85%) Data Quality
2 5 (2.40%) Accessibility
3 2 (0.96%) ISO/IEC 42001
4 1 (0.48%) Cyber Essentials
4 1 (0.48%) ISO/IEC 27001
4 1 (0.48%) QA
System Software
1 27 (12.98%) 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 27 (12.98%) Kubernetes
2 8 (3.85%) Kubeflow
3 4 (1.92%) Ansible
3 4 (1.92%) Grafana
3 4 (1.92%) Prometheus
4 2 (0.96%) Argo
5 1 (0.48%) Oracle ZFS
Vendors
1 28 (13.46%) OpenAI
2 18 (8.65%) Databricks
2 18 (8.65%) Google
3 17 (8.17%) Microsoft
4 4 (1.92%) Foundry
5 3 (1.44%) Mistral
6 2 (0.96%) Thales
6 2 (0.96%) Workday
7 1 (0.48%) Apple
7 1 (0.48%) Cognizant
7 1 (0.48%) Oracle
7 1 (0.48%) Red Hat