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

6 months to
12 Aug 2026
Same period 2025 Same period 2024
Rank 540 553 699
Rank change year-on-year +13 +146 -3
Permanent jobs citing PyTorch 249 135 120
As % of all permanent jobs in the UK 0.23% 0.27% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.33% 1.58% 0.74%
Number of salaries quoted 76 59 73
10th Percentile £46,250 £45,000 £50,250
25th Percentile £57,451 £57,500 £62,000
Median annual salary (50th Percentile) £85,000 £85,000 £75,000
Median % change year-on-year - +13.33% -
75th Percentile £110,000 £110,000 £102,500
90th Percentile £137,500 £121,000 £119,000
UK excluding London median annual salary £70,000 £63,250 £70,000
% change year-on-year +10.67% -9.64% -

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 10,672 8,518 16,145
As % of all permanent jobs advertised in the UK 10.06% 17.11% 19.33%
Number of salaries quoted 7,816 5,541 11,478
10th Percentile £40,125 £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 £57,500 £55,000
% change year-on-year +4.35% +4.55% -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 12 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 12 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 -9 206 £85,400 +0.47% 547
London +12 117 £102,500 +7.89% 401
UK excluding London -72 101 £70,000 +10.67% 194
Work from Home +37 89 £105,000 +35.48% 218
Midlands +8 37 £45,500 -32.59% 18
East Midlands +9 34 £38,000 -47.59% 1
East of England -28 22 £100,000 +56.25% 41
South West -58 12 £60,000 +20.00% 28
South East -42 10 £62,500 -37.50% 34
North of England -57 7 £102,500 +86.36% 31
Scotland +16 5 £58,565 - 22
North West -23 5 £102,500 +90.70% 27
Wales -51 5 £65,000 - 5
West Midlands -22 3 £97,500 +61.16% 17
Northern Ireland - 3 - - 16
Yorkshire -29 2 £85,800 +34.06% 1

