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

6 months to
10 Aug 2026
Same period 2025 Same period 2024
Rank 544 558 694
Rank change year-on-year +14 +136 +7
Permanent jobs citing PyTorch 246 134 118
As % of all permanent jobs in the UK 0.23% 0.27% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.30% 1.56% 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 10,686 8,587 16,013
As % of all permanent jobs advertised in the UK 10.09% 17.20% 19.28%
Number of salaries quoted 7,825 5,603 11,499
10th Percentile £40,000 £38,125 £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 £59,000 £55,000
% change year-on-year +1.69% +7.27% -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 10 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 10 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 -17 200 £85,400 +3.52% 341
London +2 116 £102,500 +7.89% 244
UK excluding London -75 96 £65,000 +1.56% 118
Work from Home +33 88 £105,000 +40.00% 120
Midlands -6 35 £45,500 -32.59% 11
East Midlands +6 33 £38,000 -47.59% 1
East of England -27 21 £100,000 +56.25% 31
South West -63 11 £60,000 +20.00% 18
South East -42 9 £62,500 -37.50% 24
North of England -52 7 £102,500 +72.27% 16
Scotland +12 5 £58,565 - 6
North West -13 5 £102,500 +90.70% 16
Wales -48 5 £65,000 - 6
Northern Ireland - 3 - - 7
West Midlands -28 2 £97,500 +61.16% 10
Yorkshire -42 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 18 (7.32%) 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
1 128 (52.03%) AWS
2 119 (48.37%) Azure
3 79 (32.11%) GCP
4 34 (13.82%) 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 OpenSearch
12 6 (2.44%) Amazon SageMaker
12 6 (2.44%) Azure AI
12 6 (2.44%) Slack
13 5 (2.03%) GitHub
13 5 (2.03%) Prefect
Communications & Networking
1 22 (8.94%) Broadband
Database & Business Intelligence
1 32 (13.01%) Power BI
2 26 (10.57%) Tableau
3 24 (9.76%) Amazon Redshift
3 24 (9.76%) Data Warehouse
4 23 (9.35%) BigQuery
4 23 (9.35%) Data Lake
4 23 (9.35%) Elasticsearch
4 23 (9.35%) Looker
4 23 (9.35%) Snowflake Schema
5 19 (7.72%) GIS
5 19 (7.72%) QGIS
5 19 (7.72%) Spatial Data
6 13 (5.28%) Metadata
7 10 (4.07%) NoSQL
8 9 (3.66%) Pinecone
9 5 (2.03%) Big Data
9 5 (2.03%) MongoDB
10 4 (1.63%) PostgreSQL
10 4 (1.63%) Weaviate
11 3 (1.22%) Relational Database
Development Applications
1 35 (14.23%) MLflow
2 17 (6.91%) Git
3 8 (3.25%) 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 69 (28.05%) Analytical Skills
1 69 (28.05%) Finance
2 49 (19.92%) Social Skills
3 27 (10.98%) Banking
3 27 (10.98%) Inclusion and Diversity
4 22 (8.94%) Law
5 16 (6.50%) Marketing
6 11 (4.47%) Public Sector
7 7 (2.85%) Retail
8 6 (2.44%) Pharmaceutical
9 4 (1.63%) Private Banking
10 3 (1.22%) Aerospace
10 3 (1.22%) Legal
11 2 (0.81%) Electronics
11 2 (0.81%) Military
11 2 (0.81%) Public Speaking
12 1 (0.41%) Advertising
12 1 (0.41%) French Language
12 1 (0.41%) Investment Banking
12 1 (0.41%) Telecoms
Job Titles
1 64 (26.02%) Lead
