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

6 months to
19 Sep 2026
Same period 2025 Same period 2024
Rank 574 547 678
Rank change year-on-year -27 +131 -16
Permanent jobs citing PyTorch 222 129 113
As % of all permanent jobs in the UK 0.19% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.85% 1.50% 0.67%
Number of salaries quoted 76 55 71
10th Percentile £46,250 £48,500 £47,500
25th Percentile £59,688 £61,875 £58,750
Median annual salary (50th Percentile) £85,000 £75,000 £82,500
Median % change year-on-year +13.33% -9.09% +10.00%
75th Percentile £105,625 £105,625 £105,000
90th Percentile £120,000 £120,000 £120,000
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 12,001 8,596 16,772
As % of all permanent jobs advertised in the UK 10.34% 17.39% 21.46%
Number of salaries quoted 8,574 5,521 10,739
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,000 £48,250
Median annual salary (50th Percentile) £67,500 £69,384 £65,000
Median % change year-on-year -2.71% +6.74% -3.70%
75th Percentile £86,250 £87,500 £85,000
90th Percentile £100,000 £115,000 £111,250
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 19 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 19 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 -54 196 £85,000 +13.33% 595
London -28 107 £92,500 +2.78% 434
UK excluding London -96 99 £70,000 +12.00% 185
Work from Home +16 79 £110,000 +29.41% 214
Midlands -16 39 £41,000 -32.23% 21
East Midlands -7 33 £38,000 - 7
East of England -19 19 £100,000 +42.86% 48
South West -67 13 £85,000 +15.25% 25
South East -55 12 £62,500 -21.88% 30
West Midlands -43 6 £145,000 +139.67% 14
Wales -69 5 £65,000 - 6
North of England -77 5 £90,000 +67.44% 23
Scotland +8 4 - - 20
North West -21 4 £96,250 +83.33% 20
Northern Ireland - 2 - - 13
Yorkshire -46 1 £85,800 +20.85%

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 14 (6.31%) Apache Spark
2 12 (5.41%) Apache Airflow
Applications
1 9 (4.05%) Chatbot
2 4 (1.80%) Simulink
3 1 (0.45%) Trello
Cloud Services
1 103 (46.40%) AWS
2 100 (45.05%) Azure
3 75 (33.78%) GCP
4 27 (12.16%) Power Platform
5 14 (6.31%) Snowflake
6 13 (5.86%) Serverless
7 12 (5.41%) Azure Machine Learning
8 11 (4.95%) Amazon S3
8 11 (4.95%) AWS Lambda
9 10 (4.50%) Azure Synapse Analytics
9 10 (4.50%) dbt
10 8 (3.60%) Amazon Bedrock
11 7 (3.15%) Azure AI
12 6 (2.70%) Amazon SageMaker
12 6 (2.70%) Anthropic Claude
12 6 (2.70%) SaaS
13 5 (2.25%) PaaS
13 5 (2.25%) Slack
14 4 (1.80%) GitHub
14 4 (1.80%) Google Gemini
Communications & Networking
1 13 (5.86%) Broadband
Database & Business Intelligence
1 25 (11.26%) Power BI
2 19 (8.56%) Tableau
3 15 (6.76%) Data Lake
4 13 (5.86%) NoSQL
5 12 (5.41%) Big Data
6 11 (4.95%) Amazon Redshift
6 11 (4.95%) Data Warehouse
7 10 (4.50%) BigQuery
7 10 (4.50%) Elasticsearch
7 10 (4.50%) Looker
7 10 (4.50%) Milvus
7 10 (4.50%) Snowflake Schema
8 9 (4.05%) Metadata
9 8 (3.60%) Pinecone
10 5 (2.25%) Data Mining
10 5 (2.25%) MongoDB
10 5 (2.25%) Oracle BI EE
10 5 (2.25%) QlikView
11 3 (1.35%) Neo4j
11 3 (1.35%) PostgreSQL
Development Applications
1 20 (9.01%) MLflow
2 9 (4.05%) Git
3 6 (2.70%) GitLab
4 2 (0.90%) Jenkins
5 1 (0.45%) JIRA
5 1 (0.45%) NUnit
5 1 (0.45%) Poetry
5 1 (0.45%) Yeoman
General
1 75 (33.78%) Finance
2 51 (22.97%) Analytical Skills
3 49 (22.07%) Social Skills
4 32 (14.41%) Banking
5 30 (13.51%) Inclusion and Diversity
6 25 (11.26%) Law
7 19 (8.56%) Marketing
8 10 (4.50%) Legal
8 10 (4.50%) Public Sector
9 9 (4.05%) Aerospace
10 7 (3.15%) Retail
11 6 (2.70%) Pharmaceutical
12 5 (2.25%) Organisational Skills
13 4 (1.80%) Private Banking
14 3 (1.35%) Electronics
14 3 (1.35%) Military
15 2 (0.90%) Aviation
15 2 (0.90%) Public Speaking
16 1 (0.45%) Investment Banking
16 1 (0.45%) Telecoms
Job Titles
1 68 (30.63%) Lead
2 47 (21.17%) Data Scientist
