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

6 months to
9 Sep 2026
Same period 2025 Same period 2024
Rank 569 544 684
Rank change year-on-year -25 +140 -17
Permanent jobs citing PyTorch 233 126 113
As % of all permanent jobs in the UK 0.21% 0.25% 0.14%
As % of the Libraries, Frameworks & Software Standards category 1.95% 1.46% 0.68%
Number of salaries quoted 80 54 69
10th Percentile £46,250 £45,375 £51,000
25th Percentile £52,500 £56,875 £61,250
Median annual salary (50th Percentile) £85,000 £76,250 £80,000
Median % change year-on-year +11.48% -4.69% +6.67%
75th Percentile £105,625 £105,938 £103,750
90th Percentile £120,000 £120,000 £120,000
UK excluding London median annual salary £65,000 £53,000 £65,000
% change year-on-year +22.64% -18.46% -10.34%

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 11,974 8,616 16,702
As % of all permanent jobs advertised in the UK 10.65% 17.38% 21.31%
Number of salaries quoted 8,663 5,523 10,845
10th Percentile £42,050 £40,000 £39,732
25th Percentile £51,250 £52,500 £48,039
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 £110,000
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 9 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 9 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 -39 205 £85,000 +11.48% 582
London -9 114 £96,250 +6.94% 442
UK excluding London -72 102 £65,000 +22.64% 193
Work from Home +26 88 £105,000 +23.53% 439
Midlands -17 40 £45,500 -24.79% 18
East Midlands -4 33 £38,000 - 7
East of England -26 20 £100,000 +33.33% 40
South West -66 13 £60,000 +20.00% 28
South East -38 11 £62,500 -21.88% 26
West Midlands -31 7 £97,500 +61.16% 11
North of England -65 6 £102,500 +95.24% 34
Scotland +11 5 £58,565 - 28
Wales -66 5 £65,000 - 5
North West -17 4 £102,500 +95.24% 29
Yorkshire -47 2 £85,800 - 2
Northern Ireland - 2 - - 15

