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 11 August 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Aug 2026
Same period 2025 Same period 2024
Rank 536 546 703
Rank change year-on-year +10 +157 -13
Permanent jobs citing PyTorch 246 134 120
As % of all permanent jobs in the UK 0.23% 0.27% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.30% 1.57% 0.74%
Number of salaries quoted 74 60 73
10th Percentile £46,250 £45,000 £50,250
25th Percentile £54,853 £58,125 £62,000
Median annual salary (50th Percentile) £85,000 £82,500 £75,000
Median % change year-on-year +3.03% +10.00% -
75th Percentile £110,000 £109,375 £102,500
90th Percentile £137,500 £120,500 £119,000
UK excluding London median annual salary £65,000 £64,000 £70,000
% change year-on-year +1.56% -8.57% -

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 10,677 8,516 16,160
As % of all permanent jobs advertised in the UK 10.06% 17.11% 19.35%
Number of salaries quoted 7,819 5,546 11,483
10th Percentile £40,000 £37,500 £37,500
25th Percentile £50,000 £50,000 £46,293
Median annual salary (50th Percentile) £65,000 £67,500 £62,000
Median % change year-on-year -3.70% +8.87% -8.15%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £112,500 £107,500
UK excluding London median annual salary £60,000 £58,500 £55,000
% change year-on-year +2.56% +6.36% -4.35%

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 11 August 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 11 August 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 -23 202 £85,400 +3.52% 360
London +26 117 £102,500 +7.89% 261
UK excluding London -63 97 £65,000 +1.56% 121
Work from Home +26 88 £105,000 +40.00% 122
Midlands -21 36 £45,500 -32.59% 11
East Midlands +4 33 £38,000 -47.59% 1
East of England -27 21 £100,000 +56.25% 30
South West -68 11 £60,000 +20.00% 19
South East -50 9 £62,500 -37.50% 27
North of England -51 7 £102,500 +72.27% 17
Scotland +13 5 £58,565 - 7
North West -18 5 £102,500 +90.70% 15
Wales -54 5 £65,000 - 4
West Midlands -37 3 £97,500 +61.16% 10
Northern Ireland - 3 - - 7
Yorkshire -35 2 £85,800 +28.06%

