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

6 months to
5 Sep 2026
Same period 2025 Same period 2024
Rank 565 544 672
Rank change year-on-year -21 +128 +8
Permanent jobs citing PyTorch 231 128 118
As % of all permanent jobs in the UK 0.21% 0.26% 0.15%
As % of the Libraries, Frameworks & Software Standards category 1.94% 1.49% 0.71%
Number of salaries quoted 80 57 72
10th Percentile £46,250 £45,750 £50,125
25th Percentile £52,500 £58,750 £60,625
Median annual salary (50th Percentile) £85,000 £80,000 £77,500
Median % change year-on-year +6.25% +3.23% +3.33%
75th Percentile £105,625 £111,250 £102,813
90th Percentile £120,000 £120,000 £119,500
UK excluding London median annual salary £65,000 £54,250 £67,500
% change year-on-year +19.82% -19.63% -10.00%

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 11,882 8,598 16,686
As % of all permanent jobs advertised in the UK 10.69% 17.43% 21.15%
Number of salaries quoted 8,628 5,520 11,184
10th Percentile £42,500 £40,000 £38,750
25th Percentile £51,250 £51,938 £47,500
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -3.70%
75th Percentile £86,063 £87,500 £83,750
90th Percentile £100,000 £115,000 £110,000
UK excluding London median annual salary £60,000 £60,000 £56,525
% change year-on-year - +6.15% -5.79%

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 5 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 5 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 -40 203 £85,000 +6.25% 585
London -1 113 £96,250 +6.94% 444
UK excluding London -67 101 £65,000 +19.82% 191
Work from Home +31 87 £105,000 +23.53% 249
Midlands -8 39 £45,500 -24.79% 19
East Midlands -4 33 £38,000 - 7
East of England -27 21 £100,000 +33.33% 42
South West -72 13 £60,000 +20.00% 28
South East -48 10 £62,500 -40.48% 28
West Midlands -34 6 £97,500 +61.16% 12
North of England -66 6 £102,500 +95.24% 31
Scotland +7 5 £58,565 - 28
Wales -61 5 £65,000 - 4
North West -12 4 £102,500 +95.24% 26
Yorkshire -49 2 £85,800 - 2
Northern Ireland - 2 - - 12