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 22 (9.44%) Apache Airflow
2 18 (7.73%) Apache Spark
3 1 (0.43%) Apache
Applications
1 10 (4.29%) Chatbot
2 2 (0.86%) Simulink
3 1 (0.43%) Trello
Cloud Services
1 108 (46.35%) AWS
2 104 (44.64%) Azure
3 79 (33.91%) GCP
4 32 (13.73%) Power Platform
5 19 (8.15%) Snowflake
6 15 (6.44%) Azure Synapse Analytics
6 15 (6.44%) dbt
7 14 (6.01%) Serverless
8 13 (5.58%) Azure Machine Learning
9 12 (5.15%) Amazon S3
9 12 (5.15%) AWS Lambda
10 8 (3.43%) Amazon Bedrock
11 7 (3.00%) Anthropic Claude
11 7 (3.00%) Azure AI
12 6 (2.58%) Amazon SageMaker
12 6 (2.58%) SaaS
13 5 (2.15%) Amazon OpenSearch
13 5 (2.15%) PaaS
13 5 (2.15%) Prefect
13 5 (2.15%) Slack
Communications & Networking
1 17 (7.30%) Broadband
Database & Business Intelligence
1 30 (12.88%) Power BI
2 24 (10.30%) Tableau
3 20 (8.58%) Data Lake
4 16 (6.87%) Amazon Redshift
4 16 (6.87%) Data Warehouse
5 15 (6.44%) BigQuery
5 15 (6.44%) Elasticsearch
5 15 (6.44%) Looker
5 15 (6.44%) Milvus
5 15 (6.44%) Snowflake Schema
6 13 (5.58%) NoSQL
7 12 (5.15%) Big Data
8 9 (3.86%) Metadata
8 9 (3.86%) Pinecone
9 5 (2.15%) Data Mining
9 5 (2.15%) MongoDB
9 5 (2.15%) Oracle BI EE
9 5 (2.15%) QlikView
10 4 (1.72%) Weaviate
11 3 (1.29%) PostgreSQL
Development Applications
1 26 (11.16%) MLflow
2 14 (6.01%) Git
3 7 (3.00%) GitLab
4 2 (0.86%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 76 (32.62%) Finance
2 57 (24.46%) Analytical Skills
3 49 (21.03%) Social Skills
4 32 (13.73%) Banking
5 30 (12.88%) Inclusion and Diversity
6 25 (10.73%) Law
7 19 (8.15%) Marketing
8 12 (5.15%) Public Sector
9 10 (4.29%) Legal
10 7 (3.00%) Retail
11 6 (2.58%) Aerospace
11 6 (2.58%) Pharmaceutical
12 5 (2.15%) Organisational Skills
13 4 (1.72%) Private Banking
14 3 (1.29%) Electronics
14 3 (1.29%) Military
15 2 (0.86%) Public Speaking
16 1 (0.43%) Aviation
16 1 (0.43%) Financial Institution
16 1 (0.43%) Telecoms
Job Titles
1 67 (28.76%) Lead
2 49 (21.03%) Data Scientist
3 39 (16.74%) Senior
4 32 (13.73%) Senior Data Scientist
5 30 (12.88%) Machine Learning Engineer
6 29 (12.45%) Developer
7 28 (12.02%) Artificial Intelligence Engineer
8 27 (11.59%) Machine Learning Scientist
9 26 (11.16%) Lead Data Scientist
10 24 (10.30%) Software Engineer
11 19 (8.15%) Systems Engineer
12 16 (6.87%) Senior Systems Engineer
13 13 (5.58%) Lead Developer
14 12 (5.15%) Research Scientist
15 9 (3.86%) Architect
15 9 (3.86%) Data Engineer
15 9 (3.86%) Python Developer
16 7 (3.00%) Artificial Intelligence Architect
17 6 (2.58%) Principal Engineer
18 5 (2.15%) Research Engineer
Libraries, Frameworks & Software Standards
1 179 (76.82%) TensorFlow
2 88 (37.77%) scikit-learn
3 55 (23.61%) LangChain
4 39 (16.74%) Hugging Face
5 27 (11.59%) Google JAX
5 27 (11.59%) JAX
5 27 (11.59%) LangGraph
6 26 (11.16%) Kafka
7 25 (10.73%) LlamaIndex
7 25 (10.73%) Pandas
8 21 (9.01%) NumPy
9 17 (7.30%) pgvector
10 13 (5.58%) REST
11 10 (4.29%) OpenCV
12 7 (3.00%) FastAPI
12 7 (3.00%) Keras
12 7 (3.00%) RabbitMQ
12 7 (3.00%) XGBoost
13 6 (2.58%) Faiss
13 6 (2.58%) RESTful
Miscellaneous
1 57 (24.46%) Cloud Native
2 35 (15.02%) Algorithms
3 31 (13.30%) AI Agents
4 20 (8.58%) Public Cloud
5 19 (8.15%) Distributed Systems
6 17 (7.30%) Product Ownership
7 16 (6.87%) Clustering
8 13 (5.58%) Video\Live Streaming
9 11 (4.72%) Mobile Banking
10 5 (2.15%) Blog
10 5 (2.15%) Over-the-Top Content
10 5 (2.15%) Reference Data
10 5 (2.15%) Robotics
11 4 (1.72%) Analytical Mindset
11 4 (1.72%) Embedded Systems
11 4 (1.72%) Enterprise Software
12 3 (1.29%) Greenfield Project
13 2 (0.86%) Data Structures
13 2 (0.86%) Legacy Systems
13 2 (0.86%) Stable Diffusion
Operating Systems
1 5 (2.15%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 228 (97.85%) Machine Learning
2 174 (74.68%) AI
3 135 (57.94%) Data Science
4 103 (44.21%) LLM
5 99 (42.49%) Software Engineering
6 97 (41.63%) Generative AI
7 84 (36.05%) Deep Learning
8 79 (33.91%) MLOps
9 76 (32.62%) Mentoring
10 71 (30.47%) Statistics
11 65 (27.90%) Roadmaps
12 60 (25.75%) Retrieval-Augmented Generation
13 55 (23.61%) CI/CD
13 55 (23.61%) Prompt Engineering
14 54 (23.18%) Data Pipeline
15 53 (22.75%) Analytics
16 51 (21.89%) Natural Language Processing
17 49 (21.03%) Actionable Insight
18 46 (19.74%) Decision-Making
18 46 (19.74%) Use Case
Programming Languages
1 208 (89.27%) Python
2 83 (35.62%) SQL
3 20 (8.58%) Java
4 15 (6.44%) C++
5 7 (3.00%) JavaScript
5 7 (3.00%) R
6 6 (2.58%) C
7 2 (0.86%) C#
7 2 (0.86%) MATLAB
8 1 (0.43%) Haskell
8 1 (0.43%) OCaml
8 1 (0.43%) Rust
8 1 (0.43%) Scala
Qualifications
1 74 (31.76%) Degree
2 40 (17.17%) PhD
3 27 (11.59%) Security Cleared
4 19 (8.15%) Master's Degree
5 9 (3.86%) Computer Science Degree
5 9 (3.86%) DV Cleared
5 9 (3.86%) SC Cleared
6 6 (2.58%) DBS Check
7 3 (1.29%) BPSS Clearance
8 1 (0.43%) AWS Certification
8 1 (0.43%) AWS Certified Solutions Architect
8 1 (0.43%) Azure Certification
8 1 (0.43%) Microsoft Certification
8 1 (0.43%) Microsoft Certified Professional
Quality Assurance & Compliance
1 15 (6.44%) California Consumer Privacy Act
1 15 (6.44%) GDPR
2 7 (3.00%) Data Quality
3 6 (2.58%) Accessibility
4 2 (0.86%) ISO/IEC 42001
5 1 (0.43%) Cyber Essentials
5 1 (0.43%) ISO/IEC 27001
5 1 (0.43%) QA
System Software
1 33 (14.16%) Docker
Systems Management
1 30 (12.88%) Kubernetes
2 10 (4.29%) Kubeflow
3 6 (2.58%) Grafana
4 5 (2.15%) Ansible
4 5 (2.15%) Prometheus
5 2 (0.86%) Argo
Vendors
1 39 (16.74%) Databricks
2 29 (12.45%) OpenAI
3 20 (8.58%) Google
4 17 (7.30%) Microsoft
5 15 (6.44%) Cloudera
5 15 (6.44%) Dell
6 5 (2.15%) Mistral
7 4 (1.72%) Foundry
8 2 (0.86%) Workday
9 1 (0.43%) Cognizant
9 1 (0.43%) Dataiku
9 1 (0.43%) DataRobot
9 1 (0.43%) Oracle
9 1 (0.43%) Thales