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 30 (12.20%) Apache Airflow
2 25 (10.16%) Apache Spark
3 17 (6.91%) ArcGIS
4 1 (0.41%) Apache
Applications
1 7 (2.85%) Chatbot
2 1 (0.41%) Microsoft Excel
2 1 (0.41%) Microsoft Office
2 1 (0.41%) Microsoft PowerPoint
2 1 (0.41%) Simulink
2 1 (0.41%) Trello
Cloud Services
1 127 (51.63%) AWS
2 119 (48.37%) Azure
3 79 (32.11%) GCP
4 35 (14.23%) Power Platform
5 28 (11.38%) Snowflake
6 23 (9.35%) Azure Synapse Analytics
6 23 (9.35%) dbt
7 14 (5.69%) Serverless
8 12 (4.88%) Azure Machine Learning
9 11 (4.47%) Amazon S3
9 11 (4.47%) AWS Lambda
10 8 (3.25%) Amazon Bedrock
11 7 (2.85%) Anthropic Claude
11 7 (2.85%) SaaS
12 6 (2.44%) Amazon SageMaker
12 6 (2.44%) Azure AI
12 6 (2.44%) Slack
13 5 (2.03%) Amazon OpenSearch
13 5 (2.03%) GitHub
13 5 (2.03%) Prefect
Communications & Networking
1 22 (8.94%) Broadband
Database & Business Intelligence
1 33 (13.41%) Power BI
2 27 (10.98%) Tableau
3 24 (9.76%) Amazon Redshift
3 24 (9.76%) Data Lake
3 24 (9.76%) Data Warehouse
4 23 (9.35%) BigQuery
4 23 (9.35%) Elasticsearch
4 23 (9.35%) Looker
4 23 (9.35%) Snowflake Schema
5 18 (7.32%) GIS
5 18 (7.32%) QGIS
5 18 (7.32%) Spatial Data
6 13 (5.28%) Metadata
7 10 (4.07%) NoSQL
8 9 (3.66%) Pinecone
9 7 (2.85%) Big Data
10 5 (2.03%) MongoDB
11 4 (1.63%) PostgreSQL
11 4 (1.63%) Weaviate
12 3 (1.22%) Relational Database
Development Applications
1 35 (14.23%) MLflow
2 17 (6.91%) Git
3 7 (2.85%) GitLab
4 2 (0.81%) Jenkins
5 1 (0.41%) JIRA
5 1 (0.41%) NUnit
5 1 (0.41%) Poetry
5 1 (0.41%) Yeoman
General
1 70 (28.46%) Analytical Skills
2 69 (28.05%) Finance
3 49 (19.92%) Social Skills
4 28 (11.38%) Inclusion and Diversity
5 27 (10.98%) Banking
6 23 (9.35%) Law
7 17 (6.91%) Marketing
8 11 (4.47%) Public Sector
9 7 (2.85%) Retail
10 6 (2.44%) Pharmaceutical
11 5 (2.03%) Legal
12 4 (1.63%) Private Banking
13 3 (1.22%) Aerospace
14 2 (0.81%) Electronics
14 2 (0.81%) Military
14 2 (0.81%) Public Speaking
15 1 (0.41%) Financial Institution
15 1 (0.41%) French Language
15 1 (0.41%) Organisational Skills
15 1 (0.41%) Telecoms
Job Titles
1 66 (26.83%) Lead
2 52 (21.14%) Data Scientist
3 44 (17.89%) Senior
4 35 (14.23%) Senior Data Scientist
5 29 (11.79%) Developer
6 28 (11.38%) Lead Data Scientist
7 27 (10.98%) Systems Engineer
8 25 (10.16%) Machine Learning Scientist
9 24 (9.76%) Senior Systems Engineer
10 23 (9.35%) Artificial Intelligence Engineer
10 23 (9.35%) Machine Learning Engineer
11 22 (8.94%) Consultant
12 19 (7.72%) Artificial Intelligence Consultant
12 19 (7.72%) Software Engineer
13 18 (7.32%) Machine Learning Consultant
14 17 (6.91%) Spatial Consultant
15 13 (5.28%) Lead Developer
16 10 (4.07%) Research Scientist
17 9 (3.66%) Architect
17 9 (3.66%) Python Developer
Libraries, Frameworks & Software Standards
1 178 (72.36%) TensorFlow
2 91 (36.99%) scikit-learn
3 59 (23.98%) LangChain
4 39 (15.85%) Hugging Face
5 34 (13.82%) Kafka
6 33 (13.41%) LlamaIndex
7 25 (10.16%) Pandas
7 25 (10.16%) pgvector
8 22 (8.94%) Google JAX
8 22 (8.94%) JAX
8 22 (8.94%) LangGraph
9 21 (8.54%) NumPy
10 13 (5.28%) REST
11 10 (4.07%) OpenCV
12 9 (3.66%) XGBoost
13 7 (2.85%) RabbitMQ
13 7 (2.85%) RESTful
13 7 (2.85%) SciPy
14 6 (2.44%) Spring
14 6 (2.44%) Spring Boot
Miscellaneous
1 58 (23.58%) Cloud Native
2 50 (20.33%) Algorithms
3 28 (11.38%) AI Agents
4 24 (9.76%) Clustering
4 24 (9.76%) Public Cloud
5 19 (7.72%) Distributed Systems
6 18 (7.32%) Video\Live Streaming
7 12 (4.88%) Product Ownership
8 10 (4.07%) Mobile Banking
9 6 (2.44%) Over-the-Top Content
10 4 (1.63%) Analytical Mindset
10 4 (1.63%) Blog
10 4 (1.63%) Embedded Systems
10 4 (1.63%) Enterprise Software
10 4 (1.63%) Robotics
11 3 (1.22%) CUDA
11 3 (1.22%) Greenfield Project
12 2 (0.81%) Data Structures
12 2 (0.81%) Legacy Systems
12 2 (0.81%) Stable Diffusion
Operating Systems
1 5 (2.03%) Linux
2 1 (0.41%) Android
2 1 (0.41%) Apple iOS
Processes & Methodologies
1 240 (97.56%) Machine Learning
2 190 (77.24%) AI
3 156 (63.41%) Data Science
4 105 (42.68%) Generative AI
5 99 (40.24%) LLM
6 87 (35.37%) Software Engineering
7 78 (31.71%) MLOps
8 77 (31.30%) Deep Learning
9 74 (30.08%) Analytics
9 74 (30.08%) Mentoring
10 73 (29.67%) Statistics
11 65 (26.42%) Retrieval-Augmented Generation
12 63 (25.61%) Roadmaps
13 60 (24.39%) Prompt Engineering
14 58 (23.58%) Feature Engineering
15 57 (23.17%) CI/CD
15 57 (23.17%) Data Pipeline
16 55 (22.36%) Use Case
17 54 (21.95%) Technical Leadership
18 53 (21.54%) Computer Vision
Programming Languages
1 226 (91.87%) Python
2 89 (36.18%) SQL
3 16 (6.50%) Java
4 14 (5.69%) C++
5 8 (3.25%) JavaScript
6 5 (2.03%) C
7 4 (1.63%) R
8 2 (0.81%) C#
9 1 (0.41%) Haskell
9 1 (0.41%) MATLAB
9 1 (0.41%) OCaml
9 1 (0.41%) Rust
9 1 (0.41%) Scala
Qualifications
1 65 (26.42%) Degree
2 34 (13.82%) PhD
3 24 (9.76%) Security Cleared
4 19 (7.72%) Master's Degree
5 8 (3.25%) Computer Science Degree
5 8 (3.25%) DV Cleared
6 6 (2.44%) DBS Check
6 6 (2.44%) SC Cleared
7 3 (1.22%) Postgraduate
8 2 (0.81%) BPSS Clearance
9 1 (0.41%) AWS Certification
9 1 (0.41%) AWS Certified Solutions Architect
9 1 (0.41%) Azure Certification
9 1 (0.41%) Microsoft Certification
9 1 (0.41%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.35%) California Consumer Privacy Act
1 23 (9.35%) GDPR
2 21 (8.54%) Accessibility
3 18 (7.32%) QA
4 3 (1.22%) Data Quality
5 2 (0.81%) ISO/IEC 42001
6 1 (0.41%) Cyber Essentials
6 1 (0.41%) ISO/IEC 27001
System Software
1 31 (12.60%) Docker
Systems Management
1 28 (11.38%) Kubernetes
2 11 (4.47%) Kubeflow
3 6 (2.44%) Grafana
3 6 (2.44%) Terraform
4 5 (2.03%) Ansible
4 5 (2.03%) Prometheus
5 2 (0.81%) Argo
Vendors
1 42 (17.07%) Databricks
2 24 (9.76%) OpenAI
3 23 (9.35%) Cloudera
3 23 (9.35%) Dell
4 21 (8.54%) Google
5 16 (6.50%) Microsoft
6 3 (1.22%) Foundry
7 2 (0.81%) Workday
8 1 (0.41%) Cognizant
8 1 (0.41%) Dataiku
8 1 (0.41%) DataRobot
8 1 (0.41%) Oracle