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 (9.52%) Apache Airflow
2 17 (7.36%) Apache Spark
3 1 (0.43%) Apache
Applications
1 10 (4.33%) Chatbot
2 2 (0.87%) Simulink
3 1 (0.43%) Trello
Cloud Services
1 106 (45.89%) AWS
2 101 (43.72%) Azure
3 77 (33.33%) GCP
4 31 (13.42%) Power Platform
5 19 (8.23%) Snowflake
6 15 (6.49%) Azure Synapse Analytics
6 15 (6.49%) dbt
7 14 (6.06%) Serverless
8 13 (5.63%) Azure Machine Learning
9 12 (5.19%) Amazon S3
9 12 (5.19%) AWS Lambda
10 8 (3.46%) Amazon Bedrock
11 7 (3.03%) Anthropic Claude
11 7 (3.03%) Azure AI
12 6 (2.60%) Amazon SageMaker
12 6 (2.60%) SaaS
12 6 (2.60%) Slack
13 5 (2.16%) Amazon OpenSearch
13 5 (2.16%) Prefect
14 4 (1.73%) Google Gemini
Communications & Networking
1 18 (7.79%) Broadband
Database & Business Intelligence
1 29 (12.55%) Power BI
2 23 (9.96%) Tableau
3 19 (8.23%) Data Lake
4 16 (6.93%) Amazon Redshift
4 16 (6.93%) Data Warehouse
5 15 (6.49%) BigQuery
5 15 (6.49%) Elasticsearch
5 15 (6.49%) Looker
5 15 (6.49%) Milvus
5 15 (6.49%) Snowflake Schema
6 13 (5.63%) NoSQL
7 11 (4.76%) Big Data
8 9 (3.90%) Metadata
8 9 (3.90%) Pinecone
9 5 (2.16%) MongoDB
10 4 (1.73%) Data Mining
10 4 (1.73%) Oracle BI EE
10 4 (1.73%) QlikView
10 4 (1.73%) Weaviate
11 3 (1.30%) PostgreSQL
Development Applications
1 25 (10.82%) MLflow
2 14 (6.06%) Git
3 7 (3.03%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.43%) JIRA
5 1 (0.43%) NUnit
5 1 (0.43%) Poetry
5 1 (0.43%) Yeoman
General
1 74 (32.03%) Finance
2 58 (25.11%) Analytical Skills
3 48 (20.78%) Social Skills
4 30 (12.99%) Banking
4 30 (12.99%) Inclusion and Diversity
5 25 (10.82%) Law
6 19 (8.23%) Marketing
7 12 (5.19%) Public Sector
8 9 (3.90%) Legal
9 7 (3.03%) Retail
10 6 (2.60%) Pharmaceutical
11 5 (2.16%) Aerospace
12 4 (1.73%) Organisational Skills
12 4 (1.73%) Private Banking
13 3 (1.30%) Electronics
13 3 (1.30%) Military
14 2 (0.87%) Public Speaking
15 1 (0.43%) Advertising
15 1 (0.43%) Investment Banking
15 1 (0.43%) Publishing
Job Titles
1 67 (29.00%) Lead
2 49 (21.21%) Data Scientist
3 39 (16.88%) Senior
4 32 (13.85%) Senior Data Scientist
5 29 (12.55%) Developer
6 28 (12.12%) Artificial Intelligence Engineer
6 28 (12.12%) Machine Learning Engineer
7 27 (11.69%) Machine Learning Scientist
8 26 (11.26%) Lead Data Scientist
9 22 (9.52%) Software Engineer
10 19 (8.23%) Systems Engineer
11 16 (6.93%) Senior Systems Engineer
12 13 (5.63%) Lead Developer
13 12 (5.19%) Research Scientist
14 9 (3.90%) Architect
14 9 (3.90%) Data Engineer
14 9 (3.90%) Python Developer
15 7 (3.03%) Artificial Intelligence Architect
16 6 (2.60%) Principal Engineer
17 5 (2.16%) Research Engineer
Libraries, Frameworks & Software Standards
1 177 (76.62%) TensorFlow
2 85 (36.80%) scikit-learn
3 53 (22.94%) LangChain
4 38 (16.45%) Hugging Face
5 28 (12.12%) Google JAX
5 28 (12.12%) JAX
6 26 (11.26%) Kafka
7 25 (10.82%) LangGraph
7 25 (10.82%) LlamaIndex
8 24 (10.39%) Pandas
9 20 (8.66%) NumPy
10 17 (7.36%) pgvector
11 13 (5.63%) REST
12 9 (3.90%) OpenCV
13 7 (3.03%) Keras
13 7 (3.03%) RabbitMQ
13 7 (3.03%) XGBoost
14 6 (2.60%) Faiss
14 6 (2.60%) FastAPI
14 6 (2.60%) TFX
Miscellaneous
1 55 (23.81%) Cloud Native
2 35 (15.15%) Algorithms
3 31 (13.42%) AI Agents
4 19 (8.23%) Distributed Systems
4 19 (8.23%) Public Cloud
5 16 (6.93%) Clustering
6 14 (6.06%) Product Ownership
6 14 (6.06%) Video\Live Streaming
7 11 (4.76%) Mobile Banking
8 6 (2.60%) Over-the-Top Content
9 5 (2.16%) Blog
9 5 (2.16%) Robotics
10 4 (1.73%) Analytical Mindset
10 4 (1.73%) Embedded Systems
10 4 (1.73%) Enterprise Software
10 4 (1.73%) Reference Data
11 3 (1.30%) Greenfield Project
12 2 (0.87%) Data Structures
12 2 (0.87%) Legacy Systems
12 2 (0.87%) Stable Diffusion
Operating Systems
1 5 (2.16%) Linux
2 1 (0.43%) Android
2 1 (0.43%) Apple iOS
Processes & Methodologies
1 226 (97.84%) Machine Learning
2 172 (74.46%) AI
3 132 (57.14%) Data Science
4 102 (44.16%) LLM
5 96 (41.56%) Software Engineering
6 95 (41.13%) Generative AI
7 83 (35.93%) Deep Learning
8 76 (32.90%) Mentoring
8 76 (32.90%) MLOps
9 71 (30.74%) Statistics
10 62 (26.84%) Roadmaps
11 58 (25.11%) Retrieval-Augmented Generation
12 55 (23.81%) Prompt Engineering
13 53 (22.94%) CI/CD
13 53 (22.94%) Data Pipeline
14 51 (22.08%) Analytics
15 49 (21.21%) Actionable Insight
15 49 (21.21%) Natural Language Processing
16 46 (19.91%) Decision-Making
17 45 (19.48%) Problem-Solving
Programming Languages
1 206 (89.18%) Python
2 82 (35.50%) SQL
3 19 (8.23%) Java
4 15 (6.49%) C++
5 7 (3.03%) JavaScript
6 6 (2.60%) C
6 6 (2.60%) R
7 2 (0.87%) C#
7 2 (0.87%) MATLAB
8 1 (0.43%) Haskell
8 1 (0.43%) OCaml
8 1 (0.43%) Rust
8 1 (0.43%) Scala
Qualifications
1 73 (31.60%) Degree
2 39 (16.88%) PhD
3 27 (11.69%) Security Cleared
4 18 (7.79%) Master's Degree
5 9 (3.90%) Computer Science Degree
5 9 (3.90%) DV Cleared
6 8 (3.46%) SC Cleared
7 6 (2.60%) DBS Check
8 3 (1.30%) BPSS Clearance
9 1 (0.43%) AWS Certification
9 1 (0.43%) AWS Certified Solutions Architect
9 1 (0.43%) Azure Certification
9 1 (0.43%) Microsoft Certification
9 1 (0.43%) Microsoft Certified Professional
9 1 (0.43%) Postgraduate
Quality Assurance & Compliance
1 15 (6.49%) California Consumer Privacy Act
1 15 (6.49%) GDPR
2 6 (2.60%) Accessibility
3 5 (2.16%) Data Quality
4 2 (0.87%) 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 (14.29%) Docker
Systems Management
1 30 (12.99%) Kubernetes
2 11 (4.76%) Kubeflow
3 6 (2.60%) Grafana
4 5 (2.16%) Ansible
4 5 (2.16%) Prometheus
5 2 (0.87%) Argo
Vendors
1 38 (16.45%) Databricks
2 29 (12.55%) OpenAI
3 20 (8.66%) Google
4 17 (7.36%) Microsoft
5 15 (6.49%) Cloudera
5 15 (6.49%) Dell
6 5 (2.16%) Mistral
7 4 (1.73%) Foundry
8 2 (0.87%) Workday
9 1 (0.43%) Cognizant
9 1 (0.43%) Dataiku
9 1 (0.43%) DataRobot
9 1 (0.43%) Oracle