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

6 months to
14 Sep 2026
Same period 2025 Same period 2024
Rank 578 532 681
Rank change year-on-year -46 +149 -22
Permanent jobs citing PyTorch 223 131 112
As % of all permanent jobs in the UK 0.20% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.90% 1.53% 0.67%
Number of salaries quoted 73 57 69
10th Percentile £46,250 £47,000 £51,000
25th Percentile £58,750 £60,000 £62,000
Median annual salary (50th Percentile) £85,000 £77,500 £82,500
Median % change year-on-year +9.68% -6.06% +10.00%
75th Percentile £107,500 £108,750 £105,000
90th Percentile £120,000 £120,000 £120,500
UK excluding London median annual salary £70,000 £55,000 £65,000
% change year-on-year +27.27% -15.38% -7.14%

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 11,725 8,551 16,721
As % of all permanent jobs advertised in the UK 10.33% 17.29% 21.45%
Number of salaries quoted 8,437 5,469 10,837
10th Percentile £42,500 £40,000 £39,750
25th Percentile £51,250 £52,500 £48,250
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -3.70%
75th Percentile £86,250 £87,500 £85,000
90th Percentile £100,000 £115,000 £110,556
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 14 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 14 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 -18 197 £85,000 +9.68% 708
London -10 110 £96,250 +6.94% 491
UK excluding London -72 97 £70,000 +27.27% 268
Work from Home +21 80 £110,000 +29.41% 470
Midlands -16 39 £41,000 -32.23% 27
East Midlands -2 33 £38,000 - 14
East of England -17 20 £100,000 +33.33% 53
South West -71 12 £85,000 +36.00% 42
South East -46 11 £66,250 -17.19% 42
West Midlands -34 6 £145,000 +139.67% 13
Wales -68 5 £65,000 - 6
Scotland +9 4 - - 40
North of England -65 4 £94,150 +75.16% 42
North West -20 3 £102,500 +95.24% 32
Northern Ireland - 2 - - 17
Yorkshire -33 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 18 (8.07%) Apache Spark
2 16 (7.17%) Apache Airflow
Applications
1 9 (4.04%) Chatbot
2 3 (1.35%) Simulink
3 1 (0.45%) Trello
Cloud Services
1 105 (47.09%) AWS
2 102 (45.74%) Azure
3 77 (34.53%) GCP
4 31 (13.90%) Power Platform
5 18 (8.07%) Snowflake
6 14 (6.28%) Azure Synapse Analytics
6 14 (6.28%) dbt
7 13 (5.83%) Serverless
8 12 (5.38%) Azure Machine Learning
9 11 (4.93%) Amazon S3
9 11 (4.93%) AWS Lambda
10 8 (3.59%) Amazon Bedrock
11 7 (3.14%) Azure AI
12 6 (2.69%) Amazon SageMaker
12 6 (2.69%) Anthropic Claude
12 6 (2.69%) SaaS
13 5 (2.24%) PaaS
13 5 (2.24%) Slack
14 4 (1.79%) GitHub
14 4 (1.79%) Vertex AI
Communications & Networking
1 14 (6.28%) Broadband
Database & Business Intelligence
1 29 (13.00%) Power BI
2 23 (10.31%) Tableau
3 19 (8.52%) Data Lake
4 15 (6.73%) Amazon Redshift
4 15 (6.73%) Data Warehouse
5 14 (6.28%) BigQuery
5 14 (6.28%) Elasticsearch
5 14 (6.28%) Looker
5 14 (6.28%) Milvus
5 14 (6.28%) Snowflake Schema
6 13 (5.83%) NoSQL
7 12 (5.38%) Big Data
8 9 (4.04%) Metadata
9 8 (3.59%) Pinecone
10 5 (2.24%) Data Mining
10 5 (2.24%) MongoDB
10 5 (2.24%) Oracle BI EE
10 5 (2.24%) QlikView
11 3 (1.35%) Neo4j
11 3 (1.35%) PostgreSQL
Development Applications
1 24 (10.76%) MLflow
2 9 (4.04%) Git
3 6 (2.69%) 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 (33.63%) Finance
2 55 (24.66%) Analytical Skills
3 49 (21.97%) Social Skills
4 32 (14.35%) Banking
5 30 (13.45%) Inclusion and Diversity
6 25 (11.21%) Law
7 19 (8.52%) Marketing
8 10 (4.48%) Legal
8 10 (4.48%) Public Sector
9 8 (3.59%) Aerospace
10 7 (3.14%) Retail
11 6 (2.69%) Pharmaceutical
12 5 (2.24%) Organisational Skills
13 4 (1.79%) 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%) Advertising
16 1 (0.45%) Investment Banking