2 52 (21.14%) Data Scientist
3 44 (17.89%) Senior
4 35 (14.23%) Senior Data Scientist
5 30 (12.20%) Developer
6 28 (11.38%) Lead Data Scientist
7 27 (10.98%) Systems Engineer
8 24 (9.76%) Machine Learning Scientist
8 24 (9.76%) Senior Systems Engineer
9 23 (9.35%) Artificial Intelligence Engineer
9 23 (9.35%) Consultant
9 23 (9.35%) Machine Learning Engineer
10 20 (8.13%) Artificial Intelligence Consultant
11 19 (7.72%) Machine Learning Consultant
11 19 (7.72%) Software Engineer
12 18 (7.32%) Spatial Consultant
13 13 (5.28%) Lead Developer
14 10 (4.07%) Research Scientist
15 9 (3.66%) Architect
15 9 (3.66%) Python Developer
Libraries, Frameworks & Software Standards
1 176 (71.54%) TensorFlow
2 91 (36.99%) scikit-learn
3 59 (23.98%) LangChain
4 39 (15.85%) Hugging Face
5 35 (14.23%) Kafka
6 33 (13.41%) LlamaIndex
7 25 (10.16%) pgvector
8 24 (9.76%) Pandas
9 22 (8.94%) Google JAX
9 22 (8.94%) JAX
9 22 (8.94%) LangGraph
10 20 (8.13%) NumPy
11 14 (5.69%) REST
12 10 (4.07%) OpenCV
13 9 (3.66%) XGBoost
14 8 (3.25%) RabbitMQ
15 7 (2.85%) RESTful
15 7 (2.85%) SciPy
16 6 (2.44%) AngularJS
16 6 (2.44%) Spring Boot
Miscellaneous
1 57 (23.17%) Cloud Native
2 51 (20.73%) Algorithms
3 28 (11.38%) AI Agents
4 24 (9.76%) Clustering
5 23 (9.35%) Public Cloud
6 20 (8.13%) Distributed Systems
7 18 (7.32%) Video\Live Streaming
8 12 (4.88%) Product Ownership
9 10 (4.07%) Mobile Banking
10 6 (2.44%) Over-the-Top Content
11 4 (1.63%) Analytical Mindset
11 4 (1.63%) Embedded Systems
11 4 (1.63%) Enterprise Software
11 4 (1.63%) Robotics
12 3 (1.22%) Blog
12 3 (1.22%) CUDA
12 3 (1.22%) Greenfield Project
13 2 (0.81%) Data Structures
13 2 (0.81%) Legacy Systems
13 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
3 155 (63.01%) Data Science
4 105 (42.68%) Generative AI
5 98 (39.84%) LLM
6 87 (35.37%) Software Engineering
7 78 (31.71%) MLOps
8 75 (30.49%) Deep Learning
9 73 (29.67%) Analytics
9 73 (29.67%) Mentoring
10 72 (29.27%) Statistics
11 65 (26.42%) Retrieval-Augmented Generation
12 62 (25.20%) Roadmaps
13 60 (24.39%) Prompt Engineering
14 59 (23.98%) Feature Engineering
15 58 (23.58%) CI/CD
16 57 (23.17%) Data Pipeline
17 55 (22.36%) Technical Leadership
17 55 (22.36%) Use Case
18 54 (21.95%) Predictive Modelling
Programming Languages
1 227 (92.28%) Python
2 89 (36.18%) SQL
3 15 (6.10%) Java
4 14 (5.69%) C++
5 9 (3.66%) JavaScript
6 5 (2.03%) C
7 3 (1.22%) 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 63 (25.61%) Degree
2 33 (13.41%) PhD
3 25 (10.16%) 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 22 (8.94%) Accessibility
3 19 (7.72%) QA
4 2 (0.81%) Data Quality
4 2 (0.81%) ISO/IEC 42001
5 1 (0.41%) Cyber Essentials
5 1 (0.41%) ISO/IEC 27001
System Software
1 32 (13.01%) Docker
Systems Management
1 29 (11.79%) Kubernetes
2 11 (4.47%) Kubeflow
3 7 (2.85%) Grafana
3 7 (2.85%) Terraform
4 6 (2.44%) Ansible
4 6 (2.44%) Prometheus
5 2 (0.81%) Argo
Vendors
1 41 (16.67%) 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