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 (12.05%) Apache Airflow
2 25 (10.04%) Apache Spark
3 16 (6.43%) ArcGIS
4 1 (0.40%) Apache
Applications
1 7 (2.81%) Chatbot
2 1 (0.40%) Microsoft Excel
2 1 (0.40%) Microsoft Office
2 1 (0.40%) Microsoft PowerPoint
2 1 (0.40%) Simulink
2 1 (0.40%) Trello
Cloud Services
1 126 (50.60%) AWS
2 119 (47.79%) Azure
3 79 (31.73%) GCP
4 36 (14.46%) Power Platform
5 29 (11.65%) Snowflake
6 23 (9.24%) Azure Synapse Analytics
6 23 (9.24%) dbt
7 14 (5.62%) Serverless
8 13 (5.22%) Azure Machine Learning
9 11 (4.42%) Amazon S3
9 11 (4.42%) AWS Lambda
10 8 (3.21%) Amazon Bedrock
11 7 (2.81%) Anthropic Claude
11 7 (2.81%) Azure AI
11 7 (2.81%) SaaS
12 6 (2.41%) Amazon SageMaker
12 6 (2.41%) Slack
13 5 (2.01%) Amazon OpenSearch
13 5 (2.01%) GitHub
13 5 (2.01%) Prefect
Communications & Networking
1 22 (8.84%) Broadband
Database & Business Intelligence
1 34 (13.65%) Power BI
2 28 (11.24%) Tableau
3 24 (9.64%) Amazon Redshift
3 24 (9.64%) Data Lake
3 24 (9.64%) Data Warehouse
4 23 (9.24%) BigQuery
4 23 (9.24%) Elasticsearch
4 23 (9.24%) Looker
4 23 (9.24%) Snowflake Schema
5 17 (6.83%) GIS
5 17 (6.83%) QGIS
5 17 (6.83%) Spatial Data
6 13 (5.22%) Metadata
7 10 (4.02%) NoSQL
8 9 (3.61%) Pinecone
9 7 (2.81%) Big Data
10 5 (2.01%) MongoDB
11 4 (1.61%) PostgreSQL
11 4 (1.61%) Weaviate
12 3 (1.20%) Geospatial Data
Development Applications
1 35 (14.06%) MLflow
2 17 (6.83%) Git
3 7 (2.81%) GitLab
4 2 (0.80%) Jenkins
5 1 (0.40%) JIRA
5 1 (0.40%) NUnit
5 1 (0.40%) Poetry
5 1 (0.40%) Yeoman
General
1 71 (28.51%) Finance
2 70 (28.11%) Analytical Skills
3 50 (20.08%) Social Skills
4 29 (11.65%) Inclusion and Diversity
5 27 (10.84%) Banking
6 23 (9.24%) Law
7 17 (6.83%) Marketing
8 12 (4.82%) Public Sector
9 7 (2.81%) Retail
10 6 (2.41%) Pharmaceutical
11 5 (2.01%) Legal
12 4 (1.61%) Aerospace
12 4 (1.61%) Private Banking
13 3 (1.20%) Electronics
13 3 (1.20%) Military
14 2 (0.80%) Public Speaking
15 1 (0.40%) Advertising
15 1 (0.40%) French Language
15 1 (0.40%) Investment Banking
15 1 (0.40%) Organisational Skills
Job Titles
1 66 (26.51%) Lead
2 52 (20.88%) Data Scientist
3 45 (18.07%) Senior
4 35 (14.06%) Senior Data Scientist
5 29 (11.65%) Developer
6 28 (11.24%) Lead Data Scientist
7 27 (10.84%) Systems Engineer
8 25 (10.04%) Machine Learning Scientist
9 24 (9.64%) Machine Learning Engineer
9 24 (9.64%) Senior Systems Engineer
10 23 (9.24%) Artificial Intelligence Engineer
11 22 (8.84%) Consultant
12 20 (8.03%) Software Engineer
13 19 (7.63%) Artificial Intelligence Consultant
14 17 (6.83%) Machine Learning Consultant
15 16 (6.43%) Spatial Consultant
16 13 (5.22%) Lead Developer
17 11 (4.42%) Research Scientist
18 9 (3.61%) Architect
18 9 (3.61%) Python Developer
Libraries, Frameworks & Software Standards
1 181 (72.69%) TensorFlow
2 92 (36.95%) scikit-learn
3 59 (23.69%) LangChain
4 39 (15.66%) Hugging Face
5 34 (13.65%) Kafka
6 33 (13.25%) LlamaIndex
7 25 (10.04%) Pandas
7 25 (10.04%) pgvector
8 23 (9.24%) Google JAX
8 23 (9.24%) JAX
9 22 (8.84%) LangGraph
10 21 (8.43%) NumPy
11 13 (5.22%) REST
12 10 (4.02%) OpenCV
13 9 (3.61%) XGBoost
14 7 (2.81%) RabbitMQ
14 7 (2.81%) RESTful
14 7 (2.81%) SciPy
15 6 (2.41%) Flask
15 6 (2.41%) Spring
Miscellaneous
1 59 (23.69%) Cloud Native
2 49 (19.68%) Algorithms
3 29 (11.65%) AI Agents
4 24 (9.64%) Clustering
4 24 (9.64%) Public Cloud
5 19 (7.63%) Distributed Systems
6 18 (7.23%) Video\Live Streaming
7 12 (4.82%) Product Ownership
8 10 (4.02%) Mobile Banking
9 6 (2.41%) Over-the-Top Content
10 4 (1.61%) Analytical Mindset
10 4 (1.61%) Blog
10 4 (1.61%) Embedded Systems
10 4 (1.61%) Enterprise Software
10 4 (1.61%) Robotics
11 3 (1.20%) CUDA
11 3 (1.20%) Greenfield Project
12 2 (0.80%) Data Structures
12 2 (0.80%) Legacy Systems
12 2 (0.80%) Stable Diffusion
Operating Systems
1 5 (2.01%) Linux
2 1 (0.40%) Android
2 1 (0.40%) Apple iOS
Processes & Methodologies
1 243 (97.59%) Machine Learning
2 192 (77.11%) AI
3 156 (62.65%) Data Science
4 106 (42.57%) Generative AI
5 102 (40.96%) LLM
6 89 (35.74%) Software Engineering
7 79 (31.73%) MLOps
8 77 (30.92%) Deep Learning
9 75 (30.12%) Mentoring
10 74 (29.72%) Analytics
11 73 (29.32%) Statistics
12 66 (26.51%) Retrieval-Augmented Generation
13 63 (25.30%) Roadmaps
14 62 (24.90%) Prompt Engineering
15 58 (23.29%) Data Pipeline
16 57 (22.89%) CI/CD
16 57 (22.89%) Feature Engineering
17 56 (22.49%) Use Case
18 54 (21.69%) Computer Vision
19 53 (21.29%) Technical Leadership
Programming Languages
1 227 (91.16%) Python
2 89 (35.74%) SQL
3 16 (6.43%) Java
4 14 (5.62%) C++
5 8 (3.21%) JavaScript
6 5 (2.01%) C
7 4 (1.61%) R
8 2 (0.80%) C#
9 1 (0.40%) Haskell
9 1 (0.40%) MATLAB
9 1 (0.40%) OCaml
9 1 (0.40%) Rust
9 1 (0.40%) Scala
Qualifications
1 68 (27.31%) Degree
2 35 (14.06%) PhD
3 26 (10.44%) Security Cleared
4 19 (7.63%) Master's Degree
5 9 (3.61%) Computer Science Degree
5 9 (3.61%) DV Cleared
6 8 (3.21%) SC Cleared
7 6 (2.41%) DBS Check
8 3 (1.20%) BPSS Clearance
8 3 (1.20%) Postgraduate
9 1 (0.40%) AWS Certification
9 1 (0.40%) AWS Certified Solutions Architect
9 1 (0.40%) Azure Certification
9 1 (0.40%) Microsoft Certification
9 1 (0.40%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (9.24%) California Consumer Privacy Act
1 23 (9.24%) GDPR
2 22 (8.84%) Accessibility
3 17 (6.83%) QA
4 3 (1.20%) Data Quality
5 2 (0.80%) ISO/IEC 42001
6 1 (0.40%) Cyber Essentials
6 1 (0.40%) ISO/IEC 27001
System Software
1 31 (12.45%) Docker
Systems Management
1 28 (11.24%) Kubernetes
2 11 (4.42%) Kubeflow
3 6 (2.41%) Grafana
3 6 (2.41%) Terraform
4 5 (2.01%) Ansible
4 5 (2.01%) Prometheus
5 2 (0.80%) Argo
Vendors
1 43 (17.27%) Databricks
2 25 (10.04%) OpenAI
3 23 (9.24%) Cloudera
3 23 (9.24%) Dell
4 21 (8.43%) Google
5 17 (6.83%) Microsoft
6 4 (1.61%) Foundry
7 2 (0.80%) Workday
8 1 (0.40%) Cognizant
8 1 (0.40%) Dataiku
8 1 (0.40%) DataRobot
8 1 (0.40%) Oracle