Job Titles
1 67 (30.04%) Lead
2 48 (21.52%) Data Scientist
3 35 (15.70%) Senior
4 31 (13.90%) Senior Data Scientist
5 29 (13.00%) Machine Learning Engineer
6 28 (12.56%) Artificial Intelligence Engineer
7 26 (11.66%) Lead Data Scientist
8 25 (11.21%) Machine Learning Scientist
9 24 (10.76%) Software Engineer
10 23 (10.31%) Developer
11 18 (8.07%) Systems Engineer
12 15 (6.73%) Senior Systems Engineer
13 13 (5.83%) Lead Developer
14 11 (4.93%) Research Scientist
15 9 (4.04%) Data Engineer
16 8 (3.59%) Architect
17 6 (2.69%) Artificial Intelligence Architect
17 6 (2.69%) Principal Engineer
18 5 (2.24%) Python Engineer
19 4 (1.79%) Research Engineer
Libraries, Frameworks & Software Standards
1 174 (78.03%) TensorFlow
2 84 (37.67%) scikit-learn
3 53 (23.77%) LangChain
4 39 (17.49%) Hugging Face
5 26 (11.66%) LangGraph
6 24 (10.76%) Kafka
7 23 (10.31%) Google JAX
7 23 (10.31%) JAX
7 23 (10.31%) LlamaIndex
8 21 (9.42%) Pandas
9 17 (7.62%) NumPy
10 16 (7.17%) pgvector
11 12 (5.38%) REST
12 7 (3.14%) FastAPI
12 7 (3.14%) Keras
13 6 (2.69%) OpenCV
13 6 (2.69%) RabbitMQ
13 6 (2.69%) Spring
13 6 (2.69%) Spring Boot
14 5 (2.24%) Node.js
Miscellaneous
1 55 (24.66%) Cloud Native
2 32 (14.35%) Algorithms
3 30 (13.45%) AI Agents
4 19 (8.52%) Public Cloud
5 18 (8.07%) Distributed Systems
5 18 (8.07%) Product Ownership
6 15 (6.73%) Clustering
7 13 (5.83%) Video\Live Streaming
8 11 (4.93%) Mobile Banking
9 6 (2.69%) Robotics
10 5 (2.24%) Blog
10 5 (2.24%) Over-the-Top Content
10 5 (2.24%) Reference Data
11 4 (1.79%) Analytical Mindset
11 4 (1.79%) Embedded Systems
11 4 (1.79%) Enterprise Software
12 3 (1.35%) Greenfield Project
13 2 (0.90%) Data Structures
13 2 (0.90%) Legacy Systems
13 2 (0.90%) Stable Diffusion
Operating Systems
1 1 (0.45%) Android
1 1 (0.45%) Apple iOS
1 1 (0.45%) Linux
Processes & Methodologies
1 222 (99.55%) Machine Learning
2 168 (75.34%) AI
3 132 (59.19%) Data Science
4 99 (44.39%) LLM
5 94 (42.15%) Software Engineering
6 93 (41.70%) Generative AI
7 82 (36.77%) Deep Learning
8 79 (35.43%) MLOps
9 76 (34.08%) Mentoring
10 68 (30.49%) Statistics
11 64 (28.70%) Roadmaps
12 55 (24.66%) Retrieval-Augmented Generation
13 53 (23.77%) Analytics
13 53 (23.77%) CI/CD
13 53 (23.77%) Prompt Engineering
14 51 (22.87%) Natural Language Processing
15 49 (21.97%) Actionable Insight
16 48 (21.52%) Data Pipeline
17 47 (21.08%) Computer Science
18 46 (20.63%) Decision-Making
Programming Languages
1 198 (88.79%) Python
2 83 (37.22%) SQL
3 20 (8.97%) Java
4 16 (7.17%) C++
5 8 (3.59%) R
6 7 (3.14%) C
7 6 (2.69%) JavaScript
8 3 (1.35%) MATLAB
9 2 (0.90%) C#
9 2 (0.90%) Scala
10 1 (0.45%) Gremlin
10 1 (0.45%) Haskell
10 1 (0.45%) OCaml
10 1 (0.45%) Rust
Qualifications
1 69 (30.94%) Degree
2 38 (17.04%) PhD
3 26 (11.66%) Security Cleared
4 17 (7.62%) Master's Degree
5 10 (4.48%) SC Cleared
6 9 (4.04%) Computer Science Degree
7 8 (3.59%) DV Cleared
8 6 (2.69%) 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%) Microsoft Certification
10 1 (0.45%) Microsoft Certified Professional
Quality Assurance & Compliance
1 14 (6.28%) California Consumer Privacy Act
1 14 (6.28%) GDPR
2 8 (3.59%) Data Quality
3 5 (2.24%) 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 (12.11%) Docker
Systems Management
1 28 (12.56%) Kubernetes
2 9 (4.04%) Kubeflow
3 4 (1.79%) Ansible
3 4 (1.79%) Grafana
3 4 (1.79%) Prometheus
4 2 (0.90%) Argo
Vendors
1 34 (15.25%) Databricks
2 29 (13.00%) OpenAI
3 20 (8.97%) Google
4 17 (7.62%) Microsoft
5 14 (6.28%) Cloudera
5 14 (6.28%) Dell
6 4 (1.79%) Foundry
6 4 (1.79%) Mistral
7 2 (0.90%) Thales
7 2 (0.90%) Workday
8 1 (0.45%) Cognizant
8 1 (0.45%) Dataiku
8 1 (0.45%) DataRobot
8 1 (0.45%) Oracle