3 30 (13.51%) Senior
3 30 (13.51%) Senior Data Scientist
4 29 (13.06%) Machine Learning Engineer
5 28 (12.61%) Artificial Intelligence Engineer
6 26 (11.71%) Lead Data Scientist
7 25 (11.26%) Machine Learning Scientist
8 24 (10.81%) Software Engineer
9 23 (10.36%) Developer
10 14 (6.31%) Systems Engineer
11 13 (5.86%) Lead Developer
12 11 (4.95%) Research Scientist
12 11 (4.95%) Senior Systems Engineer
13 9 (4.05%) Data Engineer
14 8 (3.60%) Architect
15 6 (2.70%) Artificial Intelligence Architect
15 6 (2.70%) Principal Engineer
16 5 (2.25%) Python Engineer
17 4 (1.80%) Research Engineer
Libraries, Frameworks & Software Standards
1 173 (77.93%) TensorFlow
2 79 (35.59%) scikit-learn
3 51 (22.97%) LangChain
4 39 (17.57%) Hugging Face
5 27 (12.16%) LangGraph
6 23 (10.36%) Google JAX
6 23 (10.36%) JAX
7 21 (9.46%) Pandas
8 20 (9.01%) Kafka
8 20 (9.01%) LlamaIndex
9 17 (7.66%) NumPy
10 12 (5.41%) pgvector
10 12 (5.41%) REST
11 7 (3.15%) FastAPI
11 7 (3.15%) Keras
12 6 (2.70%) OpenCV
12 6 (2.70%) RabbitMQ
12 6 (2.70%) Spring
12 6 (2.70%) Spring Boot
13 5 (2.25%) RESTful
Miscellaneous
1 51 (22.97%) Cloud Native
2 33 (14.86%) Algorithms
3 30 (13.51%) AI Agents
4 18 (8.11%) Distributed Systems
4 18 (8.11%) Product Ownership
5 15 (6.76%) Public Cloud
6 13 (5.86%) Video\Live Streaming
7 11 (4.95%) Clustering
7 11 (4.95%) Mobile Banking
8 7 (3.15%) Robotics
9 5 (2.25%) Blog
9 5 (2.25%) Over-the-Top Content
9 5 (2.25%) Reference Data
10 4 (1.80%) Analytical Mindset
10 4 (1.80%) Embedded Systems
10 4 (1.80%) Enterprise Software
11 3 (1.35%) Greenfield Project
12 2 (0.90%) Legacy Systems
12 2 (0.90%) Stable Diffusion
12 2 (0.90%) Synthetic Data
Operating Systems
1 1 (0.45%) Android
1 1 (0.45%) Apple iOS
1 1 (0.45%) Linux
Processes & Methodologies
1 221 (99.55%) Machine Learning
2 166 (74.77%) AI
3 128 (57.66%) Data Science
4 100 (45.05%) LLM
5 94 (42.34%) Software Engineering
6 90 (40.54%) Generative AI
7 82 (36.94%) Deep Learning
8 80 (36.04%) MLOps
9 76 (34.23%) Mentoring
10 67 (30.18%) Statistics
11 65 (29.28%) Roadmaps
12 53 (23.87%) CI/CD
13 52 (23.42%) Natural Language Processing
13 52 (23.42%) Retrieval-Augmented Generation
14 50 (22.52%) Computer Science
14 50 (22.52%) Prompt Engineering
15 49 (22.07%) Actionable Insight
15 49 (22.07%) Analytics
16 46 (20.72%) Decision-Making
17 45 (20.27%) Problem-Solving
Programming Languages
1 197 (88.74%) Python
2 80 (36.04%) SQL
3 21 (9.46%) Java
4 17 (7.66%) C++
5 8 (3.60%) C
5 8 (3.60%) R
6 6 (2.70%) JavaScript
7 4 (1.80%) MATLAB
8 2 (0.90%) C#
8 2 (0.90%) Scala
9 1 (0.45%) Gremlin
9 1 (0.45%) Haskell
9 1 (0.45%) OCaml
9 1 (0.45%) Rust
Qualifications
1 71 (31.98%) Degree
2 37 (16.67%) PhD
3 28 (12.61%) Security Cleared
4 17 (7.66%) Master's Degree
5 12 (5.41%) SC Cleared
6 10 (4.50%) Computer Science Degree
7 8 (3.60%) DV Cleared
8 6 (2.70%) DBS Check
9 3 (1.35%) BPSS Clearance
10 1 (0.45%) AWS Certification
10 1 (0.45%) AWS Certified Solutions Architect
10 1 (0.45%) Azure Certification
10 1 (0.45%) CISSP
10 1 (0.45%) Microsoft Certification
10 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 10 (4.50%) California Consumer Privacy Act
1 10 (4.50%) GDPR
2 8 (3.60%) Data Quality
3 5 (2.25%) Accessibility
4 2 (0.90%) ISO/IEC 42001
5 1 (0.45%) Cyber Essentials
5 1 (0.45%) ISO/IEC 27001
5 1 (0.45%) QA
System Software
1 27 (12.16%) Docker
Systems Management
1 28 (12.61%) Kubernetes
2 9 (4.05%) Kubeflow
3 4 (1.80%) Ansible
3 4 (1.80%) Grafana
3 4 (1.80%) Prometheus
4 2 (0.90%) Argo
Vendors
1 30 (13.51%) Databricks
1 30 (13.51%) OpenAI
2 20 (9.01%) Google
3 17 (7.66%) Microsoft
4 10 (4.50%) Cloudera
4 10 (4.50%) Dell
5 4 (1.80%) Foundry
5 4 (1.80%) Mistral
6 2 (0.90%) Thales
6 2 (0.90%) Workday
7 1 (0.45%) Cognizant
7 1 (0.45%) Dataiku
7 1 (0.45%) DataRobot
7 1 (0.45%) Oracle