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 31 July 2026, with comparisons to the same periods in the previous two years.

6 months to
31 Jul 2026
Same period 2025 Same period 2024
Rank 545 552 694
Rank change year-on-year +7 +142 +49
Permanent jobs citing PyTorch 229 127 123
As % of all permanent jobs in the UK 0.22% 0.26% 0.14%
As % of the Libraries, Frameworks & Software Standards category 2.17% 1.46% 0.73%
Number of salaries quoted 66 59 79
10th Percentile £46,250 £46,000 £51,000
25th Percentile £58,750 £59,375 £57,500
Median annual salary (50th Percentile) £86,650 £85,000 £75,000
Median % change year-on-year +1.94% +13.33% -
75th Percentile £110,938 £106,875 £97,875
90th Percentile £137,500 £120,000 £116,000
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 10,531 8,711 16,739
As % of all permanent jobs advertised in the UK 10.23% 17.63% 19.24%
Number of salaries quoted 7,789 5,719 12,323
10th Percentile £40,450 £38,125 £37,500
25th Percentile £50,000 £50,625 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £114,183 £105,000
UK excluding London median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -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 31 July 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 31 July 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 -24 182 £87,500 +2.94% 211
London +19 103 £102,500 +7.89% 160
UK excluding London -58 93 £65,000 +1.56% 76
Work from Home +37 86 £95,400 +27.20% 79
Midlands -15 35 £50,000 -25.93% 4
East Midlands +5 33 £41,000 -43.45%
East of England -19 19 £100,000 +56.25% 14
South West -61 11 £60,000 +20.00% 10
North of England -36 8 £102,500 +60.16% 10
South East -50 7 £62,500 -37.50% 26
Scotland +13 6 £79,283 - 4
North West -1 6 £102,500 +86.36% 10
Wales -54 5 £65,000 - 4
West Midlands -23 2 £97,500 +61.16% 4
Yorkshire -36 2 £85,800 +28.06%
Northern Ireland - 2 - - 5

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 31 (13.54%) Apache Airflow
2 26 (11.35%) Apache Spark
3 20 (8.73%) ArcGIS
4 1 (0.44%) Apache
Applications
1 6 (2.62%) Chatbot
2 1 (0.44%) Microsoft Excel
2 1 (0.44%) Microsoft Office
2 1 (0.44%) Microsoft PowerPoint
2 1 (0.44%) Simulink
2 1 (0.44%) Trello
Cloud Services
1 118 (51.53%) AWS
2 115 (50.22%) Azure
3 74 (32.31%) GCP
4 34 (14.85%) Power Platform
5 28 (12.23%) Snowflake
6 23 (10.04%) Azure Synapse Analytics
6 23 (10.04%) dbt
7 11 (4.80%) Azure Machine Learning
8 10 (4.37%) Serverless
9 8 (3.49%) Amazon Bedrock
10 7 (3.06%) Amazon S3
10 7 (3.06%) Amazon SageMaker
10 7 (3.06%) AWS Lambda
10 7 (3.06%) SaaS
11 6 (2.62%) Amazon OpenSearch
11 6 (2.62%) Slack
12 5 (2.18%) Anthropic Claude
12 5 (2.18%) Azure AI
12 5 (2.18%) Prefect
12 5 (2.18%) Vertex AI
Communications & Networking
1 22 (9.61%) Broadband
Database & Business Intelligence
1 31 (13.54%) Power BI
2 26 (11.35%) Tableau
3 25 (10.92%) Amazon Redshift
3 25 (10.92%) Data Warehouse
4 24 (10.48%) BigQuery
4 24 (10.48%) Elasticsearch
4 24 (10.48%) Looker
5 23 (10.04%) Data Lake
5 23 (10.04%) Snowflake Schema
6 21 (9.17%) GIS
6 21 (9.17%) QGIS
6 21 (9.17%) Spatial Data
7 13 (5.68%) Metadata
8 10 (4.37%) Pinecone
9 9 (3.93%) NoSQL
10 5 (2.18%) Big Data
10 5 (2.18%) MongoDB
10 5 (2.18%) Weaviate
11 4 (1.75%) PostgreSQL
12 3 (1.31%) Relational Database
Development Applications
1 36 (15.72%) MLflow
2 16 (6.99%) Git
3 9 (3.93%) GitLab
4 2 (0.87%) Jenkins
5 1 (0.44%) JIRA
5 1 (0.44%) NUnit
5 1 (0.44%) Poetry
5 1 (0.44%) Yeoman
General
1 64 (27.95%) Analytical Skills
2 61 (26.64%) Finance
3 40 (17.47%) Social Skills
4 23 (10.04%) Banking
5 18 (7.86%) Inclusion and Diversity
6 16 (6.99%) Law
7 9 (3.93%) Marketing
8 7 (3.06%) Public Sector
9 6 (2.62%) Pharmaceutical
9 6 (2.62%) Retail
10 4 (1.75%) Private Banking
11 3 (1.31%) Advertising
12 2 (0.87%) Aerospace
12 2 (0.87%) Legal
12 2 (0.87%) Public Speaking
13 1 (0.44%) Financial Institution
13 1 (0.44%) French Language
13 1 (0.44%) Investment Banking
13 1 (0.44%) Military
13 1 (0.44%) Publishing
Job Titles
1 60 (26.20%) Lead
2 49 (21.40%) Data Scientist
3 41 (17.90%) Senior
4 33 (14.41%) Senior Data Scientist
5 30 (13.10%) Developer
6 28 (12.23%) Lead Data Scientist
7 27 (11.79%) Systems Engineer
8 24 (10.48%) Consultant
8 24 (10.48%) Senior Systems Engineer
9 21 (9.17%) Artificial Intelligence Consultant
9 21 (9.17%) Machine Learning Engineer
10 20 (8.73%) Machine Learning Consultant
10 20 (8.73%) Spatial Consultant
11 19 (8.30%) Artificial Intelligence Engineer
11 19 (8.30%) Machine Learning Scientist
12 17 (7.42%) Software Engineer
13 13 (5.68%) Lead Developer
14 9 (3.93%) Architect
14 9 (3.93%) Python Developer
15 8 (3.49%) Research Scientist
Libraries, Frameworks & Software Standards
1 162 (70.74%) TensorFlow
2 80 (34.93%) scikit-learn
3 57 (24.89%) LangChain
4 39 (17.03%) Hugging Face
5 34 (14.85%) Kafka
6 31 (13.54%) LlamaIndex
7 25 (10.92%) pgvector
8 23 (10.04%) LangGraph
9 22 (9.61%) Pandas
10 18 (7.86%) NumPy
11 17 (7.42%) Google JAX
11 17 (7.42%) JAX
12 13 (5.68%) REST
13 10 (4.37%) OpenCV
14 8 (3.49%) RabbitMQ
15 7 (3.06%) Faiss
15 7 (3.06%) SciPy
15 7 (3.06%) XGBoost
16 6 (2.62%) CrewAI
16 6 (2.62%) TFX
Miscellaneous
1 51 (22.27%) Algorithms
2 49 (21.40%) Cloud Native
3 24 (10.48%) AI Agents
3 24 (10.48%) Clustering
4 23 (10.04%) Public Cloud
5 20 (8.73%) Distributed Systems
6 18 (7.86%) Video\Live Streaming
7 13 (5.68%) Product Ownership
8 6 (2.62%) Mobile Banking
8 6 (2.62%) Over-the-Top Content
9 5 (2.18%) Robotics
10 4 (1.75%) Embedded Systems
10 4 (1.75%) Enterprise Software
11 3 (1.31%) Analytical Mindset
11 3 (1.31%) CUDA
11 3 (1.31%) Greenfield Project
12 2 (0.87%) Autonomous Agent
12 2 (0.87%) Blog
12 2 (0.87%) Data Structures
12 2 (0.87%) Stable Diffusion
Operating Systems
1 5 (2.18%) Linux
2 1 (0.44%) Android
2 1 (0.44%) Apple iOS
Processes & Methodologies
1 223 (97.38%) Machine Learning
2 177 (77.29%) AI
3 149 (65.07%) Data Science
4 95 (41.48%) Generative AI
5 83 (36.24%) LLM
6 75 (32.75%) Software Engineering
7 72 (31.44%) MLOps
8 69 (30.13%) Analytics
9 66 (28.82%) Mentoring
10 65 (28.38%) Deep Learning
11 64 (27.95%) Roadmaps
11 64 (27.95%) Statistics
12 61 (26.64%) Retrieval-Augmented Generation
13 58 (25.33%) Feature Engineering
14 55 (24.02%) Technical Leadership
14 55 (24.02%) Use Case
15 54 (23.58%) CI/CD
15 54 (23.58%) Predictive Modelling
16 53 (23.14%) Data Pipeline
17 52 (22.71%) Computer Vision
Programming Languages
1 214 (93.45%) Python
2 81 (35.37%) SQL
3 14 (6.11%) C++
3 14 (6.11%) Java
4 9 (3.93%) JavaScript
5 5 (2.18%) C
6 3 (1.31%) R
7 2 (0.87%) C#
8 1 (0.44%) Bash
8 1 (0.44%) Go
8 1 (0.44%) Haskell
8 1 (0.44%) MATLAB
8 1 (0.44%) OCaml
8 1 (0.44%) Rust
8 1 (0.44%) Scala
Qualifications
1 54 (23.58%) Degree
2 28 (12.23%) PhD
3 19 (8.30%) Security Cleared
4 18 (7.86%) Master's Degree
5 6 (2.62%) DBS Check
6 5 (2.18%) DV Cleared
7 4 (1.75%) Computer Science Degree
7 4 (1.75%) SC Cleared
8 3 (1.31%) Postgraduate
9 1 (0.44%) AWS Certification
9 1 (0.44%) AWS Certified Solutions Architect
9 1 (0.44%) Azure Certification
9 1 (0.44%) BPSS Clearance
9 1 (0.44%) Microsoft Certification
9 1 (0.44%) Microsoft Certified Professional
Quality Assurance & Compliance
1 23 (10.04%) California Consumer Privacy Act
1 23 (10.04%) GDPR
2 22 (9.61%) Accessibility
3 20 (8.73%) QA
4 2 (0.87%) Data Quality
5 1 (0.44%) Cyber Essentials
5 1 (0.44%) ISO/IEC 27001
System Software
1 32 (13.97%) Docker
Systems Management
1 28 (12.23%) Kubernetes
2 11 (4.80%) Kubeflow
3 8 (3.49%) Terraform
4 7 (3.06%) Grafana
5 6 (2.62%) Ansible
5 6 (2.62%) Prometheus
6 3 (1.31%) Argo
Vendors
1 41 (17.90%) Databricks
2 23 (10.04%) Cloudera
2 23 (10.04%) Dell
3 22 (9.61%) OpenAI
4 19 (8.30%) Google
5 12 (5.24%) Microsoft
6 2 (0.87%) Foundry
7 1 (0.44%) Cognizant
7 1 (0.44%) Dataiku
7 1 (0.44%) DataRobot
7 1 (0.44%) Oracle
7 1 (0.44%